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|
// RUN: mlir-opt -test-lower-to-arm-neon -verify-diagnostics -split-input-file %s | FileCheck %s
// CHECK-LABEL: test_lower_vector_arm_neon_mixed_types
// CHECK-SAME: %[[A0:.*]]: vector<2x8xi8>, %[[A1:.*]]: vector<2x8xi4>, %[[A2:.*]]: vector<2x2xi32>
// CHECK-DAG: %[[D0:.*]] = arith.extsi %[[A1]] : vector<2x8xi4> to vector<2x8xi8>
// CHECK-DAG: %[[D1:.*]] = vector.shape_cast %[[A0]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[D2:.*]] = vector.shape_cast %[[D0]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[D3:.*]] = vector.shape_cast %[[A2]] : vector<2x2xi32> to vector<4xi32>
// CHECK-DAG: %[[D4:.*]] = arm_neon.intr.smmla %[[D3]], %[[D1]], %[[D2]] : vector<16xi8> to vector<4xi32>
// CHECK-DAG: %[[D5:.*]] = vector.shape_cast %[[D4]] : vector<4xi32> to vector<2x2xi32>
func.func @test_lower_vector_arm_neon_mixed_types(%lhs: vector<2x8xi8>, %rhs: vector<2x8xi4>, %acc : vector<2x2xi32>) -> vector<2x2xi32> {
%lhs_extsi = arith.extsi %lhs : vector<2x8xi8> to vector<2x8xi32>
%rhs_extsi = arith.extsi %rhs : vector<2x8xi4> to vector<2x8xi32>
%res = vector.contract {indexing_maps = [affine_map<(d0, d1, d2) -> (d0, d2)>, affine_map<(d0, d1, d2) -> (d1, d2)>, affine_map<(d0, d1, d2) -> (d0, d1)>], iterator_types = ["parallel", "parallel", "reduction"], kind = #vector.kind<add>} %lhs_extsi, %rhs_extsi, %acc : vector<2x8xi32>, vector<2x8xi32> into vector<2x2xi32>
return %res : vector<2x2xi32>
}
// -----
// CHECK-LABEL: test_lower_vector_arm_neon_same_types
// CHECK-SAME: %[[A0:.*]]: vector<2x8xi8>, %[[A1:.*]]: vector<2x8xi8>, %[[A2:.*]]: vector<2x2xi32>
// CHECK-DAG: %[[D0:.*]] = vector.shape_cast %[[A0]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[D1:.*]] = vector.shape_cast %[[A1]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[D2:.*]] = vector.shape_cast %[[A2]] : vector<2x2xi32> to vector<4xi32>
// CHECK-DAG: %[[D3:.*]] = arm_neon.intr.smmla %[[D2]], %[[D0]], %[[D1]] : vector<16xi8> to vector<4xi32>
// CHECK-DAG: %[[D4:.*]] = vector.shape_cast %[[D3]] : vector<4xi32> to vector<2x2xi32>
func.func @test_lower_vector_arm_neon_same_types(%lhs: vector<2x8xi8>, %rhs: vector<2x8xi8>, %acc : vector<2x2xi32>) -> vector<2x2xi32> {
%lhs_extsi = arith.extsi %lhs : vector<2x8xi8> to vector<2x8xi32>
%rhs_extsi = arith.extsi %rhs : vector<2x8xi8> to vector<2x8xi32>
%res = vector.contract {indexing_maps = [affine_map<(d0, d1, d2) -> (d0, d2)>, affine_map<(d0, d1, d2) -> (d1, d2)>, affine_map<(d0, d1, d2) -> (d0, d1)>], iterator_types = ["parallel", "parallel", "reduction"], kind = #vector.kind<add>} %lhs_extsi, %rhs_extsi, %acc : vector<2x8xi32>, vector<2x8xi32> into vector<2x2xi32>
return %res : vector<2x2xi32>
}
// -----
// CHECK-LABEL: test_lower_vector_arm_neon_without_extsi
// CHECK-SAME: %[[A0:.*]]: vector<2x8xi32>, %[[A1:.*]]: vector<2x8xi32>, %[[A2:.*]]: vector<2x2xi32>
// CHECK-DAG: %[[D0:.*]] = vector.contract
func.func @test_lower_vector_arm_neon_without_extsi(%lhs: vector<2x8xi32>, %rhs: vector<2x8xi32>, %acc : vector<2x2xi32>) -> vector<2x2xi32> {
%res = vector.contract {indexing_maps = [affine_map<(d0, d1, d2) -> (d0, d2)>, affine_map<(d0, d1, d2) -> (d1, d2)>, affine_map<(d0, d1, d2) -> (d0, d1)>], iterator_types = ["parallel", "parallel", "reduction"], kind = #vector.kind<add>} %lhs, %rhs, %acc : vector<2x8xi32>, vector<2x8xi32> into vector<2x2xi32>
return %res : vector<2x2xi32>
}
// -----
// CHECK-LABEL: test_lower_vector_arm_neon_unroll
// CHECK-SAME: %[[VAL_0:.*]]: vector<4x8xi8>, %[[VAL_1:.*]]: vector<4x8xi8>, %[[VAL_2:.*]]: vector<4x4xi32>
// CHECK-DAG: %[[VAL_3:.*]] = arith.constant dense<0> : vector<4x4xi32>
// CHECK-DAG: %[[VAL_4:.*]] = vector.extract_strided_slice %[[VAL_0]] {offsets = [0, 0], sizes = [2, 8], strides = [1, 1]} : vector<4x8xi8> to vector<2x8xi8>
// CHECK-DAG: %[[VAL_5:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [0, 0], sizes = [2, 8], strides = [1, 1]} : vector<4x8xi8> to vector<2x8xi8>
// CHECK-DAG: %[[VAL_6:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [0, 0], sizes = [2, 2], strides = [1, 1]} : vector<4x4xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_7:.*]] = vector.shape_cast %[[VAL_4]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_8:.*]] = vector.shape_cast %[[VAL_5]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_9:.*]] = vector.shape_cast %[[VAL_6]] : vector<2x2xi32> to vector<4xi32>
// CHECK-DAG: %[[VAL_10:.*]] = arm_neon.intr.smmla %[[VAL_9]], %[[VAL_7]], %[[VAL_8]] : vector<16xi8> to vector<4xi32>
// CHECK-DAG: %[[VAL_11:.*]] = vector.shape_cast %[[VAL_10]] : vector<4xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_12:.*]] = vector.insert_strided_slice %[[VAL_11]], %[[VAL_3]] {offsets = [0, 0], strides = [1, 1]} : vector<2x2xi32> into vector<4x4xi32>
// CHECK-DAG: %[[VAL_13:.*]] = vector.extract_strided_slice %[[VAL_0]] {offsets = [0, 0], sizes = [2, 8], strides = [1, 1]} : vector<4x8xi8> to vector<2x8xi8>
// CHECK-DAG: %[[VAL_14:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [2, 0], sizes = [2, 8], strides = [1, 1]} : vector<4x8xi8> to vector<2x8xi8>
// CHECK-DAG: %[[VAL_15:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [0, 2], sizes = [2, 2], strides = [1, 1]} : vector<4x4xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_16:.*]] = vector.shape_cast %[[VAL_13]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_17:.*]] = vector.shape_cast %[[VAL_14]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_18:.*]] = vector.shape_cast %[[VAL_15]] : vector<2x2xi32> to vector<4xi32>
// CHECK-DAG: %[[VAL_19:.*]] = arm_neon.intr.smmla %[[VAL_18]], %[[VAL_16]], %[[VAL_17]] : vector<16xi8> to vector<4xi32>
// CHECK-DAG: %[[VAL_20:.*]] = vector.shape_cast %[[VAL_19]] : vector<4xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_21:.*]] = vector.insert_strided_slice %[[VAL_20]], %[[VAL_12]] {offsets = [0, 2], strides = [1, 1]} : vector<2x2xi32> into vector<4x4xi32>
// CHECK-DAG: %[[VAL_22:.*]] = vector.extract_strided_slice %[[VAL_0]] {offsets = [2, 0], sizes = [2, 8], strides = [1, 1]} : vector<4x8xi8> to vector<2x8xi8>
// CHECK-DAG: %[[VAL_23:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [0, 0], sizes = [2, 8], strides = [1, 1]} : vector<4x8xi8> to vector<2x8xi8>
// CHECK-DAG: %[[VAL_24:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [2, 0], sizes = [2, 2], strides = [1, 1]} : vector<4x4xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_25:.*]] = vector.shape_cast %[[VAL_22]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_26:.*]] = vector.shape_cast %[[VAL_23]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_27:.*]] = vector.shape_cast %[[VAL_24]] : vector<2x2xi32> to vector<4xi32>
// CHECK-DAG: %[[VAL_28:.*]] = arm_neon.intr.smmla %[[VAL_27]], %[[VAL_25]], %[[VAL_26]] : vector<16xi8> to vector<4xi32>
// CHECK-DAG: %[[VAL_29:.*]] = vector.shape_cast %[[VAL_28]] : vector<4xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_30:.*]] = vector.insert_strided_slice %[[VAL_29]], %[[VAL_21]] {offsets = [2, 0], strides = [1, 1]} : vector<2x2xi32> into vector<4x4xi32>
// CHECK-DAG: %[[VAL_31:.*]] = vector.extract_strided_slice %[[VAL_0]] {offsets = [2, 0], sizes = [2, 8], strides = [1, 1]} : vector<4x8xi8> to vector<2x8xi8>
// CHECK-DAG: %[[VAL_32:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [2, 0], sizes = [2, 8], strides = [1, 1]} : vector<4x8xi8> to vector<2x8xi8>
// CHECK-DAG: %[[VAL_33:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [2, 2], sizes = [2, 2], strides = [1, 1]} : vector<4x4xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_34:.*]] = vector.shape_cast %[[VAL_31]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_35:.*]] = vector.shape_cast %[[VAL_32]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_36:.*]] = vector.shape_cast %[[VAL_33]] : vector<2x2xi32> to vector<4xi32>
// CHECK-DAG: %[[VAL_37:.*]] = arm_neon.intr.smmla %[[VAL_36]], %[[VAL_34]], %[[VAL_35]] : vector<16xi8> to vector<4xi32>
// CHECK-DAG: %[[VAL_38:.*]] = vector.shape_cast %[[VAL_37]] : vector<4xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_39:.*]] = vector.insert_strided_slice %[[VAL_38]], %[[VAL_30]] {offsets = [2, 2], strides = [1, 1]} : vector<2x2xi32> into vector<4x4xi32>
// CHECK-DAG: return %[[VAL_39]] : vector<4x4xi32>
// CHECK-DAG: }
func.func @test_lower_vector_arm_neon_unroll(%lhs: vector<4x8xi8>, %rhs: vector<4x8xi8>, %acc : vector<4x4xi32>) -> vector<4x4xi32> {
%lhs_extsi = arith.extsi %lhs : vector<4x8xi8> to vector<4x8xi32>
%rhs_extsi = arith.extsi %rhs : vector<4x8xi8> to vector<4x8xi32>
%res = vector.contract {indexing_maps = [affine_map<(d0, d1, d2) -> (d0, d2)>, affine_map<(d0, d1, d2) -> (d1, d2)>, affine_map<(d0, d1, d2) -> (d0, d1)>], iterator_types = ["parallel", "parallel", "reduction"], kind = #vector.kind<add>} %lhs_extsi, %rhs_extsi, %acc : vector<4x8xi32>, vector<4x8xi32> into vector<4x4xi32>
return %res : vector<4x4xi32>
}
// -----
// CHECK-LABEL: func.func @test_lower_vector_arm_neon_mixed_unroll(
// CHECK-SAME: %[[VAL_0:.*]]: vector<4x8xi8>,
// CHECK-SAME: %[[VAL_1:.*]]: vector<2x8xi4>,
// CHECK-SAME: %[[VAL_2:.*]]: vector<4x2xi32>) -> vector<4x2xi32> {
// CHECK-DAG: %[[VAL_3:.*]] = arith.constant dense<0> : vector<4x2xi32>
// CHECK-DAG: %[[VAL_4:.*]] = arith.extsi %[[VAL_1]] : vector<2x8xi4> to vector<2x8xi8>
// CHECK-DAG: %[[VAL_5:.*]] = vector.extract_strided_slice %[[VAL_0]] {offsets = [0, 0], sizes = [2, 8], strides = [1, 1]} : vector<4x8xi8> to vector<2x8xi8>
// CHECK-DAG: %[[VAL_6:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [0, 0], sizes = [2, 2], strides = [1, 1]} : vector<4x2xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_7:.*]] = vector.shape_cast %[[VAL_5]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_8:.*]] = vector.shape_cast %[[VAL_4]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_9:.*]] = vector.shape_cast %[[VAL_6]] : vector<2x2xi32> to vector<4xi32>
// CHECK-DAG: %[[VAL_10:.*]] = arm_neon.intr.smmla %[[VAL_9]], %[[VAL_7]], %[[VAL_8]] : vector<16xi8> to vector<4xi32>
// CHECK-DAG: %[[VAL_11:.*]] = vector.shape_cast %[[VAL_10]] : vector<4xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_12:.*]] = vector.insert_strided_slice %[[VAL_11]], %[[VAL_3]] {offsets = [0, 0], strides = [1, 1]} : vector<2x2xi32> into vector<4x2xi32>
// CHECK-DAG: %[[VAL_13:.*]] = vector.extract_strided_slice %[[VAL_0]] {offsets = [2, 0], sizes = [2, 8], strides = [1, 1]} : vector<4x8xi8> to vector<2x8xi8>
// CHECK-DAG: %[[VAL_14:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [2, 0], sizes = [2, 2], strides = [1, 1]} : vector<4x2xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_15:.*]] = vector.shape_cast %[[VAL_13]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_16:.*]] = vector.shape_cast %[[VAL_4]] : vector<2x8xi8> to vector<16xi8>
// CHECK-DAG: %[[VAL_17:.*]] = vector.shape_cast %[[VAL_14]] : vector<2x2xi32> to vector<4xi32>
// CHECK-DAG: %[[VAL_18:.*]] = arm_neon.intr.smmla %[[VAL_17]], %[[VAL_15]], %[[VAL_16]] : vector<16xi8> to vector<4xi32>
// CHECK-DAG: %[[VAL_19:.*]] = vector.shape_cast %[[VAL_18]] : vector<4xi32> to vector<2x2xi32>
// CHECK-DAG: %[[VAL_20:.*]] = vector.insert_strided_slice %[[VAL_19]], %[[VAL_12]] {offsets = [2, 0], strides = [1, 1]} : vector<2x2xi32> into vector<4x2xi32>
// CHECK-DAG: return %[[VAL_20]] : vector<4x2xi32>
// CHECK-DAG: }
func.func @test_lower_vector_arm_neon_mixed_unroll(%lhs: vector<4x8xi8>, %rhs: vector<2x8xi4>, %acc : vector<4x2xi32>) -> vector<4x2xi32> {
%lhs_extsi = arith.extsi %lhs : vector<4x8xi8> to vector<4x8xi32>
%rhs_extsi = arith.extsi %rhs : vector<2x8xi4> to vector<2x8xi32>
%res = vector.contract {indexing_maps = [affine_map<(d0, d1, d2) -> (d0, d2)>, affine_map<(d0, d1, d2) -> (d1, d2)>, affine_map<(d0, d1, d2) -> (d0, d1)>], iterator_types = ["parallel", "parallel", "reduction"], kind = #vector.kind<add>} %lhs_extsi, %rhs_extsi, %acc : vector<4x8xi32>, vector<2x8xi32> into vector<4x2xi32>
return %res : vector<4x2xi32>
}
// -----
// CHECK-LABEL: func.func @test_lower_vector_arm_neon_unroll_incompatible_shape(
// CHECK-DAG: %[[result:.*]] = vector.contract
func.func @test_lower_vector_arm_neon_unroll_incompatible_shape(%lhs: vector<4x12xi8>, %rhs: vector<4x12xi8>, %acc : vector<4x4xi32>) -> vector<4x4xi32> {
%lhs_extsi = arith.extsi %lhs : vector<4x12xi8> to vector<4x12xi32>
%rhs_extsi = arith.extsi %rhs : vector<4x12xi8> to vector<4x12xi32>
%res = vector.contract {indexing_maps = [affine_map<(d0, d1, d2) -> (d0, d2)>, affine_map<(d0, d1, d2) -> (d1, d2)>, affine_map<(d0, d1, d2) -> (d0, d1)>], iterator_types = ["parallel", "parallel", "reduction"], kind = #vector.kind<add>} %lhs_extsi, %rhs_extsi, %acc : vector<4x12xi32>, vector<4x12xi32> into vector<4x4xi32>
return %res : vector<4x4xi32>
}
// -----
// CHECK-LABEL: func.func @test_lower_vector_arm_neon_vecmat_unroll(
// CHECK-SAME: %[[VAL_0:.*]]: vector<8xi8>,
// CHECK-SAME: %[[VAL_1:.*]]: vector<8x8xi8>,
// CHECK-SAME: %[[VAL_2:.*]]: vector<8xi32>) -> vector<8xi32> {
// CHECK: %[[VAL_3:.*]] = arith.constant dense<0> : vector<2x2xi32>
// CHECK: %[[VAL_4:.*]] = arith.constant dense<0> : vector<2x8xi8>
// CHECK: %[[VAL_5:.*]] = arith.constant dense<0> : vector<8xi32>
// CHECK: %[[VAL_6:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [0, 0], sizes = [2, 8], strides = [1, 1]} : vector<8x8xi8> to vector<2x8xi8>
// CHECK: %[[VAL_7:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [0], sizes = [2], strides = [1]} : vector<8xi32> to vector<2xi32>
// CHECK: %[[VAL_8:.*]] = vector.insert_strided_slice %[[VAL_0]], %[[VAL_4]] {offsets = [0, 0], strides = [1]} : vector<8xi8> into vector<2x8xi8>
// CHECK: %[[VAL_9:.*]] = vector.insert_strided_slice %[[VAL_7]], %[[VAL_3]] {offsets = [0, 0], strides = [1]} : vector<2xi32> into vector<2x2xi32>
// CHECK: %[[VAL_10:.*]] = vector.shape_cast %[[VAL_8]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_11:.*]] = vector.shape_cast %[[VAL_6]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_12:.*]] = vector.shape_cast %[[VAL_9]] : vector<2x2xi32> to vector<4xi32>
// CHECK: %[[VAL_13:.*]] = arm_neon.intr.smmla %[[VAL_12]], %[[VAL_10]], %[[VAL_11]] : vector<16xi8> to vector<4xi32>
// CHECK: %[[VAL_14:.*]] = vector.shape_cast %[[VAL_13]] : vector<4xi32> to vector<2x2xi32>
// CHECK: %[[VAL_15:.*]] = vector.extract %[[VAL_14]][0] : vector<2xi32> from vector<2x2xi32>
// CHECK: %[[VAL_16:.*]] = vector.insert_strided_slice %[[VAL_15]], %[[VAL_5]] {offsets = [0], strides = [1]} : vector<2xi32> into vector<8xi32>
// CHECK: %[[VAL_17:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [2, 0], sizes = [2, 8], strides = [1, 1]} : vector<8x8xi8> to vector<2x8xi8>
// CHECK: %[[VAL_18:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [2], sizes = [2], strides = [1]} : vector<8xi32> to vector<2xi32>
// CHECK: %[[VAL_19:.*]] = vector.insert_strided_slice %[[VAL_0]], %[[VAL_4]] {offsets = [0, 0], strides = [1]} : vector<8xi8> into vector<2x8xi8>
// CHECK: %[[VAL_20:.*]] = vector.insert_strided_slice %[[VAL_18]], %[[VAL_3]] {offsets = [0, 0], strides = [1]} : vector<2xi32> into vector<2x2xi32>
// CHECK: %[[VAL_21:.*]] = vector.shape_cast %[[VAL_19]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_22:.*]] = vector.shape_cast %[[VAL_17]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_23:.*]] = vector.shape_cast %[[VAL_20]] : vector<2x2xi32> to vector<4xi32>
// CHECK: %[[VAL_24:.*]] = arm_neon.intr.smmla %[[VAL_23]], %[[VAL_21]], %[[VAL_22]] : vector<16xi8> to vector<4xi32>
// CHECK: %[[VAL_25:.*]] = vector.shape_cast %[[VAL_24]] : vector<4xi32> to vector<2x2xi32>
// CHECK: %[[VAL_26:.*]] = vector.extract %[[VAL_25]][0] : vector<2xi32> from vector<2x2xi32>
// CHECK: %[[VAL_27:.*]] = vector.insert_strided_slice %[[VAL_26]], %[[VAL_16]] {offsets = [2], strides = [1]} : vector<2xi32> into vector<8xi32>
// CHECK: %[[VAL_28:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [4, 0], sizes = [2, 8], strides = [1, 1]} : vector<8x8xi8> to vector<2x8xi8>
// CHECK: %[[VAL_29:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [4], sizes = [2], strides = [1]} : vector<8xi32> to vector<2xi32>
// CHECK: %[[VAL_30:.*]] = vector.insert_strided_slice %[[VAL_0]], %[[VAL_4]] {offsets = [0, 0], strides = [1]} : vector<8xi8> into vector<2x8xi8>
// CHECK: %[[VAL_31:.*]] = vector.insert_strided_slice %[[VAL_29]], %[[VAL_3]] {offsets = [0, 0], strides = [1]} : vector<2xi32> into vector<2x2xi32>
// CHECK: %[[VAL_32:.*]] = vector.shape_cast %[[VAL_30]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_33:.*]] = vector.shape_cast %[[VAL_28]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_34:.*]] = vector.shape_cast %[[VAL_31]] : vector<2x2xi32> to vector<4xi32>
// CHECK: %[[VAL_35:.*]] = arm_neon.intr.smmla %[[VAL_34]], %[[VAL_32]], %[[VAL_33]] : vector<16xi8> to vector<4xi32>
// CHECK: %[[VAL_36:.*]] = vector.shape_cast %[[VAL_35]] : vector<4xi32> to vector<2x2xi32>
// CHECK: %[[VAL_37:.*]] = vector.extract %[[VAL_36]][0] : vector<2xi32> from vector<2x2xi32>
// CHECK: %[[VAL_38:.*]] = vector.insert_strided_slice %[[VAL_37]], %[[VAL_27]] {offsets = [4], strides = [1]} : vector<2xi32> into vector<8xi32>
// CHECK: %[[VAL_39:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [6, 0], sizes = [2, 8], strides = [1, 1]} : vector<8x8xi8> to vector<2x8xi8>
// CHECK: %[[VAL_40:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [6], sizes = [2], strides = [1]} : vector<8xi32> to vector<2xi32>
// CHECK: %[[VAL_41:.*]] = vector.insert_strided_slice %[[VAL_0]], %[[VAL_4]] {offsets = [0, 0], strides = [1]} : vector<8xi8> into vector<2x8xi8>
// CHECK: %[[VAL_42:.*]] = vector.insert_strided_slice %[[VAL_40]], %[[VAL_3]] {offsets = [0, 0], strides = [1]} : vector<2xi32> into vector<2x2xi32>
// CHECK: %[[VAL_43:.*]] = vector.shape_cast %[[VAL_41]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_44:.*]] = vector.shape_cast %[[VAL_39]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_45:.*]] = vector.shape_cast %[[VAL_42]] : vector<2x2xi32> to vector<4xi32>
// CHECK: %[[VAL_46:.*]] = arm_neon.intr.smmla %[[VAL_45]], %[[VAL_43]], %[[VAL_44]] : vector<16xi8> to vector<4xi32>
// CHECK: %[[VAL_47:.*]] = vector.shape_cast %[[VAL_46]] : vector<4xi32> to vector<2x2xi32>
// CHECK: %[[VAL_48:.*]] = vector.extract %[[VAL_47]][0] : vector<2xi32> from vector<2x2xi32>
// CHECK: %[[VAL_49:.*]] = vector.insert_strided_slice %[[VAL_48]], %[[VAL_38]] {offsets = [6], strides = [1]} : vector<2xi32> into vector<8xi32>
// CHECK: return %[[VAL_49]] : vector<8xi32>
// CHECK: }
func.func @test_lower_vector_arm_neon_vecmat_unroll(%lhs: vector<8xi8>, %rhs: vector<8x8xi8>, %acc : vector<8xi32>) -> vector<8xi32> {
%lhs_extsi= arith.extsi %lhs : vector<8xi8> to vector<8xi32>
%rhs_extsi = arith.extsi %rhs : vector<8x8xi8> to vector<8x8xi32>
%res = vector.contract {indexing_maps = [affine_map<(d0, d1) -> (d1)>, affine_map<(d0, d1) -> (d0, d1)>, affine_map<(d0, d1) -> (d0)>], iterator_types = ["parallel", "reduction"], kind = #vector.kind<add>} %lhs_extsi, %rhs_extsi, %acc : vector<8xi32>, vector<8x8xi32> into vector<8xi32>
return %res : vector<8xi32>
}
// -----
// CHECK-LABEL: func.func @test_lower_vector_arm_neon_vecmat_unroll_leading_dim(
// CHECK-SAME: %[[VAL_0:.*]]: vector<1x8xi8>,
// CHECK-SAME: %[[VAL_1:.*]]: vector<8x8xi8>,
// CHECK-SAME: %[[VAL_2:.*]]: vector<1x8xi32>) -> vector<1x8xi32> {
// CHECK: %[[VAL_3:.*]] = arith.constant dense<0> : vector<2x2xi32>
// CHECK: %[[VAL_4:.*]] = arith.constant dense<0> : vector<2x8xi8>
// CHECK: %[[VAL_5:.*]] = arith.constant dense<0> : vector<1x8xi32>
// CHECK: %[[VAL_6:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [0, 0], sizes = [2, 8], strides = [1, 1]} : vector<8x8xi8> to vector<2x8xi8>
// CHECK: %[[VAL_7:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [0, 0], sizes = [1, 2], strides = [1, 1]} : vector<1x8xi32> to vector<1x2xi32>
// CHECK: %[[VAL_8:.*]] = vector.insert_strided_slice %[[VAL_0]], %[[VAL_4]] {offsets = [0, 0], strides = [1, 1]} : vector<1x8xi8> into vector<2x8xi8>
// CHECK: %[[VAL_9:.*]] = vector.insert_strided_slice %[[VAL_7]], %[[VAL_3]] {offsets = [0, 0], strides = [1, 1]} : vector<1x2xi32> into vector<2x2xi32>
// CHECK: %[[VAL_10:.*]] = vector.shape_cast %[[VAL_8]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_11:.*]] = vector.shape_cast %[[VAL_6]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_12:.*]] = vector.shape_cast %[[VAL_9]] : vector<2x2xi32> to vector<4xi32>
// CHECK: %[[VAL_13:.*]] = arm_neon.intr.smmla %[[VAL_12]], %[[VAL_10]], %[[VAL_11]] : vector<16xi8> to vector<4xi32>
// CHECK: %[[VAL_14:.*]] = vector.shape_cast %[[VAL_13]] : vector<4xi32> to vector<2x2xi32>
// CHECK: %[[VAL_15:.*]] = vector.extract %[[VAL_14]][0] : vector<2xi32> from vector<2x2xi32>
// CHECK: %[[VAL_16:.*]] = vector.insert_strided_slice %[[VAL_15]], %[[VAL_5]] {offsets = [0, 0], strides = [1]} : vector<2xi32> into vector<1x8xi32>
// CHECK: %[[VAL_17:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [2, 0], sizes = [2, 8], strides = [1, 1]} : vector<8x8xi8> to vector<2x8xi8>
// CHECK: %[[VAL_18:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [0, 2], sizes = [1, 2], strides = [1, 1]} : vector<1x8xi32> to vector<1x2xi32>
// CHECK: %[[VAL_19:.*]] = vector.insert_strided_slice %[[VAL_0]], %[[VAL_4]] {offsets = [0, 0], strides = [1, 1]} : vector<1x8xi8> into vector<2x8xi8>
// CHECK: %[[VAL_20:.*]] = vector.insert_strided_slice %[[VAL_18]], %[[VAL_3]] {offsets = [0, 0], strides = [1, 1]} : vector<1x2xi32> into vector<2x2xi32>
// CHECK: %[[VAL_21:.*]] = vector.shape_cast %[[VAL_19]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_22:.*]] = vector.shape_cast %[[VAL_17]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_23:.*]] = vector.shape_cast %[[VAL_20]] : vector<2x2xi32> to vector<4xi32>
// CHECK: %[[VAL_24:.*]] = arm_neon.intr.smmla %[[VAL_23]], %[[VAL_21]], %[[VAL_22]] : vector<16xi8> to vector<4xi32>
// CHECK: %[[VAL_25:.*]] = vector.shape_cast %[[VAL_24]] : vector<4xi32> to vector<2x2xi32>
// CHECK: %[[VAL_26:.*]] = vector.extract %[[VAL_25]][0] : vector<2xi32> from vector<2x2xi32>
// CHECK: %[[VAL_27:.*]] = vector.insert_strided_slice %[[VAL_26]], %[[VAL_16]] {offsets = [0, 2], strides = [1]} : vector<2xi32> into vector<1x8xi32>
// CHECK: %[[VAL_28:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [4, 0], sizes = [2, 8], strides = [1, 1]} : vector<8x8xi8> to vector<2x8xi8>
// CHECK: %[[VAL_29:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [0, 4], sizes = [1, 2], strides = [1, 1]} : vector<1x8xi32> to vector<1x2xi32>
// CHECK: %[[VAL_30:.*]] = vector.insert_strided_slice %[[VAL_0]], %[[VAL_4]] {offsets = [0, 0], strides = [1, 1]} : vector<1x8xi8> into vector<2x8xi8>
// CHECK: %[[VAL_31:.*]] = vector.insert_strided_slice %[[VAL_29]], %[[VAL_3]] {offsets = [0, 0], strides = [1, 1]} : vector<1x2xi32> into vector<2x2xi32>
// CHECK: %[[VAL_32:.*]] = vector.shape_cast %[[VAL_30]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_33:.*]] = vector.shape_cast %[[VAL_28]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_34:.*]] = vector.shape_cast %[[VAL_31]] : vector<2x2xi32> to vector<4xi32>
// CHECK: %[[VAL_35:.*]] = arm_neon.intr.smmla %[[VAL_34]], %[[VAL_32]], %[[VAL_33]] : vector<16xi8> to vector<4xi32>
// CHECK: %[[VAL_36:.*]] = vector.shape_cast %[[VAL_35]] : vector<4xi32> to vector<2x2xi32>
// CHECK: %[[VAL_37:.*]] = vector.extract %[[VAL_36]][0] : vector<2xi32> from vector<2x2xi32>
// CHECK: %[[VAL_38:.*]] = vector.insert_strided_slice %[[VAL_37]], %[[VAL_27]] {offsets = [0, 4], strides = [1]} : vector<2xi32> into vector<1x8xi32>
// CHECK: %[[VAL_39:.*]] = vector.extract_strided_slice %[[VAL_1]] {offsets = [6, 0], sizes = [2, 8], strides = [1, 1]} : vector<8x8xi8> to vector<2x8xi8>
// CHECK: %[[VAL_40:.*]] = vector.extract_strided_slice %[[VAL_2]] {offsets = [0, 6], sizes = [1, 2], strides = [1, 1]} : vector<1x8xi32> to vector<1x2xi32>
// CHECK: %[[VAL_41:.*]] = vector.insert_strided_slice %[[VAL_0]], %[[VAL_4]] {offsets = [0, 0], strides = [1, 1]} : vector<1x8xi8> into vector<2x8xi8>
// CHECK: %[[VAL_42:.*]] = vector.insert_strided_slice %[[VAL_40]], %[[VAL_3]] {offsets = [0, 0], strides = [1, 1]} : vector<1x2xi32> into vector<2x2xi32>
// CHECK: %[[VAL_43:.*]] = vector.shape_cast %[[VAL_41]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_44:.*]] = vector.shape_cast %[[VAL_39]] : vector<2x8xi8> to vector<16xi8>
// CHECK: %[[VAL_45:.*]] = vector.shape_cast %[[VAL_42]] : vector<2x2xi32> to vector<4xi32>
// CHECK: %[[VAL_46:.*]] = arm_neon.intr.smmla %[[VAL_45]], %[[VAL_43]], %[[VAL_44]] : vector<16xi8> to vector<4xi32>
// CHECK: %[[VAL_47:.*]] = vector.shape_cast %[[VAL_46]] : vector<4xi32> to vector<2x2xi32>
// CHECK: %[[VAL_48:.*]] = vector.extract %[[VAL_47]][0] : vector<2xi32> from vector<2x2xi32>
// CHECK: %[[VAL_49:.*]] = vector.insert_strided_slice %[[VAL_48]], %[[VAL_38]] {offsets = [0, 6], strides = [1]} : vector<2xi32> into vector<1x8xi32>
// CHECK: return %[[VAL_49]] : vector<1x8xi32>
// CHECK: }
func.func @test_lower_vector_arm_neon_vecmat_unroll_leading_dim(%lhs: vector<1x8xi8>, %rhs: vector<8x8xi8>, %acc : vector<1x8xi32>) -> vector<1x8xi32> {
%lhs_extsi= arith.extsi %lhs : vector<1x8xi8> to vector<1x8xi32>
%rhs_extsi = arith.extsi %rhs : vector<8x8xi8> to vector<8x8xi32>
%res = vector.contract {indexing_maps = [affine_map<(d0, d1, d2) -> (d0, d2)>, affine_map<(d0, d1, d2) -> (d1, d2)>, affine_map<(d0, d1, d2) -> (d0, d1)>], iterator_types = ["parallel", "parallel", "reduction"], kind = #vector.kind<add>} %lhs_extsi, %rhs_extsi, %acc : vector<1x8xi32>, vector<8x8xi32> into vector<1x8xi32>
return %res : vector<1x8xi32>
}
// -----
// CHECK-LABEL: func.func @test_lower_vector_arm_neon_matvec
// CHECK-NOT: arm_neon.intr.smmla
func.func @test_lower_vector_arm_neon_matvec(%lhs: vector<8x8xi8>, %rhs: vector<8xi8>, %acc : vector<8xi32>) -> vector<8xi32> {
%rhs_extsi= arith.extsi %rhs : vector<8xi8> to vector<8xi32>
%lhs_extsi = arith.extsi %lhs : vector<8x8xi8> to vector<8x8xi32>
%res = vector.contract {indexing_maps = [affine_map<(d0, d1) -> (d0, d1)>,affine_map<(d0, d1) -> (d1)>, affine_map<(d0, d1) -> (d0)>], iterator_types = ["parallel", "reduction"], kind = #vector.kind<add>} %lhs_extsi, %rhs_extsi, %acc : vector<8x8xi32>, vector<8xi32> into vector<8xi32>
return %res : vector<8xi32>
}
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