| { |
| "name": "reflexdiffusion-rl-torchpdm-100k", |
| "save_dir": "/data/nuplan_opensourcetest/ReflexDiffusion", |
| "train_set": "/mnt/nuplan_data/nuplan_cache/exp", |
| "train_set_list": "/data/nuplan_opensourcetest/ReflexDiffusion/reflexdiffusion_training_100k.json", |
| "future_len": 80, |
| "time_len": 21, |
| "agent_state_dim": 11, |
| "agent_num": 32, |
| "static_objects_state_dim": 10, |
| "static_objects_num": 5, |
| "lane_len": 20, |
| "lane_state_dim": 12, |
| "lane_num": 70, |
| "route_len": 20, |
| "route_state_dim": 12, |
| "route_num": 25, |
| "augment_prob": 0.5, |
| "normalization_file_path": "/data/nuplan_opensourcetest/ReflexDiffusion/normalization.json", |
| "use_data_augment": true, |
| "num_workers": 4, |
| "pin_mem": true, |
| "seed": 3407, |
| "train_epochs": 100, |
| "save_utd": 1, |
| "batch_size": 64, |
| "learning_rate": 1e-06, |
| "warm_up_epoch": 1, |
| "encoder_drop_path_rate": 0.1, |
| "decoder_drop_path_rate": 0.1, |
| "alpha_planning_loss": 1.0, |
| "device": "cuda", |
| "use_ema": true, |
| "encoder_depth": 3, |
| "decoder_depth": 3, |
| "num_heads": 6, |
| "hidden_dim": 192, |
| "diffusion_model_type": "x_start", |
| "use_bidirectional": false, |
| "use_safety_aware": false, |
| "no_sad": false, |
| "no_rii": false, |
| "predicted_neighbor_num": 10, |
| "use_all_feature": 1.0, |
| "resume_model_path": null, |
| "il_ckpt": "/data/nuplan_opensourcetest/ReflexDiffusion/training_log/reflexdiffusion-il-1000k/2026-07-17-19:16:44/model_epoch_400_trainloss_0.1228.pth", |
| "num_groups": 4, |
| "num_steps": 10, |
| "eta": 0.1, |
| "use_dpm_rollout": false, |
| "reward_scale": 20.0, |
| "use_pdm_reward": false, |
| "pdm_buffer_path": null, |
| "pdm_additive_weights": "5,5,4", |
| "pdm_min_hit_rate": 0.95, |
| "use_torch_pdm_reward": true, |
| "torch_pdm_dt": 0.1, |
| "torch_pdm_progress_weight": 5.0, |
| "torch_pdm_ttc_weight": 5.0, |
| "torch_pdm_driving_direction_weight": 2.0, |
| "torch_pdm_comfortable_weight": 0.0, |
| "use_online_pdm_reward": false, |
| "online_pdm_data_path": "/mnt/nuplan_data/val", |
| "online_pdm_map_path": "/data/wangrongjing_data/nuplan/dataset/maps", |
| "online_pdm_map_version": "nuplan-maps-v1.0", |
| "online_pdm_log_names_json": "/data/Diffusion-Planner/nuplan_train.json", |
| "online_pdm_allowed_tokens_json": null, |
| "online_pdm_token_log_index_json": null, |
| "online_pdm_metric_dir": null, |
| "online_pdm_horizon_s": 8.0, |
| "online_pdm_dt": 0.1, |
| "online_pdm_timeout_s": 45, |
| "online_pdm_num_workers": 4, |
| "online_pdm_worker_backend": "process", |
| "online_pdm_process_start_method": "spawn", |
| "online_pdm_process_queue_size": 0, |
| "online_pdm_scenarios_per_load_batch": 16, |
| "online_pdm_use_token_log_index": true, |
| "online_pdm_eager_process_start": true, |
| "online_pdm_prefetch_tokens_per_epoch": 64, |
| "online_pdm_reward_only_metrics": true, |
| "online_pdm_debug_print": false, |
| "kl_coef": 0.0, |
| "il_weight": 0.5, |
| "component_grad_norm_interval": 0, |
| "use_wandb": false, |
| "notes": "", |
| "ddp": true, |
| "port": "22324", |
| "state_normalizer": { |
| "mean": [ |
| [ |
| [ |
| 10, |
| 0, |
| 0, |
| 0 |
| ] |
| ], |
| [ |
| [ |
| 10, |
| 0, |
| 0, |
| 0 |
| ] |
| ], |
| [ |
| [ |
| 10, |
| 0, |
| 0, |
| 0 |
| ] |
| ], |
| [ |
| [ |
| 10, |
| 0, |
| 0, |
| 0 |
| ] |
| ], |
| [ |
| [ |
| 10, |
| 0, |
| 0, |
| 0 |
| ] |
| ], |
| [ |
| [ |
| 10, |
| 0, |
| 0, |
| 0 |
| ] |
| ], |
| [ |
| [ |
| 10, |
| 0, |
| 0, |
| 0 |
| ] |
| ], |
| [ |
| [ |
| 10, |
| 0, |
| 0, |
| 0 |
| ] |
| ], |
| [ |
| [ |
| 10, |
| 0, |
| 0, |
| 0 |
| ] |
| ], |
| [ |
| [ |
| 10, |
| 0, |
| 0, |
| 0 |
| ] |
| ], |
| [ |
| [ |
| 10, |
| 0, |
| 0, |
| 0 |
| ] |
| ] |
| ], |
| "std": [ |
| [ |
| [ |
| 20, |
| 20, |
| 1, |
| 1 |
| ] |
| ], |
| [ |
| [ |
| 20, |
| 20, |
| 1, |
| 1 |
| ] |
| ], |
| [ |
| [ |
| 20, |
| 20, |
| 1, |
| 1 |
| ] |
| ], |
| [ |
| [ |
| 20, |
| 20, |
| 1, |
| 1 |
| ] |
| ], |
| [ |
| [ |
| 20, |
| 20, |
| 1, |
| 1 |
| ] |
| ], |
| [ |
| [ |
| 20, |
| 20, |
| 1, |
| 1 |
| ] |
| ], |
| [ |
| [ |
| 20, |
| 20, |
| 1, |
| 1 |
| ] |
| ], |
| [ |
| [ |
| 20, |
| 20, |
| 1, |
| 1 |
| ] |
| ], |
| [ |
| [ |
| 20, |
| 20, |
| 1, |
| 1 |
| ] |
| ], |
| [ |
| [ |
| 20, |
| 20, |
| 1, |
| 1 |
| ] |
| ], |
| [ |
| [ |
| 20, |
| 20, |
| 1, |
| 1 |
| ] |
| ] |
| ] |
| }, |
| "observation_normalizer": { |
| "ego_current_state": { |
| "mean": [ |
| 10.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0 |
| ], |
| "std": [ |
| 20.0, |
| 20.0, |
| 1.0, |
| 1.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 1.0, |
| 1.0 |
| ] |
| }, |
| "neighbor_agents_past": { |
| "mean": [ |
| 10.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0 |
| ], |
| "std": [ |
| 20.0, |
| 20.0, |
| 1.0, |
| 1.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 1.0, |
| 1.0, |
| 1.0 |
| ] |
| }, |
| "static_objects": { |
| "mean": [ |
| 10.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0 |
| ], |
| "std": [ |
| 20.0, |
| 20.0, |
| 1.0, |
| 1.0, |
| 20.0, |
| 20.0, |
| 1.0, |
| 1.0, |
| 1.0, |
| 1.0 |
| ] |
| }, |
| "lanes": { |
| "mean": [ |
| 10.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0 |
| ], |
| "std": [ |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 1.0, |
| 1.0, |
| 1.0, |
| 1.0 |
| ] |
| }, |
| "lanes_speed_limit": { |
| "mean": [ |
| 0.0 |
| ], |
| "std": [ |
| 20.0 |
| ] |
| }, |
| "route_lanes": { |
| "mean": [ |
| 10.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0, |
| 0.0 |
| ], |
| "std": [ |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 20.0, |
| 1.0, |
| 1.0, |
| 1.0, |
| 1.0 |
| ] |
| }, |
| "route_lanes_speed_limit": { |
| "mean": [ |
| 0.0 |
| ], |
| "std": [ |
| 20.0 |
| ] |
| } |
| }, |
| "use_sad": true, |
| "use_rii": true |
| } |