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Add SuperKMeans: faster k-means via ADSampling+PDX progressive pruning (#5168) #5600

Job	Run time
build-pull-request / Linux x86_64 (cmake)	19m 47s
build-pull-request / Format	45s
build-pip / Build wheels on windows-2022	31m 17s
build-pip / Build wheels on macos-14	4m 46s
build-pip / Build wheels on 2-core-ubuntu-arm	9m 0s
build-pip / Build wheels on macos-15-intel	13m 18s
build-pip / Build wheels on ubuntu-latest	8m 35s
build-release	-1s
build-pull-request / Linux x86_64 AVX2 (cmake)	17m 35s
build-pull-request / Linux x86_64 GPU (cmake)	31m 58s
build-pull-request / Linux x86_64 Dynamic Dispatch (cmake)	34m 12s
build-pull-request / Linux x86_64 GPU w/ ROCm (cmake)	1m 13s
build-pull-request / Windows x86_64 (conda)	2m 45s
build-pull-request / Linux x86_64 AVX512 (cmake)	33m 15s
build-pull-request / Linux x86_64 GPU w/ cuVS (cmake)	1m 38s
build-pull-request / Linux arm64 Dynamic Dispatch (cmake)	28m 49s
build-pull-request / Linux x86_64 (conda)	30m 14s
build-pull-request / Linux x86_64 AVX512_SPR (cmake)	34m 34s
build-pull-request / Linux x86_64 w/ SVS (cmake)	21m 57s
build-pull-request / Windows x86_64 Dynamic Dispatch (cmake)	22m 8s
build-pull-request / macOS arm64 Metal (cmake)	2m 56s
build-pull-request / Index serialization backward compatibility / Conda Write -> CMake Read	18m 12s
build-pull-request / Index serialization backward compatibility / CMake Write -> Conda Read	18m 15s
build-pull-request / Linux arm64 (conda)	1h 43m 31s
build-pull-request / Linux arm64 SVE (cmake)	19m 48s
build-pip / Publish to PyPI	0s
build-pip / Publish to TestPyPI	0s
	8h 30m 27s

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