Use Cases

Real-world applications

Training Large Language Models

Researchers and developers can train LLMs such as the Llama 3.1 family at scale using PyTorch-native distributed training with composable parallelism.

Experimentation and Production Deployment

Enables rapid experimentation with custom training recipes and seamless scaling to production clusters with multi-GPU setups.