Kernels CLI Reference

Main Functions

kernels check

You can use kernels check to test compliance of a kernel on the Hub. This currently checks that the kernel:

For example:

$ kernels check kernels-community/flash-attn3
Checking variant: torch28-cxx11-cu128-aarch64-linux
  🐍 Python ABI 3.9 compatible
  🐧 manylinux_2_28 compatible
[...]

kernels to-wheel

We strongly recommend downloading kernels from the Hub using the kernels package, since this comes with large benefits over using Python wheels. That said, some projects may require deployment of kernels as wheels. The kernels utility provides a simple solution to this. You can convert any Hub kernel into a set of wheels with the to-wheel command:

$ kernels to-wheel drbh/img2grey 1.1.2
☸ img2grey-1.1.2+torch27cu128cxx11-cp39-abi3-manylinux_2_28_x86_64.whl
☸ img2grey-1.1.2+torch26cu124cxx11-cp39-abi3-manylinux_2_28_x86_64.whl
☸ img2grey-1.1.2+torch26cu126cxx11-cp39-abi3-manylinux_2_28_x86_64.whl
☸ img2grey-1.1.2+torch27cu126cxx11-cp39-abi3-manylinux_2_28_x86_64.whl
☸ img2grey-1.1.2+torch26cu126cxx98-cp39-abi3-manylinux_2_28_x86_64.whl
☸ img2grey-1.1.2+torch27cu128cxx11-cp39-abi3-manylinux_2_28_aarch64.whl
☸ img2grey-1.1.2+torch26cu126cxx98-cp39-abi3-manylinux_2_28_aarch64.whl
☸ img2grey-1.1.2+torch27cu126cxx11-cp39-abi3-manylinux_2_28_aarch64.whl
☸ img2grey-1.1.2+torch26cu126cxx11-cp39-abi3-manylinux_2_28_aarch64.whl
☸ img2grey-1.1.2+torch26cu118cxx98-cp39-abi3-manylinux_2_28_x86_64.whl
☸ img2grey-1.1.2+torch26cu124cxx98-cp39-abi3-manylinux_2_28_x86_64.whl
☸ img2grey-1.1.2+torch26cu118cxx11-cp39-abi3-manylinux_2_28_x86_64.whl
☸ img2grey-1.1.2+torch27cu118cxx11-cp39-abi3-manylinux_2_28_x86_64.whl

kernels upload

Use kernels upload <dir_containing_build> --repo_id="hub-username/kernel" to upload your kernel builds to the Hub. To know the supported arguments run: kernels upload -h.

Notes:

Update on GitHub