# General Settings log_file: "logfile_multi_system.log" # Log file name num_workers: 0 # Number of workers for DataLoader force_cpu: false # Set to true to force CPU usage cuda_device: 0 # GPU index if CUDA is available and force_cpu is false # --- DATA INPUT CONFIGURATION (MODIFIED FOR MULTI-SYSTEM) --- # Each entry in the 'systems' list represents one protein to be trained on. data: systems: # --- System 1 --- - pdb_path: "/scratch/asengar/long_sim/apo_d2_inv_start/run6/heavy_chain.pdb" json_path: "/scratch/asengar/long_sim/apo_d2_inv_start/run6/residues_data.json" torsion_info_path: "/scratch/asengar/long_sim/apo_d2_inv_start/run6/condensed.json" # --- System 2 --- - pdb_path: "/scratch/asengar/long_sim/apo_d1/run1/heavy_chain.pdb" json_path: "/scratch/asengar/long_sim/apo_d1/run1/residues_data_0.5.json" torsion_info_path: "/scratch/asengar/long_sim/apo_d1/run1/condensed.json" # --- System 3 --- - pdb_path: "/scratch/asengar/long_sim/apo_A2AR/run1/heavy_chain.pdb" json_path: "/scratch/asengar/long_sim/apo_A2AR/run1/residues_data_0.1.json" torsion_info_path: "/scratch/asengar/long_sim/apo_A2AR/run1/condensed.json" # --- System 4 --- - pdb_path: "/scratch/asengar/long_sim/apo_beta1/run1/heavy_chain.pdb" json_path: "/scratch/asengar/long_sim/apo_beta1/run1/residues_data_0.5.json" torsion_info_path: "/scratch/asengar/long_sim/apo_beta1/run1/condensed.json" # --- System 5 --- - pdb_path: "/scratch/asengar/long_sim/apo_M1/heavy_chain.pdb" json_path: "/scratch/asengar/long_sim/apo_M1/residues_data.json" torsion_info_path: "/scratch/asengar/long_sim/apo_M1/condensed.json" # --- System 6 --- - pdb_path: "/scratch/asengar/long_sim/apo_H1/heavy_chain.pdb" json_path: "/scratch/asengar/long_sim/apo_H1/residues_data.json" torsion_info_path: "/scratch/asengar/long_sim/apo_H1/condensed.json" # --- System 7 --- - pdb_path: "/scratch/asengar/long_sim/apo_d3/heavy_chain.pdb" json_path: "/scratch/asengar/long_sim/apo_d3/residues_data.json" torsion_info_path: "/scratch/asengar/long_sim/apo_d3/condensed.json" # --- System 8 --- - pdb_path: "/scratch/asengar/long_sim/apo_beta2/heavy_chain.pdb" json_path: "/scratch/asengar/long_sim/apo_beta2/residues_data.json" torsion_info_path: "/scratch/asengar/long_sim/apo_beta2/condensed.json" # --- System 9 --- - pdb_path: "/scratch/asengar/long_sim/apo_h5t2a/heavy_chain.pdb" json_path: "/scratch/asengar/long_sim/apo_h5t2a/residues_data.json" torsion_info_path: "/scratch/asengar/long_sim/apo_h5t2a/condensed.json" # --- System 10 --- - pdb_path: "/scratch/asengar/long_sim/apo_5ht1b/heavy_chain.pdb" json_path: "/scratch/asengar/long_sim/apo_5ht1b/residues_data.json" torsion_info_path: "/scratch/asengar/long_sim/apo_5ht1b/condensed.json" # Graph Construction Settings graph: knn_value: 4 # K for k-NN graph construction # --- GLOBAL MODEL & TRAINING SETTINGS --- # These settings apply to the single, shared models trained on all systems. hno_encoder: hidden_dim: 16 cheb_order: 4 num_epochs: 5 learning_rate: 0.0001 batch_size: 16 save_interval: 50 decoder2: num_epochs: 10 learning_rate: 0.0003 batch_size: 16 base_loss_weight: 1.0 save_interval: 500 use_z_ref_ensemble: false decoder2_settings: conditioner_mode: "z_ref" # Must be 'z_ref' for the multi-system code mlp_hidden_dim: 16 num_hidden_layers: 12 # NOTE: pooling_type, output_height/width are no longer used by the new decoder pooling_type: "blind" output_height: 50 output_width: 2 # Dihedral Loss Configuration (Global Weights) dihedral_loss: # This is a global switch. Set to true to attempt using dihedral loss. use_dihedral_loss: false # The specific torsion_info_path is now defined per-system above. lambda_divergence: 0.1 lambda_torsion_mse: 1.0 divergence_type: "JS" # Data Augmentation Settings data_augmentation: enabled: true ensemble_size: 50 target_ca_rmsd: 1.0 # Structural Augmentation Settings structural_augmentation: enabled: true variants_per_system: 10 # Execution Settings execution_settings: limit_systems: 2 max_frames_per_system: 500 # Output Directories Configuration output_directories: checkpoint_dir: "checkpoints" structure_dir: "structures" latent_dir: "latent_reps"