# Learn the Hugging Face Kernel Hub in 5 Minutes

DevFeed: [Learn the Hugging Face Kernel Hub in 5 Minutes](<https://devfeed.tech/articles/learn-the-hugging-face-kernel-hub-in-5-minutes-7236.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/hello-hf-kernels>)

Author: David Holtz; Daniël de Kok; Nicolas Patry; Pedro Cuenca; Simon Pagezy; merve; Vaibhav Srivastav

Published: 2025-06-12T00:00:00Z

Content type: tutorial

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [AI, ML & Data Engineering](<https://devfeed.tech/topics/ai-ml-data-engineering.md>), [moe](<https://devfeed.tech/topics/moe.md>)

Tags: [benchmarking](<https://devfeed.tech/tags/benchmarking.md>), [cuda](<https://devfeed.tech/tags/cuda.md>), [guide](<https://devfeed.tech/tags/guide.md>), [hub](<https://devfeed.tech/tags/hub.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [mixture-of-experts-moe](<https://devfeed.tech/tags/mixture-of-experts-moe.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [optimization](<https://devfeed.tech/tags/optimization.md>), [performance](<https://devfeed.tech/tags/performance.md>), [python](<https://devfeed.tech/tags/python.md>), [pytorch](<https://devfeed.tech/tags/pytorch.md>)

## AI overview

A tutorial introducing Hugging Face Kernel Hub, which lets Python libraries and applications fetch pre-compiled optimized compute kernels from the Hugging Face Hub. It covers usage, RMSNorm integration, performance benchmarking, and examples such as FlashAttention, quantization, and MoE-related kernels.

## Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.