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|
// RUN: mlir-opt %s | mlir-opt | FileCheck %s
// CHECK-LABEL: func @vector_transfer_ops(
func @vector_transfer_ops(%arg0: memref<?x?xf32>,
%arg1 : memref<?x?xvector<4x3xf32>>,
%arg2 : memref<?x?xvector<4x3xi32>>,
%arg3 : memref<?x?xvector<4x3xindex>>,
%arg4 : memref<?x?x?xf32>) {
// CHECK: %[[C3:.*]] = constant 3 : index
%c3 = constant 3 : index
%cst = constant 3.0 : f32
%f0 = constant 0.0 : f32
%c0 = constant 0 : i32
%i0 = constant 0 : index
%i1 = constant 1 : i1
%vf0 = splat %f0 : vector<4x3xf32>
%v0 = splat %c0 : vector<4x3xi32>
%vi0 = splat %i0 : vector<4x3xindex>
%m = constant dense<[0, 0, 1, 0, 1]> : vector<5xi1>
%m2 = splat %i1 : vector<5x4xi1>
//
// CHECK: vector.transfer_read
%0 = vector.transfer_read %arg0[%c3, %c3], %f0 {permutation_map = affine_map<(d0, d1)->(d0)>} : memref<?x?xf32>, vector<128xf32>
// CHECK: vector.transfer_read
%1 = vector.transfer_read %arg0[%c3, %c3], %f0 {permutation_map = affine_map<(d0, d1)->(d1, d0)>} : memref<?x?xf32>, vector<3x7xf32>
// CHECK: vector.transfer_read
%2 = vector.transfer_read %arg0[%c3, %c3], %cst {permutation_map = affine_map<(d0, d1)->(d0)>} : memref<?x?xf32>, vector<128xf32>
// CHECK: vector.transfer_read
%3 = vector.transfer_read %arg0[%c3, %c3], %cst {permutation_map = affine_map<(d0, d1)->(d1)>} : memref<?x?xf32>, vector<128xf32>
// CHECK: vector.transfer_read %{{.*}}[%[[C3]], %[[C3]]], %{{.*}} : memref<?x?xvector<4x3xf32>>, vector<1x1x4x3xf32>
%4 = vector.transfer_read %arg1[%c3, %c3], %vf0 {permutation_map = affine_map<(d0, d1)->(d0, d1)>} : memref<?x?xvector<4x3xf32>>, vector<1x1x4x3xf32>
// CHECK: vector.transfer_read %{{.*}}[%[[C3]], %[[C3]]], %{{.*}} {in_bounds = [false, true]} : memref<?x?xvector<4x3xf32>>, vector<1x1x4x3xf32>
%5 = vector.transfer_read %arg1[%c3, %c3], %vf0 {in_bounds = [false, true]} : memref<?x?xvector<4x3xf32>>, vector<1x1x4x3xf32>
// CHECK: vector.transfer_read %{{.*}}[%[[C3]], %[[C3]]], %{{.*}} : memref<?x?xvector<4x3xi32>>, vector<5x24xi8>
%6 = vector.transfer_read %arg2[%c3, %c3], %v0 : memref<?x?xvector<4x3xi32>>, vector<5x24xi8>
// CHECK: vector.transfer_read %{{.*}}[%[[C3]], %[[C3]]], %{{.*}} : memref<?x?xvector<4x3xindex>>, vector<5x48xi8>
%7 = vector.transfer_read %arg3[%c3, %c3], %vi0 : memref<?x?xvector<4x3xindex>>, vector<5x48xi8>
// CHECK: vector.transfer_read %{{.*}}[%[[C3]], %[[C3]]], %{{.*}}, %{{.*}} : memref<?x?xf32>, vector<5xf32>
%8 = vector.transfer_read %arg0[%c3, %c3], %f0, %m : memref<?x?xf32>, vector<5xf32>
// CHECK: vector.transfer_read %{{.*}}[%[[C3]], %[[C3]], %[[C3]]], %{{.*}}, %{{.*}} : memref<?x?x?xf32>, vector<5x4x8xf32>
%9 = vector.transfer_read %arg4[%c3, %c3, %c3], %f0, %m2 {permutation_map = affine_map<(d0, d1, d2)->(d1, d0, 0)>} : memref<?x?x?xf32>, vector<5x4x8xf32>
// CHECK: vector.transfer_write
vector.transfer_write %0, %arg0[%c3, %c3] {permutation_map = affine_map<(d0, d1)->(d0)>} : vector<128xf32>, memref<?x?xf32>
// CHECK: vector.transfer_write
vector.transfer_write %1, %arg0[%c3, %c3] {permutation_map = affine_map<(d0, d1)->(d1, d0)>} : vector<3x7xf32>, memref<?x?xf32>
// CHECK: vector.transfer_write %{{.*}}, %{{.*}}[%[[C3]], %[[C3]]] : vector<1x1x4x3xf32>, memref<?x?xvector<4x3xf32>>
vector.transfer_write %4, %arg1[%c3, %c3] {permutation_map = affine_map<(d0, d1)->(d0, d1)>} : vector<1x1x4x3xf32>, memref<?x?xvector<4x3xf32>>
// CHECK: vector.transfer_write %{{.*}}, %{{.*}}[%[[C3]], %[[C3]]] : vector<1x1x4x3xf32>, memref<?x?xvector<4x3xf32>>
vector.transfer_write %5, %arg1[%c3, %c3] {in_bounds = [false, false]} : vector<1x1x4x3xf32>, memref<?x?xvector<4x3xf32>>
// CHECK: vector.transfer_write %{{.*}}, %{{.*}}[%[[C3]], %[[C3]]] : vector<5x24xi8>, memref<?x?xvector<4x3xi32>>
vector.transfer_write %6, %arg2[%c3, %c3] : vector<5x24xi8>, memref<?x?xvector<4x3xi32>>
// CHECK: vector.transfer_write %{{.*}}, %{{.*}}[%[[C3]], %[[C3]]] : vector<5x48xi8>, memref<?x?xvector<4x3xindex>>
vector.transfer_write %7, %arg3[%c3, %c3] : vector<5x48xi8>, memref<?x?xvector<4x3xindex>>
// CHECK: vector.transfer_write %{{.*}}, %{{.*}}[%[[C3]], %[[C3]]], %{{.*}} : vector<5xf32>, memref<?x?xf32>
vector.transfer_write %8, %arg0[%c3, %c3], %m : vector<5xf32>, memref<?x?xf32>
return
}
// CHECK-LABEL: func @vector_transfer_ops_tensor(
func @vector_transfer_ops_tensor(%arg0: tensor<?x?xf32>,
%arg1 : tensor<?x?xvector<4x3xf32>>,
%arg2 : tensor<?x?xvector<4x3xi32>>,
%arg3 : tensor<?x?xvector<4x3xindex>>) ->
(tensor<?x?xf32>, tensor<?x?xf32>, tensor<?x?xvector<4x3xf32>>,
tensor<?x?xvector<4x3xf32>>, tensor<?x?xvector<4x3xi32>>,
tensor<?x?xvector<4x3xindex>>){
// CHECK: %[[C3:.*]] = constant 3 : index
%c3 = constant 3 : index
%cst = constant 3.0 : f32
%f0 = constant 0.0 : f32
%c0 = constant 0 : i32
%i0 = constant 0 : index
%vf0 = splat %f0 : vector<4x3xf32>
%v0 = splat %c0 : vector<4x3xi32>
%vi0 = splat %i0 : vector<4x3xindex>
//
// CHECK: vector.transfer_read
%0 = vector.transfer_read %arg0[%c3, %c3], %f0 {permutation_map = affine_map<(d0, d1)->(d0)>} : tensor<?x?xf32>, vector<128xf32>
// CHECK: vector.transfer_read
%1 = vector.transfer_read %arg0[%c3, %c3], %f0 {permutation_map = affine_map<(d0, d1)->(d1, d0)>} : tensor<?x?xf32>, vector<3x7xf32>
// CHECK: vector.transfer_read
%2 = vector.transfer_read %arg0[%c3, %c3], %cst {permutation_map = affine_map<(d0, d1)->(d0)>} : tensor<?x?xf32>, vector<128xf32>
// CHECK: vector.transfer_read
%3 = vector.transfer_read %arg0[%c3, %c3], %cst {permutation_map = affine_map<(d0, d1)->(d1)>} : tensor<?x?xf32>, vector<128xf32>
// CHECK: vector.transfer_read %{{.*}}[%[[C3]], %[[C3]]], %{{.*}} : tensor<?x?xvector<4x3xf32>>, vector<1x1x4x3xf32>
%4 = vector.transfer_read %arg1[%c3, %c3], %vf0 {permutation_map = affine_map<(d0, d1)->(d0, d1)>} : tensor<?x?xvector<4x3xf32>>, vector<1x1x4x3xf32>
// CHECK: vector.transfer_read %{{.*}}[%[[C3]], %[[C3]]], %{{.*}} {in_bounds = [false, true]} : tensor<?x?xvector<4x3xf32>>, vector<1x1x4x3xf32>
%5 = vector.transfer_read %arg1[%c3, %c3], %vf0 {in_bounds = [false, true]} : tensor<?x?xvector<4x3xf32>>, vector<1x1x4x3xf32>
// CHECK: vector.transfer_read %{{.*}}[%[[C3]], %[[C3]]], %{{.*}} : tensor<?x?xvector<4x3xi32>>, vector<5x24xi8>
%6 = vector.transfer_read %arg2[%c3, %c3], %v0 : tensor<?x?xvector<4x3xi32>>, vector<5x24xi8>
// CHECK: vector.transfer_read %{{.*}}[%[[C3]], %[[C3]]], %{{.*}} : tensor<?x?xvector<4x3xindex>>, vector<5x48xi8>
%7 = vector.transfer_read %arg3[%c3, %c3], %vi0 : tensor<?x?xvector<4x3xindex>>, vector<5x48xi8>
// CHECK: vector.transfer_write
%8 = vector.transfer_write %0, %arg0[%c3, %c3] {permutation_map = affine_map<(d0, d1)->(d0)>} : vector<128xf32>, tensor<?x?xf32>
// CHECK: vector.transfer_write
%9 = vector.transfer_write %1, %arg0[%c3, %c3] {permutation_map = affine_map<(d0, d1)->(d1, d0)>} : vector<3x7xf32>, tensor<?x?xf32>
// CHECK: vector.transfer_write %{{.*}}, %{{.*}}[%[[C3]], %[[C3]]] : vector<1x1x4x3xf32>, tensor<?x?xvector<4x3xf32>>
%10 = vector.transfer_write %4, %arg1[%c3, %c3] {permutation_map = affine_map<(d0, d1)->(d0, d1)>} : vector<1x1x4x3xf32>, tensor<?x?xvector<4x3xf32>>
// CHECK: vector.transfer_write %{{.*}}, %{{.*}}[%[[C3]], %[[C3]]] : vector<1x1x4x3xf32>, tensor<?x?xvector<4x3xf32>>
%11 = vector.transfer_write %5, %arg1[%c3, %c3] {in_bounds = [false, false]} : vector<1x1x4x3xf32>, tensor<?x?xvector<4x3xf32>>
// CHECK: vector.transfer_write %{{.*}}, %{{.*}}[%[[C3]], %[[C3]]] : vector<5x24xi8>, tensor<?x?xvector<4x3xi32>>
%12 = vector.transfer_write %6, %arg2[%c3, %c3] : vector<5x24xi8>, tensor<?x?xvector<4x3xi32>>
// CHECK: vector.transfer_write %{{.*}}, %{{.*}}[%[[C3]], %[[C3]]] : vector<5x48xi8>, tensor<?x?xvector<4x3xindex>>
%13 = vector.transfer_write %7, %arg3[%c3, %c3] : vector<5x48xi8>, tensor<?x?xvector<4x3xindex>>
return %8, %9, %10, %11, %12, %13 :
tensor<?x?xf32>, tensor<?x?xf32>, tensor<?x?xvector<4x3xf32>>,
tensor<?x?xvector<4x3xf32>>, tensor<?x?xvector<4x3xi32>>,
tensor<?x?xvector<4x3xindex>>
}
// CHECK-LABEL: @vector_broadcast
func @vector_broadcast(%a: f32, %b: vector<16xf32>, %c: vector<1x16xf32>, %d: vector<8x1xf32>) -> vector<8x16xf32> {
// CHECK: vector.broadcast %{{.*}} : f32 to vector<16xf32>
%0 = vector.broadcast %a : f32 to vector<16xf32>
// CHECK-NEXT: vector.broadcast %{{.*}} : vector<16xf32> to vector<8x16xf32>
%1 = vector.broadcast %b : vector<16xf32> to vector<8x16xf32>
// CHECK-NEXT: vector.broadcast %{{.*}} : vector<1x16xf32> to vector<8x16xf32>
%2 = vector.broadcast %c : vector<1x16xf32> to vector<8x16xf32>
// CHECK-NEXT: vector.broadcast %{{.*}} : vector<8x1xf32> to vector<8x16xf32>
%3 = vector.broadcast %d : vector<8x1xf32> to vector<8x16xf32>
return %3 : vector<8x16xf32>
}
// CHECK-LABEL: @shuffle1D
func @shuffle1D(%a: vector<2xf32>, %b: vector<4xf32>) -> vector<2xf32> {
// CHECK: vector.shuffle %{{.*}}, %{{.*}}[0, 1, 2, 3] : vector<2xf32>, vector<2xf32>
%1 = vector.shuffle %a, %a[0, 1, 2, 3] : vector<2xf32>, vector<2xf32>
// CHECK-NEXT: vector.shuffle %{{.*}}, %{{.*}}[0, 1, 2] : vector<4xf32>, vector<4xf32>
%2 = vector.shuffle %1, %b[0, 1, 2] : vector<4xf32>, vector<4xf32>
// CHECK-NEXT: vector.shuffle %{{.*}}, %{{.*}}[0, 6] : vector<3xf32>, vector<4xf32>
%3 = vector.shuffle %2, %b[0, 6] : vector<3xf32>, vector<4xf32>
return %3 : vector<2xf32>
}
// CHECK-LABEL: @shuffle2D
func @shuffle2D(%a: vector<1x4xf32>, %b: vector<2x4xf32>) -> vector<3x4xf32> {
// CHECK: vector.shuffle %{{.*}}, %{{.*}}[0, 1, 2] : vector<1x4xf32>, vector<2x4xf32>
%1 = vector.shuffle %a, %b[0, 1, 2] : vector<1x4xf32>, vector<2x4xf32>
return %1 : vector<3x4xf32>
}
// CHECK-LABEL: @extract_element
func @extract_element(%a: vector<16xf32>) -> f32 {
// CHECK: %[[C15:.*]] = constant 15 : i32
%c = constant 15 : i32
// CHECK-NEXT: vector.extractelement %{{.*}}[%[[C15]] : i32] : vector<16xf32>
%1 = vector.extractelement %a[%c : i32] : vector<16xf32>
return %1 : f32
}
// CHECK-LABEL: @extract
func @extract(%arg0: vector<4x8x16xf32>) -> (vector<4x8x16xf32>, vector<8x16xf32>, vector<16xf32>, f32) {
// CHECK: vector.extract {{.*}}[] : vector<4x8x16xf32>
%0 = vector.extract %arg0[] : vector<4x8x16xf32>
// CHECK: vector.extract {{.*}}[3] : vector<4x8x16xf32>
%1 = vector.extract %arg0[3] : vector<4x8x16xf32>
// CHECK-NEXT: vector.extract {{.*}}[3, 3] : vector<4x8x16xf32>
%2 = vector.extract %arg0[3, 3] : vector<4x8x16xf32>
// CHECK-NEXT: vector.extract {{.*}}[3, 3, 3] : vector<4x8x16xf32>
%3 = vector.extract %arg0[3, 3, 3] : vector<4x8x16xf32>
return %0, %1, %2, %3 : vector<4x8x16xf32>, vector<8x16xf32>, vector<16xf32>, f32
}
// CHECK-LABEL: @insert_element
func @insert_element(%a: f32, %b: vector<16xf32>) -> vector<16xf32> {
// CHECK: %[[C15:.*]] = constant 15 : i32
%c = constant 15 : i32
// CHECK-NEXT: vector.insertelement %{{.*}}, %{{.*}}[%[[C15]] : i32] : vector<16xf32>
%1 = vector.insertelement %a, %b[%c : i32] : vector<16xf32>
return %1 : vector<16xf32>
}
// CHECK-LABEL: @insert
func @insert(%a: f32, %b: vector<16xf32>, %c: vector<8x16xf32>, %res: vector<4x8x16xf32>) -> vector<4x8x16xf32> {
// CHECK: vector.insert %{{.*}}, %{{.*}}[3] : vector<8x16xf32> into vector<4x8x16xf32>
%1 = vector.insert %c, %res[3] : vector<8x16xf32> into vector<4x8x16xf32>
// CHECK: vector.insert %{{.*}}, %{{.*}}[3, 3] : vector<16xf32> into vector<4x8x16xf32>
%2 = vector.insert %b, %res[3, 3] : vector<16xf32> into vector<4x8x16xf32>
// CHECK: vector.insert %{{.*}}, %{{.*}}[3, 3, 3] : f32 into vector<4x8x16xf32>
%3 = vector.insert %a, %res[3, 3, 3] : f32 into vector<4x8x16xf32>
// CHECK: vector.insert %{{.*}}, %{{.*}}[] : vector<4x8x16xf32> into vector<4x8x16xf32>
%4 = vector.insert %3, %3[] : vector<4x8x16xf32> into vector<4x8x16xf32>
return %4 : vector<4x8x16xf32>
}
// CHECK-LABEL: @outerproduct
func @outerproduct(%arg0: vector<4xf32>, %arg1: vector<8xf32>, %arg2: vector<4x8xf32>) -> vector<4x8xf32> {
// CHECK: vector.outerproduct {{.*}} : vector<4xf32>, vector<8xf32>
%0 = vector.outerproduct %arg0, %arg1 : vector<4xf32>, vector<8xf32>
// CHECK: vector.outerproduct {{.*}}, {{.*}}, {{.*}} : vector<4xf32>, vector<8xf32>
%1 = vector.outerproduct %arg0, %arg1, %arg2 : vector<4xf32>, vector<8xf32>
return %1 : vector<4x8xf32>
}
// CHECK-LABEL: @insert_strided_slice
func @insert_strided_slice(%a: vector<4x4xf32>, %b: vector<4x8x16xf32>) {
// CHECK: vector.insert_strided_slice %{{.*}}, %{{.*}} {offsets = [2, 2, 2], strides = [1, 1]} : vector<4x4xf32> into vector<4x8x16xf32>
%1 = vector.insert_strided_slice %a, %b {offsets = [2, 2, 2], strides = [1, 1]} : vector<4x4xf32> into vector<4x8x16xf32>
return
}
// CHECK-LABEL: @extract_strided_slice
func @extract_strided_slice(%arg0: vector<4x8x16xf32>) -> vector<2x2x16xf32> {
// CHECK: vector.extract_strided_slice %{{.*}} {offsets = [2, 2], sizes = [2, 2], strides = [1, 1]} : vector<4x8x16xf32>
%1 = vector.extract_strided_slice %arg0 {offsets = [2, 2], sizes = [2, 2], strides = [1, 1]} : vector<4x8x16xf32> to vector<2x2x16xf32>
return %1: vector<2x2x16xf32>
}
#contraction_to_scalar_accesses = [
affine_map<(i) -> (i)>,
affine_map<(i) -> (i)>,
affine_map<(i) -> ()>
]
#contraction_to_scalar_trait = {
indexing_maps = #contraction_to_scalar_accesses,
iterator_types = ["reduction"]
}
// CHECK-LABEL: @contraction_to_scalar
func @contraction_to_scalar(%arg0: vector<10xf32>, %arg1: vector<10xf32>) -> f32 {
// CHECK: %[[C0:.*]] = constant 0.000000e+00 : f32
%f0 = constant 0.0: f32
// CHECK: %[[X:.*]] = vector.contract {indexing_maps = [#{{.*}}, #{{.*}}, #{{.*}}], iterator_types = ["reduction"], kind = #vector.kind<add>} %{{.*}}, %{{.*}}, %[[C0]] : vector<10xf32>, vector<10xf32> into f32
%0 = vector.contract #contraction_to_scalar_trait %arg0, %arg1, %f0
: vector<10xf32>, vector<10xf32> into f32
// CHECK: return %[[X]] : f32
return %0 : f32
}
#contraction_to_scalar_max_accesses = [
affine_map<(i) -> (i)>,
affine_map<(i) -> (i)>,
affine_map<(i) -> ()>
]
#contraction_to_scalar_max_trait = {
indexing_maps = #contraction_to_scalar_max_accesses,
iterator_types = ["reduction"],
kind = #vector.kind<max>
}
// CHECK-LABEL: @contraction_to_scalar_with_max
func @contraction_to_scalar_with_max(%arg0: vector<10xf32>, %arg1: vector<10xf32>) -> f32 {
// CHECK: %[[C0:.*]] = constant 0.000000e+00 : f32
%f0 = constant 0.0: f32
// CHECK: %[[X:.*]] = vector.contract {indexing_maps = [#{{.*}}, #{{.*}}, #{{.*}}], iterator_types = ["reduction"], kind = #vector.kind<max>} %{{.*}}, %{{.*}}, %[[C0]] : vector<10xf32>, vector<10xf32> into f32
%0 = vector.contract #contraction_to_scalar_max_trait %arg0, %arg1, %f0
: vector<10xf32>, vector<10xf32> into f32
// CHECK: return %[[X]] : f32
return %0 : f32
}
#contraction_accesses0 = [
affine_map<(b0, f0, f1, c0, c1) -> (c0, b0, c1, f0)>,
affine_map<(b0, f0, f1, c0, c1) -> (b0, c1, c0, f1)>,
affine_map<(b0, f0, f1, c0, c1) -> (b0, f0, f1)>
]
#contraction_trait0 = {
indexing_maps = #contraction_accesses0,
iterator_types = ["parallel", "parallel", "parallel", "reduction", "reduction"]
}
#contraction_accesses1 = [ // 7, 8, 16, 15
affine_map<(f0, f1, f2, f3, c0, c1) -> (c0, f0, c1, f2)>,
// 8, 16, 7, 5
affine_map<(f0, f1, f2, f3, c0, c1) -> (f1, c1, c0, f3)>,
// 8, 8, 15, 5
affine_map<(f0, f1, f2, f3, c0, c1) -> (f0, f1, f2, f3)>
]
#iterator_types1 = ["parallel", "parallel", "parallel", "parallel", "reduction",
"reduction"]
#contraction_trait1 = {
indexing_maps = #contraction_accesses1,
iterator_types = #iterator_types1
}
#contraction_trait2 = {
indexing_maps = #contraction_accesses1,
iterator_types = #iterator_types1,
kind = #vector.kind<max>
}
// CHECK-LABEL: @contraction
func @contraction(%arg0 : vector<7x8x16x15xf32>, %arg1 : vector<8x16x7x5xf32>,
%arg2 : vector<8x15x5xf32>, %arg3 : vector<8x8x15x5xf32>,
%arg4 : vector<7x8x16x15xf16>, %arg5 : vector<8x16x7x5xf16>) {
// Test contraction with batch and contracting dims.
// CHECK: vector.contract {indexing_maps = [#{{.*}}, #{{.*}}, #{{.*}}], iterator_types = ["parallel", "parallel", "parallel", "reduction", "reduction"], kind = #vector.kind<add>} {{.*}}, {{.*}}, {{.*}} : vector<7x8x16x15xf32>, vector<8x16x7x5xf32> into vector<8x15x5xf32>
%0 = vector.contract #contraction_trait0 %arg0, %arg1, %arg2
: vector<7x8x16x15xf32>, vector<8x16x7x5xf32> into vector<8x15x5xf32>
// Test contraction with only contracting dims. In this case the lhs/rhs
// dimension of size 8 will be considered a parallel dim for lhs/rhs and will
// appear twice in the output.
// CHECK: vector.contract {indexing_maps = [#{{.*}}, #{{.*}}, #{{.*}}], iterator_types = ["parallel", "parallel", "parallel", "parallel", "reduction", "reduction"], kind = #vector.kind<add>} {{.*}}, {{.*}}, {{.*}} : vector<7x8x16x15xf32>, vector<8x16x7x5xf32> into vector<8x8x15x5xf32>
%1 = vector.contract #contraction_trait1 %arg0, %arg1, %arg3
: vector<7x8x16x15xf32>, vector<8x16x7x5xf32> into vector<8x8x15x5xf32>
// Test contraction with optional vector mask arguments.
%lhs_mask = vector.constant_mask [7, 8, 16, 15] : vector<7x8x16x15xi1>
%rhs_mask = vector.constant_mask [8, 16, 7, 5] : vector<8x16x7x5xi1>
// CHECK: vector.contract {indexing_maps = [#{{.*}}, #{{.*}}, #{{.*}}], iterator_types = ["parallel", "parallel", "parallel", "parallel", "reduction", "reduction"], kind = #vector.kind<add>} {{.*}}, {{.*}}, {{.*}}, {{.*}}, {{.*}} : vector<7x8x16x15xf32>, vector<8x16x7x5xf32> into vector<8x8x15x5xf32>
%2 = vector.contract #contraction_trait1 %arg0, %arg1, %arg3, %lhs_mask,
%rhs_mask
: vector<7x8x16x15xf32>, vector<8x16x7x5xf32> into vector<8x8x15x5xf32>
// Test contraction with mixed type.
// CHECK: vector.contract {indexing_maps = [#{{.*}}, #{{.*}}, #{{.*}}], iterator_types = ["parallel", "parallel", "parallel", "parallel", "reduction", "reduction"], kind = #vector.kind<add>} {{.*}}, {{.*}}, {{.*}} : vector<7x8x16x15xf16>, vector<8x16x7x5xf16> into vector<8x8x15x5xf32>
%3 = vector.contract #contraction_trait1 %arg4, %arg5, %arg3
: vector<7x8x16x15xf16>, vector<8x16x7x5xf16> into vector<8x8x15x5xf32>
// Test contraction with "max" instead of "add".
// CHECK: vector.contract {indexing_maps = [#{{.*}}, #{{.*}}, #{{.*}}], iterator_types = ["parallel", "parallel", "parallel", "parallel", "reduction", "reduction"], kind = #vector.kind<max>} {{.*}}, {{.*}}, {{.*}} : vector<7x8x16x15xf32>, vector<8x16x7x5xf32> into vector<8x8x15x5xf32>
%4 = vector.contract #contraction_trait2 %arg0, %arg1, %arg3
: vector<7x8x16x15xf32>, vector<8x16x7x5xf32> into vector<8x8x15x5xf32>
return
}
// CHECK-LABEL: @create_vector_mask
func @create_vector_mask() {
// CHECK: %[[C2:.*]] = constant 2 : index
%c2 = constant 2 : index
// CHECK-NEXT: %[[C3:.*]] = constant 3 : index
%c3 = constant 3 : index
// CHECK-NEXT: vector.create_mask %[[C3]], %[[C2]] : vector<4x3xi1>
%0 = vector.create_mask %c3, %c2 : vector<4x3xi1>
return
}
// CHECK-LABEL: @constant_vector_mask
func @constant_vector_mask() {
// CHECK: vector.constant_mask [3, 2] : vector<4x3xi1>
%0 = vector.constant_mask [3, 2] : vector<4x3xi1>
return
}
// CHECK-LABEL: @vector_print
func @vector_print(%arg0: vector<8x4xf32>) {
// CHECK: vector.print %{{.*}} : vector<8x4xf32>
vector.print %arg0 : vector<8x4xf32>
return
}
// CHECK-LABEL: @reshape
func @reshape(%arg0 : vector<3x2x4xf32>) -> (vector<2x3x4xf32>) {
// CHECK: %[[C2:.*]] = constant 2 : index
%c2 = constant 2 : index
// CHECK: %[[C3:.*]] = constant 3 : index
%c3 = constant 3 : index
// CHECK: %[[C6:.*]] = constant 6 : index
%c6 = constant 6 : index
// CHECK: %[[C9:.*]] = constant 9 : index
%c9 = constant 9 : index
// CHECK: vector.reshape %{{.*}}, [%[[C3]], %[[C6]]], [%[[C2]], %[[C9]]], [4] : vector<3x2x4xf32> to vector<2x3x4xf32>
%1 = vector.reshape %arg0, [%c3, %c6], [%c2, %c9], [4]
: vector<3x2x4xf32> to vector<2x3x4xf32>
return %1 : vector<2x3x4xf32>
}
// CHECK-LABEL: @shape_cast
func @shape_cast(%arg0 : vector<5x1x3x2xf32>,
%arg1 : vector<8x1xf32>,
%arg2 : vector<16x1x1xf32>)
-> (vector<15x2xf32>, vector<8xf32>, vector<16xf32>, vector<16x1xf32>) {
// CHECK: vector.shape_cast %{{.*}} : vector<5x1x3x2xf32> to vector<15x2xf32>
%0 = vector.shape_cast %arg0 : vector<5x1x3x2xf32> to vector<15x2xf32>
// CHECK-NEXT: vector.shape_cast %{{.*}} : vector<8x1xf32> to vector<8xf32>
%1 = vector.shape_cast %arg1 : vector<8x1xf32> to vector<8xf32>
// CHECK-NEXT: vector.shape_cast %{{.*}} : vector<16x1x1xf32> to vector<16xf32>
%2 = vector.shape_cast %arg2 : vector<16x1x1xf32> to vector<16xf32>
// CHECK-NEXT: vector.shape_cast %{{.*}} : vector<16x1x1xf32> to vector<16x1xf32>
%3 = vector.shape_cast %arg2 : vector<16x1x1xf32> to vector<16x1xf32>
return %0, %1, %2, %3 : vector<15x2xf32>, vector<8xf32>, vector<16xf32>, vector<16x1xf32>
}
// CHECK-LABEL: @bitcast
func @bitcast(%arg0 : vector<5x1x3x2xf32>,
%arg1 : vector<8x1xi32>,
%arg2 : vector<16x1x8xi8>,
%arg3 : vector<8x2x1xindex>)
-> (vector<5x1x3x4xf16>, vector<5x1x3x8xi8>, vector<8x4xi8>, vector<8x1xf32>, vector<16x1x2xi32>, vector<16x1x4xi16>, vector<16x1x1xindex>, vector<8x2x2xf32>) {
// CHECK: vector.bitcast %{{.*}} : vector<5x1x3x2xf32> to vector<5x1x3x4xf16>
%0 = vector.bitcast %arg0 : vector<5x1x3x2xf32> to vector<5x1x3x4xf16>
// CHECK-NEXT: vector.bitcast %{{.*}} : vector<5x1x3x2xf32> to vector<5x1x3x8xi8>
%1 = vector.bitcast %arg0 : vector<5x1x3x2xf32> to vector<5x1x3x8xi8>
// CHECK-NEXT: vector.bitcast %{{.*}} : vector<8x1xi32> to vector<8x4xi8>
%2 = vector.bitcast %arg1 : vector<8x1xi32> to vector<8x4xi8>
// CHECK-NEXT: vector.bitcast %{{.*}} : vector<8x1xi32> to vector<8x1xf32>
%3 = vector.bitcast %arg1 : vector<8x1xi32> to vector<8x1xf32>
// CHECK-NEXT: vector.bitcast %{{.*}} : vector<16x1x8xi8> to vector<16x1x2xi32>
%4 = vector.bitcast %arg2 : vector<16x1x8xi8> to vector<16x1x2xi32>
// CHECK-NEXT: vector.bitcast %{{.*}} : vector<16x1x8xi8> to vector<16x1x4xi16>
%5 = vector.bitcast %arg2 : vector<16x1x8xi8> to vector<16x1x4xi16>
// CHECK-NEXT: vector.bitcast %{{.*}} : vector<16x1x8xi8> to vector<16x1x1xindex>
%6 = vector.bitcast %arg2 : vector<16x1x8xi8> to vector<16x1x1xindex>
// CHECK-NEXT: vector.bitcast %{{.*}} : vector<8x2x1xindex> to vector<8x2x2xf32>
%7 = vector.bitcast %arg3 : vector<8x2x1xindex> to vector<8x2x2xf32>
return %0, %1, %2, %3, %4, %5, %6, %7 : vector<5x1x3x4xf16>, vector<5x1x3x8xi8>, vector<8x4xi8>, vector<8x1xf32>, vector<16x1x2xi32>, vector<16x1x4xi16>, vector<16x1x1xindex>, vector<8x2x2xf32>
}
// CHECK-LABEL: @vector_fma
func @vector_fma(%a: vector<8xf32>, %b: vector<8x4xf32>) {
// CHECK: vector.fma %{{.*}} : vector<8xf32>
vector.fma %a, %a, %a : vector<8xf32>
// CHECK: vector.fma %{{.*}} : vector<8x4xf32>
vector.fma %b, %b, %b : vector<8x4xf32>
return
}
// CHECK-LABEL: @reduce_fp
func @reduce_fp(%arg0: vector<16xf32>, %arg1: f32) -> f32 {
// CHECK: vector.reduction "add", %{{.*}} : vector<16xf32> into f32
vector.reduction "add", %arg0 : vector<16xf32> into f32
// CHECK: vector.reduction "add", %{{.*}}, %{{.*}} : vector<16xf32> into f32
vector.reduction "add", %arg0, %arg1 : vector<16xf32> into f32
// CHECK: vector.reduction "mul", %{{.*}} : vector<16xf32> into f32
vector.reduction "mul", %arg0 : vector<16xf32> into f32
// CHECK: vector.reduction "mul", %{{.*}}, %{{.*}} : vector<16xf32> into f32
vector.reduction "mul", %arg0, %arg1 : vector<16xf32> into f32
// CHECK: vector.reduction "min", %{{.*}} : vector<16xf32> into f32
vector.reduction "min", %arg0 : vector<16xf32> into f32
// CHECK: %[[X:.*]] = vector.reduction "max", %{{.*}} : vector<16xf32> into f32
%0 = vector.reduction "max", %arg0 : vector<16xf32> into f32
// CHECK: return %[[X]] : f32
return %0 : f32
}
// CHECK-LABEL: @reduce_int
func @reduce_int(%arg0: vector<16xi32>) -> i32 {
// CHECK: vector.reduction "add", %{{.*}} : vector<16xi32> into i32
vector.reduction "add", %arg0 : vector<16xi32> into i32
// CHECK: vector.reduction "mul", %{{.*}} : vector<16xi32> into i32
vector.reduction "mul", %arg0 : vector<16xi32> into i32
// CHECK: vector.reduction "min", %{{.*}} : vector<16xi32> into i32
vector.reduction "min", %arg0 : vector<16xi32> into i32
// CHECK: vector.reduction "max", %{{.*}} : vector<16xi32> into i32
vector.reduction "max", %arg0 : vector<16xi32> into i32
// CHECK: vector.reduction "and", %{{.*}} : vector<16xi32> into i32
vector.reduction "and", %arg0 : vector<16xi32> into i32
// CHECK: vector.reduction "or", %{{.*}} : vector<16xi32> into i32
vector.reduction "or", %arg0 : vector<16xi32> into i32
// CHECK: %[[X:.*]] = vector.reduction "xor", %{{.*}} : vector<16xi32> into i32
%0 = vector.reduction "xor", %arg0 : vector<16xi32> into i32
// CHECK: return %[[X]] : i32
return %0 : i32
}
// CHECK-LABEL: @transpose_fp
func @transpose_fp(%arg0: vector<3x7xf32>) -> vector<7x3xf32> {
// CHECK: %[[X:.*]] = vector.transpose %{{.*}}, [1, 0] : vector<3x7xf32> to vector<7x3xf32>
%0 = vector.transpose %arg0, [1, 0] : vector<3x7xf32> to vector<7x3xf32>
// CHECK: return %[[X]] : vector<7x3xf32>
return %0 : vector<7x3xf32>
}
// CHECK-LABEL: @transpose_int
func @transpose_int(%arg0: vector<11x7x3x2xi32>) -> vector<2x11x7x3xi32> {
// CHECK: %[[X:.*]] = vector.transpose %{{.*}}, [3, 0, 1, 2] : vector<11x7x3x2xi32> to vector<2x11x7x3xi32>
%0 = vector.transpose %arg0, [3, 0, 1, 2] : vector<11x7x3x2xi32> to vector<2x11x7x3xi32>
// CHECK: return %[[X]] : vector<2x11x7x3xi32>
return %0 : vector<2x11x7x3xi32>
}
// CHECK-LABEL: @flat_transpose_fp
func @flat_transpose_fp(%arg0: vector<16xf32>) -> vector<16xf32> {
// CHECK: %[[X:.*]] = vector.flat_transpose %{{.*}} {columns = 4 : i32, rows = 4 : i32} : vector<16xf32> -> vector<16xf32>
%0 = vector.flat_transpose %arg0 { rows = 4: i32, columns = 4: i32 } : vector<16xf32> -> vector<16xf32>
// CHECK: return %[[X]] : vector<16xf32>
return %0 : vector<16xf32>
}
// CHECK-LABEL: @flat_transpose_int
func @flat_transpose_int(%arg0: vector<16xi32>) -> vector<16xi32> {
// CHECK: %[[X:.*]] = vector.flat_transpose %{{.*}} {columns = 8 : i32, rows = 2 : i32} : vector<16xi32> -> vector<16xi32>
%0 = vector.flat_transpose %arg0 { rows = 2: i32, columns = 8: i32 } : vector<16xi32> -> vector<16xi32>
// CHECK: return %[[X]] : vector<16xi32>
return %0 : vector<16xi32>
}
// CHECK-LABEL: @vector_load_and_store_1d_scalar_memref
func @vector_load_and_store_1d_scalar_memref(%memref : memref<200x100xf32>,
%i : index, %j : index) {
// CHECK: %[[ld:.*]] = vector.load %{{.*}}[%{{.*}}] : memref<200x100xf32>, vector<8xf32>
%0 = vector.load %memref[%i, %j] : memref<200x100xf32>, vector<8xf32>
// CHECK: vector.store %[[ld]], %{{.*}}[%{{.*}}] : memref<200x100xf32>, vector<8xf32>
vector.store %0, %memref[%i, %j] : memref<200x100xf32>, vector<8xf32>
return
}
// CHECK-LABEL: @vector_load_and_store_1d_vector_memref
func @vector_load_and_store_1d_vector_memref(%memref : memref<200x100xvector<8xf32>>,
%i : index, %j : index) {
// CHECK: %[[ld:.*]] = vector.load %{{.*}}[%{{.*}}] : memref<200x100xvector<8xf32>>, vector<8xf32>
%0 = vector.load %memref[%i, %j] : memref<200x100xvector<8xf32>>, vector<8xf32>
// CHECK: vector.store %[[ld]], %{{.*}}[%{{.*}}] : memref<200x100xvector<8xf32>>, vector<8xf32>
vector.store %0, %memref[%i, %j] : memref<200x100xvector<8xf32>>, vector<8xf32>
return
}
// CHECK-LABEL: @vector_load_and_store_out_of_bounds
func @vector_load_and_store_out_of_bounds(%memref : memref<7xf32>) {
%c0 = constant 0 : index
// CHECK: %[[ld:.*]] = vector.load %{{.*}}[%{{.*}}] : memref<7xf32>, vector<8xf32>
%0 = vector.load %memref[%c0] : memref<7xf32>, vector<8xf32>
// CHECK: vector.store %[[ld]], %{{.*}}[%{{.*}}] : memref<7xf32>, vector<8xf32>
vector.store %0, %memref[%c0] : memref<7xf32>, vector<8xf32>
return
}
// CHECK-LABEL: @vector_load_and_store_2d_scalar_memref
func @vector_load_and_store_2d_scalar_memref(%memref : memref<200x100xf32>,
%i : index, %j : index) {
// CHECK: %[[ld:.*]] = vector.load %{{.*}}[%{{.*}}] : memref<200x100xf32>, vector<4x8xf32>
%0 = vector.load %memref[%i, %j] : memref<200x100xf32>, vector<4x8xf32>
// CHECK: vector.store %[[ld]], %{{.*}}[%{{.*}}] : memref<200x100xf32>, vector<4x8xf32>
vector.store %0, %memref[%i, %j] : memref<200x100xf32>, vector<4x8xf32>
return
}
// CHECK-LABEL: @vector_load_and_store_2d_vector_memref
func @vector_load_and_store_2d_vector_memref(%memref : memref<200x100xvector<4x8xf32>>,
%i : index, %j : index) {
// CHECK: %[[ld:.*]] = vector.load %{{.*}}[%{{.*}}] : memref<200x100xvector<4x8xf32>>, vector<4x8xf32>
%0 = vector.load %memref[%i, %j] : memref<200x100xvector<4x8xf32>>, vector<4x8xf32>
// CHECK: vector.store %[[ld]], %{{.*}}[%{{.*}}] : memref<200x100xvector<4x8xf32>>, vector<4x8xf32>
vector.store %0, %memref[%i, %j] : memref<200x100xvector<4x8xf32>>, vector<4x8xf32>
return
}
// CHECK-LABEL: @masked_load_and_store
func @masked_load_and_store(%base: memref<?xf32>, %mask: vector<16xi1>, %passthru: vector<16xf32>) {
%c0 = constant 0 : index
// CHECK: %[[X:.*]] = vector.maskedload %{{.*}}[%{{.*}}], %{{.*}}, %{{.*}} : memref<?xf32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
%0 = vector.maskedload %base[%c0], %mask, %passthru : memref<?xf32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
// CHECK: vector.maskedstore %{{.*}}[%{{.*}}], %{{.*}}, %[[X]] : memref<?xf32>, vector<16xi1>, vector<16xf32>
vector.maskedstore %base[%c0], %mask, %0 : memref<?xf32>, vector<16xi1>, vector<16xf32>
return
}
// CHECK-LABEL: @masked_load_and_store2d
func @masked_load_and_store2d(%base: memref<?x?xf32>, %mask: vector<16xi1>, %passthru: vector<16xf32>) {
%c0 = constant 0 : index
// CHECK: %[[X:.*]] = vector.maskedload %{{.*}}[%{{.*}}, %{{.*}}], %{{.*}}, %{{.*}} : memref<?x?xf32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
%0 = vector.maskedload %base[%c0, %c0], %mask, %passthru : memref<?x?xf32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
// CHECK: vector.maskedstore %{{.*}}[%{{.*}}, %{{.*}}], %{{.*}}, %[[X]] : memref<?x?xf32>, vector<16xi1>, vector<16xf32>
vector.maskedstore %base[%c0, %c0], %mask, %0 : memref<?x?xf32>, vector<16xi1>, vector<16xf32>
return
}
// CHECK-LABEL: @gather_and_scatter
func @gather_and_scatter(%base: memref<?xf32>, %v: vector<16xi32>, %mask: vector<16xi1>, %pass_thru: vector<16xf32>) {
%c0 = constant 0 : index
// CHECK: %[[X:.*]] = vector.gather %{{.*}}[%{{.*}}] [%{{.*}}], %{{.*}}, %{{.*}} : memref<?xf32>, vector<16xi32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
%0 = vector.gather %base[%c0][%v], %mask, %pass_thru : memref<?xf32>, vector<16xi32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
// CHECK: vector.scatter %{{.*}}[%{{.*}}] [%{{.*}}], %{{.*}}, %[[X]] : memref<?xf32>, vector<16xi32>, vector<16xi1>, vector<16xf32>
vector.scatter %base[%c0][%v], %mask, %0 : memref<?xf32>, vector<16xi32>, vector<16xi1>, vector<16xf32>
return
}
// CHECK-LABEL: @gather_and_scatter2d
func @gather_and_scatter2d(%base: memref<?x?xf32>, %v: vector<16xi32>, %mask: vector<16xi1>, %pass_thru: vector<16xf32>) {
%c0 = constant 0 : index
// CHECK: %[[X:.*]] = vector.gather %{{.*}}[%{{.*}}, %{{.*}}] [%{{.*}}], %{{.*}}, %{{.*}} : memref<?x?xf32>, vector<16xi32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
%0 = vector.gather %base[%c0, %c0][%v], %mask, %pass_thru : memref<?x?xf32>, vector<16xi32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
// CHECK: vector.scatter %{{.*}}[%{{.*}}] [%{{.*}}], %{{.*}}, %[[X]] : memref<?x?xf32>, vector<16xi32>, vector<16xi1>, vector<16xf32>
vector.scatter %base[%c0, %c0][%v], %mask, %0 : memref<?x?xf32>, vector<16xi32>, vector<16xi1>, vector<16xf32>
return
}
// CHECK-LABEL: @expand_and_compress
func @expand_and_compress(%base: memref<?xf32>, %mask: vector<16xi1>, %pass_thru: vector<16xf32>) {
%c0 = constant 0 : index
// CHECK: %[[X:.*]] = vector.expandload %{{.*}}[%{{.*}}], %{{.*}}, %{{.*}} : memref<?xf32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
%0 = vector.expandload %base[%c0], %mask, %pass_thru : memref<?xf32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
// CHECK: vector.compressstore %{{.*}}[%{{.*}}], %{{.*}}, %[[X]] : memref<?xf32>, vector<16xi1>, vector<16xf32>
vector.compressstore %base[%c0], %mask, %0 : memref<?xf32>, vector<16xi1>, vector<16xf32>
return
}
// CHECK-LABEL: @expand_and_compress2d
func @expand_and_compress2d(%base: memref<?x?xf32>, %mask: vector<16xi1>, %pass_thru: vector<16xf32>) {
%c0 = constant 0 : index
// CHECK: %[[X:.*]] = vector.expandload %{{.*}}[%{{.*}}, %{{.*}}], %{{.*}}, %{{.*}} : memref<?x?xf32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
%0 = vector.expandload %base[%c0, %c0], %mask, %pass_thru : memref<?x?xf32>, vector<16xi1>, vector<16xf32> into vector<16xf32>
// CHECK: vector.compressstore %{{.*}}[%{{.*}}, %{{.*}}], %{{.*}}, %[[X]] : memref<?x?xf32>, vector<16xi1>, vector<16xf32>
vector.compressstore %base[%c0, %c0], %mask, %0 : memref<?x?xf32>, vector<16xi1>, vector<16xf32>
return
}
// CHECK-LABEL: @extract_insert_map
func @extract_insert_map(%v: vector<32xf32>, %v2: vector<16x32xf32>,
%id0 : index, %id1 : index) -> (vector<32xf32>, vector<16x32xf32>) {
// CHECK: %[[V:.*]] = vector.extract_map %{{.*}}[%{{.*}}] : vector<32xf32> to vector<2xf32>
%vd = vector.extract_map %v[%id0] : vector<32xf32> to vector<2xf32>
// CHECK: %[[V1:.*]] = vector.extract_map %{{.*}}[%{{.*}}, %{{.*}}] : vector<16x32xf32> to vector<4x2xf32>
%vd2 = vector.extract_map %v2[%id0, %id1] : vector<16x32xf32> to vector<4x2xf32>
// CHECK: %[[R:.*]] = vector.insert_map %[[V]], %{{.*}}[%{{.*}}] : vector<2xf32> into vector<32xf32>
%r = vector.insert_map %vd, %v[%id0] : vector<2xf32> into vector<32xf32>
// CHECK: %[[R1:.*]] = vector.insert_map %[[V1]], %{{.*}}[%{{.*}}, %{{.*}}] : vector<4x2xf32> into vector<16x32xf32>
%r2 = vector.insert_map %vd2, %v2[%id0, %id1] : vector<4x2xf32> into vector<16x32xf32>
// CHECK: return %[[R]], %[[R1]] : vector<32xf32>, vector<16x32xf32>
return %r, %r2 : vector<32xf32>, vector<16x32xf32>
}
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