Instructions to use bestak/uav-navigation-hasp with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- stable-baselines3
How to use bestak/uav-navigation-hasp with stable-baselines3:
from huggingface_sb3 import load_from_hub checkpoint = load_from_hub( repo_id="bestak/uav-navigation-hasp", filename="{MODEL FILENAME}.zip", ) - Notebooks
- Google Colab
- Kaggle
| { | |
| "schema_version": 2, | |
| "run_id": "1nt3s4ta", | |
| "run_name": "", | |
| "notes": "Exp1.3; DQN; landuse; phase 3; algorithm comparison", | |
| "wandb_group": "exp1.3-dqn_2", | |
| "debug": false, | |
| "env_type": "landuse_grid", | |
| "reward_type": "static", | |
| "w_dist": 0.8615, | |
| "w_view": 2.2012, | |
| "w_time": -0.1, | |
| "r_success": 57.3582, | |
| "r_failure": -100.0, | |
| "w_dist_min": 0.5, | |
| "w_view_min": 0.1, | |
| "max_steps": 300, | |
| "arena_phase": 3, | |
| "arena_size": 60, | |
| "camera_size": 11, | |
| "altitude": 75, | |
| "map_file": "/home/bestavoj/drone-navigation/drone-navigation/data/CZ_10m_3035_tiled.tif", | |
| "arena_size_m": 1000, | |
| "camera_output_size": 84, | |
| "map_directory": "/home/bestavoj/drone-navigation/drone-navigation/data", | |
| "algorithm": "DQN", | |
| "view_emb_dim": 128, | |
| "goal_emb_dim": 32, | |
| "hidden_dim": 128, | |
| "seed": 0, | |
| "eval_seed": 42125, | |
| "n_envs": 1, | |
| "n_steps": 512, | |
| "n_epochs": 10, | |
| "batch_size": 64, | |
| "learning_rate": 0.0001, | |
| "gamma": 0.99, | |
| "ent_coef": 0.01, | |
| "clip_range": 0.2, | |
| "total_timesteps": 3000000, | |
| "total_timesteps_freeze_actor": 0, | |
| "device": "auto", | |
| "frame_stack": 4, | |
| "lstm_hidden_size": 128, | |
| "n_lstm_layers": 1, | |
| "buffer_size": 100000, | |
| "learning_starts": 10000, | |
| "target_update_interval": 1000, | |
| "exploration_fraction": 0.1, | |
| "exploration_final_eps": 0.05, | |
| "render_each": 0, | |
| "render_mode": null, | |
| "eval_freq": 65536, | |
| "n_evaluate_episodes": 100, | |
| "n_evaluate_plot_episodes": 0, | |
| "load_checkpoint": null, | |
| "load_policy": null, | |
| "policy_action_scale_down": 1.0, | |
| "weights_path": "./models/1nt3s4ta/final_model.zip", | |
| "curriculum_milestones": [], | |
| "n_timesteps": 50000, | |
| "dagger_rounds": 10, | |
| "dagger_timesteps": 1000, | |
| "transitions_file": "/home/bestavoj/drone-navigation/drone-navigation/data//expert_transitions.pkl" | |
| } |