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NeMo-AutoModel

GitHub

NeMo-AutoModel

GitHub

Table of Contents

Get Started

Introduction to the NeMo Automodel Repository
Install NeMo Automodel
YAML Configuration and Environment Variable Interpolation
🤗 Hugging Face Transformers API Compatibility
Run on Your Local Workstation
Run on a Cluster (Slurm / Multi-node)

Announcements

Accelerating Large-Scale Mixture-of-Experts Training in PyTorch with NeMo Automodel
Challenges in Enabling PyTorch Native Pipeline Parallelism for Hugging Face Transformer Models
Google Gemma 3n: Efficient Multimodal Fine-tuning Made Simple
Fine-tune Hugging Face Models Instantly with Day-0 Support with NVIDIA NeMo AutoModel

Performance

NeMo Automodel Performance Summary

Recipes & E2E Examples

Recipes and End-to-End Examples
Supervised Fine-Tuning (SFT) and Parameter-Efficient Fine-Tuning (PEFT) with NeMo Automodel
Function Calling with NeMo Automodel using FunctionGemma
Pretraining using Megatron Core Datasets with NeMo Automodel
LLM Pre-Training with NeMo Automodel
Sequence Classification (SFT/PEFT) with NeMo Automodel
Fine-Tune Gemma 3 and Gemma 3n
Quantization-Aware Training (QAT) in NeMo Automodel
Model Training on Databricks

Model Coverage

Overview
Large Language Models (LLMs)
Vision Language Models (VLMs)

Datasets

Dataset Overview: LLM, VLM, and Retrieval Datasets in NeMo Automodel
Integrate Your Own Text Dataset
Biencoder Retrieval Dataset (Embedding Fine-tuning)
Use the ColumnMappedTextInstructionDataset
Use the ColumnMappedTextInstructionIterableDataset (Streaming)
Integrate Your Own Multi-Modal Dataset

Development

Checkpointing in NeMo Automodel
🚀 Gradient (Activation) Checkpointing in NeMo-AutoModel
Pipeline Parallelism with AutoPipeline
Knowledge Distillation with NeMo-AutoModel
FP8 Training in NeMo Automodel
MLflow Logging in NeMo Automodel
API Reference
- nemo_automodel

API Reference
nemo_automodel
nemo_automodel.components
nemo_automodel.components.models
nemo_automodel.components.models.kimi_k25_vl

`nemo_automodel.components.models.kimi_k25_vl`#

Submodules#

nemo_automodel.components.models.kimi_k25_vl.model
nemo_automodel.components.models.kimi_k25_vl.state_dict_adapter

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Last updated on 2026-02-13.