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fine-tuning-openvla-oft
80 / 100 · Low risk
Fine to try.
By Orchestra-Research/AI-Research-SKILLs (GitHub) · research · 14,447 stars · scanned at commit 773a529
Fine-tunes and evaluates OpenVLA-OFT and OpenVLA-OFT+ policies for robot action generation with continuous action heads, LoRA adaptation, and FiLM conditioning on LIBERO simulation and ALOHA real-world setups. Use when reproducing OpenVLA-OFT paper results, training custom VLA action heads (L1 or diffusion), deploying server-client inference for ALOHA, or debugging normalization, LoRA merge, and cross-GPU issues.
Works with any agent that supports SKILL.md skills.
What this skill can do
Runs commands on your computer
The author does not mention this.
Found in 15 places.
Show 12 more
- 18-multimodal/openvla-oft/SKILL.md, line 118
pip install packaging ninja - 18-multimodal/openvla-oft/SKILL.md, line 146
git clone https://github.com/Lifelong-Robot-Learning/LIBERO.git - 18-multimodal/openvla-oft/SKILL.md, line 164
python experiments/robot/libero/run_libero_eval.py \ - 18-multimodal/openvla-oft/SKILL.md, line 210
torchrun --standalone --nnodes 1 --nproc-per-node 8 vla-scripts/finetune.py \ - 18-multimodal/openvla-oft/SKILL.md, line 239
python vla-scripts/merge_lora_weights_and_save.py \ - 18-multimodal/openvla-oft/SKILL.md, line 262
python experiments/robot/aloha/preprocess_split_aloha_data.py \ - 18-multimodal/openvla-oft/SKILL.md, line 288
torchrun --standalone --nnodes 1 --nproc-per-node 8 vla-scripts/finetune.py \ - 18-multimodal/openvla-oft/SKILL.md, line 311
python vla-scripts/deploy.py \ - 18-multimodal/openvla-oft/SKILL.md, line 326
python experiments/robot/aloha/run_aloha_eval.py \ - 18-multimodal/openvla-oft/SKILL.md, line 372
python vla-scripts/merge_lora_weights_and_save.py \ - 18-multimodal/openvla-oft/SKILL.md, line 408
export MUJOCO_GL=egl PYOPENGL_PLATFORM=egl - 18-multimodal/openvla-oft/SKILL.md, line 419
export HF_HOME=/scratch/$USER/.cache/huggingface
Downloads and installs other software
The author does not mention this.
Found in 17 places.
Show 14 more
- 18-multimodal/openvla-oft/SKILL.md, line 118
pip install packaging ninja - 18-multimodal/openvla-oft/SKILL.md, line 119
pip install "flash-attn==2.5.5" --no-build-isolation - 18-multimodal/openvla-oft/SKILL.md, line 147
pip install -e LIBERO - 18-multimodal/openvla-oft/SKILL.md, line 148
pip install -r experiments/robot/libero/libero_requirements.txt - 18-multimodal/openvla-oft/references/aloha-workflow.md, line 18
pip3 install torch torchvision torchaudio - 18-multimodal/openvla-oft/references/aloha-workflow.md, line 19
pip install -e . - 18-multimodal/openvla-oft/references/aloha-workflow.md, line 20
pip install uvicorn fastapi json-numpy - 18-multimodal/openvla-oft/references/aloha-workflow.md, line 28
pip3 install torch torchvision torchaudio - 18-multimodal/openvla-oft/references/aloha-workflow.md, line 29
pip install -e . - 18-multimodal/openvla-oft/references/aloha-workflow.md, line 30
pip install -r experiments/robot/aloha/requirements_aloha.txt - 18-multimodal/openvla-oft/references/libero-workflow.md, line 18
pip3 install torch torchvision torchaudio - 18-multimodal/openvla-oft/references/libero-workflow.md, line 19
pip install -e . - 18-multimodal/openvla-oft/references/libero-workflow.md, line 22
pip install -e LIBERO - 18-multimodal/openvla-oft/references/libero-workflow.md, line 23
pip install -r experiments/robot/libero/libero_requirements.txt
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'fine-tuning-openvla-oft' ] || [ -L ~/.agents/skills/'fine-tuning-openvla-oft' ]; then echo 'A skill folder named fine-tuning-openvla-oft already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/Orchestra-Research/AI-Research-SKILLs' "$d" && git -C "$d" checkout --quiet '773a52944ba4747a18bd4ae9ade53fff041adcbc' -- '18-multimodal/openvla-oft' && mkdir -p ~/.agents/skills && cp -R "$d"/'18-multimodal/openvla-oft' ~/.agents/skills/'fine-tuning-openvla-oft' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'fine-tuning-openvla-oft' ~/.claude/skills/'fine-tuning-openvla-oft' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
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Score history
| Date | Version | Score |
|---|
| 2026-11-08 | 773a529 | 80 |
| 2026-11-07 | 773a529 | 80 |