// RUN: mlir-opt %s -convert-vector-to-llvm -split-input-file | FileCheck %s func @bitcast_f32_to_i32_vector(%input: vector<16xf32>) -> vector<16xi32> { %0 = vector.bitcast %input : vector<16xf32> to vector<16xi32> return %0 : vector<16xi32> } // CHECK-LABEL: @bitcast_f32_to_i32_vector // CHECK-SAME: %[[input:.*]]: vector<16xf32> // CHECK: llvm.bitcast %[[input]] : vector<16xf32> to vector<16xi32> // ----- func @bitcast_i8_to_f32_vector(%input: vector<64xi8>) -> vector<16xf32> { %0 = vector.bitcast %input : vector<64xi8> to vector<16xf32> return %0 : vector<16xf32> } // CHECK-LABEL: @bitcast_i8_to_f32_vector // CHECK-SAME: %[[input:.*]]: vector<64xi8> // CHECK: llvm.bitcast %[[input]] : vector<64xi8> to vector<16xf32> // ----- func @broadcast_vec1d_from_scalar(%arg0: f32) -> vector<2xf32> { %0 = vector.broadcast %arg0 : f32 to vector<2xf32> return %0 : vector<2xf32> } // CHECK-LABEL: @broadcast_vec1d_from_scalar // CHECK-SAME: %[[A:.*]]: f32) // CHECK: %[[T0:.*]] = splat %[[A]] : vector<2xf32> // CHECK: return %[[T0]] : vector<2xf32> // ----- func @broadcast_vec2d_from_scalar(%arg0: f32) -> vector<2x3xf32> { %0 = vector.broadcast %arg0 : f32 to vector<2x3xf32> return %0 : vector<2x3xf32> } // CHECK-LABEL: @broadcast_vec2d_from_scalar( // CHECK-SAME: %[[A:.*]]: f32) // CHECK: %[[T0:.*]] = splat %[[A]] : vector<2x3xf32> // CHECK: return %[[T0]] : vector<2x3xf32> // ----- func @broadcast_vec3d_from_scalar(%arg0: f32) -> vector<2x3x4xf32> { %0 = vector.broadcast %arg0 : f32 to vector<2x3x4xf32> return %0 : vector<2x3x4xf32> } // CHECK-LABEL: @broadcast_vec3d_from_scalar( // CHECK-SAME: %[[A:.*]]: f32) // CHECK: %[[T0:.*]] = splat %[[A]] : vector<2x3x4xf32> // CHECK: return %[[T0]] : vector<2x3x4xf32> // ----- func @broadcast_vec1d_from_vec1d(%arg0: vector<2xf32>) -> vector<2xf32> { %0 = vector.broadcast %arg0 : vector<2xf32> to vector<2xf32> return %0 : vector<2xf32> } // CHECK-LABEL: @broadcast_vec1d_from_vec1d( // CHECK-SAME: %[[A:.*]]: vector<2xf32>) // CHECK: return %[[A]] : vector<2xf32> // ----- func @broadcast_vec2d_from_vec1d(%arg0: vector<2xf32>) -> vector<3x2xf32> { %0 = vector.broadcast %arg0 : vector<2xf32> to vector<3x2xf32> return %0 : vector<3x2xf32> } // CHECK-LABEL: @broadcast_vec2d_from_vec1d( // CHECK-SAME: %[[A:.*]]: vector<2xf32>) // CHECK: %[[T0:.*]] = constant dense<0.000000e+00> : vector<3x2xf32> // CHECK: %[[T1:.*]] = llvm.mlir.cast %[[T0]] : vector<3x2xf32> to !llvm.array<3 x vector<2xf32>> // CHECK: %[[T2:.*]] = llvm.insertvalue %[[A]], %[[T1]][0] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T3:.*]] = llvm.insertvalue %[[A]], %[[T2]][1] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T4:.*]] = llvm.insertvalue %[[A]], %[[T3]][2] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T5:.*]] = llvm.mlir.cast %[[T4]] : !llvm.array<3 x vector<2xf32>> to vector<3x2xf32> // CHECK: return %[[T5]] : vector<3x2xf32> // ----- func @broadcast_vec3d_from_vec1d(%arg0: vector<2xf32>) -> vector<4x3x2xf32> { %0 = vector.broadcast %arg0 : vector<2xf32> to vector<4x3x2xf32> return %0 : vector<4x3x2xf32> } // CHECK-LABEL: @broadcast_vec3d_from_vec1d( // CHECK-SAME: %[[A:.*]]: vector<2xf32>) // CHECK: %[[T0:.*]] = constant dense<0.000000e+00> : vector<3x2xf32> // CHECK: %[[T1:.*]] = constant dense<0.000000e+00> : vector<4x3x2xf32> // CHECK: %[[T2:.*]] = llvm.mlir.cast %[[T0]] : vector<3x2xf32> to !llvm.array<3 x vector<2xf32>> // CHECK: %[[T3:.*]] = llvm.insertvalue %[[A]], %[[T2]][0] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T4:.*]] = llvm.insertvalue %[[A]], %[[T3]][1] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T5:.*]] = llvm.insertvalue %[[A]], %[[T4]][2] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T6:.*]] = llvm.mlir.cast %[[T1]] : vector<4x3x2xf32> to !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T7:.*]] = llvm.insertvalue %[[T5]], %[[T6]][0] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T8:.*]] = llvm.insertvalue %[[T5]], %[[T7]][1] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T9:.*]] = llvm.insertvalue %[[T5]], %[[T8]][2] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T10:.*]] = llvm.insertvalue %[[T5]], %[[T9]][3] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T11:.*]] = llvm.mlir.cast %[[T10]] : !llvm.array<4 x array<3 x vector<2xf32>>> to vector<4x3x2xf32> // CHECK: return %[[T11]] : vector<4x3x2xf32> // ----- func @broadcast_vec3d_from_vec2d(%arg0: vector<3x2xf32>) -> vector<4x3x2xf32> { %0 = vector.broadcast %arg0 : vector<3x2xf32> to vector<4x3x2xf32> return %0 : vector<4x3x2xf32> } // CHECK-LABEL: @broadcast_vec3d_from_vec2d( // CHECK-SAME: %[[A:.*]]: vector<3x2xf32>) // CHECK: %[[T0:.*]] = constant dense<0.000000e+00> : vector<4x3x2xf32> // CHECK: %[[T1:.*]] = llvm.mlir.cast %[[A]] : vector<3x2xf32> to !llvm.array<3 x vector<2xf32>> // CHECK: %[[T2:.*]] = llvm.mlir.cast %[[T0]] : vector<4x3x2xf32> to !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T3:.*]] = llvm.insertvalue %[[T1]], %[[T2]][0] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T4:.*]] = llvm.mlir.cast %[[A]] : vector<3x2xf32> to !llvm.array<3 x vector<2xf32>> // CHECK: %[[T5:.*]] = llvm.insertvalue %[[T4]], %[[T3]][1] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T6:.*]] = llvm.mlir.cast %[[A]] : vector<3x2xf32> to !llvm.array<3 x vector<2xf32>> // CHECK: %[[T7:.*]] = llvm.insertvalue %[[T6]], %[[T5]][2] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T8:.*]] = llvm.mlir.cast %[[A]] : vector<3x2xf32> to !llvm.array<3 x vector<2xf32>> // CHECK: %[[T9:.*]] = llvm.insertvalue %[[T8]], %[[T7]][3] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T10:.*]] = llvm.mlir.cast %[[T9]] : !llvm.array<4 x array<3 x vector<2xf32>>> to vector<4x3x2xf32> // CHECK: return %[[T10]] : vector<4x3x2xf32> // ----- func @broadcast_stretch(%arg0: vector<1xf32>) -> vector<4xf32> { %0 = vector.broadcast %arg0 : vector<1xf32> to vector<4xf32> return %0 : vector<4xf32> } // CHECK-LABEL: @broadcast_stretch( // CHECK-SAME: %[[A:.*]]: vector<1xf32>) // CHECK: %[[T1:.*]] = llvm.mlir.constant(0 : i64) : i64 // CHECK: %[[T2:.*]] = llvm.extractelement %[[A]]{{\[}}%[[T1]] : i64] : vector<1xf32> // CHECK: %[[T3:.*]] = splat %[[T2]] : vector<4xf32> // CHECK: return %[[T3]] : vector<4xf32> // ----- func @broadcast_stretch_at_start(%arg0: vector<1x4xf32>) -> vector<3x4xf32> { %0 = vector.broadcast %arg0 : vector<1x4xf32> to vector<3x4xf32> return %0 : vector<3x4xf32> } // CHECK-LABEL: @broadcast_stretch_at_start( // CHECK-SAME: %[[A:.*]]: vector<1x4xf32>) // CHECK: %[[T1:.*]] = constant dense<0.000000e+00> : vector<3x4xf32> // CHECK: %[[T2:.*]] = llvm.mlir.cast %[[A]] : vector<1x4xf32> to !llvm.array<1 x vector<4xf32>> // CHECK: %[[T3:.*]] = llvm.extractvalue %[[T2]][0] : !llvm.array<1 x vector<4xf32>> // CHECK: %[[T4:.*]] = llvm.mlir.cast %[[T1]] : vector<3x4xf32> to !llvm.array<3 x vector<4xf32>> // CHECK: %[[T5:.*]] = llvm.insertvalue %[[T3]], %[[T4]][0] : !llvm.array<3 x vector<4xf32>> // CHECK: %[[T6:.*]] = llvm.insertvalue %[[T3]], %[[T5]][1] : !llvm.array<3 x vector<4xf32>> // CHECK: %[[T7:.*]] = llvm.insertvalue %[[T3]], %[[T6]][2] : !llvm.array<3 x vector<4xf32>> // CHECK: %[[T8:.*]] = llvm.mlir.cast %[[T7]] : !llvm.array<3 x vector<4xf32>> to vector<3x4xf32> // CHECK: return %[[T8]] : vector<3x4xf32> // ----- func @broadcast_stretch_at_end(%arg0: vector<4x1xf32>) -> vector<4x3xf32> { %0 = vector.broadcast %arg0 : vector<4x1xf32> to vector<4x3xf32> return %0 : vector<4x3xf32> } // CHECK-LABEL: @broadcast_stretch_at_end( // CHECK-SAME: %[[A:.*]]: vector<4x1xf32>) // CHECK: %[[T1:.*]] = constant dense<0.000000e+00> : vector<4x3xf32> // CHECK: %[[T2:.*]] = llvm.mlir.cast %[[A]] : vector<4x1xf32> to !llvm.array<4 x vector<1xf32>> // CHECK: %[[T3:.*]] = llvm.extractvalue %[[T2]][0] : !llvm.array<4 x vector<1xf32>> // CHECK: %[[T4:.*]] = llvm.mlir.constant(0 : i64) : i64 // CHECK: %[[T5:.*]] = llvm.extractelement %[[T3]]{{\[}}%[[T4]] : i64] : vector<1xf32> // CHECK: %[[T6:.*]] = splat %[[T5]] : vector<3xf32> // CHECK: %[[T7:.*]] = llvm.mlir.cast %[[T1]] : vector<4x3xf32> to !llvm.array<4 x vector<3xf32>> // CHECK: %[[T8:.*]] = llvm.insertvalue %[[T6]], %[[T7]][0] : !llvm.array<4 x vector<3xf32>> // CHECK: %[[T9:.*]] = llvm.mlir.cast %[[A]] : vector<4x1xf32> to !llvm.array<4 x vector<1xf32>> // CHECK: %[[T10:.*]] = llvm.extractvalue %[[T9]][1] : !llvm.array<4 x vector<1xf32>> // CHECK: %[[T11:.*]] = llvm.mlir.constant(0 : i64) : i64 // CHECK: %[[T12:.*]] = llvm.extractelement %[[T10]]{{\[}}%[[T11]] : i64] : vector<1xf32> // CHECK: %[[T13:.*]] = splat %[[T12]] : vector<3xf32> // CHECK: %[[T14:.*]] = llvm.insertvalue %[[T13]], %[[T8]][1] : !llvm.array<4 x vector<3xf32>> // CHECK: %[[T15:.*]] = llvm.mlir.cast %[[A]] : vector<4x1xf32> to !llvm.array<4 x vector<1xf32>> // CHECK: %[[T16:.*]] = llvm.extractvalue %[[T15]][2] : !llvm.array<4 x vector<1xf32>> // CHECK: %[[T17:.*]] = llvm.mlir.constant(0 : i64) : i64 // CHECK: %[[T18:.*]] = llvm.extractelement %[[T16]]{{\[}}%[[T17]] : i64] : vector<1xf32> // CHECK: %[[T19:.*]] = splat %[[T18]] : vector<3xf32> // CHECK: %[[T20:.*]] = llvm.insertvalue %[[T19]], %[[T14]][2] : !llvm.array<4 x vector<3xf32>> // CHECK: %[[T21:.*]] = llvm.mlir.cast %[[A]] : vector<4x1xf32> to !llvm.array<4 x vector<1xf32>> // CHECK: %[[T22:.*]] = llvm.extractvalue %[[T21]][3] : !llvm.array<4 x vector<1xf32>> // CHECK: %[[T23:.*]] = llvm.mlir.constant(0 : i64) : i64 // CHECK: %[[T24:.*]] = llvm.extractelement %[[T22]]{{\[}}%[[T23]] : i64] : vector<1xf32> // CHECK: %[[T25:.*]] = splat %[[T24]] : vector<3xf32> // CHECK: %[[T26:.*]] = llvm.insertvalue %[[T25]], %[[T20]][3] : !llvm.array<4 x vector<3xf32>> // CHECK: %[[T27:.*]] = llvm.mlir.cast %[[T26]] : !llvm.array<4 x vector<3xf32>> to vector<4x3xf32> // CHECK: return %[[T27]] : vector<4x3xf32> // ----- func @broadcast_stretch_in_middle(%arg0: vector<4x1x2xf32>) -> vector<4x3x2xf32> { %0 = vector.broadcast %arg0 : vector<4x1x2xf32> to vector<4x3x2xf32> return %0 : vector<4x3x2xf32> } // CHECK-LABEL: @broadcast_stretch_in_middle( // CHECK-SAME: %[[A:.*]]: vector<4x1x2xf32>) -> vector<4x3x2xf32> { // CHECK: %[[T1:.*]] = constant dense<0.000000e+00> : vector<4x3x2xf32> // CHECK: %[[T2:.*]] = constant dense<0.000000e+00> : vector<3x2xf32> // CHECK: %[[T3:.*]] = llvm.mlir.cast %[[A]] : vector<4x1x2xf32> to !llvm.array<4 x array<1 x vector<2xf32>>> // CHECK: %[[T4:.*]] = llvm.extractvalue %[[T3]][0, 0] : !llvm.array<4 x array<1 x vector<2xf32>>> // CHECK: %[[T5:.*]] = llvm.mlir.cast %[[T2]] : vector<3x2xf32> to !llvm.array<3 x vector<2xf32>> // CHECK: %[[T6:.*]] = llvm.insertvalue %[[T4]], %[[T5]][0] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T7:.*]] = llvm.insertvalue %[[T4]], %[[T6]][1] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T8:.*]] = llvm.insertvalue %[[T4]], %[[T7]][2] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T9:.*]] = llvm.mlir.cast %[[T1]] : vector<4x3x2xf32> to !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T10:.*]] = llvm.insertvalue %[[T8]], %[[T9]][0] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T11:.*]] = llvm.mlir.cast %[[A]] : vector<4x1x2xf32> to !llvm.array<4 x array<1 x vector<2xf32>>> // CHECK: %[[T12:.*]] = llvm.extractvalue %[[T11]][1, 0] : !llvm.array<4 x array<1 x vector<2xf32>>> // CHECK: %[[T13:.*]] = llvm.mlir.cast %[[T2]] : vector<3x2xf32> to !llvm.array<3 x vector<2xf32>> // CHECK: %[[T14:.*]] = llvm.insertvalue %[[T12]], %[[T13]][0] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T15:.*]] = llvm.insertvalue %[[T12]], %[[T14]][1] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T16:.*]] = llvm.insertvalue %[[T12]], %[[T15]][2] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T17:.*]] = llvm.insertvalue %[[T16]], %[[T10]][1] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T18:.*]] = llvm.mlir.cast %[[A]] : vector<4x1x2xf32> to !llvm.array<4 x array<1 x vector<2xf32>>> // CHECK: %[[T19:.*]] = llvm.extractvalue %[[T18]][2, 0] : !llvm.array<4 x array<1 x vector<2xf32>>> // CHECK: %[[T20:.*]] = llvm.mlir.cast %[[T2]] : vector<3x2xf32> to !llvm.array<3 x vector<2xf32>> // CHECK: %[[T21:.*]] = llvm.insertvalue %[[T19]], %[[T20]][0] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T22:.*]] = llvm.insertvalue %[[T19]], %[[T21]][1] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T23:.*]] = llvm.insertvalue %[[T19]], %[[T22]][2] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T24:.*]] = llvm.insertvalue %[[T23]], %[[T17]][2] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T25:.*]] = llvm.mlir.cast %[[A]] : vector<4x1x2xf32> to !llvm.array<4 x array<1 x vector<2xf32>>> // CHECK: %[[T26:.*]] = llvm.extractvalue %[[T25]][3, 0] : !llvm.array<4 x array<1 x vector<2xf32>>> // CHECK: %[[T27:.*]] = llvm.mlir.cast %[[T2]] : vector<3x2xf32> to !llvm.array<3 x vector<2xf32>> // CHECK: %[[T28:.*]] = llvm.insertvalue %[[T26]], %[[T27]][0] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T29:.*]] = llvm.insertvalue %[[T26]], %[[T28]][1] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T30:.*]] = llvm.insertvalue %[[T26]], %[[T29]][2] : !llvm.array<3 x vector<2xf32>> // CHECK: %[[T31:.*]] = llvm.insertvalue %[[T30]], %[[T24]][3] : !llvm.array<4 x array<3 x vector<2xf32>>> // CHECK: %[[T32:.*]] = llvm.mlir.cast %[[T31]] : !llvm.array<4 x array<3 x vector<2xf32>>> to vector<4x3x2xf32> // CHECK: return %[[T32]] : vector<4x3x2xf32> // ----- func @outerproduct(%arg0: vector<2xf32>, %arg1: vector<3xf32>) -> vector<2x3xf32> { %2 = vector.outerproduct %arg0, %arg1 : vector<2xf32>, vector<3xf32> return %2 : vector<2x3xf32> } // CHECK-LABEL: @outerproduct( // CHECK-SAME: %[[A:.*]]: vector<2xf32>, // CHECK-SAME: %[[B:.*]]: vector<3xf32>) // CHECK: %[[T2:.*]] = constant dense<0.000000e+00> : vector<2x3xf32> // CHECK: %[[T3:.*]] = llvm.mlir.constant(0 : i64) : i64 // CHECK: %[[T4:.*]] = llvm.extractelement %[[A]]{{\[}}%[[T3]] : i64] : vector<2xf32> // CHECK: %[[T5:.*]] = splat %[[T4]] : vector<3xf32> // CHECK: %[[T6:.*]] = mulf %[[T5]], %[[B]] : vector<3xf32> // CHECK: %[[T7:.*]] = llvm.mlir.cast %[[T2]] : vector<2x3xf32> to !llvm.array<2 x vector<3xf32>> // CHECK: %[[T8:.*]] = llvm.insertvalue %[[T6]], %[[T7]][0] : !llvm.array<2 x vector<3xf32>> // CHECK: %[[T9:.*]] = llvm.mlir.constant(1 : i64) : i64 // CHECK: %[[T10:.*]] = llvm.extractelement %[[A]]{{\[}}%[[T9]] : i64] : vector<2xf32> // CHECK: %[[T11:.*]] = splat %[[T10]] : vector<3xf32> // CHECK: %[[T12:.*]] = mulf %[[T11]], %[[B]] : vector<3xf32> // CHECK: %[[T13:.*]] = llvm.insertvalue %[[T12]], %[[T8]][1] : !llvm.array<2 x vector<3xf32>> // CHECK: %[[T14:.*]] = llvm.mlir.cast %[[T13]] : !llvm.array<2 x vector<3xf32>> to vector<2x3xf32> // CHECK: return %[[T14]] : vector<2x3xf32> // ----- func @outerproduct_add(%arg0: vector<2xf32>, %arg1: vector<3xf32>, %arg2: vector<2x3xf32>) -> vector<2x3xf32> { %2 = vector.outerproduct %arg0, %arg1, %arg2 : vector<2xf32>, vector<3xf32> return %2 : vector<2x3xf32> } // CHECK-LABEL: @outerproduct_add( // CHECK-SAME: %[[A:.*]]: vector<2xf32>, // CHECK-SAME: %[[B:.*]]: vector<3xf32>, // CHECK-SAME: %[[C:.*]]: vector<2x3xf32>) -> vector<2x3xf32> // CHECK: %[[T3:.*]] = constant dense<0.000000e+00> : vector<2x3xf32> // CHECK: %[[T4:.*]] = llvm.mlir.constant(0 : i64) : i64 // CHECK: %[[T5:.*]] = llvm.extractelement %[[A]]{{\[}}%[[T4]] : i64] : vector<2xf32> // CHECK: %[[T6:.*]] = splat %[[T5]] : vector<3xf32> // CHECK: %[[T7:.*]] = llvm.mlir.cast %[[C]] : vector<2x3xf32> to !llvm.array<2 x vector<3xf32>> // CHECK: %[[T8:.*]] = llvm.extractvalue %[[T7]][0] : !llvm.array<2 x vector<3xf32>> // CHECK: %[[T9:.*]] = "llvm.intr.fmuladd"(%[[T6]], %[[B]], %[[T8]]) : (vector<3xf32>, vector<3xf32>, vector<3xf32>) -> vector<3xf32> // CHECK: %[[T10:.*]] = llvm.mlir.cast %[[T3]] : vector<2x3xf32> to !llvm.array<2 x vector<3xf32>> // CHECK: %[[T11:.*]] = llvm.insertvalue %[[T9]], %[[T10]][0] : !llvm.array<2 x vector<3xf32>> // CHECK: %[[T12:.*]] = llvm.mlir.constant(1 : i64) : i64 // CHECK: %[[T13:.*]] = llvm.extractelement %[[A]]{{\[}}%[[T12]] : i64] : vector<2xf32> // CHECK: %[[T14:.*]] = splat %[[T13]] : vector<3xf32> // CHECK: %[[T15:.*]] = llvm.mlir.cast %[[C]] : vector<2x3xf32> to !llvm.array<2 x vector<3xf32>> // CHECK: %[[T16:.*]] = llvm.extractvalue %[[T15]][1] : !llvm.array<2 x vector<3xf32>> // CHECK: %[[T17:.*]] = "llvm.intr.fmuladd"(%[[T14]], %[[B]], %[[T16]]) : (vector<3xf32>, vector<3xf32>, vector<3xf32>) -> vector<3xf32> // CHECK: %[[T18:.*]] = llvm.insertvalue %[[T17]], %[[T11]][1] : !llvm.array<2 x vector<3xf32>> // CHECK: %[[T19:.*]] = llvm.mlir.cast %[[T18]] : !llvm.array<2 x vector<3xf32>> to vector<2x3xf32> // CHECK: return %[[T19]] : vector<2x3xf32> // ----- func @shuffle_1D_direct(%arg0: vector<2xf32>, %arg1: vector<2xf32>) -> vector<2xf32> { %1 = vector.shuffle %arg0, %arg1 [0, 1] : vector<2xf32>, vector<2xf32> return %1 : vector<2xf32> } // CHECK-LABEL: @shuffle_1D_direct( // CHECK-SAME: %[[A:.*]]: vector<2xf32>, // CHECK-SAME: %[[B:.*]]: vector<2xf32>) // CHECK: %[[s:.*]] = llvm.shufflevector %[[A]], %[[B]] [0, 1] : vector<2xf32>, vector<2xf32> // CHECK: return %[[s]] : vector<2xf32> // ----- func @shuffle_1D(%arg0: vector<2xf32>, %arg1: vector<3xf32>) -> vector<5xf32> { %1 = vector.shuffle %arg0, %arg1 [4, 3, 2, 1, 0] : vector<2xf32>, vector<3xf32> return %1 : vector<5xf32> } // CHECK-LABEL: @shuffle_1D( // CHECK-SAME: %[[A:.*]]: vector<2xf32>, // CHECK-SAME: %[[B:.*]]: vector<3xf32>) // CHECK: %[[u0:.*]] = llvm.mlir.undef : vector<5xf32> // CHECK: %[[c2:.*]] = llvm.mlir.constant(2 : index) : i64 // CHECK: %[[e1:.*]] = llvm.extractelement %[[B]][%[[c2]] : i64] : vector<3xf32> // CHECK: %[[c0:.*]] = llvm.mlir.constant(0 : index) : i64 // CHECK: %[[i1:.*]] = llvm.insertelement %[[e1]], %[[u0]][%[[c0]] : i64] : vector<5xf32> // CHECK: %[[c1:.*]] = llvm.mlir.constant(1 : index) : i64 // CHECK: %[[e2:.*]] = llvm.extractelement %[[B]][%[[c1]] : i64] : vector<3xf32> // CHECK: %[[c1:.*]] = llvm.mlir.constant(1 : index) : i64 // CHECK: %[[i2:.*]] = llvm.insertelement %[[e2]], %[[i1]][%[[c1]] : i64] : vector<5xf32> // CHECK: %[[c0:.*]] = llvm.mlir.constant(0 : index) : i64 // CHECK: %[[e3:.*]] = llvm.extractelement %[[B]][%[[c0]] : i64] : vector<3xf32> // CHECK: %[[c2:.*]] = llvm.mlir.constant(2 : index) : i64 // CHECK: %[[i3:.*]] = llvm.insertelement %[[e3]], %[[i2]][%[[c2]] : i64] : vector<5xf32> // CHECK: %[[c1:.*]] = llvm.mlir.constant(1 : index) : i64 // CHECK: %[[e4:.*]] = llvm.extractelement %[[A]][%[[c1]] : i64] : vector<2xf32> // CHECK: %[[c3:.*]] = llvm.mlir.constant(3 : index) : i64 // CHECK: %[[i4:.*]] = llvm.insertelement %[[e4]], %[[i3]][%[[c3]] : i64] : vector<5xf32> // CHECK: %[[c0:.*]] = llvm.mlir.constant(0 : index) : i64 // CHECK: %[[e5:.*]] = llvm.extractelement %[[A]][%[[c0]] : i64] : vector<2xf32> // CHECK: %[[c4:.*]] = llvm.mlir.constant(4 : index) : i64 // CHECK: %[[i5:.*]] = llvm.insertelement %[[e5]], %[[i4]][%[[c4]] : i64] : vector<5xf32> // CHECK: return %[[i5]] : vector<5xf32> // ----- func @shuffle_2D(%a: vector<1x4xf32>, %b: vector<2x4xf32>) -> vector<3x4xf32> { %1 = vector.shuffle %a, %b[1, 0, 2] : vector<1x4xf32>, vector<2x4xf32> return %1 : vector<3x4xf32> } // CHECK-LABEL: @shuffle_2D( // CHECK-SAME: %[[A:.*]]: vector<1x4xf32>, // CHECK-SAME: %[[B:.*]]: vector<2x4xf32>) // CHECK: %[[VAL_0:.*]] = llvm.mlir.cast %[[A]] : vector<1x4xf32> to !llvm.array<1 x vector<4xf32>> // CHECK: %[[VAL_1:.*]] = llvm.mlir.cast %[[B]] : vector<2x4xf32> to !llvm.array<2 x vector<4xf32>> // CHECK: %[[u0:.*]] = llvm.mlir.undef : !llvm.array<3 x vector<4xf32>> // CHECK: %[[e1:.*]] = llvm.extractvalue %[[VAL_1]][0] : !llvm.array<2 x vector<4xf32>> // CHECK: %[[i1:.*]] = llvm.insertvalue %[[e1]], %[[u0]][0] : !llvm.array<3 x vector<4xf32>> // CHECK: %[[e2:.*]] = llvm.extractvalue %[[VAL_0]][0] : !llvm.array<1 x vector<4xf32>> // CHECK: %[[i2:.*]] = llvm.insertvalue %[[e2]], %[[i1]][1] : !llvm.array<3 x vector<4xf32>> // CHECK: %[[e3:.*]] = llvm.extractvalue %[[VAL_1]][1] : !llvm.array<2 x vector<4xf32>> // CHECK: %[[i3:.*]] = llvm.insertvalue %[[e3]], %[[i2]][2] : !llvm.array<3 x vector<4xf32>> // CHECK: %[[VAL_3:.*]] = llvm.mlir.cast %[[i3]] : !llvm.array<3 x vector<4xf32>> to vector<3x4xf32> // CHECK: return %[[VAL_3]] : vector<3x4xf32> // ----- func @extract_element(%arg0: vector<16xf32>) -> f32 { %0 = constant 15 : i32 %1 = vector.extractelement %arg0[%0 : i32]: vector<16xf32> return %1 : f32 } // CHECK-LABEL: @extract_element( // CHECK-SAME: %[[A:.*]]: vector<16xf32>) // CHECK: %[[c:.*]] = constant 15 : i32 // CHECK: %[[x:.*]] = llvm.extractelement %[[A]][%[[c]] : i32] : vector<16xf32> // CHECK: return %[[x]] : f32 // ----- func @extract_element_from_vec_1d(%arg0: vector<16xf32>) -> f32 { %0 = vector.extract %arg0[15]: vector<16xf32> return %0 : f32 } // CHECK-LABEL: @extract_element_from_vec_1d // CHECK: llvm.mlir.constant(15 : i64) : i64 // CHECK: llvm.extractelement {{.*}}[{{.*}} : i64] : vector<16xf32> // CHECK: return {{.*}} : f32 // ----- func @extract_vec_2d_from_vec_3d(%arg0: vector<4x3x16xf32>) -> vector<3x16xf32> { %0 = vector.extract %arg0[0]: vector<4x3x16xf32> return %0 : vector<3x16xf32> } // CHECK-LABEL: @extract_vec_2d_from_vec_3d // CHECK: llvm.extractvalue {{.*}}[0] : !llvm.array<4 x array<3 x vector<16xf32>>> // CHECK: return {{.*}} : vector<3x16xf32> // ----- func @extract_vec_1d_from_vec_3d(%arg0: vector<4x3x16xf32>) -> vector<16xf32> { %0 = vector.extract %arg0[0, 0]: vector<4x3x16xf32> return %0 : vector<16xf32> } // CHECK-LABEL: @extract_vec_1d_from_vec_3d // CHECK: llvm.extractvalue {{.*}}[0, 0] : !llvm.array<4 x array<3 x vector<16xf32>>> // CHECK: return {{.*}} : vector<16xf32> // ----- func @extract_element_from_vec_3d(%arg0: vector<4x3x16xf32>) -> f32 { %0 = vector.extract %arg0[0, 0, 0]: vector<4x3x16xf32> return %0 : f32 } // CHECK-LABEL: @extract_element_from_vec_3d // CHECK: llvm.extractvalue {{.*}}[0, 0] : !llvm.array<4 x array<3 x vector<16xf32>>> // CHECK: llvm.mlir.constant(0 : i64) : i64 // CHECK: llvm.extractelement {{.*}}[{{.*}} : i64] : vector<16xf32> // CHECK: return {{.*}} : f32 // ----- func @insert_element(%arg0: f32, %arg1: vector<4xf32>) -> vector<4xf32> { %0 = constant 3 : i32 %1 = vector.insertelement %arg0, %arg1[%0 : i32] : vector<4xf32> return %1 : vector<4xf32> } // CHECK-LABEL: @insert_element( // CHECK-SAME: %[[A:.*]]: f32, // CHECK-SAME: %[[B:.*]]: vector<4xf32>) // CHECK: %[[c:.*]] = constant 3 : i32 // CHECK: %[[x:.*]] = llvm.insertelement %[[A]], %[[B]][%[[c]] : i32] : vector<4xf32> // CHECK: return %[[x]] : vector<4xf32> // ----- func @insert_element_into_vec_1d(%arg0: f32, %arg1: vector<4xf32>) -> vector<4xf32> { %0 = vector.insert %arg0, %arg1[3] : f32 into vector<4xf32> return %0 : vector<4xf32> } // CHECK-LABEL: @insert_element_into_vec_1d // CHECK: llvm.mlir.constant(3 : i64) : i64 // CHECK: llvm.insertelement {{.*}}, {{.*}}[{{.*}} : i64] : vector<4xf32> // CHECK: return {{.*}} : vector<4xf32> // ----- func @insert_vec_2d_into_vec_3d(%arg0: vector<8x16xf32>, %arg1: vector<4x8x16xf32>) -> vector<4x8x16xf32> { %0 = vector.insert %arg0, %arg1[3] : vector<8x16xf32> into vector<4x8x16xf32> return %0 : vector<4x8x16xf32> } // CHECK-LABEL: @insert_vec_2d_into_vec_3d // CHECK: llvm.insertvalue {{.*}}, {{.*}}[3] : !llvm.array<4 x array<8 x vector<16xf32>>> // CHECK: return {{.*}} : vector<4x8x16xf32> // ----- func @insert_vec_1d_into_vec_3d(%arg0: vector<16xf32>, %arg1: vector<4x8x16xf32>) -> vector<4x8x16xf32> { %0 = vector.insert %arg0, %arg1[3, 7] : vector<16xf32> into vector<4x8x16xf32> return %0 : vector<4x8x16xf32> } // CHECK-LABEL: @insert_vec_1d_into_vec_3d // CHECK: llvm.insertvalue {{.*}}, {{.*}}[3, 7] : !llvm.array<4 x array<8 x vector<16xf32>>> // CHECK: return {{.*}} : vector<4x8x16xf32> // ----- func @insert_element_into_vec_3d(%arg0: f32, %arg1: vector<4x8x16xf32>) -> vector<4x8x16xf32> { %0 = vector.insert %arg0, %arg1[3, 7, 15] : f32 into vector<4x8x16xf32> return %0 : vector<4x8x16xf32> } // CHECK-LABEL: @insert_element_into_vec_3d // CHECK: llvm.extractvalue {{.*}}[3, 7] : !llvm.array<4 x array<8 x vector<16xf32>>> // CHECK: llvm.mlir.constant(15 : i64) : i64 // CHECK: llvm.insertelement {{.*}}, {{.*}}[{{.*}} : i64] : vector<16xf32> // CHECK: llvm.insertvalue {{.*}}, {{.*}}[3, 7] : !llvm.array<4 x array<8 x vector<16xf32>>> // CHECK: return {{.*}} : vector<4x8x16xf32> // ----- func @vector_type_cast(%arg0: memref<8x8x8xf32>) -> memref> { %0 = vector.type_cast %arg0: memref<8x8x8xf32> to memref> return %0 : memref> } // CHECK-LABEL: @vector_type_cast // CHECK: llvm.mlir.undef : !llvm.struct<(ptr>>>, ptr>>>, i64)> // CHECK: %[[allocated:.*]] = llvm.extractvalue {{.*}}[0] : !llvm.struct<(ptr, ptr, i64, array<3 x i64>, array<3 x i64>)> // CHECK: %[[allocatedBit:.*]] = llvm.bitcast %[[allocated]] : !llvm.ptr to !llvm.ptr>>> // CHECK: llvm.insertvalue %[[allocatedBit]], {{.*}}[0] : !llvm.struct<(ptr>>>, ptr>>>, i64)> // CHECK: %[[aligned:.*]] = llvm.extractvalue {{.*}}[1] : !llvm.struct<(ptr, ptr, i64, array<3 x i64>, array<3 x i64>)> // CHECK: %[[alignedBit:.*]] = llvm.bitcast %[[aligned]] : !llvm.ptr to !llvm.ptr>>> // CHECK: llvm.insertvalue %[[alignedBit]], {{.*}}[1] : !llvm.struct<(ptr>>>, ptr>>>, i64)> // CHECK: llvm.mlir.constant(0 : index // CHECK: llvm.insertvalue {{.*}}[2] : !llvm.struct<(ptr>>>, ptr>>>, i64)> // ----- func @vector_type_cast_non_zero_addrspace(%arg0: memref<8x8x8xf32, 3>) -> memref, 3> { %0 = vector.type_cast %arg0: memref<8x8x8xf32, 3> to memref, 3> return %0 : memref, 3> } // CHECK-LABEL: @vector_type_cast_non_zero_addrspace // CHECK: llvm.mlir.undef : !llvm.struct<(ptr>>, 3>, ptr>>, 3>, i64)> // CHECK: %[[allocated:.*]] = llvm.extractvalue {{.*}}[0] : !llvm.struct<(ptr, ptr, i64, array<3 x i64>, array<3 x i64>)> // CHECK: %[[allocatedBit:.*]] = llvm.bitcast %[[allocated]] : !llvm.ptr to !llvm.ptr>>, 3> // CHECK: llvm.insertvalue %[[allocatedBit]], {{.*}}[0] : !llvm.struct<(ptr>>, 3>, ptr>>, 3>, i64)> // CHECK: %[[aligned:.*]] = llvm.extractvalue {{.*}}[1] : !llvm.struct<(ptr, ptr, i64, array<3 x i64>, array<3 x i64>)> // CHECK: %[[alignedBit:.*]] = llvm.bitcast %[[aligned]] : !llvm.ptr to !llvm.ptr>>, 3> // CHECK: llvm.insertvalue %[[alignedBit]], {{.*}}[1] : !llvm.struct<(ptr>>, 3>, ptr>>, 3>, i64)> // CHECK: llvm.mlir.constant(0 : index // CHECK: llvm.insertvalue {{.*}}[2] : !llvm.struct<(ptr>>, 3>, ptr>>, 3>, i64)> // ----- func @vector_print_scalar_i1(%arg0: i1) { vector.print %arg0 : i1 return } // // Type "boolean" always uses zero extension. // // CHECK-LABEL: @vector_print_scalar_i1( // CHECK-SAME: %[[A:.*]]: i1) // CHECK: %[[S:.*]] = zexti %[[A]] : i1 to i64 // CHECK: llvm.call @printI64(%[[S]]) : (i64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_i4(%arg0: i4) { vector.print %arg0 : i4 return } // CHECK-LABEL: @vector_print_scalar_i4( // CHECK-SAME: %[[A:.*]]: i4) // CHECK: %[[S:.*]] = sexti %[[A]] : i4 to i64 // CHECK: llvm.call @printI64(%[[S]]) : (i64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_si4(%arg0: si4) { vector.print %arg0 : si4 return } // CHECK-LABEL: @vector_print_scalar_si4( // CHECK-SAME: %[[A:.*]]: si4) // CHECK: %[[C:.*]] = llvm.mlir.cast %[[A]] : si4 to i4 // CHECK: %[[S:.*]] = sexti %[[C]] : i4 to i64 // CHECK: llvm.call @printI64(%[[S]]) : (i64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_ui4(%arg0: ui4) { vector.print %arg0 : ui4 return } // CHECK-LABEL: @vector_print_scalar_ui4( // CHECK-SAME: %[[A:.*]]: ui4) // CHECK: %[[C:.*]] = llvm.mlir.cast %[[A]] : ui4 to i4 // CHECK: %[[S:.*]] = zexti %[[C]] : i4 to i64 // CHECK: llvm.call @printU64(%[[S]]) : (i64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_i32(%arg0: i32) { vector.print %arg0 : i32 return } // CHECK-LABEL: @vector_print_scalar_i32( // CHECK-SAME: %[[A:.*]]: i32) // CHECK: %[[S:.*]] = sexti %[[A]] : i32 to i64 // CHECK: llvm.call @printI64(%[[S]]) : (i64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_ui32(%arg0: ui32) { vector.print %arg0 : ui32 return } // CHECK-LABEL: @vector_print_scalar_ui32( // CHECK-SAME: %[[A:.*]]: ui32) // CHECK: %[[C:.*]] = llvm.mlir.cast %[[A]] : ui32 to i32 // CHECK: %[[S:.*]] = zexti %[[C]] : i32 to i64 // CHECK: llvm.call @printU64(%[[S]]) : (i64) -> () // ----- func @vector_print_scalar_i40(%arg0: i40) { vector.print %arg0 : i40 return } // CHECK-LABEL: @vector_print_scalar_i40( // CHECK-SAME: %[[A:.*]]: i40) // CHECK: %[[S:.*]] = sexti %[[A]] : i40 to i64 // CHECK: llvm.call @printI64(%[[S]]) : (i64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_si40(%arg0: si40) { vector.print %arg0 : si40 return } // CHECK-LABEL: @vector_print_scalar_si40( // CHECK-SAME: %[[A:.*]]: si40) // CHECK: %[[C:.*]] = llvm.mlir.cast %[[A]] : si40 to i40 // CHECK: %[[S:.*]] = sexti %[[C]] : i40 to i64 // CHECK: llvm.call @printI64(%[[S]]) : (i64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_ui40(%arg0: ui40) { vector.print %arg0 : ui40 return } // CHECK-LABEL: @vector_print_scalar_ui40( // CHECK-SAME: %[[A:.*]]: ui40) // CHECK: %[[C:.*]] = llvm.mlir.cast %[[A]] : ui40 to i40 // CHECK: %[[S:.*]] = zexti %[[C]] : i40 to i64 // CHECK: llvm.call @printU64(%[[S]]) : (i64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_i64(%arg0: i64) { vector.print %arg0 : i64 return } // CHECK-LABEL: @vector_print_scalar_i64( // CHECK-SAME: %[[A:.*]]: i64) // CHECK: llvm.call @printI64(%[[A]]) : (i64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_ui64(%arg0: ui64) { vector.print %arg0 : ui64 return } // CHECK-LABEL: @vector_print_scalar_ui64( // CHECK-SAME: %[[A:.*]]: ui64) // CHECK: %[[C:.*]] = llvm.mlir.cast %[[A]] : ui64 to i64 // CHECK: llvm.call @printU64(%[[C]]) : (i64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_index(%arg0: index) { vector.print %arg0 : index return } // CHECK-LABEL: @vector_print_scalar_index( // CHECK-SAME: %[[A:.*]]: index) // CHECK: %[[C:.*]] = llvm.mlir.cast %[[A]] : index to i64 // CHECK: llvm.call @printU64(%[[C]]) : (i64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_f32(%arg0: f32) { vector.print %arg0 : f32 return } // CHECK-LABEL: @vector_print_scalar_f32( // CHECK-SAME: %[[A:.*]]: f32) // CHECK: llvm.call @printF32(%[[A]]) : (f32) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_scalar_f64(%arg0: f64) { vector.print %arg0 : f64 return } // CHECK-LABEL: @vector_print_scalar_f64( // CHECK-SAME: %[[A:.*]]: f64) // CHECK: llvm.call @printF64(%[[A]]) : (f64) -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @vector_print_vector(%arg0: vector<2x2xf32>) { vector.print %arg0 : vector<2x2xf32> return } // CHECK-LABEL: @vector_print_vector( // CHECK-SAME: %[[A:.*]]: vector<2x2xf32>) // CHECK: %[[VAL_1:.*]] = llvm.mlir.cast %[[A]] : vector<2x2xf32> to !llvm.array<2 x vector<2xf32>> // CHECK: llvm.call @printOpen() : () -> () // CHECK: %[[x0:.*]] = llvm.extractvalue %[[VAL_1]][0] : !llvm.array<2 x vector<2xf32>> // CHECK: llvm.call @printOpen() : () -> () // CHECK: %[[x1:.*]] = llvm.mlir.constant(0 : index) : i64 // CHECK: %[[x2:.*]] = llvm.extractelement %[[x0]][%[[x1]] : i64] : vector<2xf32> // CHECK: llvm.call @printF32(%[[x2]]) : (f32) -> () // CHECK: llvm.call @printComma() : () -> () // CHECK: %[[x3:.*]] = llvm.mlir.constant(1 : index) : i64 // CHECK: %[[x4:.*]] = llvm.extractelement %[[x0]][%[[x3]] : i64] : vector<2xf32> // CHECK: llvm.call @printF32(%[[x4]]) : (f32) -> () // CHECK: llvm.call @printClose() : () -> () // CHECK: llvm.call @printComma() : () -> () // CHECK: %[[x5:.*]] = llvm.extractvalue %[[VAL_1]][1] : !llvm.array<2 x vector<2xf32>> // CHECK: llvm.call @printOpen() : () -> () // CHECK: %[[x6:.*]] = llvm.mlir.constant(0 : index) : i64 // CHECK: %[[x7:.*]] = llvm.extractelement %[[x5]][%[[x6]] : i64] : vector<2xf32> // CHECK: llvm.call @printF32(%[[x7]]) : (f32) -> () // CHECK: llvm.call @printComma() : () -> () // CHECK: %[[x8:.*]] = llvm.mlir.constant(1 : index) : i64 // CHECK: %[[x9:.*]] = llvm.extractelement %[[x5]][%[[x8]] : i64] : vector<2xf32> // CHECK: llvm.call @printF32(%[[x9]]) : (f32) -> () // CHECK: llvm.call @printClose() : () -> () // CHECK: llvm.call @printClose() : () -> () // CHECK: llvm.call @printNewline() : () -> () // ----- func @extract_strided_slice1(%arg0: vector<4xf32>) -> vector<2xf32> { %0 = vector.extract_strided_slice %arg0 {offsets = [2], sizes = [2], strides = [1]} : vector<4xf32> to vector<2xf32> return %0 : vector<2xf32> } // CHECK-LABEL: @extract_strided_slice1( // CHECK-SAME: %[[A:.*]]: vector<4xf32>) // CHECK: %[[T0:.*]] = llvm.shufflevector %[[A]], %[[A]] [2, 3] : vector<4xf32>, vector<4xf32> // CHECK: return %[[T0]] : vector<2xf32> // ----- func @extract_strided_slice2(%arg0: vector<4x8xf32>) -> vector<2x8xf32> { %0 = vector.extract_strided_slice %arg0 {offsets = [2], sizes = [2], strides = [1]} : vector<4x8xf32> to vector<2x8xf32> return %0 : vector<2x8xf32> } // CHECK-LABEL: @extract_strided_slice2( // CHECK-SAME: %[[ARG:.*]]: vector<4x8xf32>) // CHECK: %[[A:.*]] = llvm.mlir.cast %[[ARG]] : vector<4x8xf32> to !llvm.array<4 x vector<8xf32>> // CHECK: %[[T0:.*]] = llvm.mlir.undef : !llvm.array<2 x vector<8xf32>> // CHECK: %[[T1:.*]] = llvm.extractvalue %[[A]][2] : !llvm.array<4 x vector<8xf32>> // CHECK: %[[T2:.*]] = llvm.insertvalue %[[T1]], %[[T0]][0] : !llvm.array<2 x vector<8xf32>> // CHECK: %[[T3:.*]] = llvm.extractvalue %[[A]][3] : !llvm.array<4 x vector<8xf32>> // CHECK: %[[T4:.*]] = llvm.insertvalue %[[T3]], %[[T2]][1] : !llvm.array<2 x vector<8xf32>> // CHECK: %[[T5:.*]] = llvm.mlir.cast %[[T4]] : !llvm.array<2 x vector<8xf32>> to vector<2x8xf32> // CHECK: return %[[T5]] // ----- func @extract_strided_slice3(%arg0: vector<4x8xf32>) -> vector<2x2xf32> { %0 = vector.extract_strided_slice %arg0 {offsets = [2, 2], sizes = [2, 2], strides = [1, 1]} : vector<4x8xf32> to vector<2x2xf32> return %0 : vector<2x2xf32> } // CHECK-LABEL: @extract_strided_slice3( // CHECK-SAME: %[[ARG:.*]]: vector<4x8xf32>) // CHECK: %[[VAL_1:.*]] = constant 0.000000e+00 : f32 // CHECK: %[[VAL_2:.*]] = splat %[[VAL_1]] : vector<2x2xf32> // CHECK: %[[A:.*]] = llvm.mlir.cast %[[ARG]] : vector<4x8xf32> to !llvm.array<4 x vector<8xf32>> // CHECK: %[[T2:.*]] = llvm.extractvalue %[[A]][2] : !llvm.array<4 x vector<8xf32>> // CHECK: %[[T3:.*]] = llvm.shufflevector %[[T2]], %[[T2]] [2, 3] : vector<8xf32>, vector<8xf32> // CHECK: %[[VAL_6:.*]] = llvm.mlir.cast %[[VAL_2]] : vector<2x2xf32> to !llvm.array<2 x vector<2xf32>> // CHECK: %[[T4:.*]] = llvm.insertvalue %[[T3]], %[[VAL_6]][0] : !llvm.array<2 x vector<2xf32>> // CHECK: %[[A:.*]] = llvm.mlir.cast %[[ARG]] : vector<4x8xf32> to !llvm.array<4 x vector<8xf32>> // CHECK: %[[T5:.*]] = llvm.extractvalue %[[A]][3] : !llvm.array<4 x vector<8xf32>> // CHECK: %[[T6:.*]] = llvm.shufflevector %[[T5]], %[[T5]] [2, 3] : vector<8xf32>, vector<8xf32> // CHECK: %[[T7:.*]] = llvm.insertvalue %[[T6]], %[[T4]][1] : !llvm.array<2 x vector<2xf32>> // CHECK: %[[VAL_12:.*]] = llvm.mlir.cast %[[T7]] : !llvm.array<2 x vector<2xf32>> to vector<2x2xf32> // CHECK: return %[[VAL_12]] : vector<2x2xf32> // ----- func @insert_strided_slice1(%b: vector<4x4xf32>, %c: vector<4x4x4xf32>) -> vector<4x4x4xf32> { %0 = vector.insert_strided_slice %b, %c {offsets = [2, 0, 0], strides = [1, 1]} : vector<4x4xf32> into vector<4x4x4xf32> return %0 : vector<4x4x4xf32> } // CHECK-LABEL: @insert_strided_slice1 // CHECK: llvm.extractvalue {{.*}}[2] : !llvm.array<4 x array<4 x vector<4xf32>>> // CHECK: llvm.insertvalue {{.*}}, {{.*}}[2] : !llvm.array<4 x array<4 x vector<4xf32>>> // ----- func @insert_strided_slice2(%a: vector<2x2xf32>, %b: vector<4x4xf32>) -> vector<4x4xf32> { %0 = vector.insert_strided_slice %a, %b {offsets = [2, 2], strides = [1, 1]} : vector<2x2xf32> into vector<4x4xf32> return %0 : vector<4x4xf32> } // CHECK-LABEL: @insert_strided_slice2 // // Subvector vector<2xf32> @0 into vector<4xf32> @2 // CHECK: llvm.extractvalue {{.*}}[0] : !llvm.array<2 x vector<2xf32>> // CHECK-NEXT: llvm.mlir.cast %{{.*}} : vector<4x4xf32> to !llvm.array<4 x vector<4xf32>> // CHECK-NEXT: llvm.extractvalue {{.*}}[2] : !llvm.array<4 x vector<4xf32>> // Element @0 -> element @2 // CHECK-NEXT: constant 0 : index // CHECK-NEXT: llvm.mlir.cast %{{.*}} : index to i64 // CHECK-NEXT: llvm.extractelement {{.*}}[{{.*}} : i64] : vector<2xf32> // CHECK-NEXT: constant 2 : index // CHECK-NEXT: llvm.mlir.cast %{{.*}} : index to i64 // CHECK-NEXT: llvm.insertelement {{.*}}, {{.*}}[{{.*}} : i64] : vector<4xf32> // Element @1 -> element @3 // CHECK-NEXT: constant 1 : index // CHECK-NEXT: llvm.mlir.cast %{{.*}} : index to i64 // CHECK-NEXT: llvm.extractelement {{.*}}[{{.*}} : i64] : vector<2xf32> // CHECK-NEXT: constant 3 : index // CHECK-NEXT: llvm.mlir.cast %{{.*}} : index to i64 // CHECK-NEXT: llvm.insertelement {{.*}}, {{.*}}[{{.*}} : i64] : vector<4xf32> // CHECK-NEXT: llvm.mlir.cast %{{.*}} : vector<4x4xf32> to !llvm.array<4 x vector<4xf32>> // CHECK-NEXT: llvm.insertvalue {{.*}}, {{.*}}[2] : !llvm.array<4 x vector<4xf32>> // // Subvector vector<2xf32> @1 into vector<4xf32> @3 // CHECK: llvm.extractvalue {{.*}}[1] : !llvm.array<2 x vector<2xf32>> // CHECK-NEXT: llvm.mlir.cast %{{.*}} : vector<4x4xf32> to !llvm.array<4 x vector<4xf32>> // CHECK-NEXT: llvm.extractvalue {{.*}}[3] : !llvm.array<4 x vector<4xf32>> // Element @0 -> element @2 // CHECK-NEXT: constant 0 : index // CHECK-NEXT: llvm.mlir.cast %{{.*}} : index to i64 // CHECK-NEXT: llvm.extractelement {{.*}}[{{.*}} : i64] : vector<2xf32> // CHECK-NEXT: constant 2 : index // CHECK-NEXT: llvm.mlir.cast %{{.*}} : index to i64 // CHECK-NEXT: llvm.insertelement {{.*}}, {{.*}}[{{.*}} : i64] : vector<4xf32> // Element @1 -> element @3 // CHECK-NEXT: constant 1 : index // CHECK-NEXT: llvm.mlir.cast %{{.*}} : index to i64 // CHECK-NEXT: llvm.extractelement {{.*}}[{{.*}} : i64] : vector<2xf32> // CHECK-NEXT: constant 3 : index // CHECK-NEXT: llvm.mlir.cast %{{.*}} : index to i64 // CHECK-NEXT: llvm.insertelement {{.*}}, {{.*}}[{{.*}} : i64] : vector<4xf32> // CHECK-NEXT: llvm.insertvalue {{.*}}, {{.*}}[3] : !llvm.array<4 x vector<4xf32>> // ----- func @insert_strided_slice3(%arg0: vector<2x4xf32>, %arg1: vector<16x4x8xf32>) -> vector<16x4x8xf32> { %0 = vector.insert_strided_slice %arg0, %arg1 {offsets = [0, 0, 2], strides = [1, 1]}: vector<2x4xf32> into vector<16x4x8xf32> return %0 : vector<16x4x8xf32> } // CHECK-LABEL: @insert_strided_slice3( // CHECK-SAME: %[[A:.*]]: vector<2x4xf32>, // CHECK-SAME: %[[B:.*]]: vector<16x4x8xf32>) // CHECK: %[[s2:.*]] = llvm.mlir.cast %[[B]] : vector<16x4x8xf32> to !llvm.array<16 x array<4 x vector<8xf32>>> // CHECK: %[[s3:.*]] = llvm.extractvalue %[[s2]][0] : !llvm.array<16 x array<4 x vector<8xf32>>> // CHECK: %[[s4:.*]] = llvm.mlir.cast %[[A]] : vector<2x4xf32> to !llvm.array<2 x vector<4xf32>> // CHECK: %[[s5:.*]] = llvm.extractvalue %[[s4]][0] : !llvm.array<2 x vector<4xf32>> // CHECK: %[[s6:.*]] = llvm.mlir.cast %[[B]] : vector<16x4x8xf32> to !llvm.array<16 x array<4 x vector<8xf32>>> // CHECK: %[[s7:.*]] = llvm.extractvalue %[[s6]][0, 0] : !llvm.array<16 x array<4 x vector<8xf32>>> // CHECK: %[[s8:.*]] = constant 0 : index // CHECK: %[[s9:.*]] = llvm.mlir.cast %[[s8]] : index to i64 // CHECK: %[[s10:.*]] = llvm.extractelement %[[s5]]{{\[}}%[[s9]] : i64] : vector<4xf32> // CHECK: %[[s11:.*]] = constant 2 : index // CHECK: %[[s12:.*]] = llvm.mlir.cast %[[s11]] : index to i64 // CHECK: %[[s13:.*]] = llvm.insertelement %[[s10]], %[[s7]]{{\[}}%[[s12]] : i64] : vector<8xf32> // CHECK: %[[s14:.*]] = constant 1 : index // CHECK: %[[s15:.*]] = llvm.mlir.cast %[[s14]] : index to i64 // CHECK: %[[s16:.*]] = llvm.extractelement %[[s5]]{{\[}}%[[s15]] : i64] : vector<4xf32> // CHECK: %[[s17:.*]] = constant 3 : index // CHECK: %[[s18:.*]] = llvm.mlir.cast %[[s17]] : index to i64 // CHECK: %[[s19:.*]] = llvm.insertelement %[[s16]], %[[s13]]{{\[}}%[[s18]] : i64] : vector<8xf32> // CHECK: %[[s20:.*]] = constant 2 : index // CHECK: %[[s21:.*]] = llvm.mlir.cast %[[s20]] : index to i64 // CHECK: %[[s22:.*]] = llvm.extractelement %[[s5]]{{\[}}%[[s21]] : i64] : vector<4xf32> // CHECK: %[[s23:.*]] = constant 4 : index // CHECK: %[[s24:.*]] = llvm.mlir.cast %[[s23]] : index to i64 // CHECK: %[[s25:.*]] = llvm.insertelement %[[s22]], %[[s19]]{{\[}}%[[s24]] : i64] : vector<8xf32> // CHECK: %[[s26:.*]] = constant 3 : index // CHECK: %[[s27:.*]] = llvm.mlir.cast %[[s26]] : index to i64 // CHECK: %[[s28:.*]] = llvm.extractelement %[[s5]]{{\[}}%[[s27]] : i64] : vector<4xf32> // CHECK: %[[s29:.*]] = constant 5 : index // CHECK: %[[s30:.*]] = llvm.mlir.cast %[[s29]] : index to i64 // CHECK: %[[s31:.*]] = llvm.insertelement %[[s28]], %[[s25]]{{\[}}%[[s30]] : i64] : vector<8xf32> // CHECK: %[[s32:.*]] = llvm.insertvalue %[[s31]], %[[s3]][0] : !llvm.array<4 x vector<8xf32>> // CHECK: %[[s33:.*]] = llvm.mlir.cast %[[A]] : vector<2x4xf32> to !llvm.array<2 x vector<4xf32>> // CHECK: %[[s34:.*]] = llvm.extractvalue %[[s33]][1] : !llvm.array<2 x vector<4xf32>> // CHECK: %[[s35:.*]] = llvm.mlir.cast %[[B]] : vector<16x4x8xf32> to !llvm.array<16 x array<4 x vector<8xf32>>> // CHECK: %[[s36:.*]] = llvm.extractvalue %[[s35]][0, 1] : !llvm.array<16 x array<4 x vector<8xf32>>> // CHECK: %[[s37:.*]] = constant 0 : index // CHECK: %[[s38:.*]] = llvm.mlir.cast %[[s37]] : index to i64 // CHECK: %[[s39:.*]] = llvm.extractelement %[[s34]]{{\[}}%[[s38]] : i64] : vector<4xf32> // CHECK: %[[s40:.*]] = constant 2 : index // CHECK: %[[s41:.*]] = llvm.mlir.cast %[[s40]] : index to i64 // CHECK: %[[s42:.*]] = llvm.insertelement %[[s39]], %[[s36]]{{\[}}%[[s41]] : i64] : vector<8xf32> // CHECK: %[[s43:.*]] = constant 1 : index // CHECK: %[[s44:.*]] = llvm.mlir.cast %[[s43]] : index to i64 // CHECK: %[[s45:.*]] = llvm.extractelement %[[s34]]{{\[}}%[[s44]] : i64] : vector<4xf32> // CHECK: %[[s46:.*]] = constant 3 : index // CHECK: %[[s47:.*]] = llvm.mlir.cast %[[s46]] : index to i64 // CHECK: %[[s48:.*]] = llvm.insertelement %[[s45]], %[[s42]]{{\[}}%[[s47]] : i64] : vector<8xf32> // CHECK: %[[s49:.*]] = constant 2 : index // CHECK: %[[s50:.*]] = llvm.mlir.cast %[[s49]] : index to i64 // CHECK: %[[s51:.*]] = llvm.extractelement %[[s34]]{{\[}}%[[s50]] : i64] : vector<4xf32> // CHECK: %[[s52:.*]] = constant 4 : index // CHECK: %[[s53:.*]] = llvm.mlir.cast %[[s52]] : index to i64 // CHECK: %[[s54:.*]] = llvm.insertelement %[[s51]], %[[s48]]{{\[}}%[[s53]] : i64] : vector<8xf32> // CHECK: %[[s55:.*]] = constant 3 : index // CHECK: %[[s56:.*]] = llvm.mlir.cast %[[s55]] : index to i64 // CHECK: %[[s57:.*]] = llvm.extractelement %[[s34]]{{\[}}%[[s56]] : i64] : vector<4xf32> // CHECK: %[[s58:.*]] = constant 5 : index // CHECK: %[[s59:.*]] = llvm.mlir.cast %[[s58]] : index to i64 // CHECK: %[[s60:.*]] = llvm.insertelement %[[s57]], %[[s54]]{{\[}}%[[s59]] : i64] : vector<8xf32> // CHECK: %[[s61:.*]] = llvm.insertvalue %[[s60]], %[[s32]][1] : !llvm.array<4 x vector<8xf32>> // CHECK: %[[s62:.*]] = llvm.mlir.cast %[[B]] : vector<16x4x8xf32> to !llvm.array<16 x array<4 x vector<8xf32>>> // CHECK: %[[s63:.*]] = llvm.insertvalue %[[s61]], %[[s62]][0] : !llvm.array<16 x array<4 x vector<8xf32>>> // CHECK: %[[s64:.*]] = llvm.mlir.cast %[[s63]] : !llvm.array<16 x array<4 x vector<8xf32>>> to vector<16x4x8xf32> // CHECK: return %[[s64]] : vector<16x4x8xf32> // ----- func @extract_strides(%arg0: vector<3x3xf32>) -> vector<1x1xf32> { %0 = vector.extract_slices %arg0, [2, 2], [1, 1] : vector<3x3xf32> into tuple, vector<2x1xf32>, vector<1x2xf32>, vector<1x1xf32>> %1 = vector.tuple_get %0, 3 : tuple, vector<2x1xf32>, vector<1x2xf32>, vector<1x1xf32>> return %1 : vector<1x1xf32> } // CHECK-LABEL: @extract_strides( // CHECK-SAME: %[[ARG:.*]]: vector<3x3xf32>) // CHECK: %[[VAL_1:.*]] = constant 0.000000e+00 : f32 // CHECK: %[[VAL_2:.*]] = splat %[[VAL_1]] : vector<1x1xf32> // CHECK: %[[A:.*]] = llvm.mlir.cast %[[ARG]] : vector<3x3xf32> to !llvm.array<3 x vector<3xf32>> // CHECK: %[[T2:.*]] = llvm.extractvalue %[[A]][2] : !llvm.array<3 x vector<3xf32>> // CHECK: %[[T3:.*]] = llvm.shufflevector %[[T2]], %[[T2]] [2] : vector<3xf32>, vector<3xf32> // CHECK: %[[VAL_6:.*]] = llvm.mlir.cast %[[VAL_2]] : vector<1x1xf32> to !llvm.array<1 x vector<1xf32>> // CHECK: %[[T4:.*]] = llvm.insertvalue %[[T3]], %[[VAL_6]][0] : !llvm.array<1 x vector<1xf32>> // CHECK: %[[VAL_8:.*]] = llvm.mlir.cast %[[T4]] : !llvm.array<1 x vector<1xf32>> to vector<1x1xf32> // CHECK: return %[[VAL_8]] : vector<1x1xf32> // ----- func @vector_fma(%a: vector<8xf32>, %b: vector<2x4xf32>) -> (vector<8xf32>, vector<2x4xf32>) { // CHECK-LABEL: @vector_fma // CHECK-SAME: %[[A:.*]]: vector<8xf32> // CHECK-SAME: %[[B:.*]]: vector<2x4xf32> // CHECK: "llvm.intr.fmuladd" // CHECK-SAME: (vector<8xf32>, vector<8xf32>, vector<8xf32>) -> vector<8xf32> %0 = vector.fma %a, %a, %a : vector<8xf32> // CHECK: %[[BL:.*]] = llvm.mlir.cast %[[B]] : vector<2x4xf32> to !llvm.array<2 x vector<4xf32>> // CHECK: %[[b00:.*]] = llvm.extractvalue %[[BL]][0] : !llvm.array<2 x vector<4xf32>> // CHECK: %[[BL:.*]] = llvm.mlir.cast %[[B]] : vector<2x4xf32> to !llvm.array<2 x vector<4xf32>> // CHECK: %[[b01:.*]] = llvm.extractvalue %[[BL]][0] : !llvm.array<2 x vector<4xf32>> // CHECK: %[[BL:.*]] = llvm.mlir.cast %[[B]] : vector<2x4xf32> to !llvm.array<2 x vector<4xf32>> // CHECK: %[[b02:.*]] = llvm.extractvalue %[[BL]][0] : !llvm.array<2 x vector<4xf32>> // CHECK: %[[B0:.*]] = "llvm.intr.fmuladd"(%[[b00]], %[[b01]], %[[b02]]) : // CHECK-SAME: (vector<4xf32>, vector<4xf32>, vector<4xf32>) -> vector<4xf32> // CHECK: llvm.insertvalue %[[B0]], {{.*}}[0] : !llvm.array<2 x vector<4xf32>> // CHECK: %[[BL:.*]] = llvm.mlir.cast %[[B]] : vector<2x4xf32> to !llvm.array<2 x vector<4xf32>> // CHECK: %[[b10:.*]] = llvm.extractvalue %[[BL]][1] : !llvm.array<2 x vector<4xf32>> // CHECK: %[[BL:.*]] = llvm.mlir.cast %[[B]] : vector<2x4xf32> to !llvm.array<2 x vector<4xf32>> // CHECK: %[[b11:.*]] = llvm.extractvalue %[[BL]][1] : !llvm.array<2 x vector<4xf32>> // CHECK: %[[BL:.*]] = llvm.mlir.cast %[[B]] : vector<2x4xf32> to !llvm.array<2 x vector<4xf32>> // CHECK: %[[b12:.*]] = llvm.extractvalue %[[BL]][1] : !llvm.array<2 x vector<4xf32>> // CHECK: %[[B1:.*]] = "llvm.intr.fmuladd"(%[[b10]], %[[b11]], %[[b12]]) : // CHECK-SAME: (vector<4xf32>, vector<4xf32>, vector<4xf32>) -> vector<4xf32> // CHECK: llvm.insertvalue %[[B1]], {{.*}}[1] : !llvm.array<2 x vector<4xf32>> %1 = vector.fma %b, %b, %b : vector<2x4xf32> return %0, %1: vector<8xf32>, vector<2x4xf32> } // ----- func @reduce_f16(%arg0: vector<16xf16>) -> f16 { %0 = vector.reduction "add", %arg0 : vector<16xf16> into f16 return %0 : f16 } // CHECK-LABEL: @reduce_f16( // CHECK-SAME: %[[A:.*]]: vector<16xf16>) // CHECK: %[[C:.*]] = llvm.mlir.constant(0.000000e+00 : f16) : f16 // CHECK: %[[V:.*]] = "llvm.intr.vector.reduce.fadd"(%[[C]], %[[A]]) // CHECK-SAME: {reassoc = false} : (f16, vector<16xf16>) -> f16 // CHECK: return %[[V]] : f16 // ----- func @reduce_f32(%arg0: vector<16xf32>) -> f32 { %0 = vector.reduction "add", %arg0 : vector<16xf32> into f32 return %0 : f32 } // CHECK-LABEL: @reduce_f32( // CHECK-SAME: %[[A:.*]]: vector<16xf32>) // CHECK: %[[C:.*]] = llvm.mlir.constant(0.000000e+00 : f32) : f32 // CHECK: %[[V:.*]] = "llvm.intr.vector.reduce.fadd"(%[[C]], %[[A]]) // CHECK-SAME: {reassoc = false} : (f32, vector<16xf32>) -> f32 // CHECK: return %[[V]] : f32 // ----- func @reduce_f64(%arg0: vector<16xf64>) -> f64 { %0 = vector.reduction "add", %arg0 : vector<16xf64> into f64 return %0 : f64 } // CHECK-LABEL: @reduce_f64( // CHECK-SAME: %[[A:.*]]: vector<16xf64>) // CHECK: %[[C:.*]] = llvm.mlir.constant(0.000000e+00 : f64) : f64 // CHECK: %[[V:.*]] = "llvm.intr.vector.reduce.fadd"(%[[C]], %[[A]]) // CHECK-SAME: {reassoc = false} : (f64, vector<16xf64>) -> f64 // CHECK: return %[[V]] : f64 // ----- func @reduce_i8(%arg0: vector<16xi8>) -> i8 { %0 = vector.reduction "add", %arg0 : vector<16xi8> into i8 return %0 : i8 } // CHECK-LABEL: @reduce_i8( // CHECK-SAME: %[[A:.*]]: vector<16xi8>) // CHECK: %[[V:.*]] = "llvm.intr.vector.reduce.add"(%[[A]]) // CHECK: return %[[V]] : i8 // ----- func @reduce_i32(%arg0: vector<16xi32>) -> i32 { %0 = vector.reduction "add", %arg0 : vector<16xi32> into i32 return %0 : i32 } // CHECK-LABEL: @reduce_i32( // CHECK-SAME: %[[A:.*]]: vector<16xi32>) // CHECK: %[[V:.*]] = "llvm.intr.vector.reduce.add"(%[[A]]) // CHECK: return %[[V]] : i32 // ----- func @reduce_i64(%arg0: vector<16xi64>) -> i64 { %0 = vector.reduction "add", %arg0 : vector<16xi64> into i64 return %0 : i64 } // CHECK-LABEL: @reduce_i64( // CHECK-SAME: %[[A:.*]]: vector<16xi64>) // CHECK: %[[V:.*]] = "llvm.intr.vector.reduce.add"(%[[A]]) // CHECK: return %[[V]] : i64 // 4x16 16x3 4x3 // ----- func @matrix_ops(%A: vector<64xf64>, %B: vector<48xf64>) -> vector<12xf64> { %C = vector.matrix_multiply %A, %B { lhs_rows = 4: i32, lhs_columns = 16: i32 , rhs_columns = 3: i32 } : (vector<64xf64>, vector<48xf64>) -> vector<12xf64> return %C: vector<12xf64> } // CHECK-LABEL: @matrix_ops // CHECK: llvm.intr.matrix.multiply %{{.*}}, %{{.*}} { // CHECK-SAME: lhs_columns = 16 : i32, lhs_rows = 4 : i32, rhs_columns = 3 : i32 // CHECK-SAME: } : (vector<64xf64>, vector<48xf64>) -> vector<12xf64> // ----- func @transfer_read_1d(%A : memref, %base: index) -> vector<17xf32> { %f7 = constant 7.0: f32 %f = vector.transfer_read %A[%base], %f7 {permutation_map = affine_map<(d0) -> (d0)>} : memref, vector<17xf32> vector.transfer_write %f, %A[%base] {permutation_map = affine_map<(d0) -> (d0)>} : vector<17xf32>, memref return %f: vector<17xf32> } // CHECK-LABEL: func @transfer_read_1d // CHECK-SAME: %[[BASE:[a-zA-Z0-9]*]]: index) -> vector<17xf32> // CHECK: %[[c7:.*]] = constant 7.0 // // 1. Bitcast to vector form. // CHECK: %[[gep:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr // CHECK: %[[vecPtr:.*]] = llvm.bitcast %[[gep]] : // CHECK-SAME: !llvm.ptr to !llvm.ptr> // CHECK: %[[C0:.*]] = constant 0 : index // CHECK: %[[DIM:.*]] = dim %{{.*}}, %[[C0]] : memref // // 2. Create a vector with linear indices [ 0 .. vector_length - 1 ]. // CHECK: %[[linearIndex:.*]] = constant dense // CHECK-SAME: <[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]> : // CHECK-SAME: vector<17xi32> // // 3. Create offsetVector = [ offset + 0 .. offset + vector_length - 1 ]. // CHECK: %[[otrunc:.*]] = index_cast %[[BASE]] : index to i32 // CHECK: %[[offsetVec:.*]] = splat %[[otrunc]] : vector<17xi32> // CHECK: %[[offsetVec2:.*]] = addi %[[offsetVec]], %[[linearIndex]] : vector<17xi32> // // 4. Let dim the memref dimension, compute the vector comparison mask: // [ offset + 0 .. offset + vector_length - 1 ] < [ dim .. dim ] // CHECK: %[[dtrunc:.*]] = index_cast %[[DIM]] : index to i32 // CHECK: %[[dimVec:.*]] = splat %[[dtrunc]] : vector<17xi32> // CHECK: %[[mask:.*]] = cmpi slt, %[[offsetVec2]], %[[dimVec]] : vector<17xi32> // // 5. Rewrite as a masked read. // CHECK: %[[PASS_THROUGH:.*]] = splat %[[c7]] : vector<17xf32> // CHECK: %[[loaded:.*]] = llvm.intr.masked.load %[[vecPtr]], %[[mask]], // CHECK-SAME: %[[PASS_THROUGH]] {alignment = 4 : i32} : // CHECK-SAME: (!llvm.ptr>, vector<17xi1>, vector<17xf32>) -> vector<17xf32> // // 1. Bitcast to vector form. // CHECK: %[[gep_b:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr // CHECK: %[[vecPtr_b:.*]] = llvm.bitcast %[[gep_b]] : // CHECK-SAME: !llvm.ptr to !llvm.ptr> // // 2. Create a vector with linear indices [ 0 .. vector_length - 1 ]. // CHECK: %[[linearIndex_b:.*]] = constant dense // CHECK-SAME: <[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]> : // CHECK-SAME: vector<17xi32> // // 3. Create offsetVector = [ offset + 0 .. offset + vector_length - 1 ]. // CHECK: splat %{{.*}} : vector<17xi32> // CHECK: addi // // 4. Let dim the memref dimension, compute the vector comparison mask: // [ offset + 0 .. offset + vector_length - 1 ] < [ dim .. dim ] // CHECK: splat %{{.*}} : vector<17xi32> // CHECK: %[[mask_b:.*]] = cmpi slt, {{.*}} : vector<17xi32> // // 5. Rewrite as a masked write. // CHECK: llvm.intr.masked.store %[[loaded]], %[[vecPtr_b]], %[[mask_b]] // CHECK-SAME: {alignment = 4 : i32} : // CHECK-SAME: vector<17xf32>, vector<17xi1> into !llvm.ptr> // ----- func @transfer_read_2d_to_1d(%A : memref, %base0: index, %base1: index) -> vector<17xf32> { %f7 = constant 7.0: f32 %f = vector.transfer_read %A[%base0, %base1], %f7 {permutation_map = affine_map<(d0, d1) -> (d1)>} : memref, vector<17xf32> return %f: vector<17xf32> } // CHECK-LABEL: func @transfer_read_2d_to_1d // CHECK-SAME: %[[BASE_0:[a-zA-Z0-9]*]]: index, %[[BASE_1:[a-zA-Z0-9]*]]: index) -> vector<17xf32> // CHECK: %[[c1:.*]] = constant 1 : index // CHECK: %[[DIM:.*]] = dim %{{.*}}, %[[c1]] : memref // // Create offsetVector = [ offset + 0 .. offset + vector_length - 1 ]. // CHECK: %[[trunc:.*]] = index_cast %[[BASE_1]] : index to i32 // CHECK: %[[offsetVec:.*]] = splat %[[trunc]] : vector<17xi32> // // Let dim the memref dimension, compute the vector comparison mask: // [ offset + 0 .. offset + vector_length - 1 ] < [ dim .. dim ] // CHECK: %[[dimtrunc:.*]] = index_cast %[[DIM]] : index to i32 // CHECK: splat %[[dimtrunc]] : vector<17xi32> // ----- func @transfer_read_1d_non_zero_addrspace(%A : memref, %base: index) -> vector<17xf32> { %f7 = constant 7.0: f32 %f = vector.transfer_read %A[%base], %f7 {permutation_map = affine_map<(d0) -> (d0)>} : memref, vector<17xf32> vector.transfer_write %f, %A[%base] {permutation_map = affine_map<(d0) -> (d0)>} : vector<17xf32>, memref return %f: vector<17xf32> } // CHECK-LABEL: func @transfer_read_1d_non_zero_addrspace // CHECK-SAME: %[[BASE:[a-zA-Z0-9]*]]: index) -> vector<17xf32> // // 1. Check address space for GEP is correct. // CHECK: %[[gep:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr // CHECK: %[[vecPtr:.*]] = llvm.addrspacecast %[[gep]] : // CHECK-SAME: !llvm.ptr to !llvm.ptr> // // 2. Check address space of the memref is correct. // CHECK: %[[c0:.*]] = constant 0 : index // CHECK: %[[DIM:.*]] = dim %{{.*}}, %[[c0]] : memref // // 3. Check address apce for GEP is correct. // CHECK: %[[gep_b:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr // CHECK: %[[vecPtr_b:.*]] = llvm.addrspacecast %[[gep_b]] : // CHECK-SAME: !llvm.ptr to !llvm.ptr> // ----- func @transfer_read_1d_not_masked(%A : memref, %base: index) -> vector<17xf32> { %f7 = constant 7.0: f32 %f = vector.transfer_read %A[%base], %f7 {masked = [false]} : memref, vector<17xf32> return %f: vector<17xf32> } // CHECK-LABEL: func @transfer_read_1d_not_masked // CHECK-SAME: %[[BASE:[a-zA-Z0-9]*]]: index) -> vector<17xf32> // // 1. Bitcast to vector form. // CHECK: %[[gep:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr // CHECK: %[[vecPtr:.*]] = llvm.bitcast %[[gep]] : // CHECK-SAME: !llvm.ptr to !llvm.ptr> // // 2. Rewrite as a load. // CHECK: %[[loaded:.*]] = llvm.load %[[vecPtr]] {alignment = 4 : i64} : !llvm.ptr> // ----- func @transfer_read_1d_cast(%A : memref, %base: index) -> vector<12xi8> { %c0 = constant 0: i32 %v = vector.transfer_read %A[%base], %c0 {masked = [false]} : memref, vector<12xi8> return %v: vector<12xi8> } // CHECK-LABEL: func @transfer_read_1d_cast // CHECK-SAME: %[[BASE:[a-zA-Z0-9]*]]: index) -> vector<12xi8> // // 1. Bitcast to vector form. // CHECK: %[[gep:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr // CHECK: %[[vecPtr:.*]] = llvm.bitcast %[[gep]] : // CHECK-SAME: !llvm.ptr to !llvm.ptr> // // 2. Rewrite as a load. // CHECK: %[[loaded:.*]] = llvm.load %[[vecPtr]] {alignment = 4 : i64} : !llvm.ptr> // ----- func @genbool_1d() -> vector<8xi1> { %0 = vector.constant_mask [4] : vector<8xi1> return %0 : vector<8xi1> } // CHECK-LABEL: func @genbool_1d // CHECK: %[[VAL_0:.*]] = constant dense<[true, true, true, true, false, false, false, false]> : vector<8xi1> // CHECK: return %[[VAL_0]] : vector<8xi1> // ----- func @genbool_2d() -> vector<4x4xi1> { %v = vector.constant_mask [2, 2] : vector<4x4xi1> return %v: vector<4x4xi1> } // CHECK-LABEL: func @genbool_2d // CHECK: %[[VAL_0:.*]] = constant dense<[true, true, false, false]> : vector<4xi1> // CHECK: %[[VAL_1:.*]] = constant dense : vector<4x4xi1> // CHECK: %[[VAL_2:.*]] = llvm.mlir.cast %[[VAL_1]] : vector<4x4xi1> to !llvm.array<4 x vector<4xi1>> // CHECK: %[[VAL_3:.*]] = llvm.insertvalue %[[VAL_0]], %[[VAL_2]][0] : !llvm.array<4 x vector<4xi1>> // CHECK: %[[VAL_4:.*]] = llvm.insertvalue %[[VAL_0]], %[[VAL_3]][1] : !llvm.array<4 x vector<4xi1>> // CHECK: %[[VAL_5:.*]] = llvm.mlir.cast %[[VAL_4]] : !llvm.array<4 x vector<4xi1>> to vector<4x4xi1> // CHECK: return %[[VAL_5]] : vector<4x4xi1> // ----- func @flat_transpose(%arg0: vector<16xf32>) -> vector<16xf32> { %0 = vector.flat_transpose %arg0 { rows = 4: i32, columns = 4: i32 } : vector<16xf32> -> vector<16xf32> return %0 : vector<16xf32> } // CHECK-LABEL: func @flat_transpose // CHECK-SAME: %[[A:.*]]: vector<16xf32> // CHECK: %[[T:.*]] = llvm.intr.matrix.transpose %[[A]] // CHECK-SAME: {columns = 4 : i32, rows = 4 : i32} : // CHECK-SAME: vector<16xf32> into vector<16xf32> // CHECK: return %[[T]] : vector<16xf32> // ----- func @vector_load_op(%memref : memref<200x100xf32>, %i : index, %j : index) -> vector<8xf32> { %0 = vector.load %memref[%i, %j] : memref<200x100xf32>, vector<8xf32> return %0 : vector<8xf32> } // CHECK-LABEL: func @vector_load_op // CHECK: %[[c100:.*]] = llvm.mlir.constant(100 : index) : i64 // CHECK: %[[mul:.*]] = llvm.mul %{{.*}}, %[[c100]] : i64 // CHECK: %[[add:.*]] = llvm.add %[[mul]], %{{.*}} : i64 // CHECK: %[[gep:.*]] = llvm.getelementptr %{{.*}}[%[[add]]] : (!llvm.ptr, i64) -> !llvm.ptr // CHECK: %[[bcast:.*]] = llvm.bitcast %[[gep]] : !llvm.ptr to !llvm.ptr> // CHECK: llvm.load %[[bcast]] {alignment = 4 : i64} : !llvm.ptr> func @vector_store_op(%memref : memref<200x100xf32>, %i : index, %j : index) { %val = constant dense<11.0> : vector<4xf32> vector.store %val, %memref[%i, %j] : memref<200x100xf32>, vector<4xf32> return } // CHECK-LABEL: func @vector_store_op // CHECK: %[[c100:.*]] = llvm.mlir.constant(100 : index) : i64 // CHECK: %[[mul:.*]] = llvm.mul %{{.*}}, %[[c100]] : i64 // CHECK: %[[add:.*]] = llvm.add %[[mul]], %{{.*}} : i64 // CHECK: %[[gep:.*]] = llvm.getelementptr %{{.*}}[%[[add]]] : (!llvm.ptr, i64) -> !llvm.ptr // CHECK: %[[bcast:.*]] = llvm.bitcast %[[gep]] : !llvm.ptr to !llvm.ptr> // CHECK: llvm.store %{{.*}}, %[[bcast]] {alignment = 4 : i64} : !llvm.ptr> func @masked_load_op(%arg0: memref, %arg1: vector<16xi1>, %arg2: vector<16xf32>) -> vector<16xf32> { %c0 = constant 0: index %0 = vector.maskedload %arg0[%c0], %arg1, %arg2 : memref, vector<16xi1>, vector<16xf32> into vector<16xf32> return %0 : vector<16xf32> } // CHECK-LABEL: func @masked_load_op // CHECK: %[[CO:.*]] = constant 0 : index // CHECK: %[[C:.*]] = llvm.mlir.cast %[[CO]] : index to i64 // CHECK: %[[P:.*]] = llvm.getelementptr %{{.*}}[%[[C]]] : (!llvm.ptr, i64) -> !llvm.ptr // CHECK: %[[B:.*]] = llvm.bitcast %[[P]] : !llvm.ptr to !llvm.ptr> // CHECK: %[[L:.*]] = llvm.intr.masked.load %[[B]], %{{.*}}, %{{.*}} {alignment = 4 : i32} : (!llvm.ptr>, vector<16xi1>, vector<16xf32>) -> vector<16xf32> // CHECK: return %[[L]] : vector<16xf32> // ----- func @masked_store_op(%arg0: memref, %arg1: vector<16xi1>, %arg2: vector<16xf32>) { %c0 = constant 0: index vector.maskedstore %arg0[%c0], %arg1, %arg2 : memref, vector<16xi1>, vector<16xf32> return } // CHECK-LABEL: func @masked_store_op // CHECK: %[[CO:.*]] = constant 0 : index // CHECK: %[[C:.*]] = llvm.mlir.cast %[[CO]] : index to i64 // CHECK: %[[P:.*]] = llvm.getelementptr %{{.*}}[%[[C]]] : (!llvm.ptr, i64) -> !llvm.ptr // CHECK: %[[B:.*]] = llvm.bitcast %[[P]] : !llvm.ptr to !llvm.ptr> // CHECK: llvm.intr.masked.store %{{.*}}, %[[B]], %{{.*}} {alignment = 4 : i32} : vector<16xf32>, vector<16xi1> into !llvm.ptr> // ----- func @gather_op(%arg0: memref, %arg1: vector<3xi32>, %arg2: vector<3xi1>, %arg3: vector<3xf32>) -> vector<3xf32> { %0 = vector.gather %arg0[%arg1], %arg2, %arg3 : memref, vector<3xi32>, vector<3xi1>, vector<3xf32> into vector<3xf32> return %0 : vector<3xf32> } // CHECK-LABEL: func @gather_op // CHECK: %[[P:.*]] = llvm.getelementptr {{.*}}[%{{.*}}] : (!llvm.ptr, vector<3xi32>) -> !llvm.vec<3 x ptr> // CHECK: %[[G:.*]] = llvm.intr.masked.gather %[[P]], %{{.*}}, %{{.*}} {alignment = 4 : i32} : (!llvm.vec<3 x ptr>, vector<3xi1>, vector<3xf32>) -> vector<3xf32> // CHECK: return %[[G]] : vector<3xf32> // ----- func @scatter_op(%arg0: memref, %arg1: vector<3xi32>, %arg2: vector<3xi1>, %arg3: vector<3xf32>) { vector.scatter %arg0[%arg1], %arg2, %arg3 : memref, vector<3xi32>, vector<3xi1>, vector<3xf32> return } // CHECK-LABEL: func @scatter_op // CHECK: %[[P:.*]] = llvm.getelementptr {{.*}}[%{{.*}}] : (!llvm.ptr, vector<3xi32>) -> !llvm.vec<3 x ptr> // CHECK: llvm.intr.masked.scatter %{{.*}}, %[[P]], %{{.*}} {alignment = 4 : i32} : vector<3xf32>, vector<3xi1> into !llvm.vec<3 x ptr> // ----- func @expand_load_op(%arg0: memref, %arg1: vector<11xi1>, %arg2: vector<11xf32>) -> vector<11xf32> { %c0 = constant 0: index %0 = vector.expandload %arg0[%c0], %arg1, %arg2 : memref, vector<11xi1>, vector<11xf32> into vector<11xf32> return %0 : vector<11xf32> } // CHECK-LABEL: func @expand_load_op // CHECK: %[[CO:.*]] = constant 0 : index // CHECK: %[[C:.*]] = llvm.mlir.cast %[[CO]] : index to i64 // CHECK: %[[P:.*]] = llvm.getelementptr %{{.*}}[%[[C]]] : (!llvm.ptr, i64) -> !llvm.ptr // CHECK: %[[E:.*]] = "llvm.intr.masked.expandload"(%[[P]], %{{.*}}, %{{.*}}) : (!llvm.ptr, vector<11xi1>, vector<11xf32>) -> vector<11xf32> // CHECK: return %[[E]] : vector<11xf32> // ----- func @compress_store_op(%arg0: memref, %arg1: vector<11xi1>, %arg2: vector<11xf32>) { %c0 = constant 0: index vector.compressstore %arg0[%c0], %arg1, %arg2 : memref, vector<11xi1>, vector<11xf32> return } // CHECK-LABEL: func @compress_store_op // CHECK: %[[CO:.*]] = constant 0 : index // CHECK: %[[C:.*]] = llvm.mlir.cast %[[CO]] : index to i64 // CHECK: %[[P:.*]] = llvm.getelementptr %{{.*}}[%[[C]]] : (!llvm.ptr, i64) -> !llvm.ptr // CHECK: "llvm.intr.masked.compressstore"(%{{.*}}, %[[P]], %{{.*}}) : (vector<11xf32>, !llvm.ptr, vector<11xi1>) -> ()