Instructions to use makepluscode/ch09-02-train-eval-smolvla-20000-step with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use makepluscode/ch09-02-train-eval-smolvla-20000-step 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/ch09-02-train-eval-smolvla-20000-step \ --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/ch09-02-train-eval-smolvla-20000-step - Notebooks
- Google Colab
- Kaggle
| license: apache-2.0 | |
| tags: | |
| - lerobot | |
| - smolvla | |
| - vla-robotics | |
| - so-arm101 | |
| library_name: lerobot | |
| pipeline_tag: robotics | |
| # smolvla-20000-step | |
| VLA λ‘보ν±μ€ μ λ¬Έμ μμ μ© SmolVLA νμΈνλ 체ν¬ν¬μΈνΈμ λλ€. | |
| ## κ²½λ‘ (GitHub `code/` μ λμ) | |
| | νλͺ© | κ° | | |
| |------|-----| | |
| | λ Όλ¦¬ κ²½λ‘ | `vla-robotics/ch09/02-train-eval/smolvla-20000-step` | | |
| | GitHub | [vla-robotics-examples](https://github.com/makepluscode/vla-robotics-examples) | | |
| | μμ ν΄λ | `code/ch09/02-train-eval/` | | |
| | Hub λͺ¨λΈ ID | `makepluscode/ch09-02-train-eval-smolvla-20000-step` | | |
| | νμ΅ step | 20000 | | |
| | λ°μ΄ν°μ | `local/so_arm101_block_picking_aug200` | | |
| | λ² μ΄μ€ | `lerobot/smolvla_base` | | |
| ## λ‘λ | |
| ```python | |
| from lerobot.policies.smolvla.modeling_smolvla import SmolVLAPolicy | |
| policy = SmolVLAPolicy.from_pretrained("makepluscode/ch09-02-train-eval-smolvla-20000-step") | |
| ``` | |
| μ Β·νμ²λ¦¬λ λμΌ ν΄λμ `policy_preprocessor.json` / | |
| `policy_postprocessor.json` μ `from_pretrained` λ‘ ν¨κ» λ‘λν©λλ€. | |