{"slug":"nvidia-tao-finetune-huggingface-model","source_name":"nvidia/tao-finetune-huggingface-model","name":"Nvidia/Tao Finetune Huggingface Model","description":"Fine-tune any HuggingFace CV / VLM / LLM model on local NVIDIA GPUs inside an NGC PyTorch container. Use when the user wants to fine-tune a HuggingFace model (full or LoRA), train a vision / VLM / LLM model end-to-end, generate a reproducible HF training pipeline, smoke-test a HuggingFace model locally before scale-up, push a fine-tuned model to the HF Hub with a model card, or emit a self-contained rerun skill for an existing HuggingFace finetune. Supports image classification, object detection","version":1,"lift":{"pass_rate_delta_pts":30.43,"pass_rate_pct":60.9,"total_cases":23,"passed_cases":14,"tokens_delta_pct":137.3,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-12T23:21:36.077973+00:00"},"skill_score":0.6087,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":30.43,"with_pass_pct":60.9,"without_pass_pct":30.4,"tokens_delta_pct":137.3,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":21,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-12T23:21:36.077973+00:00","run_id":"2e02e5a9-e221-4262-9d6d-91769811fa5d","latest_attempt":{"id":"2e02e5a9-e221-4262-9d6d-91769811fa5d","runner_model":"gemini-3.6-flash","overall_verdict":"mixed","completed_at":"2026-08-12T23:21:36.077973+00:00","gate":null},"version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"Apache-2.0","install_count":0,"total_uses":0,"total_users":0,"manifest_hash":"e53cd74f0f924aee330e0d5f2b5ee782e01883b6c5b810e3ba0dcf9b3f027810","install_name":"nvidia-tao-finetune-huggingface-model","version_id":"1a6edcb3-443f-4f7e-8b91-9caf65036fe1","body_sha256":"e53cd74f0f924aee330e0d5f2b5ee782e01883b6c5b810e3ba0dcf9b3f027810","render_hash":"5417fab4531099e99b56ebabf954a23bafd6442b8b05d32981bcc3848623d7d6","raw_url":"https://app.decimal.ai/s/nvidia-tao-finetune-huggingface-model/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/nvidia-tao-finetune-huggingface-model"}