Instructions to use Hiwonder-robot/Cube2Plate with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use Hiwonder-robot/Cube2Plate with LeRobot:
- Notebooks
- Google Colab
- Kaggle
| license: apache-2.0 | |
| library_name: lerobot | |
| pipeline_tag: robotics | |
| datasets: | |
| - Hiwonder-robot/cube_to_plate | |
| tags: | |
| - lerobot | |
| - so-arm101 | |
| - robotics | |
| - imitation-learning | |
| - manipulation | |
| - cube2plate | |
| # SO-ARM101 Cube2Plate Policy | |
| This model is a LeRobot policy trained for the SO-ARM101 robotic arm on the Cube2Plate task. | |
| The policy is used to control the SO-ARM101 robotic arm to pick up a cube and place it onto a plate. | |
| ## Model Details | |
| - **Robot:** SO-ARM101 | |
| - **Task:** Cube2Plate | |
| - **Framework:** LeRobot | |
| - **Model type:** Imitation learning policy | |
| - **License:** Apache-2.0 | |
| - **Training dataset:** [Hiwonder-robot/cube_to_plate](https://huggingface.co/datasets/Hiwonder-robot/cube_to_plate) | |
| ## Intended Use | |
| This model is intended for running and evaluating the Cube2Plate task with the SO-ARM101 robotic arm. | |
| It can be used for: | |
| - SO-ARM101 robotic arm control | |
| - Cube-to-plate manipulation task | |
| - LeRobot policy evaluation | |
| - Imitation learning experiments | |
| ## How to Use | |
| You can run evaluation or inference with LeRobot: | |
| ```bash | |
| lerobot-record \ | |
| --robot.type=so101_follower \ | |
| --dataset.repo_id=${HF_USER}/eval_so101 \ | |
| --policy.path=${HF_USER}/Cube2Plate \ | |
| --episodes=10 | |
| ``` | |
| If the following folder already exists locally: | |
| ```bash | |
| C:/Users/Admin/Desktop/lerobot/${HF_USER}/eval_so101 | |
| ``` | |
| please delete it before running the command again. | |
| ## Training Data | |
| This model was trained using demonstration data collected for the Cube2Plate task with the SO-ARM101 robotic arm. | |
| Dataset: | |
| [Hiwonder-robot/cube_to_plate](https://huggingface.co/datasets/Hiwonder-robot/cube_to_plate) | |
| ## Evaluation | |
| The model can be evaluated by running the trained policy on the SO-ARM101 robotic arm and checking whether the cube is successfully placed onto the plate. | |
| ## Limitations | |
| - This model is designed only for the Cube2Plate task. | |
| - Performance may be affected by camera position, lighting conditions, object position, and robot calibration. | |
| - The model may not generalize well to different objects, environments, or robot configurations. | |
| - Please run the robot carefully to avoid collision or hardware damage. | |
| ## More Information | |
| This model was trained and uploaded using the LeRobot framework. |