|  | 
| 2 | 2 | 
 | 
| 3 | 3 | ## Main Functions | 
| 4 | 4 | 
 | 
|  | 5 | +### kernels to-wheel | 
|  | 6 | + | 
|  | 7 | +We strongly recommend downloading kernels from the Hub using the `kernels` | 
|  | 8 | +package, since this comes with large [benefits](index.md) over using Python | 
|  | 9 | +wheels. That said, some projects may require deployment of kernels as | 
|  | 10 | +wheels. The `kernels` utility provides a simple solution to this. You can | 
|  | 11 | +convert any Hub kernel into a set of wheels with the `to-wheel` command: | 
|  | 12 | + | 
|  | 13 | +```bash | 
|  | 14 | +$ kernels to-wheel drbh/img2grey 1.1.2 | 
|  | 15 | +☸ img2grey-1.1.2+torch27cu128cxx11-cp39-abi3-manylinux_2_28_x86_64.whl | 
|  | 16 | +☸ img2grey-1.1.2+torch26cu124cxx11-cp39-abi3-manylinux_2_28_x86_64.whl | 
|  | 17 | +☸ img2grey-1.1.2+torch26cu126cxx11-cp39-abi3-manylinux_2_28_x86_64.whl | 
|  | 18 | +☸ img2grey-1.1.2+torch27cu126cxx11-cp39-abi3-manylinux_2_28_x86_64.whl | 
|  | 19 | +☸ img2grey-1.1.2+torch26cu126cxx98-cp39-abi3-manylinux_2_28_x86_64.whl | 
|  | 20 | +☸ img2grey-1.1.2+torch27cu128cxx11-cp39-abi3-manylinux_2_28_aarch64.whl | 
|  | 21 | +☸ img2grey-1.1.2+torch26cu126cxx98-cp39-abi3-manylinux_2_28_aarch64.whl | 
|  | 22 | +☸ img2grey-1.1.2+torch27cu126cxx11-cp39-abi3-manylinux_2_28_aarch64.whl | 
|  | 23 | +☸ img2grey-1.1.2+torch26cu126cxx11-cp39-abi3-manylinux_2_28_aarch64.whl | 
|  | 24 | +☸ img2grey-1.1.2+torch26cu118cxx98-cp39-abi3-manylinux_2_28_x86_64.whl | 
|  | 25 | +☸ img2grey-1.1.2+torch26cu124cxx98-cp39-abi3-manylinux_2_28_x86_64.whl | 
|  | 26 | +☸ img2grey-1.1.2+torch26cu118cxx11-cp39-abi3-manylinux_2_28_x86_64.whl | 
|  | 27 | +☸ img2grey-1.1.2+torch27cu118cxx11-cp39-abi3-manylinux_2_28_x86_64.whl | 
|  | 28 | +``` | 
|  | 29 | + | 
| 5 | 30 | ### kernels upload | 
| 6 | 31 | 
 | 
| 7 | 32 | Use `kernels upload <dir_containing_build> --repo_id="hub-username/kernel"` to upload | 
| 8 |  | -your kernel builds to the Hub.  | 
|  | 33 | +your kernel builds to the Hub. | 
| 9 | 34 | 
 | 
| 10 | 35 | **Notes**: | 
| 11 | 36 | 
 | 
| 12 |  | -* This will take care of creating a repository on the Hub with the `repo_id` provided.  | 
| 13 |  | -* If a repo with the `repo_id` already exists and if it contains a `build` with the build variant | 
| 14 |  | -being uploaded, it will attempt to delete the files existing under it. | 
| 15 |  | -* Make sure to be authenticated (run `hf auth login` if not) to be able to perform uploads to the Hub. | 
|  | 37 | +- This will take care of creating a repository on the Hub with the `repo_id` provided. | 
|  | 38 | +- If a repo with the `repo_id` already exists and if it contains a `build` with the build variant | 
|  | 39 | +  being uploaded, it will attempt to delete the files existing under it. | 
|  | 40 | +- Make sure to be authenticated (run `hf auth login` if not) to be able to perform uploads to the Hub. | 
|  | 41 | + | 
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