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TheRock/rocm-libraries/dnn-providers/hip-kernel-provider/rocke/library/kernels/common/fmha_arch.py
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

82 lines
3.1 KiB
Python

# Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
# SPDX-License-Identifier: MIT
"""Arch-awareness helpers for the MFMA-tiled FMHA forward instances.
The MFMA-tiled attention body (:func:`rocke.helpers.mfma_attention.
mfma_attention_fwd_inner_body`) and the warp-distributed scalar bodies
in the ``fmha_*`` / ``sage_attention`` / ``sparse_attention`` instances
all run on the *narrow* MFMA atom catalog:
* f16 ``16x16x16`` (``MFMA_ATTN_BLOCK_M == MFMA_ATTN_BLOCK_K == 16``)
* bf16 ``16x16x16``
Both of those atoms exist on **gfx942 (CDNA3)** and **gfx950 (CDNA4)**,
so the canonical f16 / bf16 forward path is arch-portable. This helper
makes that fact explicit and machine-checkable: it sources the legal
atom set from :class:`rocke.core.arch.ArchTarget` (the same catalog
``instances/common/gemm_universal.is_valid_spec`` consults) and returns
a structured ``(ok, reason)`` instead of letting an arch-incompatible
config reach comgr (where a missing intrinsic HARD-CRASHES with
``LLVM ERROR: Cannot select intrinsic``).
The MFMA-tiled FMHA bodies never select the *wide* gfx950-only atoms
(``16x16x32`` / ``32x32x16``) on the f16 / bf16 path -- the helper pins
``BLOCK_K = 16`` -- so the validation below is a forward-looking guard
for the day a caller wires a wide-atom or fp8 attention variant through
these instances. Keeping the predicate arch-aware now means those
variants reject gfx942 cleanly instead of crashing the backend.
"""
from __future__ import annotations
from typing import Tuple
__all__ = [
"FMHA_MFMA_ATTN_BLOCK",
"validate_fmha_mfma_atom",
]
# The narrow attention MFMA tile both attention helpers pin (the K-dim
# of the QK / PV atom is 16; head_size is sliced into 16-wide atoms).
FMHA_MFMA_ATTN_BLOCK = 16
def validate_fmha_mfma_atom(dtype: str, arch: str = "gfx950") -> Tuple[bool, str]:
"""Return ``(ok, reason)`` for the MFMA-tiled FMHA atom on ``arch``.
Mirrors :func:`rocke.instances.common.gemm_universal.is_valid_spec`'s
catalog query: the f16 / bf16 ``16x16x16`` warp-tile atom the
attention body uses must be in the target's MMA catalog. gfx942 and
gfx950 both ship it, so the standard f16 / bf16 forward is accepted
on both; an unknown arch (or a future dtype with no narrow atom on
the target) is rejected with a structured reason.
"""
from rocke.core.arch import ArchTarget
try:
target = ArchTarget.from_gfx(arch)
except KeyError as e:
return False, str(e)
# Map the FMHA activation dtype string to the catalog dtype name.
if dtype in ("f16", "fp16"):
a_name = "f16"
elif dtype == "bf16":
a_name = "bf16"
else:
# validate_common_spec already restricts dtype to {f16,fp16,bf16};
# this branch is defensive for callers that skip it.
return False, f"unsupported FMHA dtype {dtype!r} for MFMA atom selection"
blk = FMHA_MFMA_ATTN_BLOCK
if not target.mma.has_shape(
a_dtype=a_name, b_dtype=a_name, c_dtype="fp32", m=blk, n=blk, k=blk
):
return False, (
f"FMHA MFMA atom {a_name} {blk}x{blk}x{blk} not in {arch} catalog"
)
return True, "ok"