[mlir] [MLIR][Linalg] Introduce transpose/broadcast semantic to linalg.batch… (PR #130944)

Andrzej Warzyński llvmlistbot at llvm.org
Wed Apr 30 01:21:23 PDT 2025


================
@@ -1484,6 +1484,201 @@ func.func @invalid_C_map_result_dim_batch_matmul(%arg0: memref<?x?x?xf32>, %arg1
 }
 
 
+// -----
+
+func.func @missing_indexing_map_batch_reduce_matmul(%arg0: memref<?x?x?xf32>,
+     %arg1: memref<?x?x?xf32>, %arg2: memref<?x?xf32>) {
+     // expected-error @+1 {{Indexing_map attribute must have 3 affine maps}}
+     linalg.batch_reduce_matmul
+         indexing_maps = [affine_map<(batch, m, n, k) -> (batch, m, k)>,
+                          affine_map<(batch, m, n, k) -> (batch, n, k)>]
+         ins(%arg0, %arg1 : memref<?x?x?xf32>, memref<?x?x?xf32>)
+         outs(%arg2: memref<?x?xf32>)
+     return
+}
+
+// -----
+
+func.func @indexing_map_size_one_batch_reduce_matmul(%arg0: memref<?x?x?xf32>,
+     %arg1: memref<?x?x?xf32>, %arg2: memref<?x?xf32>) {
+     // expected-error @+1 {{Indexing_map attribute must have 3 affine maps}}
+     linalg.batch_reduce_matmul
+         indexing_maps = [affine_map<(batch, m, n, k) -> (batch, m, k)>]
+         ins(%arg0, %arg1 : memref<?x?x?xf32>, memref<?x?x?xf32>)
+         outs(%arg2: memref<?x?xf32>)
+     return
+
+}
+
+// -----
+
+func.func @missing_indexing_map_batch_reduce_matmul(%arg0: memref<?x?x?xf32>, %arg1: memref<?x?x?xf32>, %arg2: memref<?x?xf32>) {
+  // expected-error @+1 {{expected attribute value}}
+  linalg.batch_reduce_matmul indexing_maps = [
+                       ,
+                       affine_map<(batch, m, n, k) -> (batch, k, n)>,
+                       affine_map<(batch, m, n, k) -> (m, n)>]
+      ins(%arg0, %arg1 : memref<?x?x?xf32>, memref<?x?x?xf32>)
+      outs(%arg2 :memref<?x?xf32>)
+  return
+}
+
+// -----
+
+func.func @invalid_dim_expr_batch_reduce_matmul_a(%arg0: memref<?x?x?xf32>, %arg1: memref<?x?x?xf32>, %arg2: memref<?x?xf32>) {
+  // expected-error @+1 {{Unexpected result dim expression (outside the set of default result dims)}}
+  linalg.batch_reduce_matmul
+      indexing_maps = [affine_map<(batch, m, n, k) -> (batch, n, k)>,
+                       affine_map<(batch, m, n, k) -> (batch, k, n)>,
+                       affine_map<(batch, m, n, k) -> (m, n)>]
+      ins(%arg0, %arg1 : memref<?x?x?xf32>, memref<?x?x?xf32>)
+      outs(%arg2 :memref<?x?xf32>)
+  return
+}
+
+// -----
+
+func.func @invalid_dim_expr_batch_reduce_matmul_b(%arg0: memref<?x?x?xf32>, %arg1: memref<?x?x?xf32>, %arg2: memref<?x?xf32>) {
+  // expected-error @+1 {{Unexpected result dim expression (outside the set of default result dims)}}
+  linalg.batch_reduce_matmul
+      indexing_maps = [affine_map<(batch, m, n, k) -> (batch, m, k)>,
+                       affine_map<(batch, m, n, k) -> (batch, k, m)>,
+                       affine_map<(batch, m, n, k) -> (m, n)>]
+      ins(%arg0, %arg1 : memref<?x?x?xf32>, memref<?x?x?xf32>)
+      outs(%arg2 :memref<?x?xf32>)
+  return
+}
+
+// -----
+
+func.func @invalid_bcast_batch_reduce_matmul_a(%arg0: memref<?xf32>, %arg1: memref<?x?x?xf32>, %arg2: memref<?x?xf32>) {
+  // expected-error @+1 {{'linalg.batch_reduce_matmul' op Invalid broadcast requested}}
+  linalg.batch_reduce_matmul
+      indexing_maps = [affine_map<(batch, m, n, k) -> (batch)>,
+                       affine_map<(batch, m, n, k) -> (batch, k, n)>,
+                       affine_map<(batch, m, n, k) -> (m, n)>]
+      ins(%arg0, %arg1 : memref<?xf32>, memref<?x?x?xf32>)
+      outs(%arg2: memref<?x?xf32>)
+  return
+}
+
+// -----
+
+func.func @invalid_multi_dim_bcast_expr_batch_reduce_matmul_a(%arg0: memref<?x?xf32>, %arg1: memref<?x?x?xf32>, %arg2: memref<?x?xf32>) {
+  // expected-error @+1 {{'linalg.batch_reduce_matmul' op Invalid broadcast requested}}
+  linalg.batch_reduce_matmul
+      indexing_maps = [affine_map<(batch, m, n, k) -> (batch, k)>,
----------------
banach-space wrote:

Apologies, I forgot what the definition of "valid" was and hence my confusion (initially I wasn't sure what this was checking). IIUC, that's specified here: https://github.com/llvm/llvm-project/blob/082598a64d1f3d583c7ae979681df90f9f9c0f63/mlir/lib/Dialect/Linalg/IR/LinalgOps.cpp#L3943-L3959

You are merely checking against that definition, so all good. That said, the documentation of `:isValidLhsRhsBroadcastMap` is way too sparse though and we should update it. I can do it, but can you remind me why we allow this:
```mlir
indexing_maps = [affine_map<(batch, m, n, k) -> (batch, k)>,
```
but reject this:
```mlir
indexing_maps = [affine_map<(batch, m, n, k) -> (batch, m)>,
```
?

https://github.com/llvm/llvm-project/pull/130944


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