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Nemotron

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Nemotron - Home Nemotron - Home

Nemotron
  • GitHub

Table of Contents

Usage Cookbook

  • Usage Cookbook
  • Nemotron-Nano2-VL Notebooks
  • Nemotron-Parse-v1.1 Notebooks
  • Nemotron-3-Super Notebooks
  • Nemotron-3-Super GRPO/DAPO Training
  • Nemotron-3-Super Text2SQL Fine-tuning
  • Nemotron-3-Super Fine-tuning with NeMo AutoModel
  • Nemotron-3-Super Fine-tuning with Megatron Bridge
  • Nemotron 3 Super — Advanced Deployment Guide
  • Nemotron 3 Super with Agentic Coding Tools

Use Case Examples

  • Nemotron Use Case Examples
  • NVIDIA Nemotron 3 Nano - Simple Usage Guide
  • Data Science ML Agent
  • RAG Agent with Nemotron RAG Models
  • 📄 Intelligent Document Processing (IDP) with Nemotron RAG
  • 🎙️ Voice-Powered RAG Agent with NVIDIA Nemotron Models
  • LoRA Fine-Tuning & Deployment of Nemotron 3 Nano for Text2SQL

Training Recipes

  • Nemotron 3 Nano Training Recipe
  • Nemotron 3 Super Training Recipe
  • Artifact Types & Lineage

Nano3 Stages

  • Stage 0: Pretraining
  • Stage 1: Supervised Fine-Tuning (SFT)
  • Stage 2: Reinforcement Learning (RL)
  • Stage 3: Evaluation
  • Importing Models and Data

Super3 Stages

  • Nemotron 3 Super Training Recipe
  • Stage 0: Pretraining
  • Stage 1: Supervised Fine-Tuning (SFT)
  • Stage 2: Reinforcement Learning (RL)
    • Multi-Environment RLVR (Stages 1.1–1.3)
    • SWE-RL (Stages 2.1–2.2)
    • RLHF (Stage 3)
    • RL Data Preparation
  • Multi-Environment RLVR (Stages 1.1–1.3)
  • SWE-RL (Stages 2.1–2.2)
  • RLHF (Stage 3)
  • RL Data Preparation
  • Stage 4: Evaluation
  • Stage 3: Quantization

Nemotron Kit

  • Nemotron Kit
  • NVIDIA AI Stack
  • nemo_runspec Package
  • Execution through NeMo-Run
  • OmegaConf Configuration System
  • Artifact Tracking
  • Weights & Biases Integration
  • CLI Framework
  • Data Preparation Module
  • Xenna Pipeline Observability

Architecture

  • Nemotron Architecture
  • Design Philosophy
  • CLI Architecture
  • Runspec: [tool.runspec] Specification
  • Nemotron-3-Super Fine-tuning with Megatron Bridge

Nemotron-3-Super Fine-tuning with Megatron Bridge#

Refer to the main notebook for step-by-step instructions mbridge_lora_cookbook.ipynb.

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Nemotron-3-Super Fine-tuning with NeMo AutoModel

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Nemotron 3 Super — Advanced Deployment Guide
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