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nujaa merged 2 commits into from
Aug 9, 2024
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[mlir][vector] Add more tests for ConvertVectorToLLVM (2/n) #102203

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e3bb7e1
[mlir][vector] Add more tests for ConvertVectorToLLVM (2/n)
banach-space Aug 6, 2024
208f58f
fixup! [mlir][vector] Add more tests for ConvertVectorToLLVM (2/n)
banach-space Aug 8, 2024
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180 changes: 180 additions & 0 deletions mlir/test/Conversion/VectorToLLVM/vector-to-llvm.mlir
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Original file line number Diff line number Diff line change
Expand Up @@ -600,6 +600,30 @@ func.func @outerproduct(%arg0: vector<2xf32>, %arg1: vector<3xf32>) -> vector<2x
// CHECK: %[[T14:.*]] = builtin.unrealized_conversion_cast %[[T13]] : !llvm.array<2 x vector<3xf32>> to vector<2x3xf32>
// CHECK: return %[[T14]] : vector<2x3xf32>

func.func @outerproduct_scalable(%arg0: vector<2xf32>, %arg1: vector<[3]xf32>) -> vector<2x[3]xf32> {
%2 = vector.outerproduct %arg0, %arg1 : vector<2xf32>, vector<[3]xf32>
return %2 : vector<2x[3]xf32>
}
// CHECK-LABEL: @outerproduct_scalable
// CHECK-SAME: %[[A:.*]]: vector<2xf32>,
// CHECK-SAME: %[[B:.*]]: vector<[3]xf32>)
// CHECK: %[[T2:.*]] = arith.constant dense<0.000000e+00> : vector<2x[3]xf32>
// CHECK: %[[T7:.*]] = builtin.unrealized_conversion_cast %[[T2]] : vector<2x[3]xf32> to !llvm.array<2 x vector<[3]xf32>>
// CHECK: %[[T3:.*]] = llvm.mlir.constant(0 : i64) : i64
// CHECK: %[[T4:.*]] = llvm.extractelement %[[A]]{{\[}}%[[T3]] : i64] : vector<2xf32>
// CHECK: %[[T5Insert:.*]] = llvm.insertelement %[[T4]]
// CHECK: %[[T5:.*]] = llvm.shufflevector %[[T5Insert]]
// CHECK: %[[T6:.*]] = arith.mulf %[[T5]], %[[B]] : vector<[3]xf32>
// CHECK: %[[T8:.*]] = llvm.insertvalue %[[T6]], %[[T7]][0] : !llvm.array<2 x vector<[3]xf32>>
// CHECK: %[[T9:.*]] = llvm.mlir.constant(1 : i64) : i64
// CHECK: %[[T10:.*]] = llvm.extractelement %[[A]]{{\[}}%[[T9]] : i64] : vector<2xf32>
// CHECK: %[[T11Insert:.*]] = llvm.insertelement %[[T10]]
// CHECK: %[[T11:.*]] = llvm.shufflevector %[[T11Insert]]
// CHECK: %[[T12:.*]] = arith.mulf %[[T11]], %[[B]] : vector<[3]xf32>
// CHECK: %[[T13:.*]] = llvm.insertvalue %[[T12]], %[[T8]][1] : !llvm.array<2 x vector<[3]xf32>>
// CHECK: %[[T14:.*]] = builtin.unrealized_conversion_cast %[[T13]] : !llvm.array<2 x vector<[3]xf32>> to vector<2x[3]xf32>
// CHECK: return %[[T14]] : vector<2x[3]xf32>

// -----

func.func @outerproduct_index(%arg0: vector<2xindex>, %arg1: vector<3xindex>) -> vector<2x3xindex> {
Expand All @@ -621,6 +645,25 @@ func.func @outerproduct_index(%arg0: vector<2xindex>, %arg1: vector<3xindex>) ->
// CHECK: %[[T7:.*]] = builtin.unrealized_conversion_cast %[[T6]] : vector<3xindex> to vector<3xi64>
// CHECK: %{{.*}} = llvm.insertvalue %[[T7]], %[[T8]][0] : !llvm.array<2 x vector<3xi64>>

func.func @outerproduct_index_scalable(%arg0: vector<2xindex>, %arg1: vector<[3]xindex>) -> vector<2x[3]xindex> {
%2 = vector.outerproduct %arg0, %arg1 : vector<2xindex>, vector<[3]xindex>
return %2 : vector<2x[3]xindex>
}
// CHECK-LABEL: @outerproduct_index_scalable
// CHECK-SAME: %[[A:.*]]: vector<2xindex>,
// CHECK-SAME: %[[B:.*]]: vector<[3]xindex>)
// CHECK: %[[T1:.*]] = builtin.unrealized_conversion_cast %[[A]] : vector<2xindex> to vector<2xi64>
// CHECK: %[[T0:.*]] = arith.constant dense<0> : vector<2x[3]xindex>
// CHECK: %[[T8:.*]] = builtin.unrealized_conversion_cast %[[T0]] : vector<2x[3]xindex> to !llvm.array<2 x vector<[3]xi64>>
// CHECK: %[[T2:.*]] = llvm.mlir.constant(0 : i64) : i64
// CHECK: %[[T3:.*]] = llvm.extractelement %[[T1]]{{\[}}%[[T2]] : i64] : vector<2xi64>
// CHECK: %[[T4:.*]] = llvm.insertelement %[[T3]]
// CHECK: %[[T5:.*]] = llvm.shufflevector %[[T4]]
// CHECK: %[[T5Cast:.*]] = builtin.unrealized_conversion_cast %[[T5]] : vector<[3]xi64> to vector<[3]xindex>
// CHECK: %[[T6:.*]] = arith.muli %[[T5Cast]], %[[B]] : vector<[3]xindex>
// CHECK: %[[T7:.*]] = builtin.unrealized_conversion_cast %[[T6]] : vector<[3]xindex> to vector<[3]xi64>
// CHECK: %{{.*}} = llvm.insertvalue %[[T7]], %[[T8]][0] : !llvm.array<2 x vector<[3]xi64>>

// -----

func.func @outerproduct_add(%arg0: vector<2xf32>, %arg1: vector<3xf32>, %arg2: vector<2x3xf32>) -> vector<2x3xf32> {
Expand Down Expand Up @@ -651,6 +694,34 @@ func.func @outerproduct_add(%arg0: vector<2xf32>, %arg1: vector<3xf32>, %arg2: v
// CHECK: %[[T19:.*]] = builtin.unrealized_conversion_cast %[[T18]] : !llvm.array<2 x vector<3xf32>> to vector<2x3xf32>
// CHECK: return %[[T19]] : vector<2x3xf32>

func.func @outerproduct_add_scalable(%arg0: vector<2xf32>, %arg1: vector<[3]xf32>, %arg2: vector<2x[3]xf32>) -> vector<2x[3]xf32> {
%2 = vector.outerproduct %arg0, %arg1, %arg2 : vector<2xf32>, vector<[3]xf32>
return %2 : vector<2x[3]xf32>
}
// CHECK-LABEL: @outerproduct_add_scalable
// CHECK-SAME: %[[A:.*]]: vector<2xf32>,
// CHECK-SAME: %[[B:.*]]: vector<[3]xf32>,
// CHECK-SAME: %[[C:.*]]: vector<2x[3]xf32>) -> vector<2x[3]xf32>
// CHECK: %[[T7:.*]] = builtin.unrealized_conversion_cast %[[C]] : vector<2x[3]xf32> to !llvm.array<2 x vector<[3]xf32>>
// CHECK: %[[T3:.*]] = arith.constant dense<0.000000e+00> : vector<2x[3]xf32>
// CHECK: %[[T10:.*]] = builtin.unrealized_conversion_cast %[[T3]] : vector<2x[3]xf32> to !llvm.array<2 x vector<[3]xf32>>
// CHECK: %[[T4:.*]] = llvm.mlir.constant(0 : i64) : i64
// CHECK: %[[T5:.*]] = llvm.extractelement %[[A]]{{\[}}%[[T4]] : i64] : vector<2xf32>
// CHECK: %[[T6Insert:.*]] = llvm.insertelement %[[T5]]
// CHECK: %[[T6:.*]] = llvm.shufflevector %[[T6Insert]]
// CHECK: %[[T8:.*]] = llvm.extractvalue %[[T7]][0] : !llvm.array<2 x vector<[3]xf32>>
// CHECK: %[[T9:.*]] = llvm.intr.fmuladd(%[[T6]], %[[B]], %[[T8]]) : (vector<[3]xf32>, vector<[3]xf32>, vector<[3]xf32>) -> vector<[3]xf32>
// CHECK: %[[T11:.*]] = llvm.insertvalue %[[T9]], %[[T10]][0] : !llvm.array<2 x vector<[3]xf32>>
// CHECK: %[[T12:.*]] = llvm.mlir.constant(1 : i64) : i64
// CHECK: %[[T13:.*]] = llvm.extractelement %[[A]]{{\[}}%[[T12]] : i64] : vector<2xf32>
// CHECK: %[[T14Insert:.*]] = llvm.insertelement %[[T13]]
// CHECK: %[[T14:.*]] = llvm.shufflevector %[[T14Insert]]
// CHECK: %[[T16:.*]] = llvm.extractvalue %[[T7]][1] : !llvm.array<2 x vector<[3]xf32>>
// CHECK: %[[T17:.*]] = llvm.intr.fmuladd(%[[T14]], %[[B]], %[[T16]]) : (vector<[3]xf32>, vector<[3]xf32>, vector<[3]xf32>) -> vector<[3]xf32>
// CHECK: %[[T18:.*]] = llvm.insertvalue %[[T17]], %[[T11]][1] : !llvm.array<2 x vector<[3]xf32>>
// CHECK: %[[T19:.*]] = builtin.unrealized_conversion_cast %[[T18]] : !llvm.array<2 x vector<[3]xf32>> to vector<2x[3]xf32>
// CHECK: return %[[T19]] : vector<2x[3]xf32>

// -----

func.func @masked_float_add_outerprod(%arg0: vector<2xf32>, %arg1: f32, %arg2: vector<2xf32>, %m: vector<2xi1>) -> vector<2xf32> {
Expand All @@ -663,6 +734,16 @@ func.func @masked_float_add_outerprod(%arg0: vector<2xf32>, %arg1: f32, %arg2: v
// CHECK: %[[VAL_8:.*]] = llvm.intr.fmuladd(%[[VAL_0]], %{{.*}}, %[[VAL_2]]) : (vector<2xf32>, vector<2xf32>, vector<2xf32>) -> vector<2xf32>
// CHECK: %[[VAL_9:.*]] = arith.select %[[VAL_3]], %[[VAL_8]], %[[VAL_2]] : vector<2xi1>, vector<2xf32>

func.func @masked_float_add_outerprod_scalable(%arg0: vector<[2]xf32>, %arg1: f32, %arg2: vector<[2]xf32>, %m: vector<[2]xi1>) -> vector<[2]xf32> {
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@nujaa nujaa Aug 8, 2024

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Is renaming arg[0-9]* to vec_[0-9]*, ... in your future plans ?

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@banach-space banach-space Aug 8, 2024

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This file consistently uses %arg0 and %arg1, so renaming would be just extra noise. In the other files, we were mixing different styles, so I've renamed everything (to %vec) for consistency. But, IMHO, the actual name isn't as important as consistency 😅

%0 = vector.mask %m { vector.outerproduct %arg0, %arg1, %arg2 {kind = #vector.kind<add>} : vector<[2]xf32>, f32 } : vector<[2]xi1> -> vector<[2]xf32>
return %0 : vector<[2]xf32>
}

// CHECK-LABEL: func.func @masked_float_add_outerprod_scalable
// CHECK-SAME: %[[VAL_0:.*]]: vector<[2]xf32>, %[[VAL_1:.*]]: f32, %[[VAL_2:.*]]: vector<[2]xf32>, %[[VAL_3:.*]]: vector<[2]xi1>) -> vector<[2]xf32> {
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@nujaa nujaa Aug 8, 2024

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Shall we align arg definition with function body as in the other tests ?

// CHECK: %[[VAL_8:.*]] = llvm.intr.fmuladd(%[[VAL_0]], %{{.*}}, %[[VAL_2]]) : (vector<[2]xf32>, vector<[2]xf32>, vector<[2]xf32>) -> vector<[2]xf32>
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@nujaa nujaa Aug 8, 2024

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NIT:missing VAL_[4-7]

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@banach-space banach-space Aug 8, 2024

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That's intentional and consistent with other tests :) I am only testing the key stuff (to reduce noise).

// CHECK: %[[VAL_9:.*]] = arith.select %[[VAL_3]], %[[VAL_8]], %[[VAL_2]] : vector<[2]xi1>, vector<[2]xf32>

// -----

func.func @masked_float_mul_outerprod(%arg0: vector<2xf32>, %arg1: f32, %arg2: vector<2xf32>, %m: vector<2xi1>) -> vector<2xf32> {
Expand All @@ -676,6 +757,17 @@ func.func @masked_float_mul_outerprod(%arg0: vector<2xf32>, %arg1: f32, %arg2: v
// CHECK: %[[VAL_9:.*]] = arith.mulf %[[VAL_8]], %[[VAL_2]] : vector<2xf32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<2xi1>, vector<2xf32>

func.func @masked_float_mul_outerprod_scalable(%arg0: vector<[2]xf32>, %arg1: f32, %arg2: vector<[2]xf32>, %m: vector<[2]xi1>) -> vector<[2]xf32> {
%0 = vector.mask %m { vector.outerproduct %arg0, %arg1, %arg2 {kind = #vector.kind<mul>} : vector<[2]xf32>, f32 } : vector<[2]xi1> -> vector<[2]xf32>
return %0 : vector<[2]xf32>
}

// CHECK-LABEL: func.func @masked_float_mul_outerprod_scalable
// CHECK-SAME: %[[VAL_0:.*]]: vector<[2]xf32>, %[[VAL_1:.*]]: f32, %[[VAL_2:.*]]: vector<[2]xf32>, %[[VAL_3:.*]]: vector<[2]xi1>) -> vector<[2]xf32> {
// CHECK: %[[VAL_8:.*]] = arith.mulf %[[VAL_0]], %{{.*}} : vector<[2]xf32>
// CHECK: %[[VAL_9:.*]] = arith.mulf %[[VAL_8]], %[[VAL_2]] : vector<[2]xf32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<[2]xi1>, vector<[2]xf32>

// -----

func.func @masked_float_max_outerprod(%arg0: vector<2xf32>, %arg1: f32, %arg2: vector<2xf32>, %m: vector<2xi1>) -> vector<2xf32> {
Expand All @@ -689,6 +781,17 @@ func.func @masked_float_max_outerprod(%arg0: vector<2xf32>, %arg1: f32, %arg2: v
// CHECK: %[[VAL_9:.*]] = arith.maxnumf %[[VAL_8]], %[[VAL_2]] : vector<2xf32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<2xi1>, vector<2xf32>

func.func @masked_float_max_outerprod_scalable(%arg0: vector<[2]xf32>, %arg1: f32, %arg2: vector<[2]xf32>, %m: vector<[2]xi1>) -> vector<[2]xf32> {
%0 = vector.mask %m { vector.outerproduct %arg0, %arg1, %arg2 {kind = #vector.kind<maxnumf>} : vector<[2]xf32>, f32 } : vector<[2]xi1> -> vector<[2]xf32>
return %0 : vector<[2]xf32>
}

// CHECK-LABEL: func.func @masked_float_max_outerprod_scalable
// CHECK-SAME: %[[VAL_0:.*]]: vector<[2]xf32>, %[[VAL_1:.*]]: f32, %[[VAL_2:.*]]: vector<[2]xf32>, %[[VAL_3:.*]]: vector<[2]xi1>) -> vector<[2]xf32> {
// CHECK: %[[VAL_8:.*]] = arith.mulf %[[VAL_0]], %{{.*}} : vector<[2]xf32>
// CHECK: %[[VAL_9:.*]] = arith.maxnumf %[[VAL_8]], %[[VAL_2]] : vector<[2]xf32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<[2]xi1>, vector<[2]xf32>

// -----

func.func @masked_float_min_outerprod(%arg0: vector<2xf32>, %arg1: f32, %arg2: vector<2xf32>, %m: vector<2xi1>) -> vector<2xf32> {
Expand All @@ -702,6 +805,17 @@ func.func @masked_float_min_outerprod(%arg0: vector<2xf32>, %arg1: f32, %arg2: v
// CHECK: %[[VAL_9:.*]] = arith.minnumf %[[VAL_8]], %[[VAL_2]] : vector<2xf32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<2xi1>, vector<2xf32>

func.func @masked_float_min_outerprod_scalable(%arg0: vector<[2]xf32>, %arg1: f32, %arg2: vector<[2]xf32>, %m: vector<[2]xi1>) -> vector<[2]xf32> {
%0 = vector.mask %m { vector.outerproduct %arg0, %arg1, %arg2 {kind = #vector.kind<minnumf>} : vector<[2]xf32>, f32 } : vector<[2]xi1> -> vector<[2]xf32>
return %0 : vector<[2]xf32>
}

// CHECK-LABEL: func.func @masked_float_min_outerprod_scalable
// CHECK-SAME: %[[VAL_0:.*]]: vector<[2]xf32>, %[[VAL_1:.*]]: f32, %[[VAL_2:.*]]: vector<[2]xf32>, %[[VAL_3:.*]]: vector<[2]xi1>) -> vector<[2]xf32> {
// CHECK: %[[VAL_8:.*]] = arith.mulf %[[VAL_0]], %{{.*}} : vector<[2]xf32>
// CHECK: %[[VAL_9:.*]] = arith.minnumf %[[VAL_8]], %[[VAL_2]] : vector<[2]xf32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<[2]xi1>, vector<[2]xf32>

// -----

func.func @masked_int_add_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vector<2xi32>, %m: vector<2xi1>) -> vector<2xi32> {
Expand All @@ -715,6 +829,17 @@ func.func @masked_int_add_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vec
// CHECK: %[[VAL_9:.*]] = arith.addi %[[VAL_8]], %[[VAL_2]] : vector<2xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<2xi1>, vector<2xi32>

func.func @masked_int_add_outerprod_scalable(%arg0: vector<[2]xi32>, %arg1: i32, %arg2: vector<[2]xi32>, %m: vector<[2]xi1>) -> vector<[2]xi32> {
%0 = vector.mask %m { vector.outerproduct %arg0, %arg1, %arg2 {kind = #vector.kind<add>} : vector<[2]xi32>, i32 } : vector<[2]xi1> -> vector<[2]xi32>
return %0 : vector<[2]xi32>
}

// CHECK-LABEL: func.func @masked_int_add_outerprod_scalable
// CHECK-SAME: %[[VAL_0:.*]]: vector<[2]xi32>, %[[VAL_1:.*]]: i32, %[[VAL_2:.*]]: vector<[2]xi32>, %[[VAL_3:.*]]: vector<[2]xi1>) -> vector<[2]xi32> {
// CHECK: %[[VAL_8:.*]] = arith.muli %[[VAL_0]], %{{.*}} : vector<[2]xi32>
// CHECK: %[[VAL_9:.*]] = arith.addi %[[VAL_8]], %[[VAL_2]] : vector<[2]xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<[2]xi1>, vector<[2]xi32>

// -----

func.func @masked_int_mul_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vector<2xi32>, %m: vector<2xi1>) -> vector<2xi32> {
Expand All @@ -728,6 +853,17 @@ func.func @masked_int_mul_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vec
// CHECK: %[[VAL_9:.*]] = arith.muli %[[VAL_8]], %[[VAL_2]] : vector<2xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<2xi1>, vector<2xi32>

func.func @masked_int_mul_outerprod_scalable(%arg0: vector<[2]xi32>, %arg1: i32, %arg2: vector<[2]xi32>, %m: vector<[2]xi1>) -> vector<[2]xi32> {
%0 = vector.mask %m { vector.outerproduct %arg0, %arg1, %arg2 {kind = #vector.kind<mul>} : vector<[2]xi32>, i32 } : vector<[2]xi1> -> vector<[2]xi32>
return %0 : vector<[2]xi32>
}

// CHECK-LABEL: func.func @masked_int_mul_outerprod_scalable
// CHECK-SAME: %[[VAL_0:.*]]: vector<[2]xi32>, %[[VAL_1:.*]]: i32, %[[VAL_2:.*]]: vector<[2]xi32>, %[[VAL_3:.*]]: vector<[2]xi1>) -> vector<[2]xi32> {
// CHECK: %[[VAL_8:.*]] = arith.muli %[[VAL_0]], %{{.*}} : vector<[2]xi32>
// CHECK: %[[VAL_9:.*]] = arith.muli %[[VAL_8]], %[[VAL_2]] : vector<[2]xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<[2]xi1>, vector<[2]xi32>

// -----

func.func @masked_int_max_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vector<2xi32>, %m: vector<2xi1>) -> vector<2xi32> {
Expand All @@ -741,6 +877,17 @@ func.func @masked_int_max_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vec
// CHECK: %[[VAL_9:.*]] = arith.maxsi %[[VAL_8]], %[[VAL_2]] : vector<2xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<2xi1>, vector<2xi32>

func.func @masked_int_max_outerprod_scalable(%arg0: vector<[2]xi32>, %arg1: i32, %arg2: vector<[2]xi32>, %m: vector<[2]xi1>) -> vector<[2]xi32> {
%0 = vector.mask %m { vector.outerproduct %arg0, %arg1, %arg2 {kind = #vector.kind<maxsi>} : vector<[2]xi32>, i32 } : vector<[2]xi1> -> vector<[2]xi32>
return %0 : vector<[2]xi32>
}

// CHECK-LABEL: func.func @masked_int_max_outerprod_scalable
// CHECK-SAME: %[[VAL_0:.*]]: vector<[2]xi32>, %[[VAL_1:.*]]: i32, %[[VAL_2:.*]]: vector<[2]xi32>, %[[VAL_3:.*]]: vector<[2]xi1>) -> vector<[2]xi32> {
// CHECK: %[[VAL_8:.*]] = arith.muli %[[VAL_0]], %{{.*}} : vector<[2]xi32>
// CHECK: %[[VAL_9:.*]] = arith.maxsi %[[VAL_8]], %[[VAL_2]] : vector<[2]xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<[2]xi1>, vector<[2]xi32>

// -----

func.func @masked_int_min_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vector<2xi32>, %m: vector<2xi1>) -> vector<2xi32> {
Expand All @@ -754,6 +901,17 @@ func.func @masked_int_min_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vec
// CHECK: %[[VAL_9:.*]] = arith.minui %[[VAL_8]], %[[VAL_2]] : vector<2xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<2xi1>, vector<2xi32>

func.func @masked_int_min_outerprod_scalable(%arg0: vector<[2]xi32>, %arg1: i32, %arg2: vector<[2]xi32>, %m: vector<[2]xi1>) -> vector<[2]xi32> {
%0 = vector.mask %m { vector.outerproduct %arg0, %arg1, %arg2 {kind = #vector.kind<minui>} : vector<[2]xi32>, i32 } : vector<[2]xi1> -> vector<[2]xi32>
return %0 : vector<[2]xi32>
}

// CHECK-LABEL: func.func @masked_int_min_outerprod_scalable
// CHECK-SAME: %[[VAL_0:.*]]: vector<[2]xi32>, %[[VAL_1:.*]]: i32, %[[VAL_2:.*]]: vector<[2]xi32>, %[[VAL_3:.*]]: vector<[2]xi1>) -> vector<[2]xi32> {
// CHECK: %[[VAL_8:.*]] = arith.muli %[[VAL_0]], %{{.*}} : vector<[2]xi32>
// CHECK: %[[VAL_9:.*]] = arith.minui %[[VAL_8]], %[[VAL_2]] : vector<[2]xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<[2]xi1>, vector<[2]xi32>

// -----

func.func @masked_int_and_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vector<2xi32>, %m: vector<2xi1>) -> vector<2xi32> {
Expand All @@ -767,6 +925,17 @@ func.func @masked_int_and_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vec
// CHECK: %[[VAL_9:.*]] = arith.andi %[[VAL_8]], %[[VAL_2]] : vector<2xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<2xi1>, vector<2xi32>

func.func @masked_int_and_outerprod_scalable(%arg0: vector<[2]xi32>, %arg1: i32, %arg2: vector<[2]xi32>, %m: vector<[2]xi1>) -> vector<[2]xi32> {
%0 = vector.mask %m { vector.outerproduct %arg0, %arg1, %arg2 {kind = #vector.kind<and>} : vector<[2]xi32>, i32 } : vector<[2]xi1> -> vector<[2]xi32>
return %0 : vector<[2]xi32>
}

// CHECK-LABEL: func.func @masked_int_and_outerprod_scalable
// CHECK-SAME: %[[VAL_0:.*]]: vector<[2]xi32>, %[[VAL_1:.*]]: i32, %[[VAL_2:.*]]: vector<[2]xi32>, %[[VAL_3:.*]]: vector<[2]xi1>) -> vector<[2]xi32> {
// CHECK: %[[VAL_8:.*]] = arith.muli %[[VAL_0]], %{{.*}} : vector<[2]xi32>
// CHECK: %[[VAL_9:.*]] = arith.andi %[[VAL_8]], %[[VAL_2]] : vector<[2]xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<[2]xi1>, vector<[2]xi32>

// -----

func.func @masked_int_or_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vector<2xi32>, %m: vector<2xi1>) -> vector<2xi32> {
Expand All @@ -780,6 +949,17 @@ func.func @masked_int_or_outerprod(%arg0: vector<2xi32>, %arg1: i32, %arg2: vect
// CHECK: %[[VAL_9:.*]] = arith.ori %[[VAL_8]], %[[VAL_2]] : vector<2xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<2xi1>, vector<2xi32>

func.func @masked_int_or_outerprod_scalable(%arg0: vector<[2]xi32>, %arg1: i32, %arg2: vector<[2]xi32>, %m: vector<[2]xi1>) -> vector<[2]xi32> {
%0 = vector.mask %m { vector.outerproduct %arg0, %arg1, %arg2 {kind = #vector.kind<or>} : vector<[2]xi32>, i32 } : vector<[2]xi1> -> vector<[2]xi32>
return %0 : vector<[2]xi32>
}

// CHECK-LABEL: func.func @masked_int_or_outerprod_scalable
// CHECK-SAME: %[[VAL_0:.*]]: vector<[2]xi32>, %[[VAL_1:.*]]: i32, %[[VAL_2:.*]]: vector<[2]xi32>, %[[VAL_3:.*]]: vector<[2]xi1>) -> vector<[2]xi32> {
// CHECK: %[[VAL_8:.*]] = arith.muli %[[VAL_0]], %{{.*}} : vector<[2]xi32>
// CHECK: %[[VAL_9:.*]] = arith.ori %[[VAL_8]], %[[VAL_2]] : vector<[2]xi32>
// CHECK: %[[VAL_10:.*]] = arith.select %[[VAL_3]], %[[VAL_9]], %[[VAL_2]] : vector<[2]xi1>, vector<[2]xi32>

// -----

func.func @shuffle_0D_direct(%arg0: vector<f32>) -> vector<3xf32> {
Expand Down