Kernels documentation
Talks
Getting started
Using kernels
QuickstartUsing LayersLocking Kernel VersionsEnvironment VariablesFAQMigrating from older versionsIntegrating kernels into a project
Building kernels
Writing KernelsBuilding kernelsLocal DevelopmentKernel RequirementsSecurityWhy Nix?Metal NotesBuild VariantsBuilding kernels with agents
API Reference
CLI Reference
kernels benchmarkkernels checkkernels versionskernels lockkernels downloadkernel-builder skillsBuilder CLI Reference
Design
You are viewing main version, which requires installation from source. If you'd like
regular pip install, checkout the latest stable version (v0.14.1).
Talks
This page lists talks on the Kernels project, delivered at different events:
- Lecture 106: Hugging Face Kernels (GPU Mode)
- PyTorch Day India 2026 Beyond the Brrr: Building a Unified Ecosystem for Optimized Kernels
- Build a PyTorch ReLU Kernel with Hugging Face Kernels (CPU + Metal)
This page will be kept updated.
Update on GitHub