// RUN: mlir-opt %s -convert-vector-to-arm-sme -split-input-file -allow-unregistered-dialect | FileCheck %s //===----------------------------------------------------------------------===// // vector.transfer_read //===----------------------------------------------------------------------===// // CHECK-LABEL: @transfer_read_2d_i8 // CHECK: arm_sme.tile_load %{{.*}}[{{.*}}] : memref, vector<[16]x[16]xi8> func.func @transfer_read_2d_i8(%src : memref) { %c0 = arith.constant 0 : index %pad = arith.constant 0 : i8 %0 = vector.transfer_read %src[%c0, %c0], %pad {in_bounds = [true, true]} : memref, vector<[16]x[16]xi8> "prevent.dce"(%0) : (vector<[16]x[16]xi8>) -> () return } // ----- // CHECK-LABEL: @transfer_read_2d_i16 // CHECK: arm_sme.tile_load %{{.*}}[{{.*}}] : memref, vector<[8]x[8]xi16> func.func @transfer_read_2d_i16(%src : memref) { %c0 = arith.constant 0 : index %pad = arith.constant 0 : i16 %0 = vector.transfer_read %src[%c0, %c0], %pad {in_bounds = [true, true]} : memref, vector<[8]x[8]xi16> "prevent.dce"(%0) : (vector<[8]x[8]xi16>) -> () return } // ----- // CHECK-LABEL: @transfer_read_2d_i32 // CHECK: arm_sme.tile_load %{{.*}}[{{.*}}] : memref, vector<[4]x[4]xi32> func.func @transfer_read_2d_i32(%src : memref) { %c0 = arith.constant 0 : index %pad = arith.constant 0 : i32 %0 = vector.transfer_read %src[%c0, %c0], %pad {in_bounds = [true, true]} : memref, vector<[4]x[4]xi32> "prevent.dce"(%0) : (vector<[4]x[4]xi32>) -> () return } // ----- // CHECK-LABEL: @transfer_read_2d_i64 // CHECK: arm_sme.tile_load %{{.*}}[{{.*}}] : memref, vector<[2]x[2]xi64> func.func @transfer_read_2d_i64(%src : memref) { %c0 = arith.constant 0 : index %pad = arith.constant 0 : i64 %0 = vector.transfer_read %src[%c0, %c0], %pad {in_bounds = [true, true]} : memref, vector<[2]x[2]xi64> "prevent.dce"(%0) : (vector<[2]x[2]xi64>) -> () return } // ----- // CHECK-LABEL: @transfer_read_2d_i128 // CHECK: arm_sme.tile_load %{{.*}}[{{.*}}] : memref, vector<[1]x[1]xi128> func.func @transfer_read_2d_i128(%src : memref) { %c0 = arith.constant 0 : index %pad = arith.constant 0 : i128 %0 = vector.transfer_read %src[%c0, %c0], %pad {in_bounds = [true, true]} : memref, vector<[1]x[1]xi128> "prevent.dce"(%0) : (vector<[1]x[1]xi128>) -> () return } // ----- // CHECK-LABEL: @transfer_read_2d_f16 // CHECK: arm_sme.tile_load %{{.*}}[{{.*}}] : memref, vector<[8]x[8]xf16> func.func @transfer_read_2d_f16(%src : memref) { %c0 = arith.constant 0 : index %pad = arith.constant 0.0 : f16 %0 = vector.transfer_read %src[%c0, %c0], %pad {in_bounds = [true, true]} : memref, vector<[8]x[8]xf16> "prevent.dce"(%0) : (vector<[8]x[8]xf16>) -> () return } // ----- // CHECK-LABEL: @transfer_read_2d_bf16 // CHECK: arm_sme.tile_load %{{.*}}[{{.*}}] : memref, vector<[8]x[8]xbf16> func.func @transfer_read_2d_bf16(%src : memref) { %c0 = arith.constant 0 : index %pad = arith.constant 0.0 : bf16 %0 = vector.transfer_read %src[%c0, %c0], %pad {in_bounds = [true, true]} : memref, vector<[8]x[8]xbf16> "prevent.dce"(%0) : (vector<[8]x[8]xbf16>) -> () return } // ----- // CHECK-LABEL: @transfer_read_2d_f32 // CHECK: arm_sme.tile_load %{{.*}}[{{.*}}] : memref, vector<[4]x[4]xf32> func.func @transfer_read_2d_f32(%src : memref) { %c0 = arith.constant 0 : index %pad = arith.constant 0.0 : f32 %0 = vector.transfer_read %src[%c0, %c0], %pad {in_bounds = [true, true]} : memref, vector<[4]x[4]xf32> "prevent.dce"(%0) : (vector<[4]x[4]xf32>) -> () return } // ----- // CHECK-LABEL: @transfer_read_2d_f64 // CHECK: arm_sme.tile_load %{{.*}}[{{.*}}] : memref, vector<[2]x[2]xf64> func.func @transfer_read_2d_f64(%src : memref) { %c0 = arith.constant 0 : index %pad = arith.constant 0.0 : f64 %0 = vector.transfer_read %src[%c0, %c0], %pad {in_bounds = [true, true]} : memref, vector<[2]x[2]xf64> "prevent.dce"(%0) : (vector<[2]x[2]xf64>) -> () return } // ----- // CHECK-LABEL: @transfer_read_2d_with_mask_i16 // CHECK: arm_sme.tile_load %{{.*}}[{{.*}}], {{.*}}, {{.*}} : memref, vector<[8]x[8]xi16> func.func @transfer_read_2d_with_mask_i16(%src : memref, %mask : vector<[8]x[8]xi1>) { %c0 = arith.constant 0 : index %pad = arith.constant 0 : i16 %0 = vector.transfer_read %src[%c0, %c0], %pad, %mask {in_bounds = [true, true]} : memref, vector<[8]x[8]xi16> "prevent.dce"(%0) : (vector<[8]x[8]xi16>) -> () return } // ----- /// in-flight transpose // CHECK-LABEL: @transfer_read_2d_transpose_i8 // CHECK: arm_sme.tile_load {{.*}} layout : memref, vector<[16]x[16]xi8> func.func @transfer_read_2d_transpose_i8(%src : memref) { %c0 = arith.constant 0 : index %pad = arith.constant 0 : i8 %0 = vector.transfer_read %src[%c0, %c0], %pad {permutation_map = affine_map<(d0, d1) -> (d1, d0)>, in_bounds = [true, true]} : memref, vector<[16]x[16]xi8> "prevent.dce"(%0) : (vector<[16]x[16]xi8>) -> () return } // ----- // CHECK-LABEL: @transfer_read_2d_transpose_with_mask_f32 // CHECK: arm_sme.tile_load {{.*}} layout : memref, vector<[4]x[4]xf32> func.func @transfer_read_2d_transpose_with_mask_f32(%src : memref, %mask : vector<[4]x[4]xi1>) { %c0 = arith.constant 0 : index %pad = arith.constant 0.0 : f32 %0 = vector.transfer_read %src[%c0, %c0], %pad, %mask {permutation_map = affine_map<(d0, d1) -> (d1, d0)>, in_bounds = [true, true]} : memref, vector<[4]x[4]xf32> "prevent.dce"(%0) : (vector<[4]x[4]xf32>) -> () return } // ----- //===----------------------------------------------------------------------===// // vector.transfer_write //===----------------------------------------------------------------------===// // CHECK-LABEL: func.func @transfer_write_2d_i8( // CHECK-SAME: %[[VECTOR:.*]]: vector<[16]x[16]xi8>, // CHECK-SAME: %[[DEST:.*]]: memref) { // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: arm_sme.tile_store %[[VECTOR]], %[[DEST]]{{\[}}%[[C0]], %[[C0]]] : memref, vector<[16]x[16]xi8> func.func @transfer_write_2d_i8(%vector : vector<[16]x[16]xi8>, %dest : memref) { %c0 = arith.constant 0 : index vector.transfer_write %vector, %dest[%c0, %c0] {in_bounds = [true, true]} : vector<[16]x[16]xi8>, memref return } // ----- // CHECK-LABEL: func.func @transfer_write_2d_i16( // CHECK-SAME: %[[VECTOR:.*]]: vector<[8]x[8]xi16>, // CHECK-SAME: %[[DEST:.*]]: memref) { // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: arm_sme.tile_store %[[VECTOR]], %[[DEST]]{{\[}}%[[C0]], %[[C0]]] : memref, vector<[8]x[8]xi16> func.func @transfer_write_2d_i16(%vector : vector<[8]x[8]xi16>, %dest : memref) { %c0 = arith.constant 0 : index vector.transfer_write %vector, %dest[%c0, %c0] {in_bounds = [true, true]} : vector<[8]x[8]xi16>, memref return } // ----- // CHECK-LABEL: func.func @transfer_write_2d_i32( // CHECK-SAME: %[[VECTOR:.*]]: vector<[4]x[4]xi32>, // CHECK-SAME: %[[DEST:.*]]: memref) { // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: arm_sme.tile_store %[[VECTOR]], %[[DEST]]{{\[}}%[[C0]], %[[C0]]] : memref, vector<[4]x[4]xi32> func.func @transfer_write_2d_i32(%vector : vector<[4]x[4]xi32>, %dest : memref) { %c0 = arith.constant 0 : index vector.transfer_write %vector, %dest[%c0, %c0] {in_bounds = [true, true]} : vector<[4]x[4]xi32>, memref return } // ----- // CHECK-LABEL: func.func @transfer_write_2d_i64( // CHECK-SAME: %[[VECTOR:.*]]: vector<[2]x[2]xi64>, // CHECK-SAME: %[[DEST:.*]]: memref) { // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: arm_sme.tile_store %[[VECTOR]], %[[DEST]]{{\[}}%[[C0]], %[[C0]]] : memref, vector<[2]x[2]xi64> func.func @transfer_write_2d_i64(%vector : vector<[2]x[2]xi64>, %dest : memref) { %c0 = arith.constant 0 : index vector.transfer_write %vector, %dest[%c0, %c0] {in_bounds = [true, true]} : vector<[2]x[2]xi64>, memref return } // ----- // CHECK-LABEL: func.func @transfer_write_2d_f16( // CHECK-SAME: %[[VECTOR:.*]]: vector<[8]x[8]xf16>, // CHECK-SAME: %[[DEST:.*]]: memref) { // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: arm_sme.tile_store %[[VECTOR]], %[[DEST]]{{\[}}%[[C0]], %[[C0]]] : memref, vector<[8]x[8]xf16> func.func @transfer_write_2d_f16(%vector : vector<[8]x[8]xf16>, %dest : memref) { %c0 = arith.constant 0 : index vector.transfer_write %vector, %dest[%c0, %c0] {in_bounds = [true, true]} : vector<[8]x[8]xf16>, memref return } // ----- // CHECK-LABEL: func.func @transfer_write_2d_bf16( // CHECK-SAME: %[[VECTOR:.*]]: vector<[8]x[8]xbf16>, // CHECK-SAME: %[[DEST:.*]]: memref) { // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: arm_sme.tile_store %[[VECTOR]], %[[DEST]]{{\[}}%[[C0]], %[[C0]]] : memref, vector<[8]x[8]xbf16> func.func @transfer_write_2d_bf16(%vector : vector<[8]x[8]xbf16>, %dest : memref) { %c0 = arith.constant 0 : index vector.transfer_write %vector, %dest[%c0, %c0] {in_bounds = [true, true]} : vector<[8]x[8]xbf16>, memref return } // ----- // CHECK-LABEL: func.func @transfer_write_2d_f32( // CHECK-SAME: %[[VECTOR:.*]]: vector<[4]x[4]xf32>, // CHECK-SAME: %[[DEST:.*]]: memref) { // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: arm_sme.tile_store %[[VECTOR]], %[[DEST]]{{\[}}%[[C0]], %[[C0]]] : memref, vector<[4]x[4]xf32> func.func @transfer_write_2d_f32(%vector : vector<[4]x[4]xf32>, %dest : memref) { %c0 = arith.constant 0 : index vector.transfer_write %vector, %dest[%c0, %c0] {in_bounds = [true, true]} : vector<[4]x[4]xf32>, memref return } // ----- // CHECK-LABEL: func.func @transfer_write_2d_f64( // CHECK-SAME: %[[VECTOR:.*]]: vector<[2]x[2]xf64>, // CHECK-SAME: %[[DEST:.*]]: memref) { // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: arm_sme.tile_store %[[VECTOR]], %[[DEST]]{{\[}}%[[C0]], %[[C0]]] : memref, vector<[2]x[2]xf64> func.func @transfer_write_2d_f64(%vector : vector<[2]x[2]xf64>, %dest : memref) { %c0 = arith.constant 0 : index vector.transfer_write %vector, %dest[%c0, %c0] {in_bounds = [true, true]} : vector<[2]x[2]xf64>, memref return } // ----- // CHECK-LABEL: func.func @transfer_write_2d_with_mask_f64( // CHECK-SAME: %[[VECTOR:.*]]: vector<[2]x[2]xf64>, // CHECK-SAME: %[[DEST:.*]]: memref, // CHECK-SAME: %[[MASK:.*]]: vector<[2]x[2]xi1>) { // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: arm_sme.tile_store %[[VECTOR]], %[[DEST]]{{\[}}%[[C0]], %[[C0]]], %[[MASK]] : memref, vector<[2]x[2]xf64> func.func @transfer_write_2d_with_mask_f64(%vector : vector<[2]x[2]xf64>, %dest : memref, %mask : vector<[2]x[2]xi1>) { %c0 = arith.constant 0 : index vector.transfer_write %vector, %dest[%c0, %c0], %mask {in_bounds = [true, true]} : vector<[2]x[2]xf64>, memref return } // ----- /// in-flight transpose via vertical store. // CHECK-LABEL: func.func @transfer_write_2d_transpose_i64( // CHECK-SAME: %[[VECTOR:.*]]: vector<[2]x[2]xi64>, // CHECK-SAME: %[[DEST:.*]]: memref) { // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: arm_sme.tile_store %[[VECTOR]], %[[DEST]]{{\[}}%[[C0]], %[[C0]]] layout : memref, vector<[2]x[2]xi64> func.func @transfer_write_2d_transpose_i64(%vector : vector<[2]x[2]xi64>, %dest : memref) { %c0 = arith.constant 0 : index vector.transfer_write %vector, %dest[%c0, %c0] {permutation_map = affine_map<(d0, d1) -> (d1, d0)>, in_bounds = [true, true]} : vector<[2]x[2]xi64>, memref return } // ----- /// in-flight transpose via vertical store with mask. // CHECK-LABEL: func.func @transfer_write_2d_transpose_with_mask_bf16( // CHECK-SAME: %[[VECTOR:.*]]: vector<[8]x[8]xbf16>, // CHECK-SAME: %[[DEST:.*]]: memref, // CHECK-SAME: %[[MASK:.*]]: vector<[8]x[8]xi1>) { // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: arm_sme.tile_store %[[VECTOR]], %[[DEST]]{{\[}}%[[C0]], %[[C0]]], %[[MASK]] layout : memref, vector<[8]x[8]xbf16> func.func @transfer_write_2d_transpose_with_mask_bf16(%vector : vector<[8]x[8]xbf16>, %dest : memref, %mask : vector<[8]x[8]xi1>) { %c0 = arith.constant 0 : index vector.transfer_write %vector, %dest[%c0, %c0], %mask {permutation_map = affine_map<(d0, d1) -> (d1, d0)>, in_bounds = [true, true]} : vector<[8]x[8]xbf16>, memref return } //===----------------------------------------------------------------------===// // vector.broadcast //===----------------------------------------------------------------------===// // ----- // CHECK-LABEL: func.func @broadcast_vec2d_from_i32( // CHECK-SAME: %[[SRC:.*]]: i32) { // CHECK-DAG: %[[C1:.*]] = arith.constant 1 : index // CHECK-DAG: %[[C4:.*]] = arith.constant 4 : index // CHECK-DAG: %[[C0:.*]] = arith.constant 0 : index // CHECK: %[[SRC_1D:.*]] = vector.broadcast %[[SRC]] : i32 to vector<[4]xi32> // CHECK: %[[INIT_TILE:.*]] = arm_sme.get_tile : vector<[4]x[4]xi32> // CHECK: %[[VSCALE:.*]] = vector.vscale // CHECK: %[[NUM_TILE_SLICES:.*]] = arith.muli %[[VSCALE]], %[[C4]] : index // CHECK: %[[TILE:.*]] = scf.for %[[TILE_SLICE_INDEX:.*]] = %[[C0]] to %[[NUM_TILE_SLICES]] step %[[C1]] iter_args(%[[CURRENT_TILE:.*]] = %[[INIT_TILE]]) -> (vector<[4]x[4]xi32>) { // CHECK: %[[NEW_TILE:.*]] = arm_sme.move_vector_to_tile_slice %[[SRC_1D]], %[[CURRENT_TILE]], %[[TILE_SLICE_INDEX]] : vector<[4]xi32> into vector<[4]x[4]xi32> // CHECK: scf.yield %[[NEW_TILE]] : vector<[4]x[4]xi32> // CHECK: "prevent.dce"(%[[TILE]]) : (vector<[4]x[4]xi32>) -> () func.func @broadcast_vec2d_from_i32(%arg0: i32) { %0 = vector.broadcast %arg0 : i32 to vector<[4]x[4]xi32> "prevent.dce"(%0) : (vector<[4]x[4]xi32>) -> () return } // ----- // CHECK-LABEL: func.func @broadcast_vec2d_from_vec0d( // CHECK-SAME: %[[SRC:.*]]: vector) { // CHECK: %[[SRC_1D:.*]] = vector.broadcast %[[SRC]] : vector to vector<[4]xf32> // CHECK: scf.for // CHECK: arm_sme.move_vector_to_tile_slice %[[SRC_1D]], {{.*}} func.func @broadcast_vec2d_from_vec0d(%arg0: vector) { %0 = vector.broadcast %arg0 : vector to vector<[4]x[4]xf32> "prevent.dce"(%0) : (vector<[4]x[4]xf32>) -> () return } // ----- // CHECK-LABEL: func.func @broadcast_vec2d_from_vec1d( // CHECK-SAME: %[[SRC:.*]]: vector<[8]xi16>) { // CHECK-NOT: vector.broadcast // CHECK: scf.for // CHECK: arm_sme.move_vector_to_tile_slice %[[SRC]], {{.*}} func.func @broadcast_vec2d_from_vec1d(%arg0: vector<[8]xi16>) { %0 = vector.broadcast %arg0 : vector<[8]xi16> to vector<[8]x[8]xi16> "prevent.dce"(%0) : (vector<[8]x[8]xi16>) -> () return } //===----------------------------------------------------------------------===// // vector.splat //===----------------------------------------------------------------------===// // ----- // CHECK-LABEL: func.func @splat_vec2d_from_i32( // CHECK-SAME: %[[SRC:.*]]: i32) { // CHECK: %[[BCST:.*]] = vector.broadcast %[[SRC]] : i32 to vector<[4]xi32> // CHECK: arm_sme.get_tile : vector<[4]x[4]xi32> // CHECK: %[[VSCALE:.*]] = vector.vscale // CHECK: %[[NUM_TILE_SLICES:.*]] = arith.muli %[[VSCALE]], %{{.*}} : index // CHECK: scf.for {{.*}} to %[[NUM_TILE_SLICES]] {{.*}} { // CHECK: arm_sme.move_vector_to_tile_slice %[[BCST]], {{.*}} : vector<[4]xi32> into vector<[4]x[4]xi32> func.func @splat_vec2d_from_i32(%arg0: i32) { %0 = vector.splat %arg0 : vector<[4]x[4]xi32> "prevent.dce"(%0) : (vector<[4]x[4]xi32>) -> () return } // ----- // CHECK-LABEL: func.func @splat_vec2d_from_f16( // CHECK-SAME: %[[SRC:.*]]: f16) { // CHECK: %[[BCST:.*]] = vector.broadcast %[[SRC]] : f16 to vector<[8]xf16> // CHECK: scf.for // CHECK: arm_sme.move_vector_to_tile_slice %[[BCST]], {{.*}} : vector<[8]xf16> into vector<[8]x[8]xf16> func.func @splat_vec2d_from_f16(%arg0: f16) { %0 = vector.splat %arg0 : vector<[8]x[8]xf16> "prevent.dce"(%0) : (vector<[8]x[8]xf16>) -> () return } //===----------------------------------------------------------------------===// // vector.transpose //===----------------------------------------------------------------------===// // ----- // CHECK-LABEL: func.func @transpose_i8( // CHECK-SAME: %[[TILE:.*]]: vector<[16]x[16]xi8>) // CHECK-DAG: %[[C16:.*]] = arith.constant 16 : index // CHECK-DAG: %[[C0:.*]] = arith.constant 0 : index // CHECK: %[[VSCALE:.*]] = vector.vscale // CHECK: %[[MIN_TILE_SLICES:.*]] = arith.muli %[[VSCALE]], %[[C16]] : index // CHECK: %[[NUM_TILE_SLICES:.*]] = memref.alloca(%[[MIN_TILE_SLICES]], %[[MIN_TILE_SLICES]]) : memref // CHECK: arm_sme.tile_store %[[TILE]], %[[NUM_TILE_SLICES]]{{\[}}%[[C0]], %[[C0]]] : memref, vector<[16]x[16]xi8> // CHECK: arm_sme.tile_load %[[NUM_TILE_SLICES]]{{\[}}%[[C0]], %[[C0]]] layout : memref, vector<[16]x[16]xi8> func.func @transpose_i8(%arg0: vector<[16]x[16]xi8>) { %0 = vector.transpose %arg0, [1, 0] : vector<[16]x[16]xi8> to vector<[16]x[16]xi8> "prevent.dce"(%0) : (vector<[16]x[16]xi8>) -> () return } // ----- // CHECK-LABEL: @transpose_i16 // CHECK: arith.constant 8 // CHECK: arm_sme.tile_store {{.*}} : memref, vector<[8]x[8]xi16> // CHECK: arm_sme.tile_load {{.*}} layout : memref, vector<[8]x[8]xi16> func.func @transpose_i16(%arg0: vector<[8]x[8]xi16>) { %0 = vector.transpose %arg0, [1, 0] : vector<[8]x[8]xi16> to vector<[8]x[8]xi16> "prevent.dce"(%0) : (vector<[8]x[8]xi16>) -> () return } // ----- // CHECK-LABEL: @transpose_i32 // CHECK: arith.constant 4 // CHECK: arm_sme.tile_store {{.*}} : memref, vector<[4]x[4]xi32> // CHECK: arm_sme.tile_load {{.*}} layout : memref, vector<[4]x[4]xi32> func.func @transpose_i32(%arg0: vector<[4]x[4]xi32>) { %0 = vector.transpose %arg0, [1, 0] : vector<[4]x[4]xi32> to vector<[4]x[4]xi32> "prevent.dce"(%0) : (vector<[4]x[4]xi32>) -> () return } // ----- // CHECK-LABEL: @transpose_i64 // CHECK: arith.constant 2 // CHECK: arm_sme.tile_store {{.*}} : memref, vector<[2]x[2]xi64> // CHECK: arm_sme.tile_load {{.*}} layout : memref, vector<[2]x[2]xi64> func.func @transpose_i64(%arg0: vector<[2]x[2]xi64>) { %0 = vector.transpose %arg0, [1, 0] : vector<[2]x[2]xi64> to vector<[2]x[2]xi64> "prevent.dce"(%0) : (vector<[2]x[2]xi64>) -> () return } // ----- // CHECK-LABEL: @transpose_i128 // CHECK: %[[VSCALE:.*]] = vector.vscale // CHECK: %[[NUM_TILE_SLICES:.*]] = memref.alloca(%[[VSCALE]], %[[VSCALE]]) : memref // CHECK: arm_sme.tile_store {{.*}} : memref, vector<[1]x[1]xi128> // CHECK: arm_sme.tile_load {{.*}} layout : memref, vector<[1]x[1]xi128> func.func @transpose_i128(%arg0: vector<[1]x[1]xi128>) { %0 = vector.transpose %arg0, [1, 0] : vector<[1]x[1]xi128> to vector<[1]x[1]xi128> "prevent.dce"(%0) : (vector<[1]x[1]xi128>) -> () return } // ----- // CHECK-LABEL: @transpose_f16 // CHECK: arith.constant 8 // CHECK: arm_sme.tile_store {{.*}} : memref, vector<[8]x[8]xf16> // CHECK: arm_sme.tile_load {{.*}} layout : memref, vector<[8]x[8]xf16> func.func @transpose_f16(%arg0: vector<[8]x[8]xf16>) { %0 = vector.transpose %arg0, [1, 0] : vector<[8]x[8]xf16> to vector<[8]x[8]xf16> "prevent.dce"(%0) : (vector<[8]x[8]xf16>) -> () return } // ----- // CHECK-LABEL: @transpose_bf16 // CHECK: arith.constant 8 // CHECK: arm_sme.tile_store {{.*}} : memref, vector<[8]x[8]xbf16> // CHECK: arm_sme.tile_load {{.*}} layout : memref, vector<[8]x[8]xbf16> func.func @transpose_bf16(%arg0: vector<[8]x[8]xbf16>) { %0 = vector.transpose %arg0, [1, 0] : vector<[8]x[8]xbf16> to vector<[8]x[8]xbf16> "prevent.dce"(%0) : (vector<[8]x[8]xbf16>) -> () return } // ----- // CHECK-LABEL: @transpose_f32 // CHECK: arith.constant 4 // CHECK: arm_sme.tile_store {{.*}} : memref, vector<[4]x[4]xf32> // CHECK: arm_sme.tile_load {{.*}} layout : memref, vector<[4]x[4]xf32> func.func @transpose_f32(%arg0: vector<[4]x[4]xf32>) { %0 = vector.transpose %arg0, [1, 0] : vector<[4]x[4]xf32> to vector<[4]x[4]xf32> "prevent.dce"(%0) : (vector<[4]x[4]xf32>) -> () return } // ----- // CHECK-LABEL: @transpose_f64 // CHECK: arith.constant 2 // CHECK: arm_sme.tile_store {{.*}} : memref, vector<[2]x[2]xf64> // CHECK: arm_sme.tile_load {{.*}} layout : memref, vector<[2]x[2]xf64> func.func @transpose_f64(%arg0: vector<[2]x[2]xf64>) { %0 = vector.transpose %arg0, [1, 0] : vector<[2]x[2]xf64> to vector<[2]x[2]xf64> "prevent.dce"(%0) : (vector<[2]x[2]xf64>) -> () return } //===----------------------------------------------------------------------===// // vector.outerproduct //===----------------------------------------------------------------------===// // ----- // CHECK-LABEL: @vector_outerproduct_masked_f16 // CHECK-SAME: (%[[LHS:.*]]: vector<[8]xf16>, %[[RHS:.*]]: vector<[8]xf16>, %[[ACC:.*]]: vector<[8]x[8]xf16>, %[[DIM0:.*]]: index, %[[DIM1:.*]]: index func.func @vector_outerproduct_masked_f16(%lhs : vector<[8]xf16>, %rhs : vector<[8]xf16>, %acc : vector<[8]x[8]xf16>, %dim0 : index, %dim1 : index) { %mask = vector.create_mask %dim0, %dim1 : vector<[8]x[8]xi1> // CHECK: %[[LHS_MASK:.*]] = vector.create_mask %[[DIM0]] : vector<[8]xi1> // CHECK: %[[RHS_MASK:.*]] = vector.create_mask %[[DIM1]] : vector<[8]xi1> // CHECK: arm_sme.outerproduct %[[LHS]], %[[RHS]] acc(%[[ACC]]) masks(%[[LHS_MASK]], %[[RHS_MASK]]) : vector<[8]xf16>, vector<[8]xf16> %result = vector.mask %mask { vector.outerproduct %lhs, %rhs, %acc {kind = #vector.kind} : vector<[8]xf16>, vector<[8]xf16> } : vector<[8]x[8]xi1> -> vector<[8]x[8]xf16> "prevent.dce"(%result) : (vector<[8]x[8]xf16>) -> () } // ----- // CHECK-LABEL: @vector_outerproduct_masked_bf16 // CHECK-SAME: (%[[LHS:.*]]: vector<[8]xbf16>, %[[RHS:.*]]: vector<[8]xbf16>, %[[ACC:.*]]: vector<[8]x[8]xbf16>, %[[DIM0:.*]]: index, %[[DIM1:.*]]: index func.func @vector_outerproduct_masked_bf16(%lhs : vector<[8]xbf16>, %rhs : vector<[8]xbf16>, %acc : vector<[8]x[8]xbf16>, %dim0 : index, %dim1 : index) { %mask = vector.create_mask %dim0, %dim1 : vector<[8]x[8]xi1> // CHECK: %[[LHS_MASK:.*]] = vector.create_mask %[[DIM0]] : vector<[8]xi1> // CHECK: %[[RHS_MASK:.*]] = vector.create_mask %[[DIM1]] : vector<[8]xi1> // CHECK: arm_sme.outerproduct %[[LHS]], %[[RHS]] acc(%[[ACC]]) masks(%[[LHS_MASK]], %[[RHS_MASK]]) : vector<[8]xbf16>, vector<[8]xbf16> %result = vector.mask %mask { vector.outerproduct %lhs, %rhs, %acc {kind = #vector.kind} : vector<[8]xbf16>, vector<[8]xbf16> } : vector<[8]x[8]xi1> -> vector<[8]x[8]xbf16> "prevent.dce"(%result) : (vector<[8]x[8]xbf16>) -> () } // ----- // CHECK-LABEL: @vector_outerproduct_masked_f32 // CHECK-SAME: (%[[LHS:.*]]: vector<[4]xf32>, %[[RHS:.*]]: vector<[4]xf32>, %[[ACC:.*]]: vector<[4]x[4]xf32>, %[[DIM0:.*]]: index, %[[DIM1:.*]]: index func.func @vector_outerproduct_masked_f32(%lhs : vector<[4]xf32>, %rhs : vector<[4]xf32>, %acc : vector<[4]x[4]xf32>, %dim0 : index, %dim1 : index) { %mask = vector.create_mask %dim0, %dim1 : vector<[4]x[4]xi1> // CHECK: %[[LHS_MASK:.*]] = vector.create_mask %[[DIM0]] : vector<[4]xi1> // CHECK: %[[RHS_MASK:.*]] = vector.create_mask %[[DIM1]] : vector<[4]xi1> // CHECK: arm_sme.outerproduct %[[LHS]], %[[RHS]] acc(%[[ACC]]) masks(%[[LHS_MASK]], %[[RHS_MASK]]) : vector<[4]xf32>, vector<[4]xf32> %result = vector.mask %mask { vector.outerproduct %lhs, %rhs, %acc {kind = #vector.kind} : vector<[4]xf32>, vector<[4]xf32> } : vector<[4]x[4]xi1> -> vector<[4]x[4]xf32> "prevent.dce"(%result) : (vector<[4]x[4]xf32>) -> () } // ----- // CHECK-LABEL: @vector_outerproduct_masked_f64 // CHECK-SAME: (%[[LHS:.*]]: vector<[2]xf64>, %[[RHS:.*]]: vector<[2]xf64>, %[[ACC:.*]]: vector<[2]x[2]xf64>, %[[DIM0:.*]]: index, %[[DIM1:.*]]: index func.func @vector_outerproduct_masked_f64(%lhs : vector<[2]xf64>, %rhs : vector<[2]xf64>, %acc : vector<[2]x[2]xf64>, %dim0 : index, %dim1 : index) { %mask = vector.create_mask %dim0, %dim1 : vector<[2]x[2]xi1> // CHECK: %[[LHS_MASK:.*]] = vector.create_mask %[[DIM0]] : vector<[2]xi1> // CHECK: %[[RHS_MASK:.*]] = vector.create_mask %[[DIM1]] : vector<[2]xi1> // CHECK: arm_sme.outerproduct %[[LHS]], %[[RHS]] acc(%[[ACC]]) masks(%[[LHS_MASK]], %[[RHS_MASK]]) : vector<[2]xf64>, vector<[2]xf64> %result = vector.mask %mask { vector.outerproduct %lhs, %rhs, %acc {kind = #vector.kind} : vector<[2]xf64>, vector<[2]xf64> } : vector<[2]x[2]xi1> -> vector<[2]x[2]xf64> "prevent.dce"(%result) : (vector<[2]x[2]xf64>) -> () } // ----- // CHECK-LABEL: @vector_outerproduct_f16 // CHECK-SAME: (%[[LHS:.*]]: vector<[8]xf16>, %[[RHS:.*]]: vector<[8]xf16>, %[[ACC:.*]]: vector<[8]x[8]xf16> func.func @vector_outerproduct_f16(%lhs : vector<[8]xf16>, %rhs : vector<[8]xf16>, %acc : vector<[8]x[8]xf16>) { // CHECK: arm_sme.outerproduct %[[LHS]], %[[RHS]] acc(%[[ACC]]) : vector<[8]xf16>, vector<[8]xf16> %result = vector.outerproduct %lhs, %rhs, %acc {kind = #vector.kind} : vector<[8]xf16>, vector<[8]xf16> "prevent.dce"(%result) : (vector<[8]x[8]xf16>) -> () } // ----- // CHECK-LABEL: @vector_outerproduct_bf16 // CHECK-SAME: (%[[LHS:.*]]: vector<[8]xbf16>, %[[RHS:.*]]: vector<[8]xbf16>, %[[ACC:.*]]: vector<[8]x[8]xbf16> func.func @vector_outerproduct_bf16(%lhs : vector<[8]xbf16>, %rhs : vector<[8]xbf16>, %acc : vector<[8]x[8]xbf16>) { // CHECK: arm_sme.outerproduct %[[LHS]], %[[RHS]] acc(%[[ACC]]) : vector<[8]xbf16>, vector<[8]xbf16> %result = vector.outerproduct %lhs, %rhs, %acc {kind = #vector.kind} : vector<[8]xbf16>, vector<[8]xbf16> "prevent.dce"(%result) : (vector<[8]x[8]xbf16>) -> () } // ----- // CHECK-LABEL: @vector_outerproduct_f32 // CHECK-SAME: (%[[LHS:.*]]: vector<[4]xf32>, %[[RHS:.*]]: vector<[4]xf32>, %[[ACC:.*]]: vector<[4]x[4]xf32> func.func @vector_outerproduct_f32(%lhs : vector<[4]xf32>, %rhs : vector<[4]xf32>, %acc : vector<[4]x[4]xf32>) { // CHECK: arm_sme.outerproduct %[[LHS]], %[[RHS]] acc(%[[ACC]]) : vector<[4]xf32>, vector<[4]xf32> %result = vector.outerproduct %lhs, %rhs, %acc {kind = #vector.kind} : vector<[4]xf32>, vector<[4]xf32> "prevent.dce"(%result) : (vector<[4]x[4]xf32>) -> () } // ----- // CHECK-LABEL: @vector_outerproduct_f64 // CHECK-SAME: (%[[LHS:.*]]: vector<[2]xf64>, %[[RHS:.*]]: vector<[2]xf64>, %[[ACC:.*]]: vector<[2]x[2]xf64> func.func @vector_outerproduct_f64(%lhs : vector<[2]xf64>, %rhs : vector<[2]xf64>, %acc : vector<[2]x[2]xf64>) { // CHECK: arm_sme.outerproduct %[[LHS]], %[[RHS]] acc(%[[ACC]]) : vector<[2]xf64>, vector<[2]xf64> %result = vector.outerproduct %lhs, %rhs, %acc {kind = #vector.kind} : vector<[2]xf64>, vector<[2]xf64> "prevent.dce"(%result) : (vector<[2]x[2]xf64>) -> () } //===----------------------------------------------------------------------===// // vector.print //===----------------------------------------------------------------------===// // ----- func.func @vector_print_tile(%tile: vector<[4]x[4]xf32>) { vector.print %tile : vector<[4]x[4]xf32> return } // CHECK-LABEL: func.func @vector_print_tile( // CHECK-SAME: %[[TILE:.*]]: vector<[4]x[4]xf32>) { // CHECK-DAG: %[[C0:.*]] = arith.constant 0 : index // CHECK-DAG: %[[C1:.*]] = arith.constant 1 : index // CHECK-DAG: %[[C4:.*]] = arith.constant 4 : index // CHECK-DAG: %[[VSCALE:.*]] = vector.vscale // CHECK-DAG: %[[NUM_TILE_SLICES:.*]] = arith.muli %[[VSCALE]], %[[C4]] : index // CHECK-NEXT: scf.for %[[TILE_SLICE_INDEX:.*]] = %[[C0]] to %[[NUM_TILE_SLICES]] step %[[C1]] { // CHECK-NEXT: %[[TILE_SLICE:.*]] = arm_sme.move_tile_slice_to_vector %[[TILE]][%[[TILE_SLICE_INDEX]]] : vector<[4]xf32> from vector<[4]x[4]xf32> // CHECK-NEXT: vector.print %[[TILE_SLICE]] : vector<[4]xf32>