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[mlir][Vector] Make vector.contract work with scalable vectors #65724

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Sep 11, 2023
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3 changes: 2 additions & 1 deletion mlir/lib/Dialect/Vector/IR/VectorOps.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -820,7 +820,8 @@ static LogicalResult verifyOutputShape(
return e.cast<AffineConstantExpr>().getValue();
}));
auto expected =
VectorType::get(expectedShape, resVectorType.getElementType());
VectorType::get(expectedShape, resVectorType.getElementType(),
resVectorType.getScalableDims());
if (resVectorType != expected || accVectorType != expected)
return op.emitOpError(
"invalid accumulator/result vector shape, expected: ")
Expand Down
29 changes: 29 additions & 0 deletions mlir/test/Dialect/Vector/ops.mlir
Original file line number Diff line number Diff line change
Expand Up @@ -307,6 +307,17 @@ func.func @contraction_to_scalar(%arg0: vector<10xf32>, %arg1: vector<10xf32>) -
return %0 : f32
}

// CHECK-LABEL: @contraction_to_scalar_scalable
func.func @contraction_to_scalar_scalable(%arg0: vector<[10]xf32>, %arg1: vector<[10]xf32>) -> f32 {
// CHECK: %[[C0:.*]] = arith.constant 0.000000e+00 : f32
%f0 = arith.constant 0.0: f32
// CHECK: %[[X:.*]] = vector.contract {indexing_maps = [#{{.*}}, #{{.*}}, #{{.*}}], iterator_types = ["reduction"], kind = #vector.kind<add>} %{{.*}}, %{{.*}}, %[[C0]] : vector<[10]xf32>, vector<[10]xf32> into f32
%0 = vector.contract #contraction_to_scalar_trait %arg0, %arg1, %f0
: vector<[10]xf32>, vector<[10]xf32> into f32
// CHECK: return %[[X]] : f32
return %0 : f32
}

// CHECK-LABEL: @contraction_extra_attrs
func.func @contraction_extra_attrs(%arg0: vector<10xf32>, %arg1: vector<10xf32>) -> f32 {
// CHECK: %[[C0:.*]] = arith.constant 0.000000e+00 : f32
Expand Down Expand Up @@ -392,6 +403,24 @@ func.func @contraction(%arg0 : vector<7x8x16x15xf32>, %arg1 : vector<8x16x7x5xf3
return
}

#contraction_matmul_accesses = [
affine_map<(d0, d1, d2) -> (d0, d2)>,
affine_map<(d0, d1, d2) -> (d2, d1)>,
affine_map<(d0, d1, d2) -> (d0, d1)>
]
#contraction_matmul_trait = {
indexing_maps = #contraction_matmul_accesses,
iterator_types = ["parallel", "parallel", "reduction"]
}
// CHECK-LABEL: @contraction_matmul_scalable
func.func @contraction_matmul_scalable(%A: vector<8x1xf32>, %B: vector<1x[32]xf32>, %C: vector<8x[32]xf32>) -> vector<8x[32]xf32> {
// CHECK: %[[X:.*]] = vector.contract {indexing_maps = [#{{.*}}, #{{.*}}, #{{.*}}], iterator_types = ["parallel", "parallel", "reduction"], kind = #vector.kind<add>} {{.*}}, {{.*}}, {{.*}} : vector<8x1xf32>, vector<1x[32]xf32> into vector<8x[32]xf32>
%res = vector.contract #contraction_matmul_trait %A, %B, %C
: vector<8x1xf32>, vector<1x[32]xf32> into vector<8x[32]xf32>
// CHECK: return %[[X]] : vector<8x[32]xf32>
return %res : vector<8x[32]xf32>
}

// CHECK-LABEL: @create_vector_mask
func.func @create_vector_mask() {
// CHECK: %[[C2:.*]] = arith.constant 2 : index
Expand Down