LoRA Fine-Tuning & Deployment of Nemotron for SQL using Megatron Bridge#

End-to-end guide for LoRA fine-tuning NVIDIA Nemotron-3-Nano-30B on a text-to-SQL task (BIRD SQL) and deploying with NVIDIA NIM or vLLM.

What’s Inside#

File

Description

finetuning_deployment_guide_mbridge.ipynb

Full walkthrough notebook

bird_sql/

Dataset preparation helpers (BIRD SQL → chat-templated JSONL)

Quick Start#

Deploy on Brev

Or open the notebook and follow along step by step.