Software Development & Delivery · Public

kernels

Build compute kernels and load them from the Hub.

Best fitUsers who want source-backed project understanding before installing it.

Check whether this project matches your task before installing it.

What it can doskill, recipe, host_instruction, eval, preflight

Review the portable capability path.

Before continuingVerify in a sandbox

Do not treat a preview pack as a proven local install.

GitHub snapshot692 stars

105 forks · 34 contributors

Doramagic.ai Last verification date: 2026-06-17 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Official first step Read manual preview Source repository

Publication status · 2026-06-17

What is kernels?

Build compute kernels and load them from the Hub.
Best fit: Users who want source-backed project understanding before installing it.
Not for: Not for users who want to skip sandbox verification or cannot accept configuration, permission, or maintenance overhead.
Capability added to an AI workflow: skill, recipe, host_instruction, eval, preflight
First safe verification step: Verify the smallest path in an isolated environment and keep a rollback path.
Verification state: source, Quick Start, and sandbox install checks are recorded as passed.
Top risk: May increase setup, validation, or first-run risk for the user.
Evidence base: https://github.com/huggingface/kernels, https://github.com/huggingface/kernels#readme, Human Manual, Pitfall Log

Quick decision

Use this section to decide whether the project is worth a deeper read.

Best forUsers who want source-backed project understanding before installing it.

Match the project to your task before installing it.

Capabilityskill, recipe, host_instruction, eval, preflight

Build compute kernels and load them from the Hub.

Repositoryhuggingface/kernels

692 stars · 105 forks

What it can do

Translate the upstream project into concrete capabilities the user can judge before installing.

Project Overview and System Architecture

Related topics: Loading Kernels with the kernels Python Package, Building Kernels with kernel-builder and the Nix Builder, Example Kernels and Backend Variants

Source: https://github.com/huggingface/kernels / Human Manual

Loading Kernels with the `kernels` Python Package

Related topics: Project Overview and System Architecture, Building Kernels with kernel-builder and the Nix Builder, Example Kernels and Backend Variants

Source: https://github.com/huggingface/kernels / Human Manual

Building Kernels with `kernel-builder` and the Nix Builder

Related topics: Project Overview and System Architecture, Loading Kernels with the kernels Python Package, Example Kernels and Backend Variants

Source: https://github.com/huggingface/kernels / Human Manual

Example Kernels and Backend Variants

Related topics: Project Overview and System Architecture, Loading Kernels with the kernels Python Package, Building Kernels with kernel-builder and the Nix Builder

Source: https://github.com/huggingface/kernels / Human Manual

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

Sources: https://github.com/huggingface/kernels, Human Manual, Project Pack evidence, and downstream validation signals.

Community Discussion Evidence

Project-level external discussion stays visible on the detail page, not only inside the manual.

Stars692 stars

Forks105 forks

Contributors34 contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

Review these external discussions before using kernels with real data or production workflows. They are review inputs, not standalone proof that the project is production-ready.

01
Push security analysis reports on the Hub for kernels-community kernel r
github / github_issue
02
Guide users without kernel publishing access to open a discussion on ker
github / github_issue
03
Signal when a kernel build comes from an uncommitted (dirty) kernel-buil
github / github_issue
04
v0.15.2
github / github_release
05
v0.15.1
github / github_release
06
v0.14.1
github / github_release
07
v0.14.0
github / github_release
08
v0.14.0.dev1
github / github_release
09
v0.14.0.dev0
github / github_release
10
v0.13.0
github / github_release
11
v0.12.3
github / github_release
12
v0.12.2
github / github_release

How to start

Only source-backed commands are shown here. Verify them in an isolated environment first.

Try the prompt first

Test the workflow without installing the upstream project.

preview

Read the Human Manual

Understand inputs, outputs, limits, and failure modes.

manual

Take context to your AI host

Use the compiled assets in your preferred AI environment.

context

Run sandbox verification

Confirm install commands and rollback before using a primary environment.

verify

pip install kernels

Official start command · https://github.com/huggingface/kernels#readme · verified: yes

Human Manual

The English page must expose the real manual, not a short placeholder.

8+ sections · Human Manual

kernels Manual

Build compute kernels and load them from the Hub.

Open the full manual

https://github.com/huggingface/kernels Project Manual
Table of Contents
Project Overview and System Architecture
Related Pages
High-Level Architecture
Build System: `kernel-builder`
`build.toml` and kernel identification
Per-backend templates

Project Overview and System Architecture

Related topics: Loading Kernels with the kernels Python Package, Building Kernels with kernel-builder and the Nix Builder, Example Kernels and Backend Variants

Source: https://github.com/huggingface/kernels / Human Manual

Loading Kernels with the `kernels` Python Package

Related topics: Project Overview and System Architecture, Building Kernels with kernel-builder and the Nix Builder, Example Kernels and Backend Variants

Source: https://github.com/huggingface/kernels / Human Manual

Building Kernels with `kernel-builder` and the Nix Builder

Related topics: Project Overview and System Architecture, Loading Kernels with the kernels Python Package, Example Kernels and Backend Variants

Source: https://github.com/huggingface/kernels / Human Manual

Example Kernels and Backend Variants

Related topics: Project Overview and System Architecture, Loading Kernels with the kernels Python Package, Building Kernels with kernel-builder and the Nix Builder

Source: https://github.com/huggingface/kernels / Human Manual

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

AI Context Pack and portable assets

After deciding to continue, take the project context into your own AI host.

Complete pack plus user-owned assets

These files are planning and verification assets for Claude Code, Codex, Gemini, Cursor, ChatGPT, and other AI hosts.

Download complete pack Read Human Manual

BundleComplete Project Pack AssetAI Context Pack AssetBoundary & Risk Card AssetHuman Manual AssetPitfall Log AssetPrompt Preview AssetQuick Start EvidenceREPO_INSPECTION.json

Preflight checks

Treat this page as a planning asset, not proof that your local environment is ready.

The manual is generated from source-linked project files and Doramagic validation signals.
Community evidence warnings stay visible instead of being converted into marketing claims.
This English page is indexable because the locale quality gate passed and explicit English index approval is enabled.
Use the upstream repository as the final authority for installation commands, license, and version-specific behavior.