nemotron-3-ultra-text2sql-lora

nemotron-3-ultra-text2sql-lora is a Fine-tuning & training data skill for AI agents, published by NVIDIA-NeMo in the Nemotron repository on GitHub. Skillspace rates nemotron-3-ultra-text2sql-lora D (68/100) and it passed the safety scan; the rating is based on static analysis only.

Run the Nemotron-3 Ultra Text2SQL LoRA fine-tuning tutorial (NeMo Megatron-Bridge) end-to-end for the user on their SLURM cluster: data prep, distributed checkpoint conversion, and packed LoRA fine-tuning of the 550B hybrid Mamba-Transformer MoE, ending at a saved adapter. Use when the user wants to run this cookbook, fine-tune Nemotron-3 Ultra with LoRA, or adapt the notebook to their own cluster.

Grade
D
Quality
68 / 100
Safety
Passed
GitHub stars
1,703

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, so go by its current files.

View source on GitHubNVIDIA-NeMo/Nemotron

Our review

Architecture
84 / 100
Maturity
Structured: ships references or scripts
Security scan
Low-risk patterns
License
Apache-2.0
Adoption
Adopted by 0 other repositories, in 0 collections
Scope
Vendor-specific: built around one product. Runs a public NVIDIA Nemotron/NeMo fine-tuning tutorial.

What the scanner flagged

  • mentions secrets in text

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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