NeMo AutoModel Documentation — NeMo-AutoModel (original) (raw)

PyTorch SPMD (Single Program, Multiple Data) training for LLMs and VLMs with day-0 Hugging Face model support.

Introduction to NeMo AutoModel#

Learn about NeMo AutoModel, how it works at a high-level, and the key features.

I Want To…#

Find the right guide for your task.

Performance#

Training throughput on NVIDIA GPUs with optimized kernels for Hugging Face models.

See the full benchmark results for configuration details and more models.

Get Started#

Install NeMo AutoModel and launch your first training job.

Install via PyPI, Docker, or from source. Use nemo-automodel[cli] for lightweight login-node installs.

Install NeMo AutoModel

Advanced Topics#

Parallelism, precision, checkpointing strategies and experiment tracking.

For Developers#