Robotics
LeRobot
Safetensors
smolvla
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+ SmolVLA: A vision-language-action model for affordable and efficient robotics
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+
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+ [Paper]()
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+
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+ Designed by Hugging Face.
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+
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+ This model has 450M parameters in total.
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+ You can use inside the [LeRobot library](https://github.com/huggingface/lerobot).
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+
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+ Install smolvla extra dependencies:
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+ ```bash
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+ pip install -e ".[smolvla]"
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+ ```
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+
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+ Example of finetuning the smolvla pretrained model (`smolvla_base`):
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+ ```bash
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+ python lerobot/scripts/train.py \
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+ --policy.path=lerobot/smolvla_base \
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+ --dataset.repo_id=danaaubakirova/svla_so100_task1_v3 \
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+ --batch_size=64 \
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+ --steps=200000
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+ ```
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+
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+ Example of finetuning the smolvla neural network with pretrained VLM and action expert
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+ intialized from scratch:
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+ ```bash
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+ python lerobot/scripts/train.py \
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+ --policy.type=smolvla \
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+ --dataset.repo_id=danaaubakirova/svla_so100_task1_v3 \
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+ --batch_size=64 \
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+ --steps=200000
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+ ```
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+
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+ Example of using the smolvla pretrained model outside LeRobot training framework:
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+ ```python
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+ policy = SmolVLAPolicy.from_pretrained("lerobot/smolvla_base")
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+ ```