Instructions to use makepluscode/ch10-01-smolvla-pick-red-60k with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use makepluscode/ch10-01-smolvla-pick-red-60k with LeRobot:
# See https://github.com/huggingface/lerobot?tab=readme-ov-file#installation for more details git clone https://github.com/huggingface/lerobot.git cd lerobot pip install -e .[smolvla]
# Launch finetuning on your dataset python lerobot/scripts/train.py \ --policy.path=makepluscode/ch10-01-smolvla-pick-red-60k \ --dataset.repo_id=lerobot/svla_so101_pickplace \ --batch_size=64 \ --steps=20000 \ --output_dir=outputs/train/my_smolvla \ --job_name=my_smolvla_training \ --policy.device=cuda \ --wandb.enable=true
# Run the policy using the record function python -m lerobot.record \ --robot.type=so101_follower \ --robot.port=/dev/ttyACM0 \ # <- Use your port --robot.id=my_blue_follower_arm \ # <- Use your robot id --robot.cameras="{ front: {type: opencv, index_or_path: 8, width: 640, height: 480, fps: 30}}" \ # <- Use your cameras --dataset.single_task="Grasp a lego block and put it in the bin." \ # <- Use the same task description you used in your dataset recording --dataset.repo_id=HF_USER/dataset_name \ # <- This will be the dataset name on HF Hub --dataset.episode_time_s=50 \ --dataset.num_episodes=10 \ --policy.path=makepluscode/ch10-01-smolvla-pick-red-60k - Notebooks
- Google Colab
- Kaggle
| license: apache-2.0 | |
| tags: | |
| - lerobot | |
| - smolvla | |
| - vla-robotics | |
| - so-arm101 | |
| library_name: lerobot | |
| pipeline_tag: robotics | |
| datasets: | |
| - makepluscode/pick_red | |
| # ch10-01-smolvla-pick-red-60k | |
| SmolVLA fine-tuned on `makepluscode/pick_red` for the SO-101 red-block pick task, | |
| trained via LeLab for 60,000 steps (final loss ~0.084). | |
| | Item | Value | | |
| |------|-------| | |
| | Policy | SmolVLA | | |
| | Base | `lerobot/smolvla_base` | | |
| | Dataset | `makepluscode/pick_red` | | |
| | Steps | 60,000 | | |
| | Hardware | SO-101 leader/follower | | |
| ## Load | |
| ```python | |
| from lerobot.policies.smolvla.modeling_smolvla import SmolVLAPolicy | |
| policy = SmolVLAPolicy.from_pretrained("makepluscode/ch10-01-smolvla-pick-red-60k") | |
| ``` | |
| Pre/post-processors (`policy_preprocessor.json` / `policy_postprocessor.json`) | |
| in this repo are loaded together by `from_pretrained`. | |