alpamayo1-5-sft

alpamayo1-5-sft is a Fine-tuning & training data skill for AI agents, published by NVlabs in the alpamayo-recipes repository on GitHub. Skillspace rates alpamayo1-5-sft F (15/100) and the safety scan rated it unsafe; the rating is based on static analysis only.

Run end-to-end supervised fine-tuning (SFT) of the Alpamayo-1.5 VLM action model on PAI (with navigation conditioning) or LingoQA (for visual question answering). The agent collects a small set of choices from the user up front (Stage-1 task — nav / vqa / default trajectory, W&B preference, dataset and checkpoint paths, which stage(s) to run), then drives the whole pipeline. Use when an agent must convert the released `nvidia/Alpamayo-1.5-10B` checkpoint into A1-format with `convert_checkpoint.py to-a1`, prepare PAI + nav annotations or LingoQA Scenery, run Stage-1 VLM SFT on the chosen task, optionally continue into Stage-2 trajectory-diffusion-expert training (for trajectory tasks), and evaluate; when setting up the `a1_5_sft` uv venv from scratch; when overriding Hydra config (`vla_processor` variant, `chunk_ids`, learning rate, DeepSpeed); when diagnosing common SFT failures (flash-attn dtype warnings, wandb 403, DeepSpeed grad-accum mismatch, `use_cache` checkpointing warnings,…

Grade
F
Quality
15 / 100
Safety
Unsafe
GitHub stars
76

Unproven: rated by static analysis only, not yet compared head-to-head.

This rating describes the version of the repository we crawled; it may have changed since.

Our review

Architecture
58 / 100
Maturity
Packaged: licensed, with a version or references
Security scan
Critical-risk patterns
License
Apache-2.0
Adoption
Adopted by 0 other repositories, in 0 collections

What the scanner flagged

  • pipe remote script to shell
  • dynamic code execution (eval/exec)
  • mentions secrets in text

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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