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