Instructions to use pravsels/act_insert_candle with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use pravsels/act_insert_candle with LeRobot:
- Notebooks
- Google Colab
- Kaggle
| library_name: lerobot | |
| tags: | |
| - act | |
| - robotics | |
| - lerobot | |
| - bimanual | |
| # act_insert_candle | |
| Standard LeRobot ACT trained from scratch on bimanual SO101 data. | |
| | | | | |
| |---|---| | |
| | **Policy** | ACT (`policy.type=act`) | | |
| | **Dataset** | [villekuosmanen/armnetbench_insert_candle](https://huggingface.co/datasets/villekuosmanen/armnetbench_insert_candle) | | |
| | **Task** | `insert_candle` | | |
| | **Action dim** | 12 (bimanual) | | |
| | **Cameras** | `top`, `left_wrist`, `right_wrist` | | |
| | **Training** | GCloud A100-80GB (`alpha-act-a100-3`), batch 16, action horizon 30 | | |
| | **Loss @ 10k** | 0.149 | | |
| | **W&B project** | [act_insert_candle](https://wandb.ai/pravsels/act_insert_candle) | | |
| | **W&B run** | [7dc5r8fi](https://wandb.ai/pravsels/act_insert_candle/runs/7dc5r8fi) | | |
| ## Checkpoints | |
| | Step | Path | | |
| |------|------| | |
| | 010000 | `checkpoints/010000/pretrained_model/` | | |
| | 008000 | `checkpoints/008000/pretrained_model/` | | |
| ## Usage | |
| ```python | |
| from lerobot.policies.act.modeling_act import ACTPolicy | |
| policy = ACTPolicy.from_pretrained( | |
| "pravsels/act_insert_candle", | |
| subfolder="checkpoints/010000/pretrained_model", | |
| ) | |
| ``` | |