The Sched app allows you to build your schedule but is not a substitute for your event registration. You must be registered for PyTorch Conference Europe 2026 to participate in the sessions. If you have not registered but would like to join us, please go to the event registration page to purchase a registration.
This schedule is automatically displayed in CEST (UTC/GMT +2). To see the schedule in your preferred timezone, please select from the drop-down menu to the right, above "Filter by Date."
Sign up or log in to add sessions to your schedule and sync them to your phone or calendar.
ML practitioners increasingly author bespoke kernels, but achieving portable performance demands low-level expertise and repeated manual tuning for each accelerator generation and type. We introduce Helion, a Python-embedded DSL with a “PyTorch with tiles” programming model that preserves familiar PyTorch APIs while giving developers lower-level control over the generated kernels. Helion integrates tightly with TorchInductor to reuse PyTorch operator lowerings, automatically manages host/device boundaries, and provides rich language constructs for tiling, memory movement, and synchronization. The language defines an implicit high-dimensional configuration space that our autotuner explores, shifting the tuning burden from developers to automated search.
In this session, I will cover both the language and what is new since PTC'25, as well as announcing the official GA launch. This session will be open for both experienced and beginner kernel authors.
