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Open-weight model

13

by Wonderful0711 wonderful0711/13

13 is an open-weight model from Wonderful0711. Its published files total 15.5 MB.

360° is a Nepher Robotics extension for NVIDIA Isaac Lab / Isaac Sim. It trains a Unitree Go2 to navigate enclosed mazes from a 360° LiDAR scan: a frozen velocity-tracking policy, an LSTM that turns one waypoint and four path points into a velocity command…

Parameters—
Context—
Weights14.7 MB
License—
AccessOpen weights
Monthly Downloads—

Model Card

360° is a Nepher Robotics extension for NVIDIA Isaac Lab / Isaac Sim. It trains a Unitree Go2 to navigate enclosed mazes from a 360° LiDAR scan: a frozen velocity-tracking policy, an LSTM that turns one waypoint and four path points into a velocity command, and an online planner that builds an occupancy grid from LiDAR hits. Use this repository when you need Isaac Lab Gym environments for Go2 LiDAR maze navigation, a hierarchical frozen locomotion stack (Nepher-Go2-LidarMaze-LL-, Nepher-Go2-LidarMaze-HL-, Nepher-Go2-LidarMaze-Planner-), or the EnvHub benchmark go2-maze-v0. Agents: start at llms.txt (index) or llms-full.txt (single-file context). Query-shaped answers: docs/. - Researchers…

Excerpt from the card by Wonderful0711.

Identity and Version

Repository
wonderful0711/13
Publisher
Wonderful0711
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
Not stated by the source
Languages
Not stated by the source
Revision
833c0027ab952bd989b51e5feda90297407fa8bf
First published
2026-10-18
Last updated
2026-10-18

Files and Weights

65 files, 15.5 MB in total. The weights are 2 files totalling 14.7 MB in pt.

Weights2 files · 14.7 MB
Configuration54 files · 614.3 KB
Documentation3 files · 20.4 KB
Other5 files · 171.4 KB
Repository1 file · 1.6 KB
Every file
FileTypeSizeSHA-256
best_policy/best_policy.ptWeights13.9 MB 218461557008
best_policy/ll_policy/ll_policy.ptWeights780.9 KB cd4527c41991
best_policy/__init__.pyConfiguration —
best_policy/ll_policy/__init__.pyConfiguration —
source/go2_lidar_maze/go2_lidar_maze/__init__.pyConfiguration181 B —
source/go2_lidar_maze/go2_lidar_maze/constants.pyConfiguration2.7 KB —
source/go2_lidar_maze/go2_lidar_maze/nav_core/__init__.pyConfiguration475 B —
source/go2_lidar_maze/go2_lidar_maze/nav_core/branch_prior.pyConfiguration18.3 KB —
source/go2_lidar_maze/go2_lidar_maze/nav_core/branch_prior_w.pyConfiguration127.5 KB —
source/go2_lidar_maze/go2_lidar_maze/nav_core/lattice.pyConfiguration44.7 KB —
source/go2_lidar_maze/go2_lidar_maze/nav_core/occupancy.pyConfiguration8.9 KB —
source/go2_lidar_maze/go2_lidar_maze/nav_core/path_utils.pyConfiguration12.2 KB —
source/go2_lidar_maze/go2_lidar_maze/nav_core/planner.pyConfiguration28.6 KB —
source/go2_lidar_maze/go2_lidar_maze/nav_core/rolling.pyConfiguration56.3 KB —
source/go2_lidar_maze/go2_lidar_maze/nav_core/stack.pyConfiguration78.8 KB —
source/go2_lidar_maze/go2_lidar_maze/paths.pyConfiguration705 B —
source/go2_lidar_maze/go2_lidar_maze/robots/__init__.pyConfiguration152 B —
source/go2_lidar_maze/go2_lidar_maze/robots/go2.pyConfiguration309 B —
source/go2_lidar_maze/go2_lidar_maze/tasks/__init__.pyConfiguration395 B —
source/go2_lidar_maze/go2_lidar_maze/tasks/checkpoint.pyConfiguration1.2 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/__init__.pyConfiguration1.7 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/agents/__init__.pyConfiguration103 B —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/agents/rsl_rl_ppo_cfg.pyConfiguration3.6 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/benchmark.pyConfiguration5.8 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/cell_pairs.pyConfiguration2.3 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/episode_vis.pyConfiguration4.2 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/eval_compat.pyConfiguration3.7 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/fast_env_cfg.pyConfiguration13.9 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/film.pyConfiguration14.1 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/film_recorder.pyConfiguration16.3 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/lidar_frame.pyConfiguration3.0 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/lidar_vis.pyConfiguration7.1 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/maze_env.pyConfiguration8.3 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/maze_env_cfg.pyConfiguration16.3 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/maze_layout.pyConfiguration7.5 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/mdp/__init__.pyConfiguration174 B —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/mdp/curriculum.pyConfiguration8.9 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/mdp/drive_action.pyConfiguration36.7 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/mdp/events.pyConfiguration6.1 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/mdp/fast.pyConfiguration3.9 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/mdp/ll_policy_action.pyConfiguration5.2 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/mdp/observations.pyConfiguration3.8 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/mdp/path_command.pyConfiguration8.4 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/mdp/rewards.pyConfiguration7.5 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/mdp/terminations.pyConfiguration2.3 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/mdp/waypoint_command.pyConfiguration17.8 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/hl_maze/scenario.pyConfiguration1.2 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/ll_velocity/__init__.pyConfiguration892 B —
source/go2_lidar_maze/go2_lidar_maze/tasks/ll_velocity/agents/__init__.pyConfiguration103 B —
source/go2_lidar_maze/go2_lidar_maze/tasks/ll_velocity/agents/rsl_rl_ppo_cfg.pyConfiguration1.7 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/ll_velocity/mdp/__init__.pyConfiguration603 B —
source/go2_lidar_maze/go2_lidar_maze/tasks/ll_velocity/mdp/curriculum.pyConfiguration3.7 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/ll_velocity/mdp/rewards.pyConfiguration3.9 KB —
source/go2_lidar_maze/go2_lidar_maze/tasks/ll_velocity/velocity_env_cfg.pyConfiguration9.7 KB —
source/go2_lidar_maze/go2_lidar_maze/velocity_map.pyConfiguration1.2 KB —
source/go2_lidar_maze/setup.pyConfiguration1.1 KB —
AGENT.mdDocumentation7.4 KB —
LICENSEDocumentation1.5 KB —
README.mdDocumentation11.5 KB —
source/go2_lidar_maze/config/extension.tomlOther573 B —
source/go2_lidar_maze/go2_lidar_maze/assets/maze/enclosed_20x20.pngOther40.4 KB —
source/go2_lidar_maze/go2_lidar_maze/assets/maze/enclosed_20x20.txtOther1.6 KB —
source/go2_lidar_maze/go2_lidar_maze/assets/maze/enclosed_20x20.usdOther128.3 KB eff60f22a7c1
source/go2_lidar_maze/pyproject.tomlOther576 B —
.gitattributesRepository1.6 KB —

License and Download

License
Not stated by the source
Access
Open weights, no gate
Download size
14.7 MB
Download from Wonderful0711

Released by Wonderful0711 through its official repository on Hugging Face.

Memory Requirements

PrecisionWeights in memory
As published14.7 MB

Weights only, from the published parameter count; the key-value cache and runtime add to this.