[Mlir-commits] [mlir] [MLIR][Vector] Refactor tests for contract -> OP transforms (PR #73348)
llvmlistbot at llvm.org
llvmlistbot at llvm.org
Fri Nov 24 08:43:13 PST 2023
llvmbot wrote:
<!--LLVM PR SUMMARY COMMENT-->
@llvm/pr-subscribers-mlir
Author: Andrzej Warzyński (banach-space)
<details>
<summary>Changes</summary>
This patch refactors tests for:
vector.contract -> vector.outerproduct
transformations for matvec operations (b += Ax). Specifically, relevant
tests from the following 2 files:
vector-contract-matvec-transforms.mlir
vector-contract-to-outerproduct-transforms.mlir
are combined into one:
vector-contract-to-outerproduct-matvec-transforms.mlir
All original tests are preserved and no new tests are added.
Implements #<!-- -->72834.
---
Patch is 43.98 KiB, truncated to 20.00 KiB below, full version: https://github.com/llvm/llvm-project/pull/73348.diff
2 Files Affected:
- (modified) mlir/test/Dialect/Vector/vector-contract-matvec-transforms.mlir (+379-18)
- (modified) mlir/test/Dialect/Vector/vector-contract-to-outerproduct-transforms.mlir (-396)
``````````diff
diff --git a/mlir/test/Dialect/Vector/vector-contract-matvec-transforms.mlir b/mlir/test/Dialect/Vector/vector-contract-matvec-transforms.mlir
index 811fb589792b1a8..3ca3d344c1abe04 100644
--- a/mlir/test/Dialect/Vector/vector-contract-matvec-transforms.mlir
+++ b/mlir/test/Dialect/Vector/vector-contract-matvec-transforms.mlir
@@ -1,47 +1,48 @@
// RUN: mlir-opt %s --transform-interpreter --split-input-file | FileCheck %s
-#matvec_accesses = [
+#matvec_accesses_1 = [
affine_map<(m, k) -> (m, k)>,
affine_map<(m, k) -> (k)>,
affine_map<(m, k) -> (m)>
]
-#matvec_trait = {
- indexing_maps = #matvec_accesses,
+#matvec_trait_1 = {
+ indexing_maps = #matvec_accesses_1,
iterator_types = ["parallel", "reduction"]
}
+
#matvecmax_trait = {
- indexing_maps = #matvec_accesses,
+ indexing_maps = #matvec_accesses_1,
iterator_types = ["parallel", "reduction"],
kind = #vector.kind<maxf>
}
-#mattransvec_accesses = [
+#matvec_accesses_2 = [
affine_map<(m, k) -> (k, m)>,
affine_map<(m, k) -> (k)>,
affine_map<(m, k) -> (m)>
]
-#mattransvec_trait = {
- indexing_maps = #mattransvec_accesses,
+#matvec_trait_2 = {
+ indexing_maps = #matvec_accesses_2,
iterator_types = ["parallel", "reduction"]
}
-#vecmat_accesses = [
+#matvec_accesses_3 = [
affine_map<(m, k) -> (k)>,
affine_map<(m, k) -> (m, k)>,
affine_map<(m, k) -> (m)>
]
-#vecmat_trait = {
- indexing_maps = #vecmat_accesses,
+#matvec_trait_3 = {
+ indexing_maps = #matvec_accesses_3,
iterator_types = ["parallel", "reduction"]
}
-#vecmattrans_accesses = [
+#matvec_accesses_4 = [
affine_map<(m, k) -> (k)>,
affine_map<(m, k) -> (k, m)>,
affine_map<(m, k) -> (m)>
]
-#vecmattrans_trait = {
- indexing_maps = #vecmattrans_accesses,
+#matvec_trait_4 = {
+ indexing_maps = #matvec_accesses_4,
iterator_types = ["parallel", "reduction"]
}
@@ -55,6 +56,56 @@
iterator_types = ["reduction", "parallel"]
}
+// ============================================================================
+// Matvec 1 (plain + masked + scalable)
+// ============================================================================
+// CHECK-LABEL: func.func @masked_matvec_mk_k_m(
+// CHECK-SAME: %{{.*}}: vector<2x3xf32>,
+// CHECK-SAME: %{{.*}}: vector<3xf32>,
+// CHECK-SAME: %{{.*}}: vector<2xf32>,
+// CHECK-SAME: %[[IN_MASK:.*]]: vector<2x3xi1>) -> vector<2xf32>
+// CHECK: %[[T_MASK:.*]] = vector.transpose %[[IN_MASK]], [1, 0] : vector<2x3xi1> to vector<3x2xi1>
+// CHECK: %[[MASK0:.*]] = vector.extract %[[T_MASK]][0] : vector<2xi1> from vector<3x2xi1>
+// CHECK: vector.mask %[[MASK0]] { vector.outerproduct {{.*}} {kind = #vector.kind<add>} : vector<2xf32>, f32 } : vector<2xi1> -> vector<2xf32>
+
+// CHECK: %[[MASK1:.*]] = vector.extract %[[T_MASK]][1] : vector<2xi1> from vector<3x2xi1>
+// CHECK: vector.mask %[[MASK1]] { vector.outerproduct {{.*}} {kind = #vector.kind<add>} : vector<2xf32>, f32 } : vector<2xi1> -> vector<2xf32>
+
+// CHECK: %[[MASK2:.*]] = vector.extract %[[T_MASK]][2] : vector<2xi1> from vector<3x2xi1>
+// CHECK: vector.mask %[[MASK2]] { vector.outerproduct {{.*}} {kind = #vector.kind<add>} : vector<2xf32>, f32 } : vector<2xi1> -> vector<2xf32>
+
+func.func @masked_matvec_mk_k_m(%arg0: vector<2x3xf32>,
+ %arg1: vector<3xf32>,
+ %arg2: vector<2xf32>,
+ %m: vector<2x3xi1>) -> vector<2xf32> {
+ %0 = vector.mask %m { vector.contract #matvec_trait_1 %arg0, %arg1, %arg2
+ : vector<2x3xf32>, vector<3xf32> into vector<2xf32> } : vector<2x3xi1> -> vector<2xf32>
+ return %0 : vector<2xf32>
+}
+
+// CHECK-LABEL: func.func @masked_matvec_mk_k_m_scalable_parallel_dim(
+// CHECK-SAME: %{{.*}}: vector<[2]x3xf32>,
+// CHECK-SAME: %{{.*}}: vector<3xf32>,
+// CHECK-SAME: %{{.*}}: vector<[2]xf32>,
+// CHECK-SAME: %[[IN_MASK:.*]]: vector<[2]x3xi1>) -> vector<[2]xf32>
+// CHECK: %[[T_MASK:.*]] = vector.transpose %[[IN_MASK]], [1, 0] : vector<[2]x3xi1> to vector<3x[2]xi1>
+// CHECK: %[[MASK0:.*]] = vector.extract %[[T_MASK]][0] : vector<[2]xi1> from vector<3x[2]xi1>
+// CHECK: vector.mask %[[MASK0]] { vector.outerproduct {{.*}} {kind = #vector.kind<add>} : vector<[2]xf32>, f32 } : vector<[2]xi1> -> vector<[2]xf32>
+
+// CHECK: %[[MASK1:.*]] = vector.extract %[[T_MASK]][1] : vector<[2]xi1> from vector<3x[2]xi1>
+// CHECK: vector.mask %[[MASK1]] { vector.outerproduct {{.*}} {kind = #vector.kind<add>} : vector<[2]xf32>, f32 } : vector<[2]xi1> -> vector<[2]xf32>
+
+// CHECK: %[[MASK2:.*]] = vector.extract %[[T_MASK]][2] : vector<[2]xi1> from vector<3x[2]xi1>
+// CHECK: vector.mask %[[MASK2]] { vector.outerproduct {{.*}} {kind = #vector.kind<add>} : vector<[2]xf32>, f32 } : vector<[2]xi1> -> vector<[2]xf32>
+func.func @masked_matvec_mk_k_m_scalable_parallel_dim(%arg0: vector<[2]x3xf32>,
+ %arg1: vector<3xf32>,
+ %arg2: vector<[2]xf32>,
+ %m: vector<[2]x3xi1>) -> vector<[2]xf32> {
+ %0 = vector.mask %m { vector.contract #matvec_trait_1 %arg0, %arg1, %arg2
+ : vector<[2]x3xf32>, vector<3xf32> into vector<[2]xf32> } : vector<[2]x3xi1> -> vector<[2]xf32>
+ return %0 : vector<[2]xf32>
+}
+
// CHECK-LABEL: func @matvec_mk_k_m
// CHECK-SAME: %[[A:.*0]]: vector<2x2xf32>
// CHECK-SAME: %[[B:.*1]]: vector<2xf32>
@@ -69,10 +120,13 @@
func.func @matvec_mk_k_m(%A: vector<2x2xf32>,
%x: vector<2xf32>,
%b: vector<2xf32>) -> vector<2xf32> {
- %0 = vector.contract #matvec_trait %A, %x, %b : vector<2x2xf32>, vector<2xf32> into vector<2xf32>
+ %0 = vector.contract #matvec_trait_1 %A, %x, %b : vector<2x2xf32>, vector<2xf32> into vector<2xf32>
return %0 : vector<2xf32>
}
+// ============================================================================
+// Matvec 1 - max (plain)
+// ============================================================================
// CHECK-LABEL: func @matvec_mk_k_m_max
// CHECK-SAME: %[[A:.*0]]: vector<2x2xf32>
// CHECK-SAME: %[[B:.*1]]: vector<2xf32>
@@ -91,6 +145,47 @@ func.func @matvec_mk_k_m_max(%A: vector<2x2xf32>,
return %0 : vector<2xf32>
}
+// ============================================================================
+// Matvec 2 (plain + masked + scalable)
+// ============================================================================
+// CHECK-LABEL: @masked_matvec_km_k_m
+// CHECK-SAME: %[[MAT:.+]]: vector<2x4xf32>
+// CHECK-SAME: %[[VEC:.+]]: vector<2xf32>
+// CHECK-SAME: %[[INIT:.+]]: vector<4xf32>
+// CHECK-SAME: %[[MASK:.+]]: vector<4x2xi1>
+func.func @masked_matvec_km_k_m(%arg0: vector<2x4xf32>,
+ %arg1: vector<2xf32>,
+ %arg2: vector<4xf32>,
+ %mask: vector<4x2xi1>) -> vector<4xf32> {
+ // CHECK: vector.transpose %[[MASK]]
+ // CHECK-NOT: vector.transpose %[[MAT]]
+ // CHECK-COUNT-2: vector.mask %{{.*}} { vector.outerproduct %{{.*}}, %{{.*}}, %{{.*}} {kind = #vector.kind<add>} : vector<4xf32>, f32 }
+ %res = vector.mask %mask {
+ vector.contract #matvec_trait_2 %arg0, %arg1, %arg2
+ : vector<2x4xf32>, vector<2xf32>, vector<4xf32> into vector<4xf32>
+ } : vector<4x2xi1> -> vector<4xf32>
+ return %res : vector<4xf32>
+}
+
+// CHECK-LABEL: @masked_matvec_km_k_m_scalable_parallel_dim
+// CHECK-SAME: %[[MAT:.+]]: vector<2x[4]xf32>
+// CHECK-SAME: %[[VEC:.+]]: vector<2xf32>
+// CHECK-SAME: %[[INIT:.+]]: vector<[4]xf32>
+// CHECK-SAME: %[[MASK:.+]]: vector<[4]x2xi1>
+func.func @masked_matvec_km_k_m_scalable_parallel_dim(%arg0: vector<2x[4]xf32>,
+ %arg1: vector<2xf32>,
+ %arg2: vector<[4]xf32>,
+ %mask: vector<[4]x2xi1>) -> vector<[4]xf32> {
+ // CHECK: vector.transpose %[[MASK]]
+ // CHECK-NOT: vector.transpose %[[MAT]]
+ // CHECK-COUNT-2: vector.mask %{{.*}} { vector.outerproduct %{{.*}}, %{{.*}}, %{{.*}} {kind = #vector.kind<add>} : vector<[4]xf32>, f32 }
+ %res = vector.mask %mask {
+ vector.contract #matvec_trait_2 %arg0, %arg1, %arg2
+ : vector<2x[4]xf32>, vector<2xf32>, vector<[4]xf32> into vector<[4]xf32>
+ } : vector<[4]x2xi1> -> vector<[4]xf32>
+ return %res : vector<[4]xf32>
+}
+
// CHECK-LABEL: func @matvec_km_k_m
// CHECK-SAME: %[[A:.*0]]: vector<2x2xf32>
// CHECK-SAME: %[[B:.*1]]: vector<2xf32>
@@ -104,10 +199,52 @@ func.func @matvec_mk_k_m_max(%A: vector<2x2xf32>,
func.func @matvec_km_k_m(%A: vector<2x2xf32>,
%x: vector<2xf32>,
%b: vector<2xf32>) -> vector<2xf32> {
- %0 = vector.contract #mattransvec_trait %A, %x, %b : vector<2x2xf32>, vector<2xf32> into vector<2xf32>
+ %0 = vector.contract #matvec_trait_2 %A, %x, %b : vector<2x2xf32>, vector<2xf32> into vector<2xf32>
return %0 : vector<2xf32>
}
+// ============================================================================
+// Matvec 3 (plain + masked + scalable)
+// ============================================================================
+// CHECK-LABEL: @masked_matvec_k_mk_m
+// CHECK-SAME: %[[MAT:.+]]: vector<4x2xf32>
+// CHECK-SAME: %[[VEC:.+]]: vector<2xf32>
+// CHECK-SAME: %[[INIT:.+]]: vector<4xf32>
+// CHECK-SAME: %[[MASK:.+]]: vector<4x2xi1>
+func.func @masked_matvec_k_mk_m(%arg0: vector<4x2xf32>,
+ %arg1: vector<2xf32>,
+ %arg2: vector<4xf32>,
+ %mask: vector<4x2xi1>) -> vector<4xf32> {
+ // CHECK: vector.transpose %[[MASK]]
+ // CHECK: vector.transpose %[[MAT]]
+ // CHECK-COUNT-2: vector.mask %{{.*}} { vector.outerproduct %{{.*}}, %{{.*}}, %{{.*}} {kind = #vector.kind<add>} : vector<4xf32>, f32 }
+ %res = vector.mask %mask {
+ vector.contract #matvec_trait_3 %arg1, %arg0, %arg2
+ : vector<2xf32>, vector<4x2xf32>, vector<4xf32> into vector<4xf32>
+ } : vector<4x2xi1> -> vector<4xf32>
+ return %res : vector<4xf32>
+}
+
+// CHECK-LABEL: @masked_matvec_k_mk_m_scalable_parallel_dim
+// CHECK-SAME: %[[MAT:.+]]: vector<[4]x2xf32>
+// CHECK-SAME: %[[VEC:.+]]: vector<2xf32>
+// CHECK-SAME: %[[INIT:.+]]: vector<[4]xf32>
+// CHECK-SAME: %[[MASK:.+]]: vector<[4]x2xi1>
+func.func @masked_matvec_k_mk_m_scalable_parallel_dim(%arg0: vector<[4]x2xf32>,
+ %arg1: vector<2xf32>,
+ %arg2: vector<[4]xf32>,
+ %mask: vector<[4]x2xi1>) -> vector<[4]xf32> {
+ // CHECK: vector.transpose %[[MASK]]
+ // CHECK: vector.transpose %[[MAT]]
+ // CHECK-COUNT-2: vector.mask %{{.*}} { vector.outerproduct %{{.*}}, %{{.*}}, %{{.*}} {kind = #vector.kind<add>} : vector<[4]xf32>, f32 }
+ %res = vector.mask %mask {
+ vector.contract #matvec_trait_3 %arg1, %arg0, %arg2
+ : vector<2xf32>, vector<[4]x2xf32>, vector<[4]xf32> into vector<[4]xf32>
+ } : vector<[4]x2xi1> -> vector<[4]xf32>
+ return %res : vector<[4]xf32>
+}
+
+
// CHECK-LABEL: func @matvec_k_mk_m
// CHECK-SAME: %[[A:.*0]]: vector<2x2xf32>
// CHECK-SAME: %[[B:.*1]]: vector<2xf32>
@@ -122,10 +259,51 @@ func.func @matvec_km_k_m(%A: vector<2x2xf32>,
func.func @matvec_k_mk_m(%A: vector<2x2xf32>,
%x: vector<2xf32>,
%b: vector<2xf32>) -> vector<2xf32> {
- %0 = vector.contract #vecmat_trait %x, %A, %b : vector<2xf32>, vector<2x2xf32> into vector<2xf32>
+ %0 = vector.contract #matvec_trait_3 %x, %A, %b : vector<2xf32>, vector<2x2xf32> into vector<2xf32>
return %0 : vector<2xf32>
}
+// ============================================================================
+// Matvec 4 (plain + masked + scalable)
+// ============================================================================
+// CHECK-LABEL: @masked_matvec_k_km_m_scalable_parallel_dim
+// CHECK-SAME: %[[MAT:.+]]: vector<2x[4]xf32>
+// CHECK-SAME: %[[VEC:.+]]: vector<2xf32>
+// CHECK-SAME: %[[INIT:.+]]: vector<[4]xf32>
+// CHECK-SAME: %[[MASK:.+]]: vector<[4]x2xi1>
+func.func @masked_matvec_k_km_m_scalable_parallel_dim(%arg0: vector<2x[4]xf32>,
+ %arg1: vector<2xf32>,
+ %arg2: vector<[4]xf32>,
+ %mask: vector<[4]x2xi1>) -> vector<[4]xf32> {
+ // CHECK: vector.transpose %[[MASK]]
+ // CHECK-NOT: vector.transpose %[[MAT]]
+ // CHECK-COUNT-2: vector.mask %{{.*}} { vector.outerproduct %{{.*}}, %{{.*}}, %{{.*}} {kind = #vector.kind<add>} : vector<[4]xf32>, f32 }
+ %res = vector.mask %mask {
+ vector.contract #matvec_trait_4 %arg1, %arg0, %arg2
+ : vector<2xf32>, vector<2x[4]xf32>, vector<[4]xf32> into vector<[4]xf32>
+ } : vector<[4]x2xi1> -> vector<[4]xf32>
+ return %res : vector<[4]xf32>
+}
+
+// CHECK-LABEL: @masked_matvec_k_km_m
+// CHECK-SAME: %[[MAT:.+]]: vector<2x4xf32>
+// CHECK-SAME: %[[VEC:.+]]: vector<2xf32>
+// CHECK-SAME: %[[INIT:.+]]: vector<4xf32>
+// CHECK-SAME: %[[MASK:.+]]: vector<4x2xi1>
+func.func @masked_matvec_k_km_m(%arg0: vector<2x4xf32>,
+ %arg1: vector<2xf32>,
+ %arg2: vector<4xf32>,
+ %mask: vector<4x2xi1>) -> vector<4xf32> {
+ // CHECK: vector.transpose %[[MASK]]
+ // CHECK-NOT: vector.transpose %[[MAT]]
+ // CHECK-COUNT-2: vector.mask %{{.*}} { vector.outerproduct %{{.*}}, %{{.*}}, %{{.*}} {kind = #vector.kind<add>} : vector<4xf32>, f32 }
+ %res = vector.mask %mask {
+ vector.contract #matvec_trait_4 %arg1, %arg0, %arg2
+ : vector<2xf32>, vector<2x4xf32>, vector<4xf32> into vector<4xf32>
+ } : vector<4x2xi1> -> vector<4xf32>
+ return %res : vector<4xf32>
+}
+
// CHECK-LABEL: func @matvec_k_km_m
// CHECK-SAME: %[[A:.*0]]: vector<2x2xf32>
// CHECK-SAME: %[[B:.*1]]: vector<2xf32>
@@ -139,7 +317,7 @@ func.func @matvec_k_mk_m(%A: vector<2x2xf32>,
func.func @matvec_k_km_m(%A: vector<2x2xf32>,
%x: vector<2xf32>,
%b: vector<2xf32>) -> vector<2xf32> {
- %0 = vector.contract #vecmattrans_trait %x, %A, %b : vector<2xf32>, vector<2x2xf32> into vector<2xf32>
+ %0 = vector.contract #matvec_trait_4 %x, %A, %b : vector<2xf32>, vector<2x2xf32> into vector<2xf32>
return %0 : vector<2xf32>
}
@@ -156,10 +334,193 @@ func.func @matvec_k_km_m(%A: vector<2x2xf32>,
func.func @matvec_m_mk_k(%A: vector<2x2xf32>,
%x: vector<2xf32>,
%b: vector<2xf32>) -> vector<2xf32> {
- %0 = vector.contract #redpar_vecmattrans_trait %x, %A, %b : vector<2xf32>, vector<2x2xf32> into vector<2xf32>
+ %0 = vector.contract #matvec_trait_4 %x, %A, %b : vector<2xf32>, vector<2x2xf32> into vector<2xf32>
return %0 : vector<2xf32>
}
+// ============================================================================
+// Matvec 5 (masked + scalable)
+// ============================================================================
+#matvec_accesses_5 = [
+ affine_map<(k, m) -> (m, k)>,
+ affine_map<(k, m) -> (k)>,
+ affine_map<(k, m) -> (m)>
+]
+#matvec_trait_5 = {
+ indexing_maps = #matvec_accesses_5,
+ iterator_types = ["reduction", "parallel"]
+}
+
+// CHECK-LABEL: @masked_tmatvec_mk_k_m
+// CHECK-SAME: %[[MAT:.+]]: vector<4x2xf32>
+// CHECK-SAME: %[[VEC:.+]]: vector<2xf32>
+// CHECK-SAME: %[[INIT:.+]]: vector<4xf32>
+// CHECK-SAME: %[[MASK:.+]]: vector<2x4xi1>
+func.func @masked_tmatvec_mk_k_m(%arg0: vector<4x2xf32>, %arg1: vector<2xf32>, %arg2: vector<4xf32>, %mask: vector<2x4xi1>) -> vector<4xf32> {
+ // CHECK: vector.transpose %[[MAT]]
+ // CHECK-NOT: vector.transpose %[[MASK]]
+ // CHECK-COUNT-2: vector.mask %{{.*}} { vector.outerproduct %{{.*}}, %{{.*}}, %{{.*}} {kind = #vector.kind<add>} : vector<4xf32>, f32 }
+ %res = vector.mask %mask {
+ vector.contract #matvec_trait_5 %arg0, %arg1, %arg2
+ : vector<4x2xf32>, vector<2xf32>, vector<4xf32> into vector<4xf32>
+ } : vector<2x4xi1> -> vector<4xf32>
+ return %res : vector<4xf32>
+}
+
+// CHECK-LABEL: @masked_tmatvec_mk_k_m_scalable_parallel_dim
+// CHECK-SAME: %[[MAT:.+]]: vector<[4]x2xf32>
+// CHECK-SAME: %[[VEC:.+]]: vector<2xf32>
+// CHECK-SAME: %[[INIT:.+]]: vector<[4]xf32>
+// CHECK-SAME: %[[MASK:.+]]: vector<2x[4]xi1>
+func.func @masked_tmatvec_mk_k_m_scalable_parallel_dim(%arg0: vector<[4]x2xf32>, %arg1: vector<2xf32>, %arg2: vector<[4]xf32>, %mask: vector<2x[4]xi1>) -> vector<[4]xf32> {
+ // CHECK: vector.transpose %[[MAT]]
+ // CHECK-NOT: vector.transpose %[[MASK]]
+ // CHECK-COUNT-2: vector.mask %{{.*}} { vector.outerproduct %{{.*}}, %{{.*}}, %{{.*}} {kind = #vector.kind<add>} : vector<[4]xf32>, f32 }
+ %res = vector.mask %mask {
+ vector.contract #matvec_trait_5 %arg0, %arg1, %arg2
+ : vector<[4]x2xf32>, vector<2xf32>, vector<[4]xf32> into vector<[4]xf32>
+ } : vector<2x[4]xi1> -> vector<[4]xf32>
+ return %res : vector<[4]xf32>
+}
+
+// ============================================================================
+// Matvec 6 (masked + scalable)
+// ============================================================================
+#matvec_accesses_6 = [
+ affine_map<(k, m) -> (k, m)>,
+ affine_map<(k, m) -> (k)>,
+ affine_map<(k, m) -> (m)>
+]
+#matvec_trait_6 = {
+ indexing_maps = #matvec_accesses_6,
+ iterator_types = ["reduction", "parallel"]
+}
+
+// CHECK-LABEL: @masked_tmatvec_km_k_m
+// CHECK-SAME: %[[MAT:.+]]: vector<2x4xf32>
+// CHECK-SAME: %[[VEC:.+]]: vector<2xf32>
+// CHECK-SAME: %[[INIT:.+]]: vector<4xf32>
+// CHECK-SAME: %[[MASK:.+]]: vector<2x4xi1>
+func.func @masked_tmatvec_km_k_m(%arg0: vector<2x4xf32>, %arg1: vector<2xf32>, %arg2: vector<4xf32>, %mask: vector<2x4xi1>) -> vector<4xf32> {
+ // CHECK-NOT: vector.transpose %[[MAT]]
+ // CHECK-NOT: vector.transpose %[[MASK]]
+ // CHECK-COUNT-2: vector.mask %{{.*}} { vector.outerproduct %{{.*}}, %{{.*}}, %{{.*}} {kind = #vector.kind<add>} : vector<4xf32>, f32 }
+ %res = vector.mask %mask {
+ vector.contract #matvec_trait_6 %arg0, %arg1, %arg2
+ : vector<2x4xf32>, vector<2xf32>, vector<4xf32> into vector<4xf32>
+ } : vector<2x4xi1> -> vector<4xf32>
+ return %res : vector<4xf32>
+}
+
+// CHECK-LABEL: @masked_tmatvec_km_k_m_scalable_parallel_dim
+// CHECK-SAME: %[[MAT:.+]]: vector<2x[4]xf32>
+// CHECK-SAME: %[[VEC:.+]]: vector<2xf32>
+// CHECK-SAME: %[[INIT:.+]]: vector<[4]xf32>
+// CHECK-SAME: %[[MASK:.+]]: vector<2x[4]xi1>
+func.func @masked_tmatvec_km_k_m_scalable_parallel_dim(%arg0: vector<2x[4]xf32>, %arg1: vector<2xf32>, %arg2: vector<[4]xf32>, %mask: vector<2x[4]xi1>) -> vector<[4]xf32> {
+ // CHECK-NOT: vector.transpose %[[MAT]]
+ // CHECK-NOT: vector.transpose %[[MASK]]
+ // CHECK-COUNT-2: vector.mask %{{.*}} { vector.outerproduct %{{.*}}, %{{.*}}, %{{.*}} {kind = #vector.kind<add>} : vector<[4]xf32>, f32 }
+ %res = vector.mask %mask {
+ vector.contract #matvec_trait_6 %arg0, %arg1, %arg2
+ : vector<2x[4]xf32>, vector<2xf32>, vector<[4]xf32> into vector<[4]xf32>
+ } : vector<2x[4]xi1> -> vector<[4]xf32>
+ return %res : vector<[4]xf32>
+}
+
+// ============================================================================
+// Matvec 7 (masked + scalable)
+// ============================================================================
+#matvec_accesses_7 = [
+ affine_map<(k, m) -> (k)>,
+ affine_map<(k, m) -> (m, k)>,
+ affine_map<(k, m) -> (m)>
+]
+#matvec_trait_7 = {
+ indexing_maps = #matvec_accesses_7,
+ iterator_types = ["reduction", "parallel"]
+}
+
+// CHECK-LABEL: @masked_tmatvec_k_mk_m
+// CHECK-SAME: %[[MAT:.+]]: vector<4x2xf32>
+// CHECK-SAME: %[[VEC:.+]]: vector<2xf32>
+// CHECK-SAME: %[[INIT:.+]]: vector<4xf32>
+// CHECK-SAME: %[[MASK:.+]]: vector<2x4xi1>
+func.func @masked_tmatvec_k_mk_m(%arg0: vector<4x2xf32>, %arg1: vector<2xf32>, %arg2: vector<4xf32>, %mask: vector<2x4xi1>) -> vector<4xf32> {
+ // CHECK: ...
[truncated]
``````````
</details>
https://github.com/llvm/llvm-project/pull/73348
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