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- Machine learning metrics for distributed, scalable PyTorch applications.
- The easiest way to deploy agents, MCP servers, models, RAG, pipelines and more. No MLOps. No YAML.
- 20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
- Lightning support for Intel Habana accelerators.
- Collection of Pytorch lightning tutorial form as rich scripts automatically transformed to ipython notebooks.
- Save, load, host, and share AI model checkpoints without slowing down training. Host on Lightning AI or your own cloud with enterprise-grade access controls.
- Pretrain, finetune ANY AI model of ANY size on multiple GPUs, TPUs with zero code changes.
utilities
PublicCommon Python utilities and GitHub Actions in Lightning Ecosystemlitperf
Publiclit-llama
Publichello-studio
Public- Automate issue discovery for your projects against Lightning nightly and releases.
dl-fundamentals
Public archiveDeep Learning Fundamentals -- Code material and exerciseslightning-Graphcore
Public archive