// RUN: mlir-opt %s -test-vector-sink-patterns -split-input-file | FileCheck %s // RUN: mlir-opt -transform-preload-library='transform-library-paths=%p/vector-sink-transform.mlir' -transform-interpreter -split-input-file %s | FileCheck %s //----------------------------------------------------------------------------- // [Pattern: ReorderElementwiseOpsOnBroadcast] //----------------------------------------------------------------------------- // CHECK-LABEL: func.func @broadcast_scalar_with_bcast( // CHECK-SAME: %[[ARG_0:.*]]: index, %[[ARG_1:.*]]: index) -> vector<1x4xindex> { // CHECK: %[[ADD:.*]] = arith.addi %[[ARG_0]], %[[ARG_1]] : index // CHECK: %[[BCAST:.*]] = vector.broadcast %[[ADD]] : index to vector<1x4xindex> // CHECK: return %[[BCAST]] : vector<1x4xindex> func.func @broadcast_scalar_with_bcast(%arg1: index, %arg2: index) -> vector<1x4xindex> { %0 = vector.broadcast %arg1 : index to vector<1x4xindex> %1 = vector.broadcast %arg2 : index to vector<1x4xindex> %2 = arith.addi %0, %1 : vector<1x4xindex> return %2 : vector<1x4xindex> } // CHECK-LABEL: func.func @broadcast_scalar_with_bcast_scalable( // CHECK-SAME: %[[ARG_0:.*]]: index, %[[ARG_1:.*]]: index) -> vector<1x[4]xindex> { // CHECK: %[[ADD:.*]] = arith.addi %[[ARG_0]], %[[ARG_1]] : index // CHECK: %[[BCAST:.*]] = vector.broadcast %[[ADD]] : index to vector<1x[4]xindex> // CHECK: return %[[BCAST]] : vector<1x[4]xindex> func.func @broadcast_scalar_with_bcast_scalable(%arg1: index, %arg2: index) -> vector<1x[4]xindex> { %0 = vector.broadcast %arg1 : index to vector<1x[4]xindex> %1 = vector.broadcast %arg2 : index to vector<1x[4]xindex> %2 = arith.addi %0, %1 : vector<1x[4]xindex> return %2 : vector<1x[4]xindex> } // ----- // CHECK-LABEL: func.func @broadcast_scalar_with_bcast_and_splat( // CHECK-SAME: %[[ARG1:.*]]: index, // CHECK-SAME: %[[ARG2:.*]]: index) -> vector<1x4xindex> { // CHECK: %[[ADD:.*]] = arith.addi %[[ARG1]], %[[ARG2]] : index // CHECK: %[[BCAST:.*]] = vector.broadcast %[[ADD]] : index to vector<1x4xindex> // CHECK: return %[[BCAST]] : vector<1x4xindex> func.func @broadcast_scalar_with_bcast_and_splat(%arg1: index, %arg2: index) -> vector<1x4xindex> { %0 = vector.splat %arg1 : vector<1x4xindex> %1 = vector.broadcast %arg2 : index to vector<1x4xindex> %2 = arith.addi %0, %1 : vector<1x4xindex> return %2 : vector<1x4xindex> } // CHECK-LABEL: func.func @broadcast_scalar_with_bcast_and_splat_scalable( // CHECK-SAME: %[[ARG1:.*]]: index, // CHECK-SAME: %[[ARG2:.*]]: index) -> vector<1x[4]xindex> { // CHECK: %[[ADD:.*]] = arith.addi %[[ARG1]], %[[ARG2]] : index // CHECK: %[[BCAST:.*]] = vector.broadcast %[[ADD]] : index to vector<1x[4]xindex> // CHECK: return %[[BCAST]] : vector<1x[4]xindex> func.func @broadcast_scalar_with_bcast_and_splat_scalable(%arg1: index, %arg2: index) -> vector<1x[4]xindex> { %0 = vector.splat %arg1 : vector<1x[4]xindex> %1 = vector.broadcast %arg2 : index to vector<1x[4]xindex> %2 = arith.addi %0, %1 : vector<1x[4]xindex> return %2 : vector<1x[4]xindex> } // ----- // CHECK-LABEL: func.func @broadcast_vector( // CHECK-SAME: %[[ARG_0:.*]]: vector<4xf32>, // CHECK-SAME: %[[ARG_1:.*]]: vector<4xf32>) -> vector<3x4xf32> { // CHECK: %[[ADDF:.*]] = arith.addf %[[ARG_0]], %[[ARG_1]] : vector<4xf32> // CHECK: %[[BCAST:.*]] = vector.broadcast %[[ADDF]] : vector<4xf32> to vector<3x4xf32> // CHECK: return %[[BCAST]] : vector<3x4xf32> func.func @broadcast_vector(%arg1: vector<4xf32>, %arg2: vector<4xf32>) -> vector<3x4xf32> { %arg1_bcast = vector.broadcast %arg1 : vector<4xf32> to vector<3x4xf32> %arg2_bcast = vector.broadcast %arg2 : vector<4xf32> to vector<3x4xf32> %2 = arith.addf %arg1_bcast, %arg2_bcast : vector<3x4xf32> return %2 : vector<3x4xf32> } // CHECK-LABEL: func.func @broadcast_vector_scalable( // CHECK-SAME: %[[ARG_0:.*]]: vector<[4]xf32>, // CHECK-SAME: %[[ARG_1:.*]]: vector<[4]xf32>) -> vector<3x[4]xf32> { // CHECK: %[[ADDF:.*]] = arith.addf %[[ARG_0]], %[[ARG_1]] : vector<[4]xf32> // CHECK: %[[BCAST:.*]] = vector.broadcast %[[ADDF]] : vector<[4]xf32> to vector<3x[4]xf32> // CHECK: return %[[BCAST]] : vector<3x[4]xf32> func.func @broadcast_vector_scalable(%arg1: vector<[4]xf32>, %arg2: vector<[4]xf32>) -> vector<3x[4]xf32> { %arg1_bcast = vector.broadcast %arg1 : vector<[4]xf32> to vector<3x[4]xf32> %arg2_bcast = vector.broadcast %arg2 : vector<[4]xf32> to vector<3x[4]xf32> %2 = arith.addf %arg1_bcast, %arg2_bcast : vector<3x[4]xf32> return %2 : vector<3x[4]xf32> } // ----- // CHECK-LABEL: func.func @broadcast_scalar_and_vec( // CHECK-SAME: %[[ARG1:.*]]: index, // CHECK-SAME: %[[ARG2:.*]]: vector<4xindex>) -> vector<1x4xindex> { // CHECK: %[[SPLAT:.*]] = vector.splat %[[ARG1]] : vector<1x4xindex> // CHECK: %[[BCAST:.*]] = vector.broadcast %[[ARG2]] : vector<4xindex> to vector<1x4xindex> // CHECK: %[[ADD:.*]] = arith.addi %[[SPLAT]], %[[BCAST]] : vector<1x4xindex> // CHECK: return %[[ADD]] : vector<1x4xindex> func.func @broadcast_scalar_and_vec(%arg1: index, %arg2: vector<4xindex>) -> vector<1x4xindex> { %0 = vector.splat %arg1 : vector<1x4xindex> %1 = vector.broadcast %arg2 : vector<4xindex> to vector<1x4xindex> %2 = arith.addi %0, %1 : vector<1x4xindex> return %2 : vector<1x4xindex> } // CHECK-LABEL: func.func @broadcast_scalar_and_vec_scalable( // CHECK-SAME: %[[ARG1:.*]]: index, // CHECK-SAME: %[[ARG2:.*]]: vector<[4]xindex>) -> vector<1x[4]xindex> { // CHECK: %[[SPLAT:.*]] = vector.splat %[[ARG1]] : vector<1x[4]xindex> // CHECK: %[[BCAST:.*]] = vector.broadcast %[[ARG2]] : vector<[4]xindex> to vector<1x[4]xindex> // CHECK: %[[ADD:.*]] = arith.addi %[[SPLAT]], %[[BCAST]] : vector<1x[4]xindex> // CHECK: return %[[ADD]] : vector<1x[4]xindex> func.func @broadcast_scalar_and_vec_scalable(%arg1: index, %arg2: vector<[4]xindex>) -> vector<1x[4]xindex> { %0 = vector.splat %arg1 : vector<1x[4]xindex> %1 = vector.broadcast %arg2 : vector<[4]xindex> to vector<1x[4]xindex> %2 = arith.addi %0, %1 : vector<1x[4]xindex> return %2 : vector<1x[4]xindex> } // ----- // CHECK-LABEL: func.func @broadcast_vector_and_scalar( // CHECK-SAME: %[[ARG_0:.*]]: i32, // CHECK-SAME: %[[ARG_1:.*]]: vector<4xi32>) -> vector<4xi32> { // CHECK: %[[BCAST:.*]] = vector.broadcast %[[ARG_0]] : i32 to vector<4xi32> // CHECK: %[[ADD:.*]] = arith.addi %[[BCAST]], %[[ARG_1]] : vector<4xi32> // CHECK: return %[[ADD]] : vector<4xi32> func.func @broadcast_vector_and_scalar(%arg1: i32, %arg2: vector<4xi32>) -> vector<4xi32> { %arg1_bcast = vector.broadcast %arg1 : i32 to vector<4xi32> %2 = arith.addi %arg1_bcast, %arg2 : vector<4xi32> return %2 : vector<4xi32> } // CHECK-LABEL: func.func @broadcast_vector_and_scalar_scalable( // CHECK-SAME: %[[ARG_0:.*]]: i32, // CHECK-SAME: %[[ARG_1:.*]]: vector<[4]xi32>) -> vector<[4]xi32> { // CHECK: %[[BCAST:.*]] = vector.broadcast %[[ARG_0]] : i32 to vector<[4]xi32> // CHECK: %[[ADD:.*]] = arith.addi %[[BCAST]], %[[ARG_1]] : vector<[4]xi32> // CHECK: return %[[ADD]] : vector<[4]xi32> func.func @broadcast_vector_and_scalar_scalable(%arg1: i32, %arg2: vector<[4]xi32>) -> vector<[4]xi32> { %arg1_bcast = vector.broadcast %arg1 : i32 to vector<[4]xi32> %2 = arith.addi %arg1_bcast, %arg2 : vector<[4]xi32> return %2 : vector<[4]xi32> } // ----- #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.func @negative_not_elementwise // CHECK-DAG: %[[F1:.*]] = arith.constant dense<1.000000e+00> : vector<2x2xf32> // CHECK-DAG: %[[F2:.*]] = arith.constant dense<2.000000e+00> : vector<2x2xf32> // CHECK-DAG: %[[F3:.*]] = arith.constant dense<3.000000e+00> : vector<2x2xf32> // CHECK: %[[RES:.*]] = vector.contract {indexing_maps = [#map, #map1, #map2], iterator_types = ["parallel", "parallel", "reduction"], kind = #vector.kind} %[[F1]], %[[F2]], %[[F3]] : vector<2x2xf32>, vector<2x2xf32> into vector<2x2xf32> func.func @negative_not_elementwise() -> vector<2x2xf32> { %f1 = arith.constant 1.0: f32 %f2 = arith.constant 2.0: f32 %f3 = arith.constant 3.0: f32 %A = vector.broadcast %f1 : f32 to vector<2x2xf32> %B = vector.broadcast %f2 : f32 to vector<2x2xf32> %C = vector.broadcast %f3 : f32 to vector<2x2xf32> %res = vector.contract #matmat_trait %A, %B, %C : vector<2x2xf32>, vector<2x2xf32> into vector<2x2xf32> return %res : vector<2x2xf32> } // ----- // The source and the result for arith.cmp have different types - not supported // CHECK-LABEL: func.func @negative_source_and_result_mismatch // CHECK: %[[BROADCAST:.+]] = vector.broadcast // CHECK: %[[RETURN:.+]] = arith.cmpf uno, %[[BROADCAST]], %[[BROADCAST]] // CHECK: return %[[RETURN]] func.func @negative_source_and_result_mismatch(%arg0 : f32, %arg1 : vector<1xf32>) -> vector<1xi1> { %0 = vector.broadcast %arg0 : f32 to vector<1xf32> %1 = arith.cmpf uno, %0, %0 : vector<1xf32> return %1 : vector<1xi1> } // ----- // vector.fma only supports vectors - currently it's not possible to replace this with e.g.: // %scalar_res = vector.fma %scalar_1, %scalar2 // %vec_res = vector.broadcast %scalar_res // // TODO: It should be possible to support this case // CHECK-LABEL: func.func @negative_op_only_supports_vectors // CHECK: %[[BROADCAST:.+]] = vector.broadcast // CHECK: %[[RESULT:.+]] = vector.fma %[[BROADCAST]] // CHECK: return %[[RESULT]] func.func @negative_op_only_supports_vectors(%arg0 : f32) -> vector<1xf32> { %0 = vector.broadcast %arg0 : f32 to vector<1xf32> %1 = vector.fma %0, %0, %0 : vector<1xf32> return %1 : vector<1xf32> } //===----------------------------------------------------------------------===// // [Pattern: ReorderCastOpsOnBroadcast] // // Reorder casting ops and vector ops. The casting ops have almost identical // pattern, so only arith.extsi op is tested. //===----------------------------------------------------------------------===// // ----- func.func @broadcast_vector_extsi(%a : vector<4xi8>) -> vector<2x4xi32> { // CHECK: %[[EXT:.+]] = arith.extsi %{{.+}} : vector<4xi8> to vector<4xi32> // CHECK: vector.broadcast %[[EXT:.+]] : vector<4xi32> to vector<2x4xi32> %b = vector.broadcast %a : vector<4xi8> to vector<2x4xi8> %r = arith.extsi %b : vector<2x4xi8> to vector<2x4xi32> return %r : vector<2x4xi32> } // ----- func.func @broadcast_vector_extsi_scalable(%a : vector<[4]xi8>) -> vector<2x[4]xi32> { // CHECK: %[[EXT:.+]] = arith.extsi %{{.+}} : vector<[4]xi8> to vector<[4]xi32> // CHECK: vector.broadcast %[[EXT:.+]] : vector<[4]xi32> to vector<2x[4]xi32> %b = vector.broadcast %a : vector<[4]xi8> to vector<2x[4]xi8> %r = arith.extsi %b : vector<2x[4]xi8> to vector<2x[4]xi32> return %r : vector<2x[4]xi32> } // ----- func.func @broadcast_scalar_extsi(%a : i8) -> vector<2x4xi32> { // CHECK: %[[EXT:.+]] = arith.extsi %{{.+}} : i8 to i32 // CHECK: vector.broadcast %[[EXT]] : i32 to vector<2x4xi32> %b = vector.broadcast %a : i8 to vector<2x4xi8> %r = arith.extsi %b : vector<2x4xi8> to vector<2x4xi32> return %r : vector<2x4xi32> } // ----- func.func @broadcast_scalar_extsi_scalable(%a : i8) -> vector<2x[4]xi32> { // CHECK: %[[EXT:.+]] = arith.extsi %{{.+}} : i8 to i32 // CHECK: vector.broadcast %[[EXT]] : i32 to vector<2x[4]xi32> %b = vector.broadcast %a : i8 to vector<2x[4]xi8> %r = arith.extsi %b : vector<2x[4]xi8> to vector<2x[4]xi32> return %r : vector<2x[4]xi32> } //===----------------------------------------------------------------------===// // [Pattern: ReorderElementwiseOpsOnTranspose] //===----------------------------------------------------------------------===// func.func @transpose_extsi(%a : vector<4x2xi8>) -> vector<2x4xi32> { // CHECK: %[[EXT:.+]] = arith.extsi %{{.+}} : vector<4x2xi8> to vector<4x2xi32> // CHECK: vector.transpose %[[EXT]], [1, 0] : vector<4x2xi32> to vector<2x4xi32> %b = vector.transpose %a, [1, 0]: vector<4x2xi8> to vector<2x4xi8> %r = arith.extsi %b : vector<2x4xi8> to vector<2x4xi32> return %r : vector<2x4xi32> } // ----- func.func @transpose_extsi_scalable(%a : vector<[4]x2xi8>) -> vector<2x[4]xi32> { // CHECK: %[[EXT:.+]] = arith.extsi %{{.+}} : vector<[4]x2xi8> to vector<[4]x2xi32> // CHECK: vector.transpose %[[EXT]], [1, 0] : vector<[4]x2xi32> to vector<2x[4]xi32> %b = vector.transpose %a, [1, 0]: vector<[4]x2xi8> to vector<2x[4]xi8> %r = arith.extsi %b : vector<2x[4]xi8> to vector<2x[4]xi32> return %r : vector<2x[4]xi32> } // ----- // CHECK-LABEL: func @transpose_elementwise_same_type // CHECK-SAME: (%[[A:.+]]: vector<4x2xf32>, %[[B:.+]]: vector<4x2xf32>) // CHECK: %[[ADD:.+]] = arith.addf %[[A]], %[[B]] : vector<4x2xf32> // CHECK: %[[T:.+]] = vector.transpose %[[ADD]], [1, 0] // CHECK: return %[[T]] func.func @transpose_elementwise_same_type(%a : vector<4x2xf32>, %b : vector<4x2xf32>) -> vector<2x4xf32> { %at = vector.transpose %a, [1, 0]: vector<4x2xf32> to vector<2x4xf32> %bt = vector.transpose %b, [1, 0]: vector<4x2xf32> to vector<2x4xf32> %r = arith.addf %at, %bt : vector<2x4xf32> return %r : vector<2x4xf32> } // ----- // CHECK-LABEL: func @transpose_elementwise_same_type_scalable // CHECK-SAME: (%[[A:.+]]: vector<[4]x2xf32>, %[[B:.+]]: vector<[4]x2xf32>) // CHECK: %[[ADD:.+]] = arith.addf %[[A]], %[[B]] : vector<[4]x2xf32> // CHECK: %[[T:.+]] = vector.transpose %[[ADD]], [1, 0] // CHECK: return %[[T]] func.func @transpose_elementwise_same_type_scalable(%a : vector<[4]x2xf32>, %b : vector<[4]x2xf32>) -> vector<2x[4]xf32> { %at = vector.transpose %a, [1, 0]: vector<[4]x2xf32> to vector<2x[4]xf32> %bt = vector.transpose %b, [1, 0]: vector<[4]x2xf32> to vector<2x[4]xf32> %r = arith.addf %at, %bt : vector<2x[4]xf32> return %r : vector<2x[4]xf32> } // ----- // CHECK-LABEL: func @transpose_elementwise_diff_operand_types // CHECK-SAME: (%[[COND:.+]]: vector<4x2xi1>, %[[A:.+]]: vector<4x2xf32>, %[[B:.+]]: vector<4x2xf32>) // CHECK: %[[S:.+]] = arith.select %[[COND]], %[[A]], %[[B]] : vector<4x2xi1>, vector<4x2xf32> // CHECK: %[[T:.+]] = vector.transpose %[[S]], [1, 0] : vector<4x2xf32> to vector<2x4xf32> // CHECK: return %[[T]] func.func @transpose_elementwise_diff_operand_types(%cond: vector<4x2xi1>, %a : vector<4x2xf32>, %b : vector<4x2xf32>) -> vector<2x4xf32> { %condt = vector.transpose %cond, [1, 0]: vector<4x2xi1> to vector<2x4xi1> %at = vector.transpose %a, [1, 0]: vector<4x2xf32> to vector<2x4xf32> %bt = vector.transpose %b, [1, 0]: vector<4x2xf32> to vector<2x4xf32> %r = arith.select %condt, %at, %bt : vector<2x4xi1>, vector<2x4xf32> return %r : vector<2x4xf32> } // ----- // CHECK-LABEL: func @transpose_elementwise_diff_operand_types_scalable // CHECK-SAME: (%[[COND:.+]]: vector<[4]x2xi1>, %[[A:.+]]: vector<[4]x2xf32>, %[[B:.+]]: vector<[4]x2xf32>) // CHECK: %[[S:.+]] = arith.select %[[COND]], %[[A]], %[[B]] : vector<[4]x2xi1>, vector<[4]x2xf32> // CHECK: %[[T:.+]] = vector.transpose %[[S]], [1, 0] : vector<[4]x2xf32> to vector<2x[4]xf32> // CHECK: return %[[T]] func.func @transpose_elementwise_diff_operand_types_scalable(%cond: vector<[4]x2xi1>, %a : vector<[4]x2xf32>, %b : vector<[4]x2xf32>) -> vector<2x[4]xf32> { %condt = vector.transpose %cond, [1, 0]: vector<[4]x2xi1> to vector<2x[4]xi1> %at = vector.transpose %a, [1, 0]: vector<[4]x2xf32> to vector<2x[4]xf32> %bt = vector.transpose %b, [1, 0]: vector<[4]x2xf32> to vector<2x[4]xf32> %r = arith.select %condt, %at, %bt : vector<2x[4]xi1>, vector<2x[4]xf32> return %r : vector<2x[4]xf32> } // ----- // CHECK-LABEL: func @transpose_elementwise_diff_operand_result_type // CHECK-SAME: (%[[A:.+]]: vector<4x2xf32>, %[[B:.+]]: vector<4x2xf32>) // CHECK: %[[CMP:.+]] = arith.cmpf olt, %[[A]], %[[B]] : vector<4x2xf32> // CHECK: %[[T:.+]] = vector.transpose %[[CMP]], [1, 0] : vector<4x2xi1> to vector<2x4xi1> // CHECK: return %[[T]] func.func @transpose_elementwise_diff_operand_result_type(%a : vector<4x2xf32>, %b : vector<4x2xf32>) -> vector<2x4xi1> { %at = vector.transpose %a, [1, 0]: vector<4x2xf32> to vector<2x4xf32> %bt = vector.transpose %b, [1, 0]: vector<4x2xf32> to vector<2x4xf32> %r = arith.cmpf olt, %at, %bt : vector<2x4xf32> return %r : vector<2x4xi1> } // ----- // CHECK-LABEL: func @transpose_elementwise_diff_operand_result_type_scalable // CHECK-SAME: (%[[A:.+]]: vector<[4]x2xf32>, %[[B:.+]]: vector<[4]x2xf32>) // CHECK: %[[CMP:.+]] = arith.cmpf olt, %[[A]], %[[B]] : vector<[4]x2xf32> // CHECK: %[[T:.+]] = vector.transpose %[[CMP]], [1, 0] : vector<[4]x2xi1> to vector<2x[4]xi1> // CHECK: return %[[T]] func.func @transpose_elementwise_diff_operand_result_type_scalable(%a : vector<[4]x2xf32>, %b : vector<[4]x2xf32>) -> vector<2x[4]xi1> { %at = vector.transpose %a, [1, 0]: vector<[4]x2xf32> to vector<2x[4]xf32> %bt = vector.transpose %b, [1, 0]: vector<[4]x2xf32> to vector<2x[4]xf32> %r = arith.cmpf olt, %at, %bt : vector<2x[4]xf32> return %r : vector<2x[4]xi1> } // ----- // CHECK-LABEL: func @transpose_elementwise_splat_constant // CHECK-SAME: (%[[A:.+]]: vector<4x6x3x2xf32>) // CHECK: %[[B:.+]] = arith.constant dense<5.000000e+00> : vector<4x6x3x2xf32> // CHECK: %[[ADD:.+]] = arith.addf %[[A]], %[[B]] : vector<4x6x3x2xf32> // CHECK: %[[T:.+]] = vector.transpose %[[ADD]], [1, 0, 3, 2] : vector<4x6x3x2xf32> to vector<6x4x2x3xf32> // CHECK: return %[[T:.+]] : vector<6x4x2x3xf32> func.func @transpose_elementwise_splat_constant(%a : vector<4x6x3x2xf32>) -> vector<6x4x2x3xf32> { %b = arith.constant dense<5.0> : vector<6x4x2x3xf32> %at = vector.transpose %a, [1, 0, 3, 2]: vector<4x6x3x2xf32> to vector<6x4x2x3xf32> %r = arith.addf %at, %b : vector<6x4x2x3xf32> return %r : vector<6x4x2x3xf32> } // ----- // CHECK-LABEL: func @transpose_elementwise_splat_constant_scalable // CHECK-SAME: (%[[A:.+]]: vector<[4]x6x3x2xf32>) // CHECK: %[[B:.+]] = arith.constant dense<5.000000e+00> : vector<[4]x6x3x2xf32> // CHECK: %[[ADD:.+]] = arith.addf %[[A]], %[[B]] : vector<[4]x6x3x2xf32> // CHECK: %[[T:.+]] = vector.transpose %[[ADD]], [1, 0, 3, 2] : vector<[4]x6x3x2xf32> to vector<6x[4]x2x3xf32> // CHECK: return %[[T:.+]] : vector<6x[4]x2x3xf32> func.func @transpose_elementwise_splat_constant_scalable(%a : vector<[4]x6x3x2xf32>) -> vector<6x[4]x2x3xf32> { %b = arith.constant dense<5.0> : vector<6x[4]x2x3xf32> %at = vector.transpose %a, [1, 0, 3, 2]: vector<[4]x6x3x2xf32> to vector<6x[4]x2x3xf32> %r = arith.addf %at, %b : vector<6x[4]x2x3xf32> return %r : vector<6x[4]x2x3xf32> } // ----- // CHECK-LABEL: func @transpose_elementwise_diff_map // CHECK: vector.transpose // CHECK: vector.transpose // CHECK: arith.addf func.func @transpose_elementwise_diff_map(%a : vector<4x6x3x2xf32>, %b: vector<6x2x4x3xf32>) -> vector<6x4x2x3xf32> { %at = vector.transpose %a, [1, 0, 3, 2]: vector<4x6x3x2xf32> to vector<6x4x2x3xf32> %bt = vector.transpose %b, [0, 2, 1, 3]: vector<6x2x4x3xf32> to vector<6x4x2x3xf32> %r = arith.addf %at, %bt : vector<6x4x2x3xf32> return %r : vector<6x4x2x3xf32> } // ----- // CHECK-LABEL: func @transpose_elementwise_diff_map_scalable // CHECK: vector.transpose // CHECK: vector.transpose // CHECK: arith.addf func.func @transpose_elementwise_diff_map_scalable(%a : vector<[4]x6x3x2xf32>, %b: vector<6x2x[4]x3xf32>) -> vector<6x[4]x2x3xf32> { %at = vector.transpose %a, [1, 0, 3, 2]: vector<[4]x6x3x2xf32> to vector<6x[4]x2x3xf32> %bt = vector.transpose %b, [0, 2, 1, 3]: vector<6x2x[4]x3xf32> to vector<6x[4]x2x3xf32> %r = arith.addf %at, %bt : vector<6x[4]x2x3xf32> return %r : vector<6x[4]x2x3xf32> } // ----- //----------------------------------------------------------------------------- // [Pattern: ExtractOpFromElementwise] //----------------------------------------------------------------------------- // CHECK-LABEL: @extract_elementwise_scalar // CHECK-SAME: (%[[ARG0:.*]]: vector<4xf32>, %[[ARG1:.*]]: vector<4xf32>) func.func @extract_elementwise_scalar(%arg0: vector<4xf32>, %arg1: vector<4xf32>) -> f32 { // CHECK: %[[EXT0:.*]] = vector.extract %[[ARG0]][1] : f32 from vector<4xf32> // CHECK: %[[EXT1:.*]] = vector.extract %[[ARG1]][1] : f32 from vector<4xf32> // CHECK: %[[RES:.*]] = arith.addf %[[EXT0]], %[[EXT1]] : f32 // CHECK: return %[[RES]] : f32 %0 = arith.addf %arg0, %arg1 : vector<4xf32> %1 = vector.extract %0[1] : f32 from vector<4xf32> return %1 : f32 } // CHECK-LABEL: @extract_elementwise_arg_res_different_types // CHECK-SAME: (%[[ARG0:.*]]: vector<4xindex>) func.func @extract_elementwise_arg_res_different_types(%arg0: vector<4xindex>) -> i64 { // CHECK: %[[EXT:.*]] = vector.extract %[[ARG0]][1] : index from vector<4xindex> // CHECK: %[[RES:.*]] = arith.index_cast %[[EXT]] : index to i64 // CHECK: return %[[RES]] : i64 %0 = arith.index_cast %arg0: vector<4xindex> to vector<4xi64> %1 = vector.extract %0[1] : i64 from vector<4xi64> return %1 : i64 } // CHECK-LABEL: @extract_elementwise_vec // CHECK-SAME: (%[[ARG0:.*]]: vector<2x4xf32>, %[[ARG1:.*]]: vector<2x4xf32>) func.func @extract_elementwise_vec(%arg0: vector<2x4xf32>, %arg1: vector<2x4xf32>) -> vector<4xf32> { // CHECK: %[[EXT0:.*]] = vector.extract %[[ARG0]][1] : vector<4xf32> from vector<2x4xf32> // CHECK: %[[EXT1:.*]] = vector.extract %[[ARG1]][1] : vector<4xf32> from vector<2x4xf32> // CHECK: %[[RES:.*]] = arith.addf %[[EXT0]], %[[EXT1]] : vector<4xf32> // CHECK: return %[[RES]] : vector<4xf32> %0 = arith.addf %arg0, %arg1 : vector<2x4xf32> %1 = vector.extract %0[1] : vector<4xf32> from vector<2x4xf32> return %1 : vector<4xf32> } // CHECK-LABEL: @negative_extract_elementwise_no_single_use // CHECK-SAME: (%[[ARG0:.*]]: vector<4xf32>, %[[ARG1:.*]]: vector<4xf32>) func.func @negative_extract_elementwise_no_single_use(%arg0: vector<4xf32>, %arg1: vector<4xf32>) -> (f32, vector<4xf32>) { // Do not propagate extract, as elementwise has other uses. // CHECK: %[[ELT:.*]] = arith.addf %[[ARG0]], %[[ARG1]] : vector<4xf32> // CHECK: %[[EXT:.*]] = vector.extract %[[ELT]][1] : f32 from vector<4xf32> // CHECK: return %[[EXT]], %[[ELT]] : f32, vector<4xf32> %0 = arith.addf %arg0, %arg1 : vector<4xf32> %1 = vector.extract %0[1] : f32 from vector<4xf32> return %1, %0 : f32, vector<4xf32> } // CHECK-LABEL: @negative_extract_elementwise_not_one_res // CHECK-SAME: (%[[ARG0:.*]]: vector<4xi32>, %[[ARG1:.*]]: vector<4xi32>) func.func @negative_extract_elementwise_not_one_res(%arg0: vector<4xi32>, %arg1: vector<4xi32>) -> i32 { // Do not propagate extract, as elementwise has more than 1 result. // CHECK: %[[LOW:.*]], %[[HIGH:.*]] = arith.mulsi_extended %[[ARG0]], %[[ARG1]] : vector<4xi32> // CHECK: %[[EXT:.*]] = vector.extract %[[LOW]][1] : i32 from vector<4xi32> // CHECK: return %[[EXT]] : i32 %low, %hi = arith.mulsi_extended %arg0, %arg1 : vector<4xi32> %1 = vector.extract %low[1] : i32 from vector<4xi32> return %1 : i32 } // CHECK-LABEL: @negative_extract_not_elementwise // CHECK-SAME: (%[[ARG0:.*]]: vector<4xi64>) func.func @negative_extract_not_elementwise(%arg0: vector<4xi64>) -> i64 { // `test.increment` is not an elemewise op. // CHECK: %[[INC:.*]] = test.increment %[[ARG0]] : vector<4xi64> // CHECK: %[[RES:.*]] = vector.extract %[[INC]][1] : i64 from vector<4xi64> // CHECK: return %[[RES]] : i64 %0 = test.increment %arg0: vector<4xi64> %1 = vector.extract %0[1] : i64 from vector<4xi64> return %1 : i64 } // CHECK-LABEL: @negative_extract_vec_fma // CHECK-SAME: (%[[ARG0:.*]]: vector<4xf32>, %[[ARG1:.*]]: vector<4xf32>, %[[ARG2:.*]]: vector<4xf32>) func.func @negative_extract_vec_fma(%arg0: vector<4xf32>, %arg1: vector<4xf32>, %arg2: vector<4xf32>) -> f32 { // `vector.fma` doesn't suppport scalars. // CHECK: %[[FMA:.*]] = vector.fma %[[ARG0]], %[[ARG1]], %[[ARG2]] : vector<4xf32> // CHECK: %[[RES:.*]] = vector.extract %[[FMA]][1] : f32 from vector<4xf32> // CHECK: return %[[RES]] : f32 %0 = vector.fma %arg0, %arg1, %arg2: vector<4xf32> %1 = vector.extract %0[1] : f32 from vector<4xf32> return %1 : f32 } // CHECK-LABEL: @negative_extract_dynamic_pos func.func @negative_extract_dynamic_pos(%arg0: vector<4xf32>, %arg1 : vector<4xf32>, %idx : vector<4xindex>) -> f32 { // CHECK-NOT: vector.extract // CHECK: arith.addf %{{.*}}, %{{.*}} : vector<4xf32> // CHECK: vector.extract // CHECK: vector.extract %0 = arith.addf %arg0, %arg1 : vector<4xf32> %1 = vector.extract %idx[0] : index from vector<4xindex> %2 = vector.extract %0[%1] : f32 from vector<4xf32> return %2 : f32 } //----------------------------------------------------------------------------- // [Pattern: ExtractOpFromLoad] //----------------------------------------------------------------------------- // CHECK-LABEL: @extract_load_scalar // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index) func.func @extract_load_scalar(%arg0: memref, %arg1: index) -> f32 { // CHECK: %[[RES:.*]] = memref.load %[[ARG0]][%[[ARG1]]] : memref // CHECK: return %[[RES]] : f32 %0 = vector.load %arg0[%arg1] : memref, vector<4xf32> %1 = vector.extract %0[0] : f32 from vector<4xf32> return %1 : f32 } // CHECK-LABEL: @extract_load_index // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index) func.func @extract_load_index(%arg0: memref, %arg1: index) -> index { // CHECK: %[[RES:.*]] = memref.load %[[ARG0]][%[[ARG1]]] : memref // CHECK: return %[[RES]] : index %0 = vector.load %arg0[%arg1] : memref, vector<4xindex> %1 = vector.extract %0[0] : index from vector<4xindex> return %1 : index } // CHECK-LABEL: @extract_load_scalar_non_zero_off // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index) func.func @extract_load_scalar_non_zero_off(%arg0: memref, %arg1: index) -> f32 { // CHECK: %[[C1:.*]] = arith.constant 1 : index // CHECK: %[[OFF:.*]] = arith.addi %[[ARG1]], %[[C1]] overflow : index // CHECK: %[[RES:.*]] = memref.load %[[ARG0]][%[[OFF]]] : memref // CHECK: return %[[RES]] : f32 %0 = vector.load %arg0[%arg1] : memref, vector<4xf32> %1 = vector.extract %0[1] : f32 from vector<4xf32> return %1 : f32 } // CHECK-LABEL: @extract_load_scalar_dyn_off // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index) func.func @extract_load_scalar_dyn_off(%arg0: memref, %arg1: index, %arg2: index) -> f32 { // CHECK: %[[OFF:.*]] = arith.addi %[[ARG1]], %[[ARG2]] overflow : index // CHECK: %[[RES:.*]] = memref.load %[[ARG0]][%[[OFF]]] : memref // CHECK: return %[[RES]] : f32 %0 = vector.load %arg0[%arg1] : memref, vector<4xf32> %1 = vector.extract %0[%arg2] : f32 from vector<4xf32> return %1 : f32 } // CHECK-LABEL: @extract_load_vec_non_zero_off // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index) func.func @extract_load_vec_non_zero_off(%arg0: memref, %arg1: index, %arg2: index) -> vector<4xf32> { // CHECK: %[[C1:.*]] = arith.constant 1 : index // CHECK: %[[OFF:.*]] = arith.addi %[[ARG1]], %[[C1]] overflow : index // CHECK: %[[RES:.*]] = vector.load %[[ARG0]][%[[OFF]], %[[ARG2]]] : memref, vector<4xf32> // CHECK: return %[[RES]] : vector<4xf32> %0 = vector.load %arg0[%arg1, %arg2] : memref, vector<2x4xf32> %1 = vector.extract %0[1] : vector<4xf32> from vector<2x4xf32> return %1 : vector<4xf32> } // CHECK-LABEL: @extract_load_scalar_non_zero_off_2d_src_memref // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index) func.func @extract_load_scalar_non_zero_off_2d_src_memref(%arg0: memref, %arg1: index, %arg2: index) -> f32 { // CHECK: %[[C1:.*]] = arith.constant 1 : index // CHECK: %[[OFF:.*]] = arith.addi %[[ARG2]], %[[C1]] overflow : index // CHECK: %[[RES:.*]] = memref.load %[[ARG0]][%[[ARG1]], %[[OFF]]] : memref // CHECK: return %[[RES]] : f32 %0 = vector.load %arg0[%arg1, %arg2] : memref, vector<4xf32> %1 = vector.extract %0[1] : f32 from vector<4xf32> return %1 : f32 } // CHECK-LABEL: @extract_load_vec_high_rank // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index, %[[ARG3:.*]]: index) func.func @extract_load_vec_high_rank(%arg0: memref, %arg1: index, %arg2: index, %arg3: index) -> vector<4xf32> { // CHECK: %[[C1:.*]] = arith.constant 1 : index // CHECK: %[[OFF:.*]] = arith.addi %[[ARG2]], %[[C1]] overflow : index // CHECK: %[[RES:.*]] = vector.load %[[ARG0]][%[[ARG1]], %[[OFF]], %[[ARG3]]] : memref, vector<4xf32> // CHECK: return %[[RES]] : vector<4xf32> %0 = vector.load %arg0[%arg1, %arg2, %arg3] : memref, vector<2x4xf32> %1 = vector.extract %0[1] : vector<4xf32> from vector<2x4xf32> return %1 : vector<4xf32> } // CHECK-LABEL: @negative_extract_load_scalar_from_memref_of_vec // CHECK-SAME: (%[[ARG0:.*]]: memref>, %[[ARG1:.*]]: index) func.func @negative_extract_load_scalar_from_memref_of_vec(%arg0: memref>, %arg1: index) -> f32 { // CHECK: %[[RES:.*]] = vector.load %[[ARG0]][%[[ARG1]]] : memref>, vector<4xf32> // CHECK: %[[EXT:.*]] = vector.extract %[[RES]][0] : f32 from vector<4xf32> // CHECK: return %[[EXT]] : f32 %0 = vector.load %arg0[%arg1] : memref>, vector<4xf32> %1 = vector.extract %0[0] : f32 from vector<4xf32> return %1 : f32 } // CHECK-LABEL: @negative_extract_load_scalar_from_memref_of_i1 // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index) func.func @negative_extract_load_scalar_from_memref_of_i1(%arg0: memref, %arg1: index) -> i1 { // Subbyte types are tricky, ignore them for now. // CHECK: %[[RES:.*]] = vector.load %[[ARG0]][%[[ARG1]]] : memref, vector<8xi1> // CHECK: %[[EXT:.*]] = vector.extract %[[RES]][0] : i1 from vector<8xi1> // CHECK: return %[[EXT]] : i1 %0 = vector.load %arg0[%arg1] : memref, vector<8xi1> %1 = vector.extract %0[0] : i1 from vector<8xi1> return %1 : i1 } // CHECK-LABEL: @negative_extract_load_no_single_use // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index) func.func @negative_extract_load_no_single_use(%arg0: memref, %arg1: index) -> (f32, vector<4xf32>) { // CHECK: %[[RES:.*]] = vector.load %[[ARG0]][%[[ARG1]]] : memref, vector<4xf32> // CHECK: %[[EXT:.*]] = vector.extract %[[RES]][0] : f32 from vector<4xf32> // CHECK: return %[[EXT]], %[[RES]] : f32, vector<4xf32> %0 = vector.load %arg0[%arg1] : memref, vector<4xf32> %1 = vector.extract %0[0] : f32 from vector<4xf32> return %1, %0 : f32, vector<4xf32> } // CHECK-LABEL: @negative_extract_load_scalable // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index) func.func @negative_extract_load_scalable(%arg0: memref, %arg1: index) -> f32 { // CHECK: %[[RES:.*]] = vector.load %[[ARG0]][%[[ARG1]]] : memref, vector<[1]xf32> // CHECK: %[[EXT:.*]] = vector.extract %[[RES]][0] : f32 from vector<[1]xf32> // CHECK: return %[[EXT]] : f32 %0 = vector.load %arg0[%arg1] : memref, vector<[1]xf32> %1 = vector.extract %0[0] : f32 from vector<[1]xf32> return %1 : f32 } //----------------------------------------------------------------------------- // [Pattern: StoreOpFromSplatOrBroadcast] //----------------------------------------------------------------------------- // CHECK-LABEL: @store_splat // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index, %[[ARG2:.*]]: f32) func.func @store_splat(%arg0: memref, %arg1: index, %arg2: f32) { // CHECK: memref.store %[[ARG2]], %[[ARG0]][%[[ARG1]]] : memref %0 = vector.splat %arg2 : vector<1xf32> vector.store %0, %arg0[%arg1] : memref, vector<1xf32> return } // CHECK-LABEL: @store_broadcast // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index, %[[ARG2:.*]]: f32) func.func @store_broadcast(%arg0: memref, %arg1: index, %arg2: f32) { // CHECK: memref.store %[[ARG2]], %[[ARG0]][%[[ARG1]]] : memref %0 = vector.broadcast %arg2 : f32 to vector<1xf32> vector.store %0, %arg0[%arg1] : memref, vector<1xf32> return } // CHECK-LABEL: @store_broadcast_1d_to_2d // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index, %[[ARG3:.*]]: vector<1xf32>) func.func @store_broadcast_1d_to_2d(%arg0: memref, %arg1: index, %arg2: index, %arg3: vector<1xf32>) { // CHECK: vector.store %[[ARG3]], %[[ARG0]][%[[ARG1]], %[[ARG2]]] : memref, vector<1xf32> %0 = vector.broadcast %arg3 : vector<1xf32> to vector<1x1xf32> vector.store %0, %arg0[%arg1, %arg2] : memref, vector<1x1xf32> return } // CHECK-LABEL: @negative_store_scalable // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index, %[[ARG2:.*]]: f32) func.func @negative_store_scalable(%arg0: memref, %arg1: index, %arg2: f32) { // CHECK: %[[RES:.*]] = vector.splat %[[ARG2]] : vector<[1]xf32> // CHECK: vector.store %[[RES]], %[[ARG0]][%[[ARG1]]] : memref, vector<[1]xf32> %0 = vector.splat %arg2 : vector<[1]xf32> vector.store %0, %arg0[%arg1] : memref, vector<[1]xf32> return } // CHECK-LABEL: @negative_store_memref_of_vec // CHECK-SAME: (%[[ARG0:.*]]: memref>, %[[ARG1:.*]]: index, %[[ARG2:.*]]: f32) func.func @negative_store_memref_of_vec(%arg0: memref>, %arg1: index, %arg2: f32) { // CHECK: %[[RES:.*]] = vector.splat %[[ARG2]] : vector<1xf32> // CHECK: vector.store %[[RES]], %[[ARG0]][%[[ARG1]]] : memref>, vector<1xf32> %0 = vector.splat %arg2 : vector<1xf32> vector.store %0, %arg0[%arg1] : memref>, vector<1xf32> return } // CHECK-LABEL: @negative_store_more_than_one_element // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index, %[[ARG2:.*]]: f32) func.func @negative_store_more_than_one_element(%arg0: memref, %arg1: index, %arg2: f32) { // CHECK: %[[RES:.*]] = vector.splat %[[ARG2]] : vector<4xf32> // CHECK: vector.store %[[RES]], %[[ARG0]][%[[ARG1]]] : memref, vector<4xf32> %0 = vector.splat %arg2 : vector<4xf32> vector.store %0, %arg0[%arg1] : memref, vector<4xf32> return } // CHECK-LABEL: @negative_store_no_single_use // CHECK-SAME: (%[[ARG0:.*]]: memref, %[[ARG1:.*]]: index, %[[ARG2:.*]]: f32) func.func @negative_store_no_single_use(%arg0: memref, %arg1: index, %arg2: f32) -> vector<1xf32> { // CHECK: %[[RES:.*]] = vector.splat %[[ARG2]] : vector<1xf32> // CHECK: vector.store %[[RES]], %[[ARG0]][%[[ARG1]]] : memref, vector<1xf32> // CHECK: return %[[RES:.*]] : vector<1xf32> %0 = vector.splat %arg2 : vector<1xf32> vector.store %0, %arg0[%arg1] : memref, vector<1xf32> return %0 : vector<1xf32> }