4 Commits

Author SHA1 Message Date
dePaul Miller
546c3efa89 Fix examples and pytest, run ruff (#3230)
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Co-authored-by: dePaul Miller <23461061+depaulmillz@users.noreply.github.com>
2026-05-21 11:05:38 +08:00
Johnsonms
f74fea9ce3 [Hopper CuTeDSL] Add FP8 GEMM with 2xAcc (#3149)
Add dense_gemm_fp8_2xacc.py — a CuTeDSL port of CUTLASS Example 54
(54_hopper_fp8_warp_specialized_gemm.cu) for NVIDIA Hopper (SM90).

Implements D = scale_a * scale_b * (A @ B) where A/B are FP8 E4M3FN using
the 2xAcc (double accumulation) technique: a temporary accumulator is
periodically promoted into the main accumulator every mma_promotion_interval
MMA instructions to prevent FP8 precision loss.

Features:
- FP8 E4M3FN inputs with Float32 accumulation
- 2xAcc for improved numerical accuracy
- TMA with multicast for A/B/D transfers
- WGMMA warp-specialized persistent tile scheduling
- Configurable output dtype: Float16, Float32, Float8E4M3FN
- Scalar scale_a / scale_b epilogue factors
- Cluster shapes up to 2x2

Add pytest test suite covering:
- L0 compile tests: all tile shapes, cluster shapes, output dtypes,
  mma_promotion_interval values
- L1 correctness tests: numerical validation vs torch.einsum reference
  for all configs, non-trivial scale factors, and batched GEMM (L>1)
- Benchmark tests (pytest -m bench -s): representative problem sizes
  with warmup, cold-L2, and TFLOPS reporting

Also fix conftest.py to import cutlass before adding examples/python/CuTeDSL
to sys.path, preventing the jax/ examples subdirectory from being detected
as a namespace package and breaking cutlass's JAX availability check.
2026-04-25 16:10:33 -04:00
Junkai-Wu
0d2b201e8c v4.3.5 update. (#2934)
* v4.3.5 update.

* Update copyright to 2026
2026-01-08 15:02:56 -05:00
Linfeng Zheng
f6402fcd5e add pytest support for tutorial gemm (#2826)
* add pytest support for tutorial gemm

* add license
2025-12-05 08:45:01 -05:00