[Mlir-commits] [mlir] [mlir][amdgpu] Define an amdgpu.scaling_mfma wrapper (PR #137498)

llvmlistbot at llvm.org llvmlistbot at llvm.org
Tue Apr 29 11:26:31 PDT 2025


================
@@ -830,4 +830,52 @@ def AMDGPU_GatherToLDSOp :
   let hasVerifier = 1;
 }
 
+def AMDGPU_ScaledMFMAOp :
+    AMDGPU_Op<"scaled_mfma", [AllTypesMatch<["destC", "destD"]>,
+                        Pure]>,
+    Arguments<(ins
+                   I32Attr:$m,
+                   I32Attr:$n,
+                   I32Attr:$k,
+                   MFMAInTypes:$sourceA,
+                   MFMAInTypes:$sourceB,
+                   MFMAOutTypes:$destC,
+                   I32Attr:$scaleA,
+                   I32Attr:$scaleB,
+                   I32Attr:$opselA,
+                   I32Attr:$opselB)>,
+    Results<(outs MFMAOutTypes: $destD)> {
+  let summary = "MLIR wrapper for CDNA scaled mfma instructions";
+  let description = [{
+    The `amdgpu.scaled_mfma` op is an MLIR wrapper around intrinsics
+    for various scaled versions of `mfma` instructions in the CDNA architecture, which perform
+    multiple outer products in order to allow fast matrix multiplication.
+
+    The wrapper will select an appropriate `mfma` instruction, if one is available,
+    based on the provided `m`, `k`, `n`, and `nBlks` attributes, along with the
+    types of the source and destination arguments.
+
+    Note, this wrapper allows specifying `vector<4Kxi8>` arguments to MFMA
+    intrinsics that take an integer type of width `4K`. For example,
+    one can provide a `vector<4xi8>` as an argument to an MFMA instruction that
+    logically takes 4 i8s but whose intrinsics are specified to take an i32.
+    In these cases, the bytes in the vector will be concatenated in little-endian
+    order (that is, v[0] will go to arg[7:0], v[1] to arg[15:8] and so on).
+
+    This wrapper takes inspiration from `amdgpu.mfma`, but has some key differences:
+    - `amdgpu.scaled_mfma` operates on fp4 (f4E2M1FN), fp6 (f6E2M3FN and f6E3M2FN) and 
+    fp8 (f8E4M3FN and f8E5M2) types using either M=N=16, K=128 or M=N=32, K=64 as their tile 
+    size. 
+    - `amdgpu.scaled_mfma` does not support broadcasting. So, `cbsz`, `abid`, and `blgp` 
+    are omitted from this wrapper.
+    - The `negateA`, `negateB`, and `negateC` flags in `amdgpu.mfma` are only supported for 
+    double-precision operations on gfx94x and so are not included here. 
+  }];
+  let assemblyFormat = [{
+    $sourceA `*` $sourceB `+` $destC
----------------
Muzammiluddin-Syed-ECE wrote:

I like this format, I was considering maybe using 'x' to denote the mfma (like a cross product) and '*' to denote the scaling. But I think that would just add confusion since we don't denote mfma with an 'x' anywhere else. 

```
`(` $scalesA `[` $scalesIdxA `]` `*` $sourceA `)` `x` `(` $scalesB `[` $scalesIdxB `]` `*` $sourceA `)` `+` $destC
```


https://github.com/llvm/llvm-project/pull/137498


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