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[mlir][Vector] Add vector.to_elements op
This PR introduces the `vector.to_elements` op, which decomposes a vector into its scalar elements. This operation is symmetrical to the existing `vector.from_elements`. Examples: ``` // Decompose a 0-D vector. %0 = vector.to_elements %v0 : vector<f32> // %0 = %v0[0] // Decompose a 1-D vector. %0:2 = vector.to_elements %v1 : vector<2xf32> // %0#0 = %v1[0] // %0#1 = %v1[1] // Decompose a 2-D. %0:6 = vector.to_elements %v2 : vector<2x3xf32> // %0#0 = %v2[0, 0] // %0#1 = %v2[0, 1] // %0#2 = %v2[0, 2] // %0#3 = %v2[1, 0] // %0#4 = %v2[1, 1] // %0#5 = %v2[1, 2] ``` This op is aimed at reducing code size when modeling "structured" vector extractions and simplifying canonicalizations of large sequences of `vector.extract` and `vector.insert` ops into `vector.shuffle` and other sophisticated ops that can re-arrange vector elements. More related PRs to come!
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mlir/include/mlir/Dialect/Vector/IR/VectorOps.td

Lines changed: 67 additions & 12 deletions
Original file line numberDiff line numberDiff line change
@@ -789,6 +789,57 @@ def Vector_FMAOp :
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}];
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}
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792+
def Vector_ToElementsOp : Vector_Op<"to_elements", [
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Pure,
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TypesMatchWith<"operand element type matches result types",
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"input", "elements", "SmallVector<Type>("
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"::llvm::cast<VectorType>($_self).getNumElements(), "
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"::llvm::cast<VectorType>($_self).getElementType())">]> {
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let summary = "operation that decomposes a vector into all its scalar elements";
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let description = [{
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This operation decomposes all the scalar elements from a vector. The
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decomposed scalar elements are returned in row-major order. The number of
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scalar results must match the number of elements in the input vector type.
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All the result elements have the same result type, which must match the
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element type of the input vector. Scalable vectors are not supported.
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Examples:
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808+
```mlir
809+
// Decompose a 0-D vector.
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%0 = vector.to_elements %v0 : vector<f32>
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// %0 = %v0[0]
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// Decompose a 1-D vector.
814+
%0:2 = vector.to_elements %v1 : vector<2xf32>
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// %0#0 = %v1[0]
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// %0#1 = %v1[1]
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// Decompose a 2-D.
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%0:6 = vector.to_elements %v2 : vector<2x3xf32>
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// %0#0 = %v2[0, 0]
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// %0#1 = %v2[0, 1]
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// %0#2 = %v2[0, 2]
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// %0#3 = %v2[1, 0]
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// %0#4 = %v2[1, 1]
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// %0#5 = %v2[1, 2]
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// Decompose a 3-D vector.
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%0:6 = vector.to_elements %v3 : vector<3x1x2xf32>
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// %0#0 = %v3[0, 0, 0]
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// %0#1 = %v3[0, 0, 1]
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// %0#2 = %v3[1, 0, 0]
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// %0#3 = %v3[1, 0, 1]
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// %0#4 = %v3[2, 0, 0]
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// %0#5 = %v3[2, 0, 1]
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```
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}];
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let arguments = (ins AnyVectorOfAnyRank:$input);
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let results = (outs Variadic<AnyType>:$elements);
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let assemblyFormat = "$input attr-dict `:` type($input)";
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}
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def Vector_FromElementsOp : Vector_Op<"from_elements", [
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Pure,
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TypesMatchWith<"operand types match result element type",
@@ -798,26 +849,30 @@ def Vector_FromElementsOp : Vector_Op<"from_elements", [
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let summary = "operation that defines a vector from scalar elements";
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let description = [{
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This operation defines a vector from one or multiple scalar elements. The
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number of elements must match the number of elements in the result type.
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All elements must have the same type, which must match the element type of
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the result vector type.
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`elements` are a flattened version of the result vector in row-major order.
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scalar elements are arranged in row-major within the vector. The number of
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elements must match the number of elements in the result type. All elements
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must have the same type, which must match the element type of the result
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vector type. Scalable vectors are not supported.
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Example:
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Examples:
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```mlir
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// %f1
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// Define a 0-D vector.
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%0 = vector.from_elements %f1 : vector<f32>
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// [%f1, %f2]
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// [%f1]
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// Define a 1-D vector.
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%1 = vector.from_elements %f1, %f2 : vector<2xf32>
814-
// [[%f1, %f2, %f3], [%f4, %f5, %f6]]
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// [%f1, %f2]
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// Define a 2-D vector.
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%2 = vector.from_elements %f1, %f2, %f3, %f4, %f5, %f6 : vector<2x3xf32>
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// [[[%f1, %f2]], [[%f3, %f4]], [[%f5, %f6]]]
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// [[%f1, %f2, %f3], [%f4, %f5, %f6]]
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// Define a 3-D vector.
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%3 = vector.from_elements %f1, %f2, %f3, %f4, %f5, %f6 : vector<3x1x2xf32>
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// [[[%f1, %f2]], [[%f3, %f4]], [[%f5, %f6]]]
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```
819-
820-
Note, scalable vectors are not supported.
821876
}];
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823878
let arguments = (ins Variadic<AnyType>:$elements);

mlir/test/Dialect/Vector/invalid.mlir

Lines changed: 19 additions & 3 deletions
Original file line numberDiff line numberDiff line change
@@ -1896,7 +1896,24 @@ func.func @deinterleave_scalable_rank_fail(%vec : vector<2x[4]xf32>) {
18961896

18971897
// -----
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1899-
func.func @invalid_from_elements(%a: f32) {
1899+
func.func @to_elements_wrong_num_results(%a: vector<1x1x2xf32>) {
1900+
// expected-error @+1 {{operation defines 2 results but was provided 4 to bind}}
1901+
%0:4 = vector.to_elements %a : vector<1x1x2xf32>
1902+
return
1903+
}
1904+
1905+
// -----
1906+
1907+
func.func @to_elements_wrong_result_type(%a: vector<2xf32>) -> i32 {
1908+
// expected-error @+3 {{use of value '%0' expects different type than prior uses: 'i32'}}
1909+
// expected-note @+1 {{prior use here}}
1910+
%0:2 = vector.to_elements %a : vector<2xf32>
1911+
return %0#0 : i32
1912+
}
1913+
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// -----
1915+
1916+
func.func @from_elements_wrong_num_operands(%a: f32) {
19001917
// expected-error @+1 {{'vector.from_elements' number of operands and types do not match: got 1 operands and 2 types}}
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vector.from_elements %a : vector<2xf32>
19021919
return
@@ -1905,12 +1922,11 @@ func.func @invalid_from_elements(%a: f32) {
19051922
// -----
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// expected-note @+1 {{prior use here}}
1908-
func.func @invalid_from_elements(%a: f32, %b: i32) {
1925+
func.func @from_elements_wrong_operand_type(%a: f32, %b: i32) {
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// expected-error @+1 {{use of value '%b' expects different type than prior uses: 'f32' vs 'i32'}}
19101927
vector.from_elements %a, %b : vector<2xf32>
19111928
return
19121929
}
1913-
19141930
// -----
19151931

19161932
func.func @invalid_from_elements_scalable(%a: f32, %b: i32) {

mlir/test/Dialect/Vector/ops.mlir

Lines changed: 19 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -1175,6 +1175,25 @@ func.func @deinterleave_nd_scalable(%arg:vector<2x3x4x[6]xf32>) -> (vector<2x3x4
11751175
return %0, %1 : vector<2x3x4x[3]xf32>, vector<2x3x4x[3]xf32>
11761176
}
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1178+
// CHECK-LABEL: func @to_elements(
1179+
// CHECK-SAME: %[[A_VEC:.*]]: vector<f32>, %[[B_VEC:.*]]: vector<4xf32>,
1180+
// CHECK-SAME: %[[C_VEC:.*]]: vector<1xf32>, %[[D_VEC:.*]]: vector<2x2xf32>)
1181+
func.func @to_elements(%a_vec : vector<f32>, %b_vec : vector<4xf32>, %c_vec : vector<1xf32>, %d_vec : vector<2x2xf32>)
1182+
-> (f32, f32, f32, f32, f32, f32, f32, f32, f32, f32) {
1183+
// CHECK: %[[A_ELEMS:.*]] = vector.to_elements %[[A_VEC]] : vector<f32>
1184+
%0 = vector.to_elements %a_vec : vector<f32>
1185+
// CHECK: %[[B_ELEMS:.*]]:4 = vector.to_elements %[[B_VEC]] : vector<4xf32>
1186+
%1:4 = vector.to_elements %b_vec : vector<4xf32>
1187+
// CHECK: %[[C_ELEMS:.*]] = vector.to_elements %[[C_VEC]] : vector<1xf32>
1188+
%2 = vector.to_elements %c_vec : vector<1xf32>
1189+
// CHECK: %[[D_ELEMS:.*]]:4 = vector.to_elements %[[D_VEC]] : vector<2x2xf32>
1190+
%3:4 = vector.to_elements %d_vec : vector<2x2xf32>
1191+
// CHECK: return %[[A_ELEMS]], %[[B_ELEMS]]#0, %[[B_ELEMS]]#1, %[[B_ELEMS]]#2,
1192+
// CHECK-SAME: %[[B_ELEMS]]#3, %[[C_ELEMS]], %[[D_ELEMS]]#0, %[[D_ELEMS]]#1,
1193+
// CHECK-SAME: %[[D_ELEMS]]#2, %[[D_ELEMS]]#3
1194+
return %0, %1#0, %1#1, %1#2, %1#3, %2, %3#0, %3#1, %3#2, %3#3 : f32, f32, f32, f32, f32, f32, f32, f32, f32, f32
1195+
}
1196+
11781197
// CHECK-LABEL: func @from_elements(
11791198
// CHECK-SAME: %[[a:.*]]: f32, %[[b:.*]]: f32)
11801199
func.func @from_elements(%a: f32, %b: f32) -> (vector<f32>, vector<1xf32>, vector<1x2xf32>, vector<2x2xf32>) {

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