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Follow up to using cuTile in KMeans #2431

Description

@divyegala

This issue captures follow-up work created in #2249.

Immediate follow ups:

  • Add benchmarking scripts that aim to identify regressions in newer tileiras versions and sweep tile shapes, as well as exercise the sweep for new architectures

CUDA 13.5 tasks:

  • Update tile shapes to known improvements:
SM Strict Relaxed
80 N/A 128x128x16
86 N/A 128x128x16
90 128x128x64 64x256x32
86 128x128x128 128x128x128
86 64x256x32 64x128x32
  • Check if we can move to C++ Tile

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