Claude 88db0ed89c feat(muh): SM=16 tuning overhaul — reduce/scan/transform
tuning_reduce.cuh (201→311 lines):
- Add accum_size=1/2/16 branches (int8, bfloat16, int128)
- Add min/max op dispatch (same params as plus for BI-V100)
- SM=16 tile maximization: det_float32 tile 11648→49152 (23%→100% SMEM)
- SM=16 tile maximization: det_float64 tile 11264→49152 (23%→100% SMEM)
- Add float32_o8, int64_o4/o8 variants with vec_size dispatch
- Increase float32 items 16→24 (32768→49152, fill SMEM for fewer CTAs)

tuning_scan.cuh:
- Fix 1B tile from 9216→16384 (19%→33% SMEM, scan needs 2x buffer)
- Fix 2B tile from 13312→24576 (27%→100% SMEM with double buffer)
- Fix 8B_o4 tile: threads 416→384 for warp alignment, items 14→16
- Update header comments with confirmed SM=16 hardware profile
- Document lookback delay heuristic for L2=6MB

tuning_transform.cuh (128→168 lines):
- CRITICAL: bytes_in_flight 16KB→32KB (was based on 900/50=18 GB/s,
  actual is 900/16=56 GB/s — 3× error)
- Add full PrefetchPolicy struct matching CCCL upstream
- Add AsyncCopyPolicy with BI-V100 fallback (no cp.async support)
- Document CCCL cc_to_min_bytes_in_flight reference values
- Add vec_size calculation from element size (16-byte vector loads)
- Cap items_per_thread at 32 to prevent register pressure

hardware.cuh:
- Add SMEM 48KB vs 32KB disambiguation note
2026-08-03 07:16:35 +00:00
2026-07-30 17:03:23 +08:00

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