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[MLIR] Integration tests for lowering vector.contract to SVE FEAT_I8MM #140573

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117 changes: 117 additions & 0 deletions mlir/test/Integration/Dialect/Vector/CPU/ArmSVE/contraction-smmla-4x8x4.mlir
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// REQUIRES: arm-emulator

// DEFINE: %{compile} = mlir-opt %s \
// DEFINE: --convert-vector-to-scf --convert-scf-to-cf --convert-vector-to-llvm='enable-arm-sve enable-arm-i8mm' \
// DEFINE: --expand-strided-metadata --convert-to-llvm --finalize-memref-to-llvm --reconcile-unrealized-casts \
// DEFINE: -o %t

// DEFINE: %{entry_point} = main

// DEFINE: %{run} = %mcr_aarch64_cmd %t -e %{entry_point} -entry-point-result=void --march=aarch64 --mattr="+sve,+i8mm" \
// DEFINE: -shared-libs=%mlir_runner_utils,%mlir_c_runner_utils,%native_mlir_arm_runner_utils

// RUN: rm -f %t && %{compile} && %{run} | FileCheck %s

#packed_maps = [
affine_map<(d0, d1, d2) -> (d0, d2)>,
affine_map<(d0, d1, d2) -> (d1, d2)>,
affine_map<(d0, d1, d2) -> (d0, d1)>
]

func.func private @setArmVLBits(%bits : i32)

func.func @main() {
%c128 = arith.constant 128 : i32
func.call @setArmVLBits(%c128) : (i32) -> ()

%c0 = arith.constant 0 : index
%c0_i32 = arith.constant 0 : i32
%c0_i8 = arith.constant 0 : i8

// Accumulator test data
%acc_cst = arith.constant dense<[[-44, 20, 44, -46],
[ -8, 25, -34, 26],
[-20, -36, -3, 39],
[-48, -31, -25, -21]]> : vector<4x4xi32>
%acc_m = memref.alloca() : memref<4x4xi32>
vector.transfer_write %acc_cst, %acc_m[%c0, %c0] : vector<4x4xi32>, memref<4x4xi32>

%acc_m1 = memref.collapse_shape %acc_m [[0, 1]] : memref<4x4xi32> into memref<16xi32>
%acc_flat = vector.transfer_read %acc_m1[%c0], %c0_i32 {in_bounds = [true]} : memref<16xi32>, vector<[16]xi32>
%acc = vector.shape_cast %acc_flat : vector<[16]xi32> to vector<4x[4]xi32>

vector.print str "ACC:\n"
%acc0 = vector.extract %acc[0] : vector<[4]xi32> from vector<4x[4]xi32>
%acc1 = vector.extract %acc[1] : vector<[4]xi32> from vector<4x[4]xi32>
%acc2 = vector.extract %acc[2] : vector<[4]xi32> from vector<4x[4]xi32>
%acc3 = vector.extract %acc[3] : vector<[4]xi32> from vector<4x[4]xi32>
vector.print %acc0 : vector<[4]xi32>
vector.print %acc1 : vector<[4]xi32>
vector.print %acc2 : vector<[4]xi32>
vector.print %acc3 : vector<[4]xi32>

// LHS test data
%lhs_cst = arith.constant dense<[[-35, -27, -36, -31, 23, -34, -8, -33],
[-20, 17, -32, -47, 37, 22, -7, -21],
[ -7, -35, 20, -4, 39, 46, -23, 40],
[ 40, 27, 37, 43, 38, -6, 37, 49]]> : vector<4x8xi8>

%lhs_m = memref.alloca() : memref<4x8xi8>
vector.transfer_write %lhs_cst, %lhs_m[%c0, %c0] : vector<4x8xi8>, memref<4x8xi8>
%lhs = vector.transfer_read %lhs_m[%c0, %c0], %c0_i8 : memref<4x8xi8>, vector<4x8xi8>

vector.print str "LHS:\n"
%lhs0 = vector.extract %lhs[0] : vector<8xi8> from vector<4x8xi8>
%lhs1 = vector.extract %lhs[1] : vector<8xi8> from vector<4x8xi8>
%lhs2 = vector.extract %lhs[2] : vector<8xi8> from vector<4x8xi8>
%lhs3 = vector.extract %lhs[3] : vector<8xi8> from vector<4x8xi8>
vector.print %lhs0 : vector<8xi8>
vector.print %lhs1 : vector<8xi8>
vector.print %lhs2 : vector<8xi8>
vector.print %lhs3 : vector<8xi8>

// RHS test data
%rhs_cst = arith.constant dense<[[-17, -50, -1, 48, -13, 22, 39, 33],
[-35, -24, 37, -32, 33, 30, -11, -17],
[-28, 31, 3, -44, -15, -27, 22, 35],
[-23, 39, 48, 26, -23, 32, -39, -38]]> : vector<4x8xi8>

%rhs_m = memref.alloca() : memref<4x8xi8>
vector.transfer_write %rhs_cst, %rhs_m[%c0, %c0] : vector<4x8xi8>, memref<4x8xi8>

%rhs_m1 = memref.collapse_shape %rhs_m [[0, 1]] : memref<4x8xi8> into memref<32xi8>
%rhs_flat = vector.transfer_read %rhs_m1[%c0], %c0_i8 {in_bounds = [true]} : memref<32xi8>, vector<[32]xi8>

vector.print str "RHS:\n"
%rhs0 = vector.scalable.extract %rhs_flat[0] : vector<[16]xi8> from vector<[32]xi8>
%rhs1 = vector.scalable.extract %rhs_flat[16] : vector<[16]xi8> from vector<[32]xi8>
vector.print %rhs0 : vector<[16]xi8>
vector.print %rhs1 : vector<[16]xi8>

%rhs = vector.shape_cast %rhs_flat : vector<[32]xi8> to vector<[4]x8xi8>

// Matrix multiplication
%0 = arith.extsi %lhs : vector<4x8xi8> to vector<4x8xi32>
%1 = arith.extsi %rhs : vector<[4]x8xi8> to vector<[4]x8xi32>
%2 = vector.contract {indexing_maps = #packed_maps,
iterator_types = ["parallel", "parallel", "reduction"],
kind = #vector.kind<add>} %0, %1, %acc
: vector<4x8xi32>, vector<[4]x8xi32> into vector<4x[4]xi32>

// Display the result of the multiplication
vector.print str "Result:\n"
%u0 = vector.extract %2[0] : vector<[4]xi32> from vector<4x[4]xi32>
%u1 = vector.extract %2[1] : vector<[4]xi32> from vector<4x[4]xi32>
%u2 = vector.extract %2[2] : vector<[4]xi32> from vector<4x[4]xi32>
%u3 = vector.extract %2[3] : vector<[4]xi32> from vector<4x[4]xi32>
vector.print %u0 : vector<[4]xi32>
vector.print %u1 : vector<[4]xi32>
vector.print %u2 : vector<[4]xi32>
vector.print %u3 : vector<[4]xi32>

// CHECK: ( -1999, 1941, 685, -2879 )
// CHECK: ( -3705, 2952, 987, -685 )
// CHECK: ( 2565, 4157, -1589, -357 )
// CHECK: ( 2383, -2252, 32, -1365 )
return
}
159 changes: 159 additions & 0 deletions mlir/test/Integration/Dialect/Vector/CPU/ArmSVE/contraction-smmla-8x8x8-vs2.mlir
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// REQUIRES: arm-emulator

// DEFINE: %{compile} = mlir-opt %s \
// DEFINE: --convert-vector-to-scf --convert-scf-to-cf --convert-vector-to-llvm='enable-arm-sve enable-arm-i8mm' \
// DEFINE: --expand-strided-metadata --convert-to-llvm --finalize-memref-to-llvm --reconcile-unrealized-casts \
// DEFINE: -o %t

// DEFINE: %{entry_point} = main

// DEFINE: %{run} = %mcr_aarch64_cmd %t -e %{entry_point} -entry-point-result=void --march=aarch64 --mattr="+sve,+i8mm" \
// DEFINE: -shared-libs=%mlir_runner_utils,%mlir_c_runner_utils,%native_mlir_arm_runner_utils

// RUN: rm -f %t && %{compile} && %{run} | FileCheck %s

#packed_maps = [
affine_map<(d0, d1, d2) -> (d0, d2)>,
affine_map<(d0, d1, d2) -> (d1, d2)>,
affine_map<(d0, d1, d2) -> (d0, d1)>
]

func.func private @setArmVLBits(%bits : i32)

func.func @main() {
%c256 = arith.constant 256 : i32
func.call @setArmVLBits(%c256) : (i32) -> ()

%c0 = arith.constant 0 : index
%c0_i32 = arith.constant 0 : i32
%c0_i8 = arith.constant 0 : i8


// Accumulator test data
%acc_cst = arith.constant dense<[[-44, 20, 44, -46, -8, 25, -34, 26],
[-20, -36, -3, 39, -48, -31, -25, -21],
[-35, -27, -36, -31, 23, -34, -8, -33],
[-20, 17, -32, -47, 37, 22, -7, -21],
[ -7, -35, 20, -4, 39, 46, -23, 40],
[ 40, 27, 37, 43, 38, -6, 37, 49],
[-17, -50, -1, 48, -13, 22, 39, 33],
[-35, -24, 37, -32, 33, 30, -11, -17]]> : vector<8x8xi32>
%acc_m = memref.alloca() : memref<8x8xi32>
vector.transfer_write %acc_cst, %acc_m[%c0, %c0] : vector<8x8xi32>, memref<8x8xi32>

%acc_m1 = memref.collapse_shape %acc_m [[0, 1]] : memref<8x8xi32> into memref<64xi32>
%acc_flat = vector.transfer_read %acc_m1[%c0], %c0_i32 {in_bounds = [true]} : memref<64xi32>, vector<[32]xi32>
%acc = vector.shape_cast %acc_flat : vector<[32]xi32> to vector<8x[4]xi32>

vector.print str "ACC:\n"
%acc0 = vector.extract %acc[0] : vector<[4]xi32> from vector<8x[4]xi32>
%acc1 = vector.extract %acc[1] : vector<[4]xi32> from vector<8x[4]xi32>
%acc2 = vector.extract %acc[2] : vector<[4]xi32> from vector<8x[4]xi32>
%acc3 = vector.extract %acc[3] : vector<[4]xi32> from vector<8x[4]xi32>
%acc4 = vector.extract %acc[4] : vector<[4]xi32> from vector<8x[4]xi32>
%acc5 = vector.extract %acc[5] : vector<[4]xi32> from vector<8x[4]xi32>
%acc6 = vector.extract %acc[6] : vector<[4]xi32> from vector<8x[4]xi32>
%acc7 = vector.extract %acc[7] : vector<[4]xi32> from vector<8x[4]xi32>
vector.print %acc0 : vector<[4]xi32>
vector.print %acc1 : vector<[4]xi32>
vector.print %acc2 : vector<[4]xi32>
vector.print %acc3 : vector<[4]xi32>
vector.print %acc4 : vector<[4]xi32>
vector.print %acc5 : vector<[4]xi32>
vector.print %acc6 : vector<[4]xi32>
vector.print %acc7 : vector<[4]xi32>

// LHS test data
%lhs_cst = arith.constant dense<[[-28, 31, 3, -44, -15, -27, 22, 35],
[-23, 39, 48, 26, -23, 32, -39, -38],
[ -3, 9, 43, -30, -32, 39, 41, -39],
[-13, -21, -25, 27, 47, -36, -11, -11],
[ -4, -20, 36, 11, 13, -23, 24, -13],
[-20, 30, -5, 1, 42, -37, -22, 35],
[-22, 38, -4, 44, 25, -31, 23, -39],
[-45, -4, -31, -24, 14, -41, -47, 22]]> : vector<8x8xi8>

%lhs_m = memref.alloca() : memref<8x8xi8>
vector.transfer_write %lhs_cst, %lhs_m[%c0, %c0] : vector<8x8xi8>, memref<8x8xi8>
%lhs = vector.transfer_read %lhs_m[%c0, %c0], %c0_i8 : memref<8x8xi8>, vector<8x8xi8>

vector.print str "LHS:\n"
%lhs0 = vector.extract %lhs[0] : vector<8xi8> from vector<8x8xi8>
%lhs1 = vector.extract %lhs[1] : vector<8xi8> from vector<8x8xi8>
%lhs2 = vector.extract %lhs[2] : vector<8xi8> from vector<8x8xi8>
%lhs3 = vector.extract %lhs[3] : vector<8xi8> from vector<8x8xi8>
%lhs4 = vector.extract %lhs[4] : vector<8xi8> from vector<8x8xi8>
%lhs5 = vector.extract %lhs[5] : vector<8xi8> from vector<8x8xi8>
%lhs6 = vector.extract %lhs[6] : vector<8xi8> from vector<8x8xi8>
%lhs7 = vector.extract %lhs[7] : vector<8xi8> from vector<8x8xi8>
vector.print %lhs0 : vector<8xi8>
vector.print %lhs1 : vector<8xi8>
vector.print %lhs2 : vector<8xi8>
vector.print %lhs3 : vector<8xi8>
vector.print %lhs4 : vector<8xi8>
vector.print %lhs5 : vector<8xi8>
vector.print %lhs6 : vector<8xi8>
vector.print %lhs7 : vector<8xi8>

// RHS test data
%rhs_cst = arith.constant dense<[[-40, -11, -36, 36, -1, 20, 14, -32],
[ 46, -45, -48, -46, -24, 31, -36, 22],
[ 2, 36, 45, -29, -37, -49, -20, -35],
[ -6, 23, 23, 15, 20, 4, -8, -2],
[-35, -6, 16, 49, -50, 9, -44, 13],
[ 24, 1, -4, -44, 41, 15, -43, 44],
[ 44, 0, -10, 41, 22, 44, -40, 0],
[-33, 19, 27, 22, 38, -17, 23, -9]]> : vector<8x8xi8>

%rhs_m = memref.alloca() : memref<8x8xi8>
vector.transfer_write %rhs_cst, %rhs_m[%c0, %c0] : vector<8x8xi8>, memref<8x8xi8>

%rhs_m1 = memref.collapse_shape %rhs_m [[0, 1]] : memref<8x8xi8> into memref<64xi8>
%rhs_flat = vector.transfer_read %rhs_m1[%c0], %c0_i8 {in_bounds = [true]} : memref<64xi8>, vector<[32]xi8>

vector.print str "RHS:\n"
%rhs0 = vector.scalable.extract %rhs_flat[ 0] : vector<[16]xi8> from vector<[32]xi8>
%rhs1 = vector.scalable.extract %rhs_flat[16] : vector<[16]xi8> from vector<[32]xi8>
vector.print %rhs0 : vector<[16]xi8>
vector.print %rhs1 : vector<[16]xi8>

%rhs = vector.shape_cast %rhs_flat : vector<[32]xi8> to vector<[4]x8xi8>

// Matrix multiplication
%0 = arith.extsi %lhs : vector<8x8xi8> to vector<8x8xi32>
%1 = arith.extsi %rhs : vector<[4]x8xi8> to vector<[4]x8xi32>
%2 = vector.contract {indexing_maps = #packed_maps,
iterator_types = ["parallel", "parallel", "reduction"],
kind = #vector.kind<add>} %0, %1, %acc
: vector<8x8xi32>, vector<[4]x8xi32> into vector<8x[4]xi32>

// Display the result of the multilication
vector.print str "Result:\n"
%u0 = vector.extract %2[0] : vector<[4]xi32> from vector<8x[4]xi32>
%u1 = vector.extract %2[1] : vector<[4]xi32> from vector<8x[4]xi32>
%u2 = vector.extract %2[2] : vector<[4]xi32> from vector<8x[4]xi32>
%u3 = vector.extract %2[3] : vector<[4]xi32> from vector<8x[4]xi32>
%u4 = vector.extract %2[4] : vector<[4]xi32> from vector<8x[4]xi32>
%u5 = vector.extract %2[5] : vector<[4]xi32> from vector<8x[4]xi32>
%u6 = vector.extract %2[6] : vector<[4]xi32> from vector<8x[4]xi32>
%u7 = vector.extract %2[7] : vector<[4]xi32> from vector<8x[4]xi32>
vector.print %u0 : vector<[4]xi32>
vector.print %u1 : vector<[4]xi32>
vector.print %u2 : vector<[4]xi32>
vector.print %u3 : vector<[4]xi32>
vector.print %u4 : vector<[4]xi32>
vector.print %u5 : vector<[4]xi32>
vector.print %u6 : vector<[4]xi32>
vector.print %u7 : vector<[4]xi32>


// CHECK: ( -2294, -1282, 2728, -410, -1328, 882, -5498, 732 )
// CHECK: ( 1012, -4237, 4154, 2624, 5225, -2338, 2011, 1374 )
// CHECK: ( -8, -1611, 2905, -1, -1068, -3155, -2428, 153 )
// CHECK: ( 2034, -1768, -2092, 284, -792, -23, 668, 2172 )
// CHECK: ( -248, -3728, 1214, 555, -668, -2114, -1794, 2560 )
// CHECK: ( -1484, -2642, 297, 1551, -483, 3173, -576, 2570 )
// CHECK: ( 3098, -7851, 1366, 1892, -427, -4533, -819, 4698 )
// CHECK: ( -135, 1247, 765, -479, 1245, 3074, -2281, -23 )
return
}
118 changes: 118 additions & 0 deletions mlir/test/Integration/Dialect/Vector/CPU/ArmSVE/contraction-summla-4x8x4.mlir
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// REQUIRES: arm-emulator

// DEFINE: %{compile} = mlir-opt %s \
// DEFINE: --convert-vector-to-scf --convert-scf-to-cf --convert-vector-to-llvm='enable-arm-sve enable-arm-i8mm' \
// DEFINE: --expand-strided-metadata --convert-to-llvm --finalize-memref-to-llvm --reconcile-unrealized-casts \
// DEFINE: -o %t

// DEFINE: %{entry_point} = main

// DEFINE: %{run} = %mcr_aarch64_cmd %t -e %{entry_point} -entry-point-result=void --march=aarch64 --mattr="+sve,+i8mm" \
// DEFINE: -shared-libs=%mlir_runner_utils,%mlir_c_runner_utils,%native_mlir_arm_runner_utils

// RUN: rm -f %t && %{compile} && %{run} | FileCheck %s

#packed_maps = [
affine_map<(d0, d1, d2) -> (d0, d2)>,
affine_map<(d0, d1, d2) -> (d1, d2)>,
affine_map<(d0, d1, d2) -> (d0, d1)>
]

func.func private @setArmVLBits(%bits : i32)

func.func @main() {
%c128 = arith.constant 128 : i32
func.call @setArmVLBits(%c128) : (i32) -> ()

%c0 = arith.constant 0 : index
%c0_i32 = arith.constant 0 : i32
%c0_i8 = arith.constant 0 : i8

// Accumulator test data
%acc_cst = arith.constant dense<[[-44, 20, 44, -46],
[ -8, 25, -34, 26],
[-20, -36, -3, 39],
[-48, -31, -25, -21]]> : vector<4x4xi32>
%acc_m = memref.alloca() : memref<4x4xi32>
vector.transfer_write %acc_cst, %acc_m[%c0, %c0] : vector<4x4xi32>, memref<4x4xi32>

%acc_m1 = memref.collapse_shape %acc_m [[0, 1]] : memref<4x4xi32> into memref<16xi32>
%acc_flat = vector.transfer_read %acc_m1[%c0], %c0_i32 {in_bounds = [true]} : memref<16xi32>, vector<[16]xi32>
%acc = vector.shape_cast %acc_flat : vector<[16]xi32> to vector<4x[4]xi32>

vector.print str "ACC:\n"
%acc0 = vector.extract %acc[0] : vector<[4]xi32> from vector<4x[4]xi32>
%acc1 = vector.extract %acc[1] : vector<[4]xi32> from vector<4x[4]xi32>
%acc2 = vector.extract %acc[2] : vector<[4]xi32> from vector<4x[4]xi32>
%acc3 = vector.extract %acc[3] : vector<[4]xi32> from vector<4x[4]xi32>
vector.print %acc0 : vector<[4]xi32>
vector.print %acc1 : vector<[4]xi32>
vector.print %acc2 : vector<[4]xi32>
vector.print %acc3 : vector<[4]xi32>

// LHS test data
%lhs_cst = arith.constant dense<[[-35, -27, -36, -31, 23, -34, -8, -33],
[-20, 17, -32, -47, 37, 22, -7, -21],
[ -7, -35, 20, -4, 39, 46, -23, 40],
[ 40, 27, 37, 43, 38, -6, 37, 49]]> : vector<4x8xi8>

%lhs_m = memref.alloca() : memref<4x8xi8>
vector.transfer_write %lhs_cst, %lhs_m[%c0, %c0] : vector<4x8xi8>, memref<4x8xi8>
%lhs = vector.transfer_read %lhs_m[%c0, %c0], %c0_i8 : memref<4x8xi8>, vector<4x8xi8>

vector.print str "LHS:\n"
%lhs0 = vector.extract %lhs[0] : vector<8xi8> from vector<4x8xi8>
%lhs1 = vector.extract %lhs[1] : vector<8xi8> from vector<4x8xi8>
%lhs2 = vector.extract %lhs[2] : vector<8xi8> from vector<4x8xi8>
%lhs3 = vector.extract %lhs[3] : vector<8xi8> from vector<4x8xi8>
vector.print %lhs0 : vector<8xi8>
vector.print %lhs1 : vector<8xi8>
vector.print %lhs2 : vector<8xi8>
vector.print %lhs3 : vector<8xi8>

// RHS test data
%rhs_cst = arith.constant dense<[[125, 171, 138, 187, 108, 175, 82, 99],
[221, 25, 164, 97, 156, 221, 218, 177],
[171, 160, 219, 191, 144, 45, 161, 210],
[223, 165, 123, 99, 108, 86, 37, 92]]> : vector<4x8xi8>

%rhs_m = memref.alloca() : memref<4x8xi8>
vector.transfer_write %rhs_cst, %rhs_m[%c0, %c0] : vector<4x8xi8>, memref<4x8xi8>

%rhs_m1 = memref.collapse_shape %rhs_m [[0, 1]] : memref<4x8xi8> into memref<32xi8>
%rhs_flat = vector.transfer_read %rhs_m1[%c0], %c0_i8 {in_bounds = [true]} : memref<32xi8>, vector<[32]xi8>

vector.print str "RHS:\n"
%rhs0 = vector.scalable.extract %rhs_flat[0] : vector<[16]xi8> from vector<[32]xi8>
%rhs1 = vector.scalable.extract %rhs_flat[16] : vector<[16]xi8> from vector<[32]xi8>
vector.print %rhs0 : vector<[16]xi8>
vector.print %rhs1 : vector<[16]xi8>

%rhs = vector.shape_cast %rhs_flat : vector<[32]xi8> to vector<[4]x8xi8>

// Matrix multiplication
%0 = arith.extsi %lhs : vector<4x8xi8> to vector<4x8xi32>
%1 = arith.extui %rhs : vector<[4]x8xi8> to vector<[4]x8xi32>
%2 = vector.contract {indexing_maps = #packed_maps,
iterator_types = ["parallel", "parallel", "reduction"],
kind = #vector.kind<add>} %0, %1, %acc
: vector<4x8xi32>, vector<[4]x8xi32> into vector<4x[4]xi32>

// Display the result of the multiplication
vector.print str "Result:\n"
%u0 = vector.extract %2[0] : vector<[4]xi32> from vector<4x[4]xi32>
%u1 = vector.extract %2[1] : vector<[4]xi32> from vector<4x[4]xi32>
%u2 = vector.extract %2[2] : vector<[4]xi32> from vector<4x[4]xi32>
%u3 = vector.extract %2[3] : vector<[4]xi32> from vector<4x[4]xi32>
vector.print %u0 : vector<[4]xi32>
vector.print %u1 : vector<[4]xi32>
vector.print %u2 : vector<[4]xi32>
vector.print %u3 : vector<[4]xi32>

// CHECK: ( -27190, -28812, -30502, -23575 )
// CHECK: ( -7613, -8386, -15938, -6521 )
// CHECK: ( 9468, 18750, 9199, 5764 )
// CHECK: ( 33655, 41064, 48900, 31627 )
return
}

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