| // RUN: mlir-opt %s -test-vector-multi-reduction-lowering-patterns="use-outer-reductions" | FileCheck %s |
| |
| func @vector_multi_reduction(%arg0: vector<2x4xf32>) -> vector<2xf32> { |
| %0 = vector.multi_reduction #vector.kind<mul>, %arg0 [1] : vector<2x4xf32> to vector<2xf32> |
| return %0 : vector<2xf32> |
| } |
| |
| // CHECK-LABEL: func @vector_multi_reduction |
| // CHECK-SAME: %[[INPUT:.+]]: vector<2x4xf32> |
| // CHECK: %[[TRANSPOSED:.+]] = vector.transpose %[[INPUT]], [1, 0] : vector<2x4xf32> to vector<4x2xf32> |
| // CHECK: %[[V0:.+]] = vector.extract %[[TRANSPOSED]][0] : vector<4x2xf32> |
| // CHECK: %[[V1:.+]] = vector.extract %[[TRANSPOSED]][1] : vector<4x2xf32> |
| // CHECK: %[[RV01:.+]] = arith.mulf %[[V1]], %[[V0]] : vector<2xf32> |
| // CHECK: %[[V2:.+]] = vector.extract %[[TRANSPOSED]][2] : vector<4x2xf32> |
| // CHECK: %[[RV012:.+]] = arith.mulf %[[V2]], %[[RV01]] : vector<2xf32> |
| // CHECK: %[[V3:.+]] = vector.extract %[[TRANSPOSED]][3] : vector<4x2xf32> |
| // CHECK: %[[RESULT_VEC:.+]] = arith.mulf %[[V3]], %[[RV012]] : vector<2xf32> |
| // CHECK: return %[[RESULT_VEC]] : vector<2xf32> |
| |
| func @vector_multi_reduction_min(%arg0: vector<2x4xf32>) -> vector<2xf32> { |
| %0 = vector.multi_reduction #vector.kind<minf>, %arg0 [1] : vector<2x4xf32> to vector<2xf32> |
| return %0 : vector<2xf32> |
| } |
| |
| // CHECK-LABEL: func @vector_multi_reduction_min |
| // CHECK-SAME: %[[INPUT:.+]]: vector<2x4xf32> |
| // CHECK: %[[TRANSPOSED:.+]] = vector.transpose %[[INPUT]], [1, 0] : vector<2x4xf32> to vector<4x2xf32> |
| // CHECK: %[[V0:.+]] = vector.extract %[[TRANSPOSED]][0] : vector<4x2xf32> |
| // CHECK: %[[V1:.+]] = vector.extract %[[TRANSPOSED]][1] : vector<4x2xf32> |
| // CHECK: %[[RV01:.+]] = arith.minf %[[V1]], %[[V0]] : vector<2xf32> |
| // CHECK: %[[V2:.+]] = vector.extract %[[TRANSPOSED]][2] : vector<4x2xf32> |
| // CHECK: %[[RV012:.+]] = arith.minf %[[V2]], %[[RV01]] : vector<2xf32> |
| // CHECK: %[[V3:.+]] = vector.extract %[[TRANSPOSED]][3] : vector<4x2xf32> |
| // CHECK: %[[RESULT_VEC:.+]] = arith.minf %[[V3]], %[[RV012]] : vector<2xf32> |
| // CHECK: return %[[RESULT_VEC]] : vector<2xf32> |
| |
| func @vector_multi_reduction_max(%arg0: vector<2x4xf32>) -> vector<2xf32> { |
| %0 = vector.multi_reduction #vector.kind<maxf>, %arg0 [1] : vector<2x4xf32> to vector<2xf32> |
| return %0 : vector<2xf32> |
| } |
| |
| // CHECK-LABEL: func @vector_multi_reduction_max |
| // CHECK-SAME: %[[INPUT:.+]]: vector<2x4xf32> |
| // CHECK: %[[TRANSPOSED:.+]] = vector.transpose %[[INPUT]], [1, 0] : vector<2x4xf32> to vector<4x2xf32> |
| // CHECK: %[[V0:.+]] = vector.extract %[[TRANSPOSED]][0] : vector<4x2xf32> |
| // CHECK: %[[V1:.+]] = vector.extract %[[TRANSPOSED]][1] : vector<4x2xf32> |
| // CHECK: %[[RV01:.+]] = arith.maxf %[[V1]], %[[V0]] : vector<2xf32> |
| // CHECK: %[[V2:.+]] = vector.extract %[[TRANSPOSED]][2] : vector<4x2xf32> |
| // CHECK: %[[RV012:.+]] = arith.maxf %[[V2]], %[[RV01]] : vector<2xf32> |
| // CHECK: %[[V3:.+]] = vector.extract %[[TRANSPOSED]][3] : vector<4x2xf32> |
| // CHECK: %[[RESULT_VEC:.+]] = arith.maxf %[[V3]], %[[RV012]] : vector<2xf32> |
| // CHECK: return %[[RESULT_VEC]] : vector<2xf32> |
| |
| func @vector_multi_reduction_and(%arg0: vector<2x4xi32>) -> vector<2xi32> { |
| %0 = vector.multi_reduction #vector.kind<and>, %arg0 [1] : vector<2x4xi32> to vector<2xi32> |
| return %0 : vector<2xi32> |
| } |
| |
| // CHECK-LABEL: func @vector_multi_reduction_and |
| // CHECK-SAME: %[[INPUT:.+]]: vector<2x4xi32> |
| // CHECK: %[[TRANSPOSED:.+]] = vector.transpose %[[INPUT]], [1, 0] : vector<2x4xi32> to vector<4x2xi32> |
| // CHECK: %[[V0:.+]] = vector.extract %[[TRANSPOSED]][0] : vector<4x2xi32> |
| // CHECK: %[[V1:.+]] = vector.extract %[[TRANSPOSED]][1] : vector<4x2xi32> |
| // CHECK: %[[RV01:.+]] = arith.andi %[[V1]], %[[V0]] : vector<2xi32> |
| // CHECK: %[[V2:.+]] = vector.extract %[[TRANSPOSED]][2] : vector<4x2xi32> |
| // CHECK: %[[RV012:.+]] = arith.andi %[[V2]], %[[RV01]] : vector<2xi32> |
| // CHECK: %[[V3:.+]] = vector.extract %[[TRANSPOSED]][3] : vector<4x2xi32> |
| // CHECK: %[[RESULT_VEC:.+]] = arith.andi %[[V3]], %[[RV012]] : vector<2xi32> |
| // CHECK: return %[[RESULT_VEC]] : vector<2xi32> |
| |
| func @vector_multi_reduction_or(%arg0: vector<2x4xi32>) -> vector<2xi32> { |
| %0 = vector.multi_reduction #vector.kind<or>, %arg0 [1] : vector<2x4xi32> to vector<2xi32> |
| return %0 : vector<2xi32> |
| } |
| |
| // CHECK-LABEL: func @vector_multi_reduction_or |
| // CHECK-SAME: %[[INPUT:.+]]: vector<2x4xi32> |
| // CHECK: %[[TRANSPOSED:.+]] = vector.transpose %[[INPUT]], [1, 0] : vector<2x4xi32> to vector<4x2xi32> |
| // CHECK: %[[V0:.+]] = vector.extract %[[TRANSPOSED]][0] : vector<4x2xi32> |
| // CHECK: %[[V1:.+]] = vector.extract %[[TRANSPOSED]][1] : vector<4x2xi32> |
| // CHECK: %[[RV01:.+]] = arith.ori %[[V1]], %[[V0]] : vector<2xi32> |
| // CHECK: %[[V2:.+]] = vector.extract %[[TRANSPOSED]][2] : vector<4x2xi32> |
| // CHECK: %[[RV012:.+]] = arith.ori %[[V2]], %[[RV01]] : vector<2xi32> |
| // CHECK: %[[V3:.+]] = vector.extract %[[TRANSPOSED]][3] : vector<4x2xi32> |
| // CHECK: %[[RESULT_VEC:.+]] = arith.ori %[[V3]], %[[RV012]] : vector<2xi32> |
| // CHECK: return %[[RESULT_VEC]] : vector<2xi32> |
| |
| func @vector_multi_reduction_xor(%arg0: vector<2x4xi32>) -> vector<2xi32> { |
| %0 = vector.multi_reduction #vector.kind<xor>, %arg0 [1] : vector<2x4xi32> to vector<2xi32> |
| return %0 : vector<2xi32> |
| } |
| |
| // CHECK-LABEL: func @vector_multi_reduction_xor |
| // CHECK-SAME: %[[INPUT:.+]]: vector<2x4xi32> |
| // CHECK: %[[TRANSPOSED:.+]] = vector.transpose %[[INPUT]], [1, 0] : vector<2x4xi32> to vector<4x2xi32> |
| // CHECK: %[[V0:.+]] = vector.extract %[[TRANSPOSED]][0] : vector<4x2xi32> |
| // CHECK: %[[V1:.+]] = vector.extract %[[TRANSPOSED]][1] : vector<4x2xi32> |
| // CHECK: %[[RV01:.+]] = arith.xori %[[V1]], %[[V0]] : vector<2xi32> |
| // CHECK: %[[V2:.+]] = vector.extract %[[TRANSPOSED]][2] : vector<4x2xi32> |
| // CHECK: %[[RV012:.+]] = arith.xori %[[V2]], %[[RV01]] : vector<2xi32> |
| // CHECK: %[[V3:.+]] = vector.extract %[[TRANSPOSED]][3] : vector<4x2xi32> |
| // CHECK: %[[RESULT_VEC:.+]] = arith.xori %[[V3]], %[[RV012]] : vector<2xi32> |
| // CHECK: return %[[RESULT_VEC]] : vector<2xi32> |
| |
| |
| func @vector_reduction_outer(%arg0: vector<2x3x4x5xi32>) -> vector<2x3xi32> { |
| %0 = vector.multi_reduction #vector.kind<add>, %arg0 [2, 3] : vector<2x3x4x5xi32> to vector<2x3xi32> |
| return %0 : vector<2x3xi32> |
| } |
| |
| // CHECK-LABEL: func @vector_reduction_outer |
| // CHECK-SAME: %[[INPUT:.+]]: vector<2x3x4x5xi32> |
| // CHECK: %[[TRANSPOSED:.+]] = vector.transpose %[[INPUT]], [2, 3, 0, 1] : vector<2x3x4x5xi32> to vector<4x5x2x3xi32> |
| // CHECK: %[[RESHAPED:.+]] = vector.shape_cast %[[TRANSPOSED]] : vector<4x5x2x3xi32> to vector<20x6xi32> |
| // CHECK: %[[V0:.+]] = vector.extract %[[RESHAPED]][0] : vector<20x6xi32> |
| // CHECK: %[[V1:.+]] = vector.extract %[[RESHAPED]][1] : vector<20x6xi32> |
| // CHECK: %[[R0:.+]] = arith.addi %[[V1]], %[[V0]] : vector<6xi32> |
| // CHECK: %[[V2:.+]] = vector.extract %[[RESHAPED]][2] : vector<20x6xi32> |
| // CHECK: %[[R1:.+]] = arith.addi %[[V2]], %[[R0]] : vector<6xi32> |
| // CHECK: %[[V3:.+]] = vector.extract %[[RESHAPED]][3] : vector<20x6xi32> |
| // CHECK: %[[R2:.+]] = arith.addi %[[V3]], %[[R1]] : vector<6xi32> |
| // CHECK: %[[V4:.+]] = vector.extract %[[RESHAPED]][4] : vector<20x6xi32> |
| // CHECK: %[[R3:.+]] = arith.addi %[[V4]], %[[R2]] : vector<6xi32> |
| // CHECK: %[[V5:.+]] = vector.extract %[[RESHAPED]][5] : vector<20x6xi32> |
| // CHECK: %[[R4:.+]] = arith.addi %[[V5]], %[[R3]] : vector<6xi32> |
| // CHECK: %[[V6:.+]] = vector.extract %[[RESHAPED]][6] : vector<20x6xi32> |
| // CHECK: %[[R5:.+]] = arith.addi %[[V6]], %[[R4]] : vector<6xi32> |
| // CHECK: %[[V7:.+]] = vector.extract %[[RESHAPED]][7] : vector<20x6xi32> |
| // CHECK: %[[R6:.+]] = arith.addi %[[V7]], %[[R5]] : vector<6xi32> |
| // CHECK: %[[V8:.+]] = vector.extract %[[RESHAPED]][8] : vector<20x6xi32> |
| // CHECK: %[[R7:.+]] = arith.addi %[[V8]], %[[R6]] : vector<6xi32> |
| // CHECK: %[[V9:.+]] = vector.extract %[[RESHAPED]][9] : vector<20x6xi32> |
| // CHECK: %[[R8:.+]] = arith.addi %[[V9]], %[[R7]] : vector<6xi32> |
| // CHECK: %[[V10:.+]] = vector.extract %[[RESHAPED]][10] : vector<20x6xi32> |
| // CHECK: %[[R9:.+]] = arith.addi %[[V10]], %[[R8]] : vector<6xi32> |
| // CHECK: %[[V11:.+]] = vector.extract %[[RESHAPED]][11] : vector<20x6xi32> |
| // CHECK: %[[R10:.+]] = arith.addi %[[V11]], %[[R9]] : vector<6xi32> |
| // CHECK: %[[V12:.+]] = vector.extract %[[RESHAPED]][12] : vector<20x6xi32> |
| // CHECK: %[[R11:.+]] = arith.addi %[[V12]], %[[R10]] : vector<6xi32> |
| // CHECK: %[[V13:.+]] = vector.extract %[[RESHAPED]][13] : vector<20x6xi32> |
| // CHECK: %[[R12:.+]] = arith.addi %[[V13]], %[[R11]] : vector<6xi32> |
| // CHECK: %[[V14:.+]] = vector.extract %[[RESHAPED]][14] : vector<20x6xi32> |
| // CHECK: %[[R13:.+]] = arith.addi %[[V14]], %[[R12]] : vector<6xi32> |
| // CHECK: %[[V15:.+]] = vector.extract %[[RESHAPED]][15] : vector<20x6xi32> |
| // CHECK: %[[R14:.+]] = arith.addi %[[V15]], %[[R13]] : vector<6xi32> |
| // CHECK: %[[V16:.+]] = vector.extract %[[RESHAPED]][16] : vector<20x6xi32> |
| // CHECK: %[[R15:.+]] = arith.addi %[[V16]], %[[R14]] : vector<6xi32> |
| // CHECK: %[[V17:.+]] = vector.extract %[[RESHAPED]][17] : vector<20x6xi32> |
| // CHECK: %[[R16:.+]] = arith.addi %[[V17]], %[[R15]] : vector<6xi32> |
| // CHECK: %[[V18:.+]] = vector.extract %[[RESHAPED]][18] : vector<20x6xi32> |
| // CHECK: %[[R17:.+]] = arith.addi %[[V18]], %[[R16]] : vector<6xi32> |
| // CHECK: %[[V19:.+]] = vector.extract %[[RESHAPED]][19] : vector<20x6xi32> |
| // CHECK: %[[R18:.+]] = arith.addi %[[V19]], %[[R17]] : vector<6xi32> |
| // CHECK: %[[RESULT_VEC:.+]] = vector.shape_cast %[[R18]] : vector<6xi32> to vector<2x3xi32> |
| // CHECK: return %[[RESULT_VEC]] : vector<2x3xi32> |
