// RUN: mlir-hlo-opt -lhlo-legalize-to-affine %s -o - | FileCheck %s // Smoke test. // CHECK-LABEL: func @min_op func @min_op(%lhs: memref<4x3x2x1xf32>, %rhs: memref<4x3x2x1xf32>, %result: memref<4x3x2x1xf32>) -> () { // CHECK-NEXT: affine.for %[[I:.*]] = 0 to 4 { // CHECK-NEXT: affine.for %[[J:.*]] = 0 to 3 { // CHECK-NEXT: affine.for %[[K:.*]] = 0 to 2 { // CHECK-NEXT: affine.for %[[L:.*]] = 0 to 1 { // CHECK-NEXT: %[[LHS:.*]] = affine.load %{{.*}}[%[[I]], %[[J]], %[[K]], %[[L]]] : memref<4x3x2x1xf32> // CHECK-NEXT: %[[RHS:.*]] = affine.load %{{.*}}[%[[I]], %[[J]], %[[K]], %[[L]]] : memref<4x3x2x1xf32> // CHECK-NEXT: %[[MIN_PREDICATE:.*]] = cmpf olt, %[[LHS]], %[[RHS]] : f32 // CHECK-NEXT: %[[MIN:.*]] = select %[[MIN_PREDICATE]], %[[LHS]], %[[RHS]] : f32 // CHECK-NEXT: affine.store %[[MIN]], %{{.*}}[%[[I]], %[[J]], %[[K]], %[[L]]] : memref<4x3x2x1xf32> // CHECK: return "lmhlo.minimum"(%lhs, %rhs, %result) {name = "min.1"} : (memref<4x3x2x1xf32>, memref<4x3x2x1xf32>, memref<4x3x2x1xf32>) -> () return } // Add tests. // CHECK-LABEL: func @float_add_op func @float_add_op(%lhs: memref<7xf32>, %rhs: memref<7xf32>, %result: memref<7xf32>) -> () { // CHECK: addf %{{.*}}, %{{.*}} : f32 "lmhlo.add"(%lhs, %rhs, %result) {name = "add.1"} : (memref<7xf32>, memref<7xf32>, memref<7xf32>) -> () return } // CHECK-LABEL: func @int_add_op func @int_add_op(%lhs: memref<7xi32>, %rhs: memref<7xi32>, %result: memref<7xi32>) -> () { // CHECK: addi %{{.*}}, %{{.*}} : i32 "lmhlo.add"(%lhs, %rhs, %result) {name = "add.1"} : (memref<7xi32>, memref<7xi32>, memref<7xi32>) -> () return } // And test. // CHECK-LABEL: func @int_and_op func @int_and_op(%lhs: memref<7xi32>, %rhs: memref<7xi32>, %result: memref<7xi32>) -> () { // CHECK: and %{{.*}}, %{{.*}} : i32 "lmhlo.and"(%lhs, %rhs, %result) {name = "and.1"} : (memref<7xi32>, memref<7xi32>, memref<7xi32>) -> () return } // Div tests. // CHECK-LABEL: func @float_div_op func @float_div_op(%lhs: memref<7xf32>, %rhs: memref<7xf32>, %result: memref<7xf32>) -> () { // CHECK: divf %{{.*}}, %{{.*}} : f32 "lmhlo.divide"(%lhs, %rhs, %result) {name = "div.1"} : (memref<7xf32>, memref<7xf32>, memref<7xf32>) -> () return } // CHECK-LABEL: func @int_div_op func @int_div_op(%lhs: memref<7xi32>, %rhs: memref<7xi32>, %result: memref<7xi32>) -> () { // CHECK: divi_signed %{{.*}}, %{{.*}} : i32 "lmhlo.divide"(%lhs, %rhs, %result) {name = "div.1"} : (memref<7xi32>, memref<7xi32>, memref<7xi32>) -> () return } // Max tests. // CHECK-LABEL: func @float_max_op func @float_max_op(%lhs: memref<7xf32>, %rhs: memref<7xf32>, %result: memref<7xf32>) -> () { // CHECK: %[[CHECK:.*]] = cmpf ogt, %[[ONE:.*]], %[[TWO:.*]] : f32 // CHECK: select %[[CHECK]], %[[ONE]], %[[TWO]] : f32 "lmhlo.maximum"(%lhs, %rhs, %result) {name = "max.1"} : (memref<7xf32>, memref<7xf32>, memref<7xf32>) -> () return } // CHECK-LABEL: func @int_max_op func @int_max_op(%lhs: memref<7xi32>, %rhs: memref<7xi32>, %result: memref<7xi32>) -> () { // CHECK: %[[CHECK:.*]] = cmpi sgt, %[[ONE:.*]], %[[TWO:.*]] : i32 // CHECK: select %[[CHECK]], %[[ONE]], %[[TWO]] : i32 "lmhlo.maximum"(%lhs, %rhs, %result) {name = "max.1"} : (memref<7xi32>, memref<7xi32>, memref<7xi32>) -> () return } // Min tests. // CHECK-LABEL: func @float_min_op func @float_min_op(%lhs: memref<7xf32>, %rhs: memref<7xf32>, %result: memref<7xf32>) -> () { // CHECK: %[[CHECK:.*]] = cmpf olt, %[[ONE:.*]], %[[TWO:.*]] : f32 // CHECK: select %[[CHECK]], %[[ONE]], %[[TWO]] : f32 "lmhlo.minimum"(%lhs, %rhs, %result) {name = "min.1"} : (memref<7xf32>, memref<7xf32>, memref<7xf32>) -> () return } // CHECK-LABEL: func @int_min_op func @int_min_op(%lhs: memref<7xi32>, %rhs: memref<7xi32>, %result: memref<7xi32>) -> () { // CHECK: %[[CHECK:.*]] = cmpi slt, %[[ONE:.*]], %[[TWO:.*]] : i32 // CHECK: select %[[CHECK]], %[[ONE]], %[[TWO]] : i32 "lmhlo.minimum"(%lhs, %rhs, %result) {name = "min.1"} : (memref<7xi32>, memref<7xi32>, memref<7xi32>) -> () return } // Mul tests. // CHECK-LABEL: func @float_mul_op func @float_mul_op(%lhs: memref<7xf32>, %rhs: memref<7xf32>, %result: memref<7xf32>) -> () { // CHECK: mulf %{{.*}}, %{{.*}} : f32 "lmhlo.multiply"(%lhs, %rhs, %result) {name = "mul.1"} : (memref<7xf32>, memref<7xf32>, memref<7xf32>) -> () return } // CHECK-LABEL: func @int_mul_op func @int_mul_op(%lhs: memref<7xi32>, %rhs: memref<7xi32>, %result: memref<7xi32>) -> () { // CHECK: muli %{{.*}}, %{{.*}} : i32 "lmhlo.multiply"(%lhs, %rhs, %result) {name = "mul.1"} : (memref<7xi32>, memref<7xi32>, memref<7xi32>) -> () return } // Sub tests. // CHECK-LABEL: func @float_sub_op func @float_sub_op(%lhs: memref<7xf32>, %rhs: memref<7xf32>, %result: memref<7xf32>) -> () { // CHECK: subf %{{.*}}, %{{.*}} : f32 "lmhlo.subtract"(%lhs, %rhs, %result) {name = "sub.1"} : (memref<7xf32>, memref<7xf32>, memref<7xf32>) -> () return } // CHECK-LABEL: func @int_sub_op func @int_sub_op(%lhs: memref<7xi32>, %rhs: memref<7xi32>, %result: memref<7xi32>) -> () { // CHECK: subi %{{.*}}, %{{.*}} : i32 "lmhlo.subtract"(%lhs, %rhs, %result) {name = "sub.1"} : (memref<7xi32>, memref<7xi32>, memref<7xi32>) -> () return } // Dot tests. // CHECK-LABEL: func @float_dot_op func @float_dot_op(%lhs: memref<7x3xf32>, %rhs: memref<3x4xf32>, %result: memref<7x4xf32> ) -> () { // CHECK-NEXT: affine.for %[[I:.*]] = 0 to 7 { // CHECK-NEXT: affine.for %[[J:.*]] = 0 to 4 { // CHECK-NEXT: affine.for %[[K:.*]] = 0 to 3 { // CHECK-NEXT: %[[LHS:.*]] = affine.load %{{.*}}[%[[I]], %[[K]]] : memref<7x3xf32> // CHECK-NEXT: %[[RHS:.*]] = affine.load %{{.*}}[%[[K]], %[[J]]] : memref<3x4xf32> // CHECK-NEXT: %[[RESULT:.*]] = affine.load %{{.*}}[%[[I]], %[[J]]] : memref<7x4xf32> // CHECK-NEXT: %[[MULT:.*]] = mulf %[[LHS]], %[[RHS]] : f32 // CHECK-NEXT: %[[ADD:.*]] = addf %[[MULT]], %[[RESULT]] : f32 // CHECK-NEXT: affine.store %[[ADD]], %{{.*}}[%[[I]], %[[J]]] : memref<7x4xf32> // CHECK: return "lmhlo.dot"(%lhs, %rhs, %result) { dot_dimension_numbers = { lhs_batching_dimensions = dense<> : tensor<0xi64>, rhs_batching_dimensions = dense<> : tensor<0xi64>, lhs_contracting_dimensions = dense<1> : tensor<1xi64>, rhs_contracting_dimensions = dense<0> : tensor<1xi64> } } : (memref<7x3xf32>, memref<3x4xf32>, memref<7x4xf32>) -> () return } // CHECK-LABEL: func @int_dot_op func @int_dot_op(%lhs: memref<7x3xi32>, %rhs: memref<3x4xi32>, %result: memref<7x4xi32> ) -> () { // CHECK-NEXT: affine.for %[[I:.*]] = 0 to 7 { // CHECK-NEXT: affine.for %[[J:.*]] = 0 to 4 { // CHECK-NEXT: affine.for %[[K:.*]] = 0 to 3 { // CHECK-NEXT: %[[LHS:.*]] = affine.load %{{.*}}[%[[I]], %[[K]]] : memref<7x3xi32> // CHECK-NEXT: %[[RHS:.*]] = affine.load %{{.*}}[%[[K]], %[[J]]] : memref<3x4xi32> // CHECK-NEXT: %[[RESULT:.*]] = affine.load %{{.*}}[%[[I]], %[[J]]] : memref<7x4xi32> // CHECK-NEXT: %[[MULT:.*]] = muli %[[LHS]], %[[RHS]] : i32 // CHECK-NEXT: %[[ADD:.*]] = addi %[[MULT]], %[[RESULT]] : i32 // CHECK-NEXT: affine.store %[[ADD]], %{{.*}}[%[[I]], %[[J]]] : memref<7x4xi32> // CHECK: return "lmhlo.dot"(%lhs, %rhs, %result) { dot_dimension_numbers = { lhs_batching_dimensions = dense<> : tensor<0xi64>, rhs_batching_dimensions = dense<> : tensor<0xi64>, lhs_contracting_dimensions = dense<1> : tensor<1xi64>, rhs_contracting_dimensions = dense<0> : tensor<1xi64> } } : (memref<7x3xi32>, memref<3x4xi32>, memref<7x4xi32>) -> () return }