Jason Ansel

This session offers a unique opportunity to connect with the core developers of Helion (https://github.com/pytorch/helion)—ask questions, share feedback, and explore collaboration opportunities with the team. About Helion At PTC 2025, we launched Helion (in Beta), a PyTorch-native kernel authoring...

These sessions give participants an opportunity to meet some of the developers leading PyTorch to foster collaboration, gather feedback, and inspire contributions and collaboration . PyTorch core modules (e.g. torch.autograd, torch.optim, torch.nn) form the foundation for most AI research and...

The Meta PyTorch Team plans to announce a public beta for Helion at PyTorch conference, with the goal of attracting users. Helion is a new kernel authoring DSL tightly integrated with, and using many parts of, PyTorch 2. Helion is a Python-embedded domain-specific language (DSL) designed for...

These sessions give participants an opportunity to meet some of the developers leading PyTorch to foster collaboration, gather feedback, and inspire contributions and collaboration. PyTorch Compiler: In 2022, we brought compiler technologies to PyTorch with TorchDynamo providing sound graph capture...

This talk will focus on a new Halide backend for TorchInductor, which is in addition to the existing Triton and C++ backends.  The Halide backend is meant to serve as a reference backend to make it easier to extend TorchInductor to support new backend compilers and hardware devices.  Halide has...

Since the release of PyTorch 2 in 2023, torch.compile() has spurred significant new thinking around DL compiler designs at the framework level. In this session, we invite leaders in this space to share their insights based on real experiences of building DL compilers – Triton, TorchInductor,...