Mercurial > hg > CbC > CbC_llvm
view mlir/test/Dialect/Vector/vector-contract-transforms.mlir @ 207:2e18cbf3894f
LLVM12
| author | Shinji KONO <kono@ie.u-ryukyu.ac.jp> |
|---|---|
| date | Tue, 08 Jun 2021 06:07:14 +0900 |
| parents | 0572611fdcc8 |
| children | c4bab56944e8 |
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// RUN: mlir-opt %s -test-vector-contraction-conversion | FileCheck %s // RUN: mlir-opt %s -test-vector-contraction-conversion=vector-lower-matrix-intrinsics=1 | FileCheck %s --check-prefix=MATRIX // RUN: mlir-opt %s -test-vector-contraction-conversion=vector-outerproduct=1 | FileCheck %s --check-prefix=OUTERPRODUCT // RUN: mlir-opt %s -test-vector-contraction-conversion=vector-filter-outerproduct=1 | FileCheck %s --check-prefix=FILTEROUTERPRODUCT #dotp_accesses = [ affine_map<(i) -> (i)>, affine_map<(i) -> (i)>, affine_map<(i) -> ()> ] #dotp_trait = { indexing_maps = #dotp_accesses, iterator_types = ["reduction"] } // CHECK-LABEL: func @extract_contract1 // CHECK-SAME: %[[A:.*0]]: vector<4xf32>, // CHECK-SAME: %[[B:.*1]]: vector<4xf32>, // CHECK-SAME: %[[C:.*2]]: f32 // CHECK: %[[F:.*]] = mulf %[[A]], %[[B]] : vector<4xf32> // CHECK: %[[R:.*]] = vector.reduction "add", %[[F]] : vector<4xf32> into f32 // CHECK: %[[ACC:.*]] = addf %[[R]], %[[C]] : f32 // CHECK: return %[[ACC]] : f32 func @extract_contract1(%arg0: vector<4xf32>, %arg1: vector<4xf32>, %arg2: f32) -> f32 { %0 = vector.contract #dotp_trait %arg0, %arg1, %arg2 : vector<4xf32>, vector<4xf32> into f32 return %0 : f32 } // CHECK-LABEL: func @extract_contract1_int // CHECK-SAME: %[[A:.*0]]: vector<4xi32>, // CHECK-SAME: %[[B:.*1]]: vector<4xi32>, // CHECK-SAME: %[[C:.*2]]: i32 // CHECK: %[[F:.*]] = muli %[[A]], %[[B]] : vector<4xi32> // CHECK: %[[R:.*]] = vector.reduction "add", %[[F]] : vector<4xi32> into i32 // CHECK: %[[ACC:.*]] = addi %[[R]], %[[C]] : i32 // CHECK: return %[[ACC]] : i32 func @extract_contract1_int(%arg0: vector<4xi32>, %arg1: vector<4xi32>, %arg2: i32) -> i32 { %0 = vector.contract #dotp_trait %arg0, %arg1, %arg2 : vector<4xi32>, vector<4xi32> into i32 return %0 : i32 } #matvec_accesses = [ affine_map<(i, j) -> (i, j)>, affine_map<(i, j) -> (j)>, affine_map<(i, j) -> (i)> ] #matvec_trait = { indexing_maps = #matvec_accesses, iterator_types = ["parallel", "reduction"] } // CHECK-LABEL: func @extract_contract2 // CHECK-SAME: %[[A:.*0]]: vector<2x3xf32>, // CHECK-SAME: %[[B:.*1]]: vector<3xf32>, // CHECK-SAME: %[[C:.*2]]: vector<2xf32> // CHECK: %[[R:.*]] = constant dense<0.000000e+00> : vector<2xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<2x3xf32> // CHECK: %[[T2:.*]] = mulf %[[T0]], %[[B]] : vector<3xf32> // CHECK: %[[T3:.*]] = vector.reduction "add", %[[T2]] : vector<3xf32> into f32 // CHECK: %[[T4:.*]] = vector.insert %[[T3]], %[[R]] [0] : f32 into vector<2xf32> // CHECK: %[[T5:.*]] = vector.extract %[[A]][1] : vector<2x3xf32> // CHECK: %[[T7:.*]] = mulf %[[T5]], %[[B]] : vector<3xf32> // CHECK: %[[T8:.*]] = vector.reduction "add", %[[T7]] : vector<3xf32> into f32 // CHECK: %[[T9:.*]] = vector.insert %[[T8]], %[[T4]] [1] : f32 into vector<2xf32> // CHECK: %[[T10:.*]] = addf %[[T9]], %[[C]] : vector<2xf32> // CHECK: return %[[T10]] : vector<2xf32> func @extract_contract2(%arg0: vector<2x3xf32>, %arg1: vector<3xf32>, %arg2: vector<2xf32>) -> vector<2xf32> { %0 = vector.contract #matvec_trait %arg0, %arg1, %arg2 : vector<2x3xf32>, vector<3xf32> into vector<2xf32> return %0 : vector<2xf32> } // CHECK-LABEL: func @extract_contract2_int // CHECK-SAME: %[[A:.*0]]: vector<2x3xi32>, // CHECK-SAME: %[[B:.*1]]: vector<3xi32>, // CHECK-SAME: %[[C:.*2]]: vector<2xi32> // CHECK: %[[R:.*]] = constant dense<0> : vector<2xi32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<2x3xi32> // CHECK: %[[T2:.*]] = muli %[[T0]], %[[B]] : vector<3xi32> // CHECK: %[[T3:.*]] = vector.reduction "add", %[[T2]] : vector<3xi32> into i32 // CHECK: %[[T4:.*]] = vector.insert %[[T3]], %[[R]] [0] : i32 into vector<2xi32> // CHECK: %[[T5:.*]] = vector.extract %[[A]][1] : vector<2x3xi32> // CHECK: %[[T7:.*]] = muli %[[T5]], %[[B]] : vector<3xi32> // CHECK: %[[T8:.*]] = vector.reduction "add", %[[T7]] : vector<3xi32> into i32 // CHECK: %[[T9:.*]] = vector.insert %[[T8]], %[[T4]] [1] : i32 into vector<2xi32> // CHECK: %[[T10:.*]] = addi %[[T9]], %[[C]] : vector<2xi32> // CHECK: return %[[T10]] : vector<2xi32> func @extract_contract2_int(%arg0: vector<2x3xi32>, %arg1: vector<3xi32>, %arg2: vector<2xi32>) -> vector<2xi32> { %0 = vector.contract #matvec_trait %arg0, %arg1, %arg2 : vector<2x3xi32>, vector<3xi32> into vector<2xi32> return %0 : vector<2xi32> } #vecmat_accesses = [ affine_map<(i, j) -> (j)>, affine_map<(i, j) -> (i, j)>, affine_map<(i, j) -> (i)> ] #vecmat_trait = { indexing_maps = #vecmat_accesses, iterator_types = ["parallel", "reduction"] } // CHECK-LABEL: func @extract_contract3 // CHECK-SAME: %[[A:.*0]]: vector<3xf32>, // CHECK-SAME: %[[B:.*1]]: vector<2x3xf32>, // CHECK-SAME: %[[C:.*2]]: vector<2xf32> // CHECK: %[[R:.*]] = constant dense<0.000000e+00> : vector<2xf32> // CHECK: %[[T0:.*]] = vector.extract %[[B]][0] : vector<2x3xf32> // CHECK: %[[T2:.*]] = mulf %[[T0]], %[[A]] : vector<3xf32> // CHECK: %[[T3:.*]] = vector.reduction "add", %[[T2]] : vector<3xf32> into f32 // CHECK: %[[T4:.*]] = vector.insert %[[T3]], %[[R]] [0] : f32 into vector<2xf32> // CHECK: %[[T5:.*]] = vector.extract %[[B]][1] : vector<2x3xf32> // CHECK: %[[T7:.*]] = mulf %[[T5]], %[[A]] : vector<3xf32> // CHECK: %[[T8:.*]] = vector.reduction "add", %[[T7]] : vector<3xf32> into f32 // CHECK: %[[T9:.*]] = vector.insert %[[T8]], %[[T4]] [1] : f32 into vector<2xf32> // CHECK: %[[T10:.*]] = addf %[[T9]], %[[C]] : vector<2xf32> // CHECK: return %[[T10]] : vector<2xf32> func @extract_contract3(%arg0: vector<3xf32>, %arg1: vector<2x3xf32>, %arg2: vector<2xf32>) -> vector<2xf32> { %0 = vector.contract #vecmat_trait %arg0, %arg1, %arg2 : vector<3xf32>, vector<2x3xf32> into vector<2xf32> return %0 : vector<2xf32> } #matmat_accesses = [ affine_map<(i, j, k) -> (i, k)>, affine_map<(i, j, k) -> (k, j)>, affine_map<(i, j, k) -> (i, j)> ] #matmat_trait = { indexing_maps = #matmat_accesses, iterator_types = ["parallel", "parallel", "reduction"] } // CHECK-LABEL: func @extract_contract4 // CHECK-SAME: %[[A:.*0]]: vector<2x2xf32>, // CHECK-SAME: %[[B:.*1]]: vector<2x2xf32>, // CHECK-SAME: %[[C:.*2]]: vector<2x2xf32> // CHECK: %[[R:.*]] = constant dense<0.000000e+00> : vector<2x2xf32> // ... bunch of extract insert to transpose B into Bt // CHECK: %[[Bt:.*]] = vector.insert %{{.*}}, %{{.*}} [1, 1] : f32 into vector<2x2xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<2x2xf32> // CHECK: %[[T2:.*]] = vector.extract %[[Bt]][0] : vector<2x2xf32> // CHECK: %[[T9:.*]] = mulf %[[T0]], %[[T2]] : vector<2xf32> // CHECK: %[[T10:.*]] = vector.reduction "add", %[[T9]] : vector<2xf32> into f32 // CHECK: %[[T11:.*]] = vector.insert %[[T10]], %[[R]] [0, 0] : f32 into vector<2x2xf32> // // CHECK: %[[T12:.*]] = vector.extract %[[Bt]][1] : vector<2x2xf32> // CHECK: %[[T19:.*]] = mulf %[[T0]], %[[T12]] : vector<2xf32> // CHECK: %[[T20:.*]] = vector.reduction "add", %[[T19]] : vector<2xf32> into f32 // CHECK: %[[T21:.*]] = vector.insert %[[T20]], %[[T11]] [0, 1] : f32 into vector<2x2xf32> // // CHECK: %[[T23:.*]] = vector.extract %[[A]][1] : vector<2x2xf32> // CHECK: %[[T24:.*]] = vector.extract %[[Bt]][0] : vector<2x2xf32> // CHECK: %[[T32:.*]] = mulf %[[T23]], %[[T24]] : vector<2xf32> // CHECK: %[[T33:.*]] = vector.reduction "add", %[[T32]] : vector<2xf32> into f32 // CHECK: %[[T34:.*]] = vector.insert %[[T33]], %[[T21]] [1, 0] : f32 into vector<2x2xf32> // // CHECK: %[[T40:.*]] = vector.extract %[[Bt]][1] : vector<2x2xf32> // CHECK: %[[T41:.*]] = mulf %[[T23]], %[[T40]] : vector<2xf32> // CHECK: %[[T42:.*]] = vector.reduction "add", %[[T41]] : vector<2xf32> into f32 // CHECK: %[[T43:.*]] = vector.insert %[[T42]], %[[T34]] [1, 1] : f32 into vector<2x2xf32> // // CHECK: %[[T52:.*]] = addf %[[T43]], %[[C]] : vector<2x2xf32> // CHECK: return %[[T52]] : vector<2x2xf32> func @extract_contract4(%arg0: vector<2x2xf32>, %arg1: vector<2x2xf32>, %arg2: vector<2x2xf32>) -> vector<2x2xf32> { %0 = vector.contract #matmat_trait %arg0, %arg1, %arg2 : vector<2x2xf32>, vector<2x2xf32> into vector<2x2xf32> return %0 : vector<2x2xf32> } #contraction2d_accesses = [ affine_map<(i, j) -> (i, j)>, affine_map<(i, j) -> (i, j)>, affine_map<(i, j) -> ()> ] #contraction2d_trait = { indexing_maps = #contraction2d_accesses, iterator_types = ["reduction", "reduction"] } // CHECK-LABEL: func @full_contract1 // CHECK-SAME: %[[A:.*0]]: vector<2x3xf32>, // CHECK-SAME: %[[B:.*1]]: vector<2x3xf32>, // CHECK-SAME: %[[C:.*2]]: f32 // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<2x3xf32> // CHECK: %[[T1:.*]] = vector.extract %[[B]][0] : vector<2x3xf32> // CHECK: %[[T2:.*]] = mulf %[[T0]], %[[T1]] : vector<3xf32> // CHECK: %[[T3:.*]] = vector.reduction "add", %[[T2]] : vector<3xf32> into f32 // CHECK: %[[T4:.*]] = addf %[[T3]], %[[C]] : f32 // CHECK: %[[T5:.*]] = vector.extract %[[A]][1] : vector<2x3xf32> // CHECK: %[[T6:.*]] = vector.extract %[[B]][1] : vector<2x3xf32> // CHECK: %[[T7:.*]] = mulf %[[T5]], %[[T6]] : vector<3xf32> // CHECK: %[[T8:.*]] = vector.reduction "add", %[[T7]] : vector<3xf32> into f32 // CHECK: %[[T9:.*]] = addf %[[T8]], %[[T4]] : f32 // CHECK: return %[[T9]] : f32 func @full_contract1(%arg0: vector<2x3xf32>, %arg1: vector<2x3xf32>, %arg2: f32) -> f32 { %0 = vector.contract #contraction2d_trait %arg0, %arg1, %arg2 : vector<2x3xf32>, vector<2x3xf32> into f32 return %0 : f32 } #contraction2d_trans_accesses = [ affine_map<(i, j) -> (i, j)>, affine_map<(i, j) -> (j, i)>, affine_map<(i, j) -> ()> ] #contraction2d_trans_trait = { indexing_maps = #contraction2d_trans_accesses, iterator_types = ["reduction", "reduction"] } // CHECK-LABEL: func @full_contract2 // CHECK-SAME: %[[A:.*0]]: vector<2x3xf32>, // CHECK-SAME: %[[B:.*1]]: vector<3x2xf32>, // CHECK-SAME: %[[C:.*2]]: f32 // CHECK: %[[Z:.*]] = constant dense<0.000000e+00> : vector<3xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<2x3xf32> // CHECK: %[[T1:.*]] = vector.extract %[[B]][0, 0] : vector<3x2xf32> // CHECK: %[[T3:.*]] = vector.insert %[[T1]], %[[Z]] [0] : f32 into vector<3xf32> // CHECK: %[[T4:.*]] = vector.extract %[[B]][1, 0] : vector<3x2xf32> // CHECK: %[[T6:.*]] = vector.insert %[[T4]], %[[T3]] [1] : f32 into vector<3xf32> // CHECK: %[[T7:.*]] = vector.extract %[[B]][2, 0] : vector<3x2xf32> // CHECK: %[[T9:.*]] = vector.insert %[[T7]], %[[T6]] [2] : f32 into vector<3xf32> // CHECK: %[[T10:.*]] = mulf %[[T0]], %[[T9]] : vector<3xf32> // CHECK: %[[T11:.*]] = vector.reduction "add", %[[T10]] : vector<3xf32> into f32 // CHECK: %[[ACC0:.*]] = addf %[[T11]], %[[C]] : f32 // // CHECK: %[[T12:.*]] = vector.extract %[[A]][1] : vector<2x3xf32> // CHECK: %[[T13:.*]] = vector.extract %[[B]][0, 1] : vector<3x2xf // CHECK: %[[T15:.*]] = vector.insert %[[T13]], %[[Z]] [0] : f32 into vector<3xf32> // CHECK: %[[T16:.*]] = vector.extract %[[B]][1, 1] : vector<3x2xf32> // CHECK: %[[T18:.*]] = vector.insert %[[T16]], %[[T15]] [1] : f32 into vector<3xf32> // CHECK: %[[T19:.*]] = vector.extract %[[B]][2, 1] : vector<3x2xf32> // CHECK: %[[T21:.*]] = vector.insert %[[T19]], %[[T18]] [2] : f32 into vector<3xf32> // CHECK: %[[T22:.*]] = mulf %[[T12]], %[[T21]] : vector<3xf32> // CHECK: %[[T23:.*]] = vector.reduction "add", %[[T22]] : vector<3xf32> into f32 // CHECK: %[[ACC1:.*]] = addf %[[T23]], %[[ACC0]] : f32 // CHECK: return %[[ACC1]] : f32 func @full_contract2(%arg0: vector<2x3xf32>, %arg1: vector<3x2xf32>, %arg2: f32) -> f32 { %0 = vector.contract #contraction2d_trans_trait %arg0, %arg1, %arg2 : vector<2x3xf32>, vector<3x2xf32> into f32 return %0 : f32 } // CHECK-LABEL: func @outerproduct_noacc // CHECK-SAME: %[[A:.*0]]: vector<2xf32>, // CHECK-SAME: %[[B:.*1]]: vector<3xf32> // CHECK: %[[C0:.*]] = constant dense<0.000000e+00> : vector<2x3xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<2xf32> // CHECK: %[[T1:.*]] = splat %[[T0]] : vector<3xf32> // CHECK: %[[T2:.*]] = mulf %[[T1]], %[[B]] : vector<3xf32> // CHECK: %[[T3:.*]] = vector.insert %[[T2]], %[[C0]] [0] : vector<3xf32> into vector<2x3xf32> // CHECK: %[[T4:.*]] = vector.extract %[[A]][1] : vector<2xf32> // CHECK: %[[T5:.*]] = splat %[[T4]] : vector<3xf32> // CHECK: %[[T6:.*]] = mulf %[[T5]], %[[B]] : vector<3xf32> // CHECK: %[[T7:.*]] = vector.insert %[[T6]], %[[T3]] [1] : vector<3xf32> into vector<2x3xf32> // CHECK: return %[[T7]] : vector<2x3xf32> func @outerproduct_noacc(%arg0: vector<2xf32>, %arg1: vector<3xf32>) -> vector<2x3xf32> { %0 = vector.outerproduct %arg0, %arg1 : vector<2xf32>, vector<3xf32> return %0: vector<2x3xf32> } // CHECK-LABEL: func @outerproduct_acc // CHECK-SAME: %[[A:.*0]]: vector<2xf32>, // CHECK-SAME: %[[B:.*1]]: vector<3xf32>, // CHECK-SAME: %[[C:.*2]]: vector<2x3xf32> // CHECK: %[[C0:.*]] = constant dense<0.000000e+00> : vector<2x3xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<2xf32> // CHECK: %[[T1:.*]] = splat %[[T0]] : vector<3xf32> // CHECK: %[[T2:.*]] = vector.extract %[[C]][0] : vector<2x3xf32> // CHECK: %[[T3:.*]] = vector.fma %[[T1]], %[[B]], %[[T2]] : vector<3xf32> // CHECK: %[[T4:.*]] = vector.insert %[[T3]], %[[C0]] [0] : vector<3xf32> into vector<2x3xf32> // CHECK: %[[T5:.*]] = vector.extract %[[A]][1] : vector<2xf32> // CHECK: %[[T6:.*]] = splat %[[T5]] : vector<3xf32> // CHECK: %[[T7:.*]] = vector.extract %[[C]][1] : vector<2x3xf32> // CHECK: %[[T8:.*]] = vector.fma %[[T6]], %[[B]], %[[T7]] : vector<3xf32> // CHECK: %[[T9:.*]] = vector.insert %[[T8]], %[[T4]] [1] : vector<3xf32> into vector<2x3xf32> // CHECK: return %[[T9]] : vector<2x3xf32> func @outerproduct_acc(%arg0: vector<2xf32>, %arg1: vector<3xf32>, %arg2: vector<2x3xf32>) -> vector<2x3xf32> { %0 = vector.outerproduct %arg0, %arg1, %arg2 : vector<2xf32>, vector<3xf32> return %0: vector<2x3xf32> } // CHECK-LABEL: func @outerproduct_noacc_int // CHECK-SAME: %[[A:.*0]]: vector<2xi32>, // CHECK-SAME: %[[B:.*1]]: vector<3xi32> // CHECK: %[[C0:.*]] = constant dense<0> : vector<2x3xi32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<2xi32> // CHECK: %[[T1:.*]] = splat %[[T0]] : vector<3xi32> // CHECK: %[[T2:.*]] = muli %[[T1]], %[[B]] : vector<3xi32> // CHECK: %[[T3:.*]] = vector.insert %[[T2]], %[[C0]] [0] : vector<3xi32> into vector<2x3xi32> // CHECK: %[[T4:.*]] = vector.extract %[[A]][1] : vector<2xi32> // CHECK: %[[T5:.*]] = splat %[[T4]] : vector<3xi32> // CHECK: %[[T6:.*]] = muli %[[T5]], %[[B]] : vector<3xi32> // CHECK: %[[T7:.*]] = vector.insert %[[T6]], %[[T3]] [1] : vector<3xi32> into vector<2x3xi32> // CHECK: return %[[T7]] : vector<2x3xi32> func @outerproduct_noacc_int(%arg0: vector<2xi32>, %arg1: vector<3xi32>) -> vector<2x3xi32> { %0 = vector.outerproduct %arg0, %arg1 : vector<2xi32>, vector<3xi32> return %0: vector<2x3xi32> } // CHECK-LABEL: func @outerproduct_acc_int // CHECK-SAME: %[[A:.*0]]: vector<2xi32>, // CHECK-SAME: %[[B:.*1]]: vector<3xi32>, // CHECK-SAME: %[[C:.*2]]: vector<2x3xi32> // CHECK: %[[C0:.*]] = constant dense<0> : vector<2x3xi32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<2xi32> // CHECK: %[[T1:.*]] = splat %[[T0]] : vector<3xi32> // CHECK: %[[T2:.*]] = vector.extract %[[C]][0] : vector<2x3xi32> // CHECK: %[[T3:.*]] = muli %[[T1]], %[[B]] : vector<3xi32> // CHECK: %[[T4:.*]] = addi %[[T3]], %[[T2]] : vector<3xi32> // CHECK: %[[T5:.*]] = vector.insert %[[T4]], %[[C0]] [0] : vector<3xi32> into vector<2x3xi32> // CHECK: %[[T6:.*]] = vector.extract %[[A]][1] : vector<2xi32> // CHECK: %[[T7:.*]] = splat %[[T6]] : vector<3xi32> // CHECK: %[[T8:.*]] = vector.extract %[[C]][1] : vector<2x3xi32> // CHECK: %[[T9:.*]] = muli %[[T7]], %[[B]] : vector<3xi32> // CHECK: %[[T10:.*]] = addi %[[T9]], %[[T8]] : vector<3xi32> // CHECK: %[[T11:.*]] = vector.insert %[[T10]], %[[T5]] [1] : vector<3xi32> into vector<2x3xi32> // CHECK: return %[[T11]] : vector<2x3xi32> func @outerproduct_acc_int(%arg0: vector<2xi32>, %arg1: vector<3xi32>, %arg2: vector<2x3xi32>) -> vector<2x3xi32> { %0 = vector.outerproduct %arg0, %arg1, %arg2 : vector<2xi32>, vector<3xi32> return %0: vector<2x3xi32> } // CHECK-LABEL: func @axpy_fp( // CHECK-SAME: %[[A:.*0]]: vector<16xf32>, // CHECK-SAME: %[[B:.*1]]: f32) // CHECK: %[[T0:.*]] = splat %[[B]] : vector<16xf32> // CHECK: %[[T1:.*]] = mulf %[[A]], %[[T0]] : vector<16xf32> // CHECK: return %[[T1]] : vector<16xf32> func @axpy_fp(%arg0: vector<16xf32>, %arg1: f32) -> vector<16xf32> { %0 = vector.outerproduct %arg0, %arg1: vector<16xf32>, f32 return %0: vector<16xf32> } // CHECK-LABEL: func @axpy_fp_add( // CHECK-SAME: %[[A:.*0]]: vector<16xf32>, // CHECK-SAME: %[[B:.*1]]: f32, // CHECK-SAME: %[[C:.*2]]: vector<16xf32>) // CHECK: %[[T0:.*]] = splat %[[B]] : vector<16xf32> // CHECK: %[[T1:.*]] = vector.fma %[[A]], %[[T0]], %[[C]] : vector<16xf32> // CHECK: return %[[T1]] : vector<16xf32> func @axpy_fp_add(%arg0: vector<16xf32>, %arg1: f32, %arg2 : vector<16xf32>) -> vector<16xf32> { %0 = vector.outerproduct %arg0, %arg1, %arg2: vector<16xf32>, f32 return %0: vector<16xf32> } // CHECK-LABEL: func @axpy_int( // CHECK-SAME: %[[A:.*0]]: vector<16xi32>, // CHECK-SAME: %[[B:.*1]]: i32) // CHECK: %[[T0:.*]] = splat %[[B]] : vector<16xi32> // CHECK: %[[T1:.*]] = muli %[[A]], %[[T0]] : vector<16xi32> // CHECK: return %[[T1]] : vector<16xi32> func @axpy_int(%arg0: vector<16xi32>, %arg1: i32) -> vector<16xi32> { %0 = vector.outerproduct %arg0, %arg1: vector<16xi32>, i32 return %0: vector<16xi32> } // CHECK-LABEL: func @axpy_int_add( // CHECK-SAME: %[[A:.*0]]: vector<16xi32>, // CHECK-SAME: %[[B:.*1]]: i32, // CHECK-SAME: %[[C:.*2]]: vector<16xi32>) // CHECK: %[[T0:.*]] = splat %[[B]] : vector<16xi32> // CHECK: %[[T1:.*]] = muli %[[A]], %[[T0]] : vector<16xi32> // CHECK: %[[T2:.*]] = addi %[[T1]], %[[C]] : vector<16xi32> // CHECK: return %[[T2]] : vector<16xi32> func @axpy_int_add(%arg0: vector<16xi32>, %arg1: i32, %arg2: vector<16xi32>) -> vector<16xi32> { %0 = vector.outerproduct %arg0, %arg1, %arg2: vector<16xi32>, i32 return %0: vector<16xi32> } // CHECK-LABEL: func @transpose23 // CHECK-SAME: %[[A:.*]]: vector<2x3xf32> // CHECK: %[[Z:.*]] = constant dense<0.000000e+00> : vector<3x2xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0, 0] : vector<2x3xf32> // CHECK: %[[T1:.*]] = vector.insert %[[T0]], %[[Z]] [0, 0] : f32 into vector<3x2xf32> // CHECK: %[[T2:.*]] = vector.extract %[[A]][1, 0] : vector<2x3xf32> // CHECK: %[[T3:.*]] = vector.insert %[[T2]], %[[T1]] [0, 1] : f32 into vector<3x2xf32> // CHECK: %[[T4:.*]] = vector.extract %[[A]][0, 1] : vector<2x3xf32> // CHECK: %[[T5:.*]] = vector.insert %[[T4]], %[[T3]] [1, 0] : f32 into vector<3x2xf32> // CHECK: %[[T6:.*]] = vector.extract %[[A]][1, 1] : vector<2x3xf32> // CHECK: %[[T7:.*]] = vector.insert %[[T6]], %[[T5]] [1, 1] : f32 into vector<3x2xf32> // CHECK: %[[T8:.*]] = vector.extract %[[A]][0, 2] : vector<2x3xf32> // CHECK: %[[T9:.*]] = vector.insert %[[T8]], %[[T7]] [2, 0] : f32 into vector<3x2xf32> // CHECK: %[[T10:.*]] = vector.extract %[[A]][1, 2] : vector<2x3xf32> // CHECK: %[[T11:.*]] = vector.insert %[[T10]], %[[T9]] [2, 1] : f32 into vector<3x2xf32> // CHECK: return %[[T11]] : vector<3x2xf32> func @transpose23(%arg0: vector<2x3xf32>) -> vector<3x2xf32> { %0 = vector.transpose %arg0, [1, 0] : vector<2x3xf32> to vector<3x2xf32> return %0 : vector<3x2xf32> } // CHECK-LABEL: func @nop_shape_cast // CHECK-SAME: %[[A:.*]]: vector<16xf32> // CHECK: return %[[A]] : vector<16xf32> func @nop_shape_cast(%arg0: vector<16xf32>) -> vector<16xf32> { %0 = vector.shape_cast %arg0 : vector<16xf32> to vector<16xf32> return %0 : vector<16xf32> } // CHECK-LABEL: func @cancel_shape_cast // FIXME: PR49590 // HECK-SAME: %[[A:.*]]: vector<16xf32> // HECK: return %[[A]] : vector<16xf32> func @cancel_shape_cast(%arg0: vector<16xf32>) -> vector<16xf32> { %0 = vector.shape_cast %arg0 : vector<16xf32> to vector<4x4xf32> %1 = vector.shape_cast %0 : vector<4x4xf32> to vector<16xf32> return %1 : vector<16xf32> } // Shape up and downcasts for 2-D vectors, for supporting conversion to // llvm.matrix operations // CHECK-LABEL: func @shape_casts func @shape_casts(%a: vector<2x2xf32>) -> (vector<4xf32>, vector<2x2xf32>) { // CHECK-DAG: %[[cst22:.*]] = constant dense<0.000000e+00> : vector<2x2xf32> // CHECK-DAG: %[[cst:.*]] = constant dense<0.000000e+00> : vector<4xf32> // CHECK: %[[ex0:.*]] = vector.extract %{{.*}}[0] : vector<2x2xf32> // // CHECK: %[[in0:.*]] = vector.insert_strided_slice %[[ex0]], %[[cst]] // CHECK-SAME: {offsets = [0], strides = [1]} : vector<2xf32> into vector<4xf32> // // CHECK: %[[ex1:.*]] = vector.extract %{{.*}}[1] : vector<2x2xf32> // // CHECK: %[[in2:.*]] = vector.insert_strided_slice %[[ex1]], %[[in0]] // CHECK-SAME: {offsets = [2], strides = [1]} : vector<2xf32> into vector<4xf32> // %0 = vector.shape_cast %a : vector<2x2xf32> to vector<4xf32> // CHECK: %[[add:.*]] = addf %[[in2]], %[[in2]] : vector<4xf32> %r0 = addf %0, %0: vector<4xf32> // // CHECK: %[[ss0:.*]] = vector.extract_strided_slice %[[add]] // CHECK-SAME: {offsets = [0], sizes = [2], strides = [1]} : // CHECK-SAME: vector<4xf32> to vector<2xf32> // // CHECK: %[[res0:.*]] = vector.insert %[[ss0]], %[[cst22]] [0] : // CHECK-SAME: vector<2xf32> into vector<2x2xf32> // // CHECK: %[[s2:.*]] = vector.extract_strided_slice %[[add]] // CHECK-SAME: {offsets = [2], sizes = [2], strides = [1]} : // CHECK-SAME: vector<4xf32> to vector<2xf32> // // CHECK: %[[res1:.*]] = vector.insert %[[s2]], %[[res0]] [1] : // CHECK-SAME: vector<2xf32> into vector<2x2xf32> // %1 = vector.shape_cast %r0 : vector<4xf32> to vector<2x2xf32> // CHECK: return %[[add]], %[[res1]] : vector<4xf32>, vector<2x2xf32> return %r0, %1 : vector<4xf32>, vector<2x2xf32> } // CHECK-LABEL: func @shape_cast_2d2d // CHECK-SAME: %[[A:.*]]: vector<3x2xf32> // CHECK: %[[C:.*]] = constant dense<0.000000e+00> : vector<2x3xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0, 0] : vector<3x2xf32> // CHECK: %[[T1:.*]] = vector.insert %[[T0]], %[[C]] [0, 0] : f32 into vector<2x3xf32> // CHECK: %[[T2:.*]] = vector.extract %[[A]][0, 1] : vector<3x2xf32> // CHECK: %[[T3:.*]] = vector.insert %[[T2]], %[[T1]] [0, 1] : f32 into vector<2x3xf32> // CHECK: %[[T4:.*]] = vector.extract %[[A]][1, 0] : vector<3x2xf32> // CHECK: %[[T5:.*]] = vector.insert %[[T4]], %[[T3]] [0, 2] : f32 into vector<2x3xf32> // CHECK: %[[T6:.*]] = vector.extract %[[A]][1, 1] : vector<3x2xf32> // CHECK: %[[T7:.*]] = vector.insert %[[T6]], %[[T5]] [1, 0] : f32 into vector<2x3xf32> // CHECK: %[[T8:.*]] = vector.extract %[[A]][2, 0] : vector<3x2xf32> // CHECK: %[[T9:.*]] = vector.insert %[[T8]], %[[T7]] [1, 1] : f32 into vector<2x3xf32> // CHECK: %[[T10:.*]] = vector.extract %[[A]][2, 1] : vector<3x2xf32> // CHECK: %[[T11:.*]] = vector.insert %[[T10]], %[[T9]] [1, 2] : f32 into vector<2x3xf32> // CHECK: return %[[T11]] : vector<2x3xf32> func @shape_cast_2d2d(%arg0 : vector<3x2xf32>) -> vector<2x3xf32> { %s = vector.shape_cast %arg0: vector<3x2xf32> to vector<2x3xf32> return %s : vector<2x3xf32> } // CHECK-LABEL: func @shape_cast_3d1d // CHECK-SAME: %[[A:.*]]: vector<1x3x2xf32> // CHECK: %[[C:.*]] = constant dense<0.000000e+00> : vector<6xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0, 0, 0] : vector<1x3x2xf32> // CHECK: %[[T1:.*]] = vector.insert %[[T0]], %[[C]] [0] : f32 into vector<6xf32> // CHECK: %[[T2:.*]] = vector.extract %[[A]][0, 0, 1] : vector<1x3x2xf32> // CHECK: %[[T3:.*]] = vector.insert %[[T2]], %[[T1]] [1] : f32 into vector<6xf32> // CHECK: %[[T4:.*]] = vector.extract %[[A]][0, 1, 0] : vector<1x3x2xf32> // CHECK: %[[T5:.*]] = vector.insert %[[T4]], %[[T3]] [2] : f32 into vector<6xf32> // CHECK: %[[T6:.*]] = vector.extract %[[A]][0, 1, 1] : vector<1x3x2xf32> // CHECK: %[[T7:.*]] = vector.insert %[[T6]], %[[T5]] [3] : f32 into vector<6xf32> // CHECK: %[[T8:.*]] = vector.extract %[[A]][0, 2, 0] : vector<1x3x2xf32> // CHECK: %[[T9:.*]] = vector.insert %[[T8]], %[[T7]] [4] : f32 into vector<6xf32> // CHECK: %[[T10:.*]] = vector.extract %[[A]][0, 2, 1] : vector<1x3x2xf32> // CHECK: %[[T11:.*]] = vector.insert %[[T10]], %[[T9]] [5] : f32 into vector<6xf32> // CHECK: return %[[T11]] : vector<6xf32> func @shape_cast_3d1d(%arg0 : vector<1x3x2xf32>) -> vector<6xf32> { %s = vector.shape_cast %arg0 : vector<1x3x2xf32> to vector<6xf32> return %s : vector<6xf32> } // CHECK-LABEL: func @shape_cast_1d3d // CHECK-SAME: %[[A:.*]]: vector<6xf32> // CHECK: %[[C:.*]] = constant dense<0.000000e+00> : vector<2x1x3xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<6xf32> // CHECK: %[[T1:.*]] = vector.insert %[[T0]], %[[C]] [0, 0, 0] : f32 into vector<2x1x3xf32> // CHECK: %[[T2:.*]] = vector.extract %[[A]][1] : vector<6xf32> // CHECK: %[[T3:.*]] = vector.insert %[[T2]], %[[T1]] [0, 0, 1] : f32 into vector<2x1x3xf32> // CHECK: %[[T4:.*]] = vector.extract %[[A]][2] : vector<6xf32> // CHECK: %[[T5:.*]] = vector.insert %[[T4]], %[[T3]] [0, 0, 2] : f32 into vector<2x1x3xf32> // CHECK: %[[T6:.*]] = vector.extract %[[A]][3] : vector<6xf32> // CHECK: %[[T7:.*]] = vector.insert %[[T6]], %[[T5]] [1, 0, 0] : f32 into vector<2x1x3xf32> // CHECK: %[[T8:.*]] = vector.extract %[[A]][4] : vector<6xf32> // CHECK: %[[T9:.*]] = vector.insert %[[T8]], %[[T7]] [1, 0, 1] : f32 into vector<2x1x3xf32> // CHECK: %[[T10:.*]] = vector.extract %[[A]][5] : vector<6xf32> // CHECK: %[[T11:.*]] = vector.insert %[[T10]], %[[T9]] [1, 0, 2] : f32 into vector<2x1x3xf32> // CHECK: return %[[T11]] : vector<2x1x3xf32> func @shape_cast_1d3d(%arg0 : vector<6xf32>) -> vector<2x1x3xf32> { %s = vector.shape_cast %arg0 : vector<6xf32> to vector<2x1x3xf32> return %s : vector<2x1x3xf32> } // MATRIX-LABEL: func @matmul // MATRIX-SAME: %[[A:[a-zA-Z0-9]*]]: vector<2x4xf32>, // MATRIX-SAME: %[[B:[a-zA-Z0-9]*]]: vector<4x3xf32>, // MATRIX-SAME: %[[C:[a-zA-Z0-9]*]]: vector<2x3xf32> // MATRIX: %[[vcst:.*]] = constant dense<0.000000e+00> : vector<8xf32> // MATRIX: %[[vcst_0:.*]] = constant dense<0.000000e+00> : vector<12xf32> // MATRIX: %[[vcst_1:.*]] = constant dense<0.000000e+00> : vector<2x3xf32> // MATRIX: %[[a0:.*]] = vector.extract %[[A]][0] : vector<2x4xf32> // MATRIX: %[[a1:.*]] = vector.insert_strided_slice %[[a0]], %[[vcst]] {offsets = [0], strides = [1]} : vector<4xf32> into vector<8xf32> // MATRIX: %[[a2:.*]] = vector.extract %[[A]][1] : vector<2x4xf32> // MATRIX: %[[a3:.*]] = vector.insert_strided_slice %[[a2]], %[[a1]] {offsets = [4], strides = [1]} : vector<4xf32> into vector<8xf32> // MATRIX: %[[b0:.*]] = vector.extract %[[B]][0] : vector<4x3xf32> // MATRIX: %[[b1:.*]] = vector.insert_strided_slice %[[b0]], %[[vcst_0]] {offsets = [0], strides = [1]} : vector<3xf32> into vector<12xf32> // MATRIX: %[[b2:.*]] = vector.extract %[[B]][1] : vector<4x3xf32> // MATRIX: %[[b3:.*]] = vector.insert_strided_slice %[[b2]], %[[b1]] {offsets = [3], strides = [1]} : vector<3xf32> into vector<12xf32> // MATRIX: %[[b4:.*]] = vector.extract %[[B]][2] : vector<4x3xf32> // MATRIX: %[[b5:.*]] = vector.insert_strided_slice %[[b4]], %[[b3]] {offsets = [6], strides = [1]} : vector<3xf32> into vector<12xf32> // MATRIX: %[[b6:.*]] = vector.extract %[[B]][3] : vector<4x3xf32> // MATRIX: %[[b7:.*]] = vector.insert_strided_slice %[[b6]], %[[b5]] {offsets = [9], strides = [1]} : vector<3xf32> into vector<12xf32> // MATRIX: %[[mm1:.*]] = vector.matrix_multiply %[[a3]], %[[b7]] {lhs_columns = 4 : i32, lhs_rows = 2 : i32, rhs_columns = 3 : i32} : (vector<8xf32>, vector<12xf32>) -> vector<6xf32> // MATRIX: %[[mm2:.*]] = vector.extract_strided_slice %[[mm1]] {offsets = [0], sizes = [3], strides = [1]} : vector<6xf32> to vector<3xf32> // MATRIX: %[[mm3:.*]] = vector.insert %[[mm2]], %[[vcst_1]] [0] : vector<3xf32> into vector<2x3xf32> // MATRIX: %[[mm4:.*]] = vector.extract_strided_slice %[[mm1]] {offsets = [3], sizes = [3], strides = [1]} : vector<6xf32> to vector<3xf32> // MATRIX: %[[mm5:.*]] = vector.insert %[[mm4]], %[[mm3]] [1] : vector<3xf32> into vector<2x3xf32> // MATRIX: %[[mm6:.*]] = addf %[[C]], %[[mm5]] : vector<2x3xf32> // OUTERPRODUCT-LABEL: func @matmul // OUTERPRODUCT-SAME: %[[A:[a-zA-Z0-9]*]]: vector<2x4xf32>, // OUTERPRODUCT-SAME: %[[B:[a-zA-Z0-9]*]]: vector<4x3xf32>, // OUTERPRODUCT-SAME: %[[C:[a-zA-Z0-9]*]]: vector<2x3xf32> // OUTERPRODUCT: %[[At:.*]] = vector.transpose %[[A]], [1, 0] // OUTERPRODUCT-SAME: : vector<2x4xf32> to vector<4x2xf32> // // OUTERPRODUCT: %[[a0:.*]] = vector.extract %[[At]][0] : vector<4x2xf32> // OUTERPRODUCT: %[[b0:.*]] = vector.extract %[[B]][0] : vector<4x3xf32> // OUTERPRODUCT: %[[c0:.*]] = vector.outerproduct %[[a0]], %[[b0]], %[[C]] // OUTERPRODUCT-SAME: : vector<2xf32>, vector<3xf32> // // OUTERPRODUCT: %[[a1:.*]] = vector.extract %[[At]][1] : vector<4x2xf32> // OUTERPRODUCT: %[[b1:.*]] = vector.extract %[[B]][1] : vector<4x3xf32> // OUTERPRODUCT: %[[c1:.*]] = vector.outerproduct %[[a1]], %[[b1]], %[[c0]] // OUTERPRODUCT-SAME: : vector<2xf32>, vector<3xf32> // // OUTERPRODUCT: %[[a2:.*]] = vector.extract %[[At]][2] : vector<4x2xf32> // OUTERPRODUCT: %[[b2:.*]] = vector.extract %[[B]][2] : vector<4x3xf32> // OUTERPRODUCT: %[[c2:.*]] = vector.outerproduct %[[a2]], %[[b2]], %[[c1]] // OUTERPRODUCT-SAME: : vector<2xf32>, vector<3xf32> // // OUTERPRODUCT: %[[a3:.*]] = vector.extract %[[At]][3] : vector<4x2xf32> // OUTERPRODUCT: %[[b3:.*]] = vector.extract %[[B]][3] : vector<4x3xf32> // OUTERPRODUCT: %[[c3:.*]] = vector.outerproduct %[[a3]], %[[b3]], %[[c2]] // OUTERPRODUCT-SAME: : vector<2xf32>, vector<3xf32> // // OUTERPRODUCT: return %[[c3]] : vector<2x3xf32> // REDUCE-LABEL: func @matmul // REDUCE-SAME: %[[A:[a-zA-Z0-9]*]]: vector<2x4xf32>, // REDUCE-SAME: %[[B:[a-zA-Z0-9]*]]: vector<4x3xf32>, // REDUCE-SAME: %[[C:[a-zA-Z0-9]*]]: vector<2x3xf32> // // REDUCE: %[[RES:.*]] = constant dense<0.000000e+00> : vector<2x3xf32> // REDUCE: %[[Bt:.*]] = vector.transpose %[[B]], [1, 0] // REDUCE-SAME: : vector<4x3f32> to vector<3x4xf32> // // REDUCE: %[[a0:.*]] = vector.extract %[[A]][0] : vector<2x4xf32> // REDUCE-NEXT: %[[b0:.*]] = vector.extract %[[Bt]][0] : vector<3x4xf32> // REDUCE-NEXT: %[[ab00:.*]] = mul %[[a0]], %[[b0]] : vector<4xf32> // REDUCE-NEXT: %[[s00:.*]] = vector.reduction "add", %[[ab00]] : vector<4xf32> into f32 // REDUCE-NEXT: %[[r00:.*]] = vector.insert %[[s00]], %[[RES]] [0, 0] : f32 into vector<2x3xf32> // // ... // // REDUCE: %[[a1:.*]] = vector.extract %[[A]][1] : vector<2x4xf32> // REDUCE-NEXT: %[[b2:.*]] = vector.extract %[[Bt]][2] : vector<3x4xf32> // REDUCE-NEXT: %[[ab12:.*]] = mul %[[a1]], %[[b02]] : vector<4xf32> // REDUCE-NEXT: %[[s12:.*]] = vector.reduction "add", %[[ab12]] : vector<4xf32> into f32 // REDUCE-NEXT: %[[r12:.*]] = vector.insert %[[s12]], %{{.*}} [1, 2] : f32 into vector<2x3xf32> // // REDUCE: return %[[c3]] : vector<2x3xf32> func @matmul(%arg0: vector<2x4xf32>, %arg1: vector<4x3xf32>, %arg2: vector<2x3xf32>) -> vector<2x3xf32> { %0 = vector.contract #matmat_trait %arg0, %arg1, %arg2 : vector<2x4xf32>, vector<4x3xf32> into vector<2x3xf32> return %0 : vector<2x3xf32> } // CHECK-LABEL: func @broadcast_vec1d_from_scalar // CHECK-SAME: %[[A:.*0]]: f32 // CHECK: %[[T0:.*]] = splat %[[A]] : vector<2xf32> // CHECK: return %[[T0]] : vector<2xf32> func @broadcast_vec1d_from_scalar(%arg0: f32) -> vector<2xf32> { %0 = vector.broadcast %arg0 : f32 to vector<2xf32> return %0 : vector<2xf32> } // CHECK-LABEL: func @broadcast_vec2d_from_scalar // CHECK-SAME: %[[A:.*0]]: f32 // CHECK: %[[T0:.*]] = splat %[[A]] : vector<2x3xf32> // CHECK: return %[[T0]] : vector<2x3xf32> func @broadcast_vec2d_from_scalar(%arg0: f32) -> vector<2x3xf32> { %0 = vector.broadcast %arg0 : f32 to vector<2x3xf32> return %0 : vector<2x3xf32> } // CHECK-LABEL: func @broadcast_vec3d_from_scalar // CHECK-SAME: %[[A:.*0]]: f32 // CHECK: %[[T0:.*]] = splat %[[A]] : vector<2x3x4xf32> // CHECK: return %[[T0]] : vector<2x3x4xf32> func @broadcast_vec3d_from_scalar(%arg0: f32) -> vector<2x3x4xf32> { %0 = vector.broadcast %arg0 : f32 to vector<2x3x4xf32> return %0 : vector<2x3x4xf32> } // CHECK-LABEL: func @broadcast_vec1d_from_vec1d // CHECK-SAME: %[[A:.*0]]: vector<2xf32> // CHECK: return %[[A]] : vector<2xf32> 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: func @broadcast_vec2d_from_vec1d // CHECK-SAME: %[[A:.*0]]: vector<2xf32> // CHECK: %[[C0:.*]] = constant dense<0.000000e+00> : vector<3x2xf32> // CHECK: %[[T0:.*]] = vector.insert %[[A]], %[[C0]] [0] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T1:.*]] = vector.insert %[[A]], %[[T0]] [1] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T2:.*]] = vector.insert %[[A]], %[[T1]] [2] : vector<2xf32> into vector<3x2xf32> // CHECK: return %[[T2]] : vector<3x2xf32> 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: func @broadcast_vec3d_from_vec1d // CHECK-SAME: %[[A:.*0]]: vector<2xf32> // CHECK: %[[C0:.*]] = constant dense<0.000000e+00> : vector<3x2xf32> // CHECK: %[[C1:.*]] = constant dense<0.000000e+00> : vector<4x3x2xf32> // CHECK: %[[T0:.*]] = vector.insert %[[A]], %[[C0]] [0] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T1:.*]] = vector.insert %[[A]], %[[T0]] [1] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T2:.*]] = vector.insert %[[A]], %[[T1]] [2] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T3:.*]] = vector.insert %[[T2]], %[[C1]] [0] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: %[[T4:.*]] = vector.insert %[[T2]], %[[T3]] [1] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: %[[T5:.*]] = vector.insert %[[T2]], %[[T4]] [2] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: %[[T6:.*]] = vector.insert %[[T2]], %[[T5]] [3] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: return %[[T6]] : vector<4x3x2xf32> 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: func @broadcast_vec3d_from_vec2d // CHECK-SAME: %[[A:.*0]]: vector<3x2xf32> // CHECK: %[[C0:.*]] = constant dense<0.000000e+00> : vector<4x3x2xf32> // CHECK: %[[T0:.*]] = vector.insert %[[A]], %[[C0]] [0] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: %[[T1:.*]] = vector.insert %[[A]], %[[T0]] [1] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: %[[T2:.*]] = vector.insert %[[A]], %[[T1]] [2] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: %[[T3:.*]] = vector.insert %[[A]], %[[T2]] [3] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: return %[[T3]] : 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: func @broadcast_stretch // CHECK-SAME: %[[A:.*0]]: vector<1xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<1xf32> // CHECK: %[[T1:.*]] = splat %[[T0]] : vector<4xf32> // CHECK: return %[[T1]] : vector<4xf32> func @broadcast_stretch(%arg0: vector<1xf32>) -> vector<4xf32> { %0 = vector.broadcast %arg0 : vector<1xf32> to vector<4xf32> return %0 : vector<4xf32> } // CHECK-LABEL: func @broadcast_stretch_at_start // CHECK-SAME: %[[A:.*0]]: vector<1x4xf32> // CHECK: %[[C0:.*]] = constant dense<0.000000e+00> : vector<3x4xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0] : vector<1x4xf32> // CHECK: %[[T1:.*]] = vector.insert %[[T0]], %[[C0]] [0] : vector<4xf32> into vector<3x4xf32> // CHECK: %[[T2:.*]] = vector.insert %[[T0]], %[[T1]] [1] : vector<4xf32> into vector<3x4xf32> // CHECK: %[[T3:.*]] = vector.insert %[[T0]], %[[T2]] [2] : vector<4xf32> into vector<3x4xf32> // CHECK: return %[[T3]] : vector<3x4xf32> 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: func @broadcast_stretch_at_end // CHECK-SAME: %[[A:.*0]]: vector<4x1xf32> // CHECK: %[[C0:.*]] = constant dense<0.000000e+00> : vector<4x3xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0, 0] : vector<4x1xf32> // CHECK: %[[T2:.*]] = splat %[[T0]] : vector<3xf32> // CHECK: %[[T3:.*]] = vector.insert %[[T2]], %[[C0]] [0] : vector<3xf32> into vector<4x3xf32> // CHECK: %[[T4:.*]] = vector.extract %[[A]][1, 0] : vector<4x1xf32> // CHECK: %[[T6:.*]] = splat %[[T4]] : vector<3xf32> // CHECK: %[[T7:.*]] = vector.insert %[[T6]], %[[T3]] [1] : vector<3xf32> into vector<4x3xf32> // CHECK: %[[T8:.*]] = vector.extract %[[A]][2, 0] : vector<4x1xf32> // CHECK: %[[T10:.*]] = splat %[[T8]] : vector<3xf32> // CHECK: %[[T11:.*]] = vector.insert %[[T10]], %[[T7]] [2] : vector<3xf32> into vector<4x3xf32> // CHECK: %[[T12:.*]] = vector.extract %[[A]][3, 0] : vector<4x1xf32> // CHECK: %[[T14:.*]] = splat %[[T12]] : vector<3xf32> // CHECK: %[[T15:.*]] = vector.insert %[[T14]], %[[T11]] [3] : vector<3xf32> into vector<4x3xf32> // CHECK: return %[[T15]] : vector<4x3xf32> 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: func @broadcast_stretch_in_middle // CHECK-SAME: %[[A:.*0]]: vector<4x1x2xf32> // CHECK: %[[C0:.*]] = constant dense<0.000000e+00> : vector<4x3x2xf32> // CHECK: %[[C1:.*]] = constant dense<0.000000e+00> : vector<3x2xf32> // CHECK: %[[T0:.*]] = vector.extract %[[A]][0, 0] : vector<4x1x2xf32> // CHECK: %[[T2:.*]] = vector.insert %[[T0]], %[[C1]] [0] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T3:.*]] = vector.insert %[[T0]], %[[T2]] [1] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T4:.*]] = vector.insert %[[T0]], %[[T3]] [2] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T5:.*]] = vector.insert %[[T4]], %[[C0]] [0] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: %[[T6:.*]] = vector.extract %[[A]][1, 0] : vector<4x1x2xf32> // CHECK: %[[T8:.*]] = vector.insert %[[T6]], %[[C1]] [0] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T9:.*]] = vector.insert %[[T6]], %[[T8]] [1] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T10:.*]] = vector.insert %[[T6]], %[[T9]] [2] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T11:.*]] = vector.insert %[[T10]], %[[T5]] [1] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: %[[T12:.*]] = vector.extract %[[A]][2, 0] : vector<4x1x2xf32> // CHECK: %[[T14:.*]] = vector.insert %[[T12]], %[[C1]] [0] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T15:.*]] = vector.insert %[[T12]], %[[T14]] [1] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T16:.*]] = vector.insert %[[T12]], %[[T15]] [2] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T17:.*]] = vector.insert %[[T16]], %[[T11]] [2] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: %[[T18:.*]] = vector.extract %[[A]][3, 0] : vector<4x1x2xf32> // CHECK: %[[T20:.*]] = vector.insert %[[T18]], %[[C1]] [0] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T21:.*]] = vector.insert %[[T18]], %[[T20]] [1] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T22:.*]] = vector.insert %[[T18]], %[[T21]] [2] : vector<2xf32> into vector<3x2xf32> // CHECK: %[[T23:.*]] = vector.insert %[[T22]], %[[T17]] [3] : vector<3x2xf32> into vector<4x3x2xf32> // CHECK: return %[[T23]] : vector<4x3x2xf32> 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: func @genbool_1d // CHECK: %[[T0:.*]] = constant dense<[true, true, true, true, false, false, false, false]> : vector<8xi1> // CHECK: return %[[T0]] : vector<8xi1> func @genbool_1d() -> vector<8xi1> { %0 = vector.constant_mask [4] : vector<8xi1> return %0 : vector<8xi1> } // CHECK-LABEL: func @genbool_2d // CHECK: %[[C1:.*]] = constant dense<[true, true, false, false]> : vector<4xi1> // CHECK: %[[C2:.*]] = constant dense<false> : vector<4x4xi1> // CHECK: %[[T0:.*]] = vector.insert %[[C1]], %[[C2]] [0] : vector<4xi1> into vector<4x4xi1> // CHECK: %[[T1:.*]] = vector.insert %[[C1]], %[[T0]] [1] : vector<4xi1> into vector<4x4xi1> // CHECK: return %[[T1]] : vector<4x4xi1> func @genbool_2d() -> vector<4x4xi1> { %v = vector.constant_mask [2, 2] : vector<4x4xi1> return %v: vector<4x4xi1> } // CHECK-LABEL: func @genbool_3d // CHECK: %[[C1:.*]] = constant dense<[true, true, true, false]> : vector<4xi1> // CHECK: %[[C2:.*]] = constant dense<false> : vector<3x4xi1> // CHECK: %[[C3:.*]] = constant dense<false> : vector<2x3x4xi1> // CHECK: %[[T0:.*]] = vector.insert %[[C1]], %[[C2]] [0] : vector<4xi1> into vector<3x4xi1> // CHECK: %[[T1:.*]] = vector.insert %[[T0]], %[[C3]] [0] : vector<3x4xi1> into vector<2x3x4xi1> // CHECK: return %[[T1]] : vector<2x3x4xi1> func @genbool_3d() -> vector<2x3x4xi1> { %v = vector.constant_mask [1, 1, 3] : vector<2x3x4xi1> return %v: vector<2x3x4xi1> } // CHECK-LABEL: func @genbool_var_1d( // CHECK-SAME: %[[A:.*]]: index) // CHECK: %[[T0:.*]] = vector.create_mask %[[A]] : vector<3xi1> // CHECK: return %[[T0]] : vector<3xi1> func @genbool_var_1d(%arg0: index) -> vector<3xi1> { %0 = vector.create_mask %arg0 : vector<3xi1> return %0 : vector<3xi1> } // CHECK-LABEL: func @genbool_var_2d( // CHECK-SAME: %[[A:.*0]]: index, // CHECK-SAME: %[[B:.*1]]: index) // CHECK: %[[C1:.*]] = constant dense<false> : vector<3xi1> // CHECK: %[[C2:.*]] = constant dense<false> : vector<2x3xi1> // CHECK: %[[c0:.*]] = constant 0 : index // CHECK: %[[c1:.*]] = constant 1 : index // CHECK: %[[T0:.*]] = vector.create_mask %[[B]] : vector<3xi1> // CHECK: %[[T1:.*]] = cmpi slt, %[[c0]], %[[A]] : index // CHECK: %[[T2:.*]] = select %[[T1]], %[[T0]], %[[C1]] : vector<3xi1> // CHECK: %[[T3:.*]] = vector.insert %[[T2]], %[[C2]] [0] : vector<3xi1> into vector<2x3xi1> // CHECK: %[[T4:.*]] = cmpi slt, %[[c1]], %[[A]] : index // CHECK: %[[T5:.*]] = select %[[T4]], %[[T0]], %[[C1]] : vector<3xi1> // CHECK: %[[T6:.*]] = vector.insert %[[T5]], %[[T3]] [1] : vector<3xi1> into vector<2x3xi1> // CHECK: return %[[T6]] : vector<2x3xi1> func @genbool_var_2d(%arg0: index, %arg1: index) -> vector<2x3xi1> { %0 = vector.create_mask %arg0, %arg1 : vector<2x3xi1> return %0 : vector<2x3xi1> } // CHECK-LABEL: func @genbool_var_3d( // CHECK-SAME: %[[A:.*0]]: index, // CHECK-SAME: %[[B:.*1]]: index, // CHECK-SAME: %[[C:.*2]]: index) // CHECK: %[[C1:.*]] = constant dense<false> : vector<7xi1> // CHECK: %[[C2:.*]] = constant dense<false> : vector<1x7xi1> // CHECK: %[[C3:.*]] = constant dense<false> : vector<2x1x7xi1> // CHECK: %[[c0:.*]] = constant 0 : index // CHECK: %[[c1:.*]] = constant 1 : index // CHECK: %[[T0:.*]] = vector.create_mask %[[C]] : vector<7xi1> // CHECK: %[[T1:.*]] = cmpi slt, %[[c0]], %[[B]] : index // CHECK: %[[T2:.*]] = select %[[T1]], %[[T0]], %[[C1]] : vector<7xi1> // CHECK: %[[T3:.*]] = vector.insert %[[T2]], %[[C2]] [0] : vector<7xi1> into vector<1x7xi1> // CHECK: %[[T4:.*]] = cmpi slt, %[[c0]], %[[A]] : index // CHECK: %[[T5:.*]] = select %[[T4]], %[[T3]], %[[C2]] : vector<1x7xi1> // CHECK: %[[T6:.*]] = vector.insert %[[T5]], %[[C3]] [0] : vector<1x7xi1> into vector<2x1x7xi1> // CHECK: %[[T7:.*]] = cmpi slt, %[[c1]], %[[A]] : index // CHECK: %[[T8:.*]] = select %[[T7]], %[[T3]], %[[C2]] : vector<1x7xi1> // CHECK: %[[T9:.*]] = vector.insert %[[T8]], %[[T6]] [1] : vector<1x7xi1> into vector<2x1x7xi1> // CHECK: return %[[T9]] : vector<2x1x7xi1> func @genbool_var_3d(%arg0: index, %arg1: index, %arg2: index) -> vector<2x1x7xi1> { %0 = vector.create_mask %arg0, %arg1, %arg2 : vector<2x1x7xi1> return %0 : vector<2x1x7xi1> } #matmat_accesses_0 = [ affine_map<(m, n, k) -> (m, k)>, affine_map<(m, n, k) -> (k, n)>, affine_map<(m, n, k) -> (m, n)> ] #matmat_trait_0 = { indexing_maps = #matmat_accesses_0, iterator_types = ["parallel", "parallel", "reduction"] } // OUTERPRODUCT-LABEL: func @matmul_0 // OUTERPRODUCT-SAME: %[[A:[a-zA-Z0-9]*]]: vector<2x1xf32>, // OUTERPRODUCT-SAME: %[[B:[a-zA-Z0-9]*]]: vector<1x3xf32>, // OUTERPRODUCT-SAME: %[[C:[a-zA-Z0-9]*]]: vector<2x3xf32> // OUTERPRODUCT: %[[At:.*]] = vector.transpose %[[A]], [1, 0] // OUTERPRODUCT: %[[a0:.*]] = vector.extract %[[At]][0] : vector<1x2xf32> // OUTERPRODUCT: %[[b0:.*]] = vector.extract %[[B]][0] : vector<1x3xf32> // OUTERPRODUCT: %[[c0:.*]] = vector.outerproduct %[[a0]], %[[b0]], %[[C]] // OUTERPRODUCT: return %[[c0]] : vector<2x3xf32> func @matmul_0(%arg0: vector<2x1xf32>, %arg1: vector<1x3xf32>, %arg2: vector<2x3xf32>) -> vector<2x3xf32> { %0 = vector.contract #matmat_trait_0 %arg0, %arg1, %arg2 : vector<2x1xf32>, vector<1x3xf32> into vector<2x3xf32> return %0 : vector<2x3xf32> } #matmat_accesses_1 = [ affine_map<(m, n, k) -> (m, k)>, affine_map<(m, n, k) -> (n, k)>, affine_map<(m, n, k) -> (m, n)> ] #matmat_trait_1 = { indexing_maps = #matmat_accesses_1, iterator_types = ["parallel", "parallel", "reduction"] } // OUTERPRODUCT-LABEL: func @matmul_1 // OUTERPRODUCT-SAME: %[[A:[a-zA-Z0-9]*]]: vector<2x1xf32>, // OUTERPRODUCT-SAME: %[[B:[a-zA-Z0-9]*]]: vector<3x1xf32>, // OUTERPRODUCT-SAME: %[[C:[a-zA-Z0-9]*]]: vector<2x3xf32> // OUTERPRODUCT: %[[At:.*]] = vector.transpose %[[A]], [1, 0] // OUTERPRODUCT: %[[Bt:.*]] = vector.transpose %[[B]], [1, 0] // OUTERPRODUCT: %[[a0:.*]] = vector.extract %[[At]][0] : vector<1x2xf32> // OUTERPRODUCT: %[[b0:.*]] = vector.extract %[[Bt]][0] : vector<1x3xf32> // OUTERPRODUCT: %[[c0:.*]] = vector.outerproduct %[[a0]], %[[b0]], %[[C]] // OUTERPRODUCT: return %[[c0]] : vector<2x3xf32> func @matmul_1(%arg0: vector<2x1xf32>, %arg1: vector<3x1xf32>, %arg2: vector<2x3xf32>) -> vector<2x3xf32> { %0 = vector.contract #matmat_trait_1 %arg0, %arg1, %arg2 : vector<2x1xf32>, vector<3x1xf32> into vector<2x3xf32> return %0 : vector<2x3xf32> } #matmat_accesses_2 = [ affine_map<(m, n, k) -> (k, m)>, affine_map<(m, n, k) -> (k, n)>, affine_map<(m, n, k) -> (m, n)> ] #matmat_trait_2 = { indexing_maps = #matmat_accesses_2, iterator_types = ["parallel", "parallel", "reduction"] } // OUTERPRODUCT-LABEL: func @matmul_2 // OUTERPRODUCT-SAME: %[[A:[a-zA-Z0-9]*]]: vector<1x2xf32>, // OUTERPRODUCT-SAME: %[[B:[a-zA-Z0-9]*]]: vector<1x3xf32>, // OUTERPRODUCT-SAME: %[[C:[a-zA-Z0-9]*]]: vector<2x3xf32> // OUTERPRODUCT: %[[a0:.*]] = vector.extract %[[A]][0] : vector<1x2xf32> // OUTERPRODUCT: %[[b0:.*]] = vector.extract %[[B]][0] : vector<1x3xf32> // OUTERPRODUCT: %[[c0:.*]] = vector.outerproduct %[[a0]], %[[b0]], %[[C]] // OUTERPRODUCT: return %[[c0]] : vector<2x3xf32> func @matmul_2(%arg0: vector<1x2xf32>, %arg1: vector<1x3xf32>, %arg2: vector<2x3xf32>) -> vector<2x3xf32> { %0 = vector.contract #matmat_trait_2 %arg0, %arg1, %arg2 : vector<1x2xf32>, vector<1x3xf32> into vector<2x3xf32> return %0 : vector<2x3xf32> } #matmat_accesses_3 = [ affine_map<(m, n, k) -> (k, m)>, affine_map<(m, n, k) -> (n, k)>, affine_map<(m, n, k) -> (m, n)> ] #matmat_trait_3 = { indexing_maps = #matmat_accesses_3, iterator_types = ["parallel", "parallel", "reduction"] } // OUTERPRODUCT-LABEL: func @matmul_3 // OUTERPRODUCT-SAME: %[[A:[a-zA-Z0-9]*]]: vector<1x2xf32>, // OUTERPRODUCT-SAME: %[[B:[a-zA-Z0-9]*]]: vector<3x1xf32>, // OUTERPRODUCT-SAME: %[[C:[a-zA-Z0-9]*]]: vector<2x3xf32> // OUTERPRODUCT: %[[Bt:.*]] = vector.transpose %[[B]], [1, 0] // OUTERPRODUCT: %[[a0:.*]] = vector.extract %[[A]][0] : vector<1x2xf32> // OUTERPRODUCT: %[[b0:.*]] = vector.extract %[[Bt]][0] : vector<1x3xf32> // OUTERPRODUCT: %[[c0:.*]] = vector.outerproduct %[[a0]], %[[b0]], %[[C]] // OUTERPRODUCT: return %[[c0]] : vector<2x3xf32> func @matmul_3(%arg0: vector<1x2xf32>, %arg1: vector<3x1xf32>, %arg2: vector<2x3xf32>) -> vector<2x3xf32> { %0 = vector.contract #matmat_trait_3 %arg0, %arg1, %arg2 : vector<1x2xf32>, vector<3x1xf32> into vector<2x3xf32> return %0 : vector<2x3xf32> } #matmat_accesses_4 = [ affine_map<(m, n, k) -> (m, k)>, affine_map<(m, n, k) -> (k, n)>, affine_map<(m, n, k) -> (n, m)> ] #matmat_trait_4 = { indexing_maps = #matmat_accesses_4, iterator_types = ["parallel", "parallel", "reduction"] } // OUTERPRODUCT-LABEL: func @matmul_4 // OUTERPRODUCT-SAME: %[[A:[a-zA-Z0-9]*]]: vector<2x1xf32>, // OUTERPRODUCT-SAME: %[[B:[a-zA-Z0-9]*]]: vector<1x3xf32>, // OUTERPRODUCT-SAME: %[[C:[a-zA-Z0-9]*]]: vector<3x2xf32> // OUTERPRODUCT: %[[At:.*]] = vector.transpose %[[A]], [1, 0] // OUTERPRODUCT: %[[b0:.*]] = vector.extract %[[B]][0] : vector<1x3xf32> // OUTERPRODUCT: %[[a0:.*]] = vector.extract %[[At]][0] : vector<1x2xf32> // OUTERPRODUCT: %[[c0:.*]] = vector.outerproduct %[[b0]], %[[a0]], %[[C]] // OUTERPRODUCT: return %[[c0]] : vector<3x2xf32> func @matmul_4(%arg0: vector<2x1xf32>, %arg1: vector<1x3xf32>, %arg2: vector<3x2xf32>) -> vector<3x2xf32> { %0 = vector.contract #matmat_trait_4 %arg0, %arg1, %arg2 : vector<2x1xf32>, vector<1x3xf32> into vector<3x2xf32> return %0 : vector<3x2xf32> } #matmat_accesses_5 = [ affine_map<(m, n, k) -> (m, k)>, affine_map<(m, n, k) -> (k, n)>, affine_map<(m, n, k) -> (n, m)> ] #matmat_trait_5 = { indexing_maps = #matmat_accesses_5, iterator_types = ["parallel", "parallel", "reduction"] } // OUTERPRODUCT-LABEL: func @matmul_5 // OUTERPRODUCT-SAME: %[[A:[a-zA-Z0-9]*]]: vector<2x1xf32>, // OUTERPRODUCT-SAME: %[[B:[a-zA-Z0-9]*]]: vector<1x3xf32>, // OUTERPRODUCT-SAME: %[[C:[a-zA-Z0-9]*]]: vector<3x2xf32> // OUTERPRODUCT: %[[At:.*]] = vector.transpose %[[A]], [1, 0] // OUTERPRODUCT-DAG: %[[a0:.*]] = vector.extract %[[At]][0] : vector<1x2xf32> // OUTERPRODUCT-DAG: %[[b0:.*]] = vector.extract %[[B]][0] : vector<1x3xf32> // OUTERPRODUCT: %[[c0:.*]] = vector.outerproduct %[[b0]], %[[a0]], %[[C]] // OUTERPRODUCT: return %[[c0]] : vector<3x2xf32> func @matmul_5(%arg0: vector<2x1xf32>, %arg1: vector<1x3xf32>, %arg2: vector<3x2xf32>) -> vector<3x2xf32> { %0 = vector.contract #matmat_trait_5 %arg0, %arg1, %arg2 : vector<2x1xf32>, vector<1x3xf32> into vector<3x2xf32> return %0 : vector<3x2xf32> } #matmat_accesses_6 = [ affine_map<(m, n, k) -> (m, k)>, affine_map<(m, n, k) -> (k, n)>, affine_map<(m, n, k) -> (n, m)> ] #matmat_trait_6 = { indexing_maps = #matmat_accesses_6, iterator_types = ["parallel", "parallel", "reduction"] } // OUTERPRODUCT-LABEL: func @matmul_6 // OUTERPRODUCT-SAME: %[[A:[a-zA-Z0-9]*]]: vector<2x1xf32>, // OUTERPRODUCT-SAME: %[[B:[a-zA-Z0-9]*]]: vector<1x3xf32>, // OUTERPRODUCT-SAME: %[[C:[a-zA-Z0-9]*]]: vector<3x2xf32> // OUTERPRODUCT: %[[At:.*]] = vector.transpose %[[A]], [1, 0] // OUTERPRODUCT-DAG: %[[a0:.*]] = vector.extract %[[At]][0] : vector<1x2xf32> // OUTERPRODUCT-DAG: %[[b0:.*]] = vector.extract %[[B]][0] : vector<1x3xf32> // OUTERPRODUCT: %[[c0:.*]] = vector.outerproduct %[[b0]], %[[a0]], %[[C]] // OUTERPRODUCT: return %[[c0]] : vector<3x2xf32> func @matmul_6(%arg0: vector<2x1xf32>, %arg1: vector<1x3xf32>, %arg2: vector<3x2xf32>) -> vector<3x2xf32> { %0 = vector.contract #matmat_trait_6 %arg0, %arg1, %arg2 : vector<2x1xf32>, vector<1x3xf32> into vector<3x2xf32> return %0 : vector<3x2xf32> } #matmat_accesses_7 = [ affine_map<(m, n, k) -> (m, k)>, affine_map<(m, n, k) -> (k, n)>, affine_map<(m, n, k) -> (n, m)> ] #matmat_trait_7 = { indexing_maps = #matmat_accesses_7, iterator_types = ["parallel", "parallel", "reduction"] } // OUTERPRODUCT-LABEL: func @matmul_7 // OUTERPRODUCT-SAME: %[[A:[a-zA-Z0-9]*]]: vector<2x1xf32>, // OUTERPRODUCT-SAME: %[[B:[a-zA-Z0-9]*]]: vector<1x3xf32>, // OUTERPRODUCT-SAME: %[[C:[a-zA-Z0-9]*]]: vector<3x2xf32> // OUTERPRODUCT: %[[At:.*]] = vector.transpose %[[A]], [1, 0] // OUTERPRODUCT-DAG: %[[a0:.*]] = vector.extract %[[At]][0] : vector<1x2xf32> // OUTERPRODUCT-DAG: %[[b0:.*]] = vector.extract %[[B]][0] : vector<1x3xf32> // OUTERPRODUCT: %[[c0:.*]] = vector.outerproduct %[[b0]], %[[a0]], %[[C]] // OUTERPRODUCT: return %[[c0]] : vector<3x2xf32> func @matmul_7(%arg0: vector<2x1xf32>, %arg1: vector<1x3xf32>, %arg2: vector<3x2xf32>) -> vector<3x2xf32> { %0 = vector.contract #matmat_trait_7 %arg0, %arg1, %arg2 : vector<2x1xf32>, vector<1x3xf32> into vector<3x2xf32> return %0 : vector<3x2xf32> } // FILTEROUTERPRODUCT-LABEL: func @matmul_4_filtered // FILTEROUTERPRODUCT-SAME: %[[A:[a-zA-Z0-9]*]]: vector<4x4xf32>, // FILTEROUTERPRODUCT-SAME: %[[B:[a-zA-Z0-9]*]]: vector<4x4xf32>, // FILTEROUTERPRODUCT-SAME: %[[C:[a-zA-Z0-9]*]]: vector<4x4xf32> // FILTEROUTERPRODUCT: %[[c0:.*]] = vector.contract {{{.*}}} %[[A]], %[[B]], %[[C]] func @matmul_4_filtered(%arg0: vector<4x4xf32>, %arg1: vector<4x4xf32>, %arg2: vector<4x4xf32>) -> vector<4x4xf32> { %0 = vector.contract #matmat_trait_0 %arg0, %arg1, %arg2 : vector<4x4xf32>, vector<4x4xf32> into vector<4x4xf32> return %0 : vector<4x4xf32> } // FILTEROUTERPRODUCT-LABEL: func @matmul_4_not_filtered // FILTEROUTERPRODUCT-SAME: %[[A:[a-zA-Z0-9]*]]: vector<3x4xf32>, // FILTEROUTERPRODUCT-SAME: %[[B:[a-zA-Z0-9]*]]: vector<4x4xf32>, // FILTEROUTERPRODUCT-SAME: %[[C:[a-zA-Z0-9]*]]: vector<3x4xf32> // FILTEROUTERPRODUCT: %[[c0:.*]] = vector.contract {{{.*}}} %[[A]], %[[B]], %[[C]] func @matmul_4_not_filtered(%arg0: vector<3x4xf32>, %arg1: vector<4x4xf32>, %arg2: vector<3x4xf32>) -> vector<3x4xf32> { %0 = vector.contract #matmat_trait_0 %arg0, %arg1, %arg2 : vector<3x4xf32>, vector<4x4xf32> into vector<3x4xf32> return %0 : vector<3x4xf32> }