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22title = " rapids-singlecell 0.15.0: Prebuilt CUDA Wheels and Compiled Kernels"
33date = 2026-04-30T00:00:05+01:00
4- description = " rapids-singlecell 0.15.0 ships GPU kernels as precompiled wheels — no more runtime compilation ."
4+ description = " Why we moved from CuPy RawKernels to nanobind C++ extensions, plus other release highlights ."
55author = " Severin Dicks"
66draft = false
77+++
88
9- # rapids-singlecell 0.15.0: Prebuilt CUDA Wheels and Compiled Kernels
10-
11- * rapids-singlecell 0.15.0 now ships GPU kernels as precompiled extensions instead of being compiled at runtime.
12- Here's what that means for you.*
13-
14- ---
15-
169## Why the packaging changed
1710
1811In earlier versions of rapids-singlecell, all GPU kernels were written as CuPy RawKernels.
@@ -209,6 +202,8 @@ Both energy distance and co-occurrence kernels gained multi-GPU support ([#545](
209202pip install rapids-singlecell-cu13 # or rapids-singlecell-cu12
210203```
211204
205+ A big thank you to everyone who tested the pre-releases and helped surface issues before this release went out.
206+
212207For questions and bug reports, visit the [ GitHub issue tracker] ( https://github.com/scverse/rapids_singlecell/issues ) .
213208
214209---
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