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content/blog/2026-rsc-goes-nanobind.md

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title = "rapids-singlecell 0.15.0: Prebuilt CUDA Wheels and Compiled Kernels"
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date = 2026-04-30T00:00:05+01:00
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description = "rapids-singlecell 0.15.0 ships GPU kernels as precompiled wheels — no more runtime compilation."
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description = "Why we moved from CuPy RawKernels to nanobind C++ extensions, plus other release highlights."
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author = "Severin Dicks"
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draft = false
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# rapids-singlecell 0.15.0: Prebuilt CUDA Wheels and Compiled Kernels
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*rapids-singlecell 0.15.0 now ships GPU kernels as precompiled extensions instead of being compiled at runtime.
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Here's what that means for you.*
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---
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## Why the packaging changed
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In earlier versions of rapids-singlecell, all GPU kernels were written as CuPy RawKernels.
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pip install rapids-singlecell-cu13 # or rapids-singlecell-cu12
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```
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A big thank you to everyone who tested the pre-releases and helped surface issues before this release went out.
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For questions and bug reports, visit the [GitHub issue tracker](https://github.com/scverse/rapids_singlecell/issues).
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