Buckets:
| # Migrating from older versions | |
| ## 0.12 | |
| ### Adopting kernel versions | |
| Before `kernels` 0.12, kernels could be pulled from a repository | |
| without specifying a version. This is deprecated in kernels 0.12 | |
| and will become an error in kernels 0.14. Instead, use of a kernel | |
| should always specify a version (except for local kernels). | |
| Kernels only use a major version. The kernel maintainer is responsible | |
| for never breaking a kernel within a major version and should bump up | |
| the major version if the kernel API changes and/or when support for | |
| older Torch versions is removed. | |
| You can find the versions that are supported by a kernel using the | |
| `kernels versions command`. For example: | |
| ```bash | |
| $ kernels versions kernels-community/activation | |
| Version 1: torch210-cxx11-cu126-x86_64-linux, torch210-cxx11-cu128-x86_64-linux, torch210-cxx11-cu130-x86_64-linux, torch27-cxx11-cu118-x86_64-linux, torch27-cxx11-cu126-x86_64-linux, torch27-cxx11-cu128-aarch64-linux, torch27-cxx11-cu128-x86_64-linux ✅, torch28-cxx11-cu126-aarch64-linux, torch28-cxx11-cu126-x86_64-linux, torch28-cxx11-cu128-aarch64-linux, torch28-cxx11-cu128-x86_64-linux, torch28-cxx11-cu129-aarch64-linux, torch28-cxx11-cu129-x86_64-linux, torch29-cxx11-cu126-aarch64-linux, torch29-cxx11-cu126-x86_64-linux, torch29-cxx11-cu128-aarch64-linux, torch29-cxx11-cu128-x86_64-linux, torch29-cxx11-cu130-aarch64-linux, torch29-cxx11-cu130-x86_64-linux | |
| ``` | |
| The command lists all available versions (here only version 1) with | |
| all the variants that are supported. A check mark is printed after | |
| the variant that is compatible with your current environment. | |
| Code that uses a kernel can be updated as follows: | |
| ```python | |
| # Old: | |
| activation = get_kernel("kernels-community/activation") | |
| activation = get_kernel("kernels-community/activation", version=">=0.0.2 && <0.1.0") | |
| # New: | |
| activation = get_kernel("kernels-community/activation", version=1) | |
| # Old: | |
| kernel_layer_mapping = { | |
| "SiluAndMul": { | |
| "cuda": LayerRepository( | |
| repo_id="kernels-community/activation", | |
| layer_name="SiluAndMul", | |
| ), | |
| } | |
| } | |
| kernel_layer_mapping = { | |
| "SiluAndMul": { | |
| "cuda": LayerRepository( | |
| repo_id="kernels-community/activation", | |
| layer_name="SiluAndMul", | |
| version=">=0.0.2 && <0.1.0", | |
| ), | |
| } | |
| } | |
| # New: | |
| kernel_layer_mapping = { | |
| "SiluAndMul": { | |
| "cuda": LayerRepository( | |
| repo_id="kernels-community/activation", | |
| layer_name="SiluAndMul", | |
| version=1, | |
| ), | |
| } | |
| } | |
| ``` | |
| ## 0.14 | |
| ### `kernel` repo type on the Hub | |
| Kernels are now a first-class repository type on the Hugging Face Hub, and | |
| `kernels` 0.14 loads kernels exclusively from `kernel`-type repositories. | |
| `model`-type kernel repositories are no longer supported by the loader. | |
| New uploads via `kernel-builder build-and-upload` default to | |
| `--repo-type kernel`. To publish, the owning user or org must have | |
| kernel-creation access. Request it from | |
| [huggingface.co/settings/account](https://huggingface.co/settings/account) | |
| ("Request Kernels Creation"). | |
| To migrate an existing `model`-type kernel repository: | |
| 1. Make sure the publishing org has been granted kernel-creation access | |
| (see above). | |
| 2. Re-upload with `kernel-builder build-and-upload` to a `kernel`-type | |
| repository. Either keep the same `repo-id` in `build.toml` if the | |
| repository has been migrated to the new type, or point it at a newly | |
| created `kernel`-type repository. | |
| 3. Update consumers' `get_kernel(...)` and `LayerRepository(...)` calls | |
| to reference the new repository if the `repo-id` changed. | |
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