// RUN: mlir-opt -test-mesh-simplifications %s | FileCheck %s mesh.cluster @mesh0(shape = 4x2) mesh.cluster @mesh1(shape = 4) // Checks that `all_reduce(x) + all_reduce(y)` gets transformed to // `all_reduce(x + y)`. // CHECK-LABEL: func.func @all_reduce_arith_addf_endomorphism func.func @all_reduce_arith_addf_endomorphism( // CHECK-SAME: %[[ARG0:[A-Za-z0-9_]*]]: tensor<5xf32> %arg0: tensor<5xf32>, // CHECK-SAME: %[[ARG1:[A-Za-z0-9_]*]]: tensor<5xf32> %arg1: tensor<5xf32>) -> tensor<5xf32> { %0 = mesh.all_reduce %arg0 on @mesh0 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf32> %1 = mesh.all_reduce %arg1 on @mesh0 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf32> // CHECK: %[[ADD_RES:[A-Za-z0-9_]*]] = arith.addf %[[ARG0]], %[[ARG1]] %2 = arith.addf %0, %1 : tensor<5xf32> // CHECK: %[[ALL_REDUCE_RES:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ADD_RES]] // CHECK: return %[[ALL_REDUCE_RES]] return %2 : tensor<5xf32> } // CHECK-LABEL: func.func @all_reduce_arith_addf_endomorphism_multiple_uses_of_result func.func @all_reduce_arith_addf_endomorphism_multiple_uses_of_result( // CHECK-SAME: %[[ARG0:[A-Za-z0-9_]*]]: tensor<5xf32> %arg0: tensor<5xf32>, // CHECK-SAME: %[[ARG1:[A-Za-z0-9_]*]]: tensor<5xf32> %arg1: tensor<5xf32>) -> (tensor<5xf32>, tensor<5xf32>) { %0 = mesh.all_reduce %arg0 on @mesh0 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf32> %1 = mesh.all_reduce %arg1 on @mesh0 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf32> // CHECK: %[[ADD_RES:[A-Za-z0-9_]*]] = arith.addf %[[ARG0]], %[[ARG1]] %2 = arith.addf %0, %1 : tensor<5xf32> // CHECK: %[[ALL_REDUCE_RES:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ADD_RES]] // CHECK: return %[[ALL_REDUCE_RES]], %[[ALL_REDUCE_RES]] return %2, %2 : tensor<5xf32>, tensor<5xf32> } // Do not simplify if there is another use of one of the all-reduces. // CHECK-LABEL: func.func @all_reduce_arith_addf_endomorphism_multiple_uses_of_all_reduce_result func.func @all_reduce_arith_addf_endomorphism_multiple_uses_of_all_reduce_result( // CHECK-SAME: %[[ARG0:[A-Za-z0-9_]*]]: tensor<5xf32> %arg0: tensor<5xf32>, // CHECK-SAME: %[[ARG1:[A-Za-z0-9_]*]]: tensor<5xf32> %arg1: tensor<5xf32>) -> (tensor<5xf32>, tensor<5xf32>) { // CHECK: %[[ALL_REDUCE_0_RES:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ARG0]] %0 = mesh.all_reduce %arg0 on @mesh0 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf32> // CHECK: %[[ALL_REDUCE_1_RES:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ARG1]] %1 = mesh.all_reduce %arg1 on @mesh0 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf32> // CHECK: %[[ADD_RES:[A-Za-z0-9_]*]] = arith.addf %[[ALL_REDUCE_0_RES]], %[[ALL_REDUCE_1_RES]] %2 = arith.addf %0, %1 : tensor<5xf32> // CHECK: return %[[ALL_REDUCE_0_RES]], %[[ADD_RES]] return %0, %2 : tensor<5xf32>, tensor<5xf32> } // CHECK-LABEL: func.func @all_reduce_arith_addf_no_endomorphism_different_mesh func.func @all_reduce_arith_addf_no_endomorphism_different_mesh( // CHECK-SAME: %[[ARG0:[A-Za-z0-9_]*]]: tensor<5xf32> %arg0: tensor<5xf32>, // CHECK-SAME: %[[ARG1:[A-Za-z0-9_]*]]: tensor<5xf32> %arg1: tensor<5xf32>) -> tensor<5xf32> { // CHECK: %[[ALL_REDUCE0:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ARG0]] on @mesh0 %0 = mesh.all_reduce %arg0 on @mesh0 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf32> // CHECK: %[[ALL_REDUCE1:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ARG1]] on @mesh1 %1 = mesh.all_reduce %arg1 on @mesh1 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf32> // CHECK: %[[ADD_RES:[A-Za-z0-9_]*]] = arith.addf %[[ALL_REDUCE0]], %[[ALL_REDUCE1]] %2 = arith.addf %0, %1 : tensor<5xf32> // CHECK: return %[[ADD_RES]] return %2 : tensor<5xf32> } // CHECK-LABEL: func.func @all_reduce_arith_addf_no_endomorphism_different_mesh_axes func.func @all_reduce_arith_addf_no_endomorphism_different_mesh_axes( // CHECK-SAME: %[[ARG0:[A-Za-z0-9_]*]]: tensor<5xf32> %arg0: tensor<5xf32>, // CHECK-SAME: %[[ARG1:[A-Za-z0-9_]*]]: tensor<5xf32> %arg1: tensor<5xf32>) -> tensor<5xf32> { // CHECK: %[[ALL_REDUCE0:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ARG0]] on @mesh0 mesh_axes = [0] %0 = mesh.all_reduce %arg0 on @mesh0 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf32> // CHECK: %[[ALL_REDUCE1:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ARG1]] on @mesh0 mesh_axes = [1] %1 = mesh.all_reduce %arg1 on @mesh0 mesh_axes = [1] : tensor<5xf32> -> tensor<5xf32> // CHECK: %[[ADD_RES:[A-Za-z0-9_]*]] = arith.addf %[[ALL_REDUCE0]], %[[ALL_REDUCE1]] %2 = arith.addf %0, %1 : tensor<5xf32> // CHECK: return %[[ADD_RES]] return %2 : tensor<5xf32> } // CHECK-LABEL: func.func @all_reduce_arith_addf_no_endomorphism_wrong_reduction_kind func.func @all_reduce_arith_addf_no_endomorphism_wrong_reduction_kind( // CHECK-SAME: %[[ARG0:[A-Za-z0-9_]*]]: tensor<5xf32> %arg0: tensor<5xf32>, // CHECK-SAME: %[[ARG1:[A-Za-z0-9_]*]]: tensor<5xf32> %arg1: tensor<5xf32>) -> tensor<5xf32> { // CHECK: %[[ALL_REDUCE0:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ARG0]] on @mesh0 mesh_axes = [0] reduction = %0 = mesh.all_reduce %arg0 on @mesh0 mesh_axes = [0] reduction = : tensor<5xf32> -> tensor<5xf32> // CHECK: %[[ALL_REDUCE1:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ARG1]] on @mesh0 mesh_axes = [0] %1 = mesh.all_reduce %arg1 on @mesh0 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf32> // CHECK: %[[ADD_RES:[A-Za-z0-9_]*]] = arith.addf %[[ALL_REDUCE0]], %[[ALL_REDUCE1]] %2 = arith.addf %0, %1 : tensor<5xf32> // CHECK: return %[[ADD_RES]] return %2 : tensor<5xf32> } // CHECK-LABEL: func.func @all_reduce_arith_addf_no_endomorphism_different_operand_result_element_types func.func @all_reduce_arith_addf_no_endomorphism_different_operand_result_element_types( // CHECK-SAME: %[[ARG0:[A-Za-z0-9_]*]]: tensor<5xf32> %arg0: tensor<5xf32>, // CHECK-SAME: %[[ARG1:[A-Za-z0-9_]*]]: tensor<5xf32> %arg1: tensor<5xf32>) -> tensor<5xf64> { // CHECK: %[[ALL_REDUCE0:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ARG0]] on @mesh0 mesh_axes = [0] %0 = mesh.all_reduce %arg0 on @mesh0 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf64> // CHECK: %[[ALL_REDUCE1:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ARG1]] on @mesh0 mesh_axes = [0] %1 = mesh.all_reduce %arg1 on @mesh0 mesh_axes = [0] : tensor<5xf32> -> tensor<5xf64> // CHECK: %[[ADD_RES:[A-Za-z0-9_]*]] = arith.addf %[[ALL_REDUCE0]], %[[ALL_REDUCE1]] %2 = arith.addf %0, %1 : tensor<5xf64> // CHECK: return %[[ADD_RES]] return %2 : tensor<5xf64> } // Checks that `min(all_reduce(x), all_reduce(y))` gets transformed to // `all_reduce(min(x, y))`. // CHECK-LABEL: func.func @all_reduce_arith_minimumf_endomorphism func.func @all_reduce_arith_minimumf_endomorphism( // CHECK-SAME: %[[ARG0:[A-Za-z0-9_]*]]: tensor<5xf32> %arg0: tensor<5xf32>, // CHECK-SAME: %[[ARG1:[A-Za-z0-9_]*]]: tensor<5xf32> %arg1: tensor<5xf32>) -> tensor<5xf32> { %0 = mesh.all_reduce %arg0 on @mesh0 mesh_axes = [0] reduction = : tensor<5xf32> -> tensor<5xf32> %1 = mesh.all_reduce %arg1 on @mesh0 mesh_axes = [0] reduction = : tensor<5xf32> -> tensor<5xf32> // CHECK: %[[ADD_RES:[A-Za-z0-9_]*]] = arith.minimumf %[[ARG0]], %[[ARG1]] %2 = arith.minimumf %0, %1 : tensor<5xf32> // CHECK: %[[ALL_REDUCE_RES:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ADD_RES]] on @mesh0 mesh_axes = [0] reduction = // CHECK: return %[[ALL_REDUCE_RES]] return %2 : tensor<5xf32> } // CHECK-LABEL: func.func @all_reduce_arith_minsi_endomorphism func.func @all_reduce_arith_minsi_endomorphism( // CHECK-SAME: %[[ARG0:[A-Za-z0-9_]*]]: tensor<5xi32> %arg0: tensor<5xi32>, // CHECK-SAME: %[[ARG1:[A-Za-z0-9_]*]]: tensor<5xi32> %arg1: tensor<5xi32>) -> tensor<5xi32> { %0 = mesh.all_reduce %arg0 on @mesh0 mesh_axes = [0] reduction = : tensor<5xi32> -> tensor<5xi32> %1 = mesh.all_reduce %arg1 on @mesh0 mesh_axes = [0] reduction = : tensor<5xi32> -> tensor<5xi32> // CHECK: %[[ADD_RES:[A-Za-z0-9_]*]] = arith.minsi %[[ARG0]], %[[ARG1]] %2 = arith.minsi %0, %1 : tensor<5xi32> // CHECK: %[[ALL_REDUCE_RES:[A-Za-z0-9_]*]] = mesh.all_reduce %[[ADD_RES]] on @mesh0 mesh_axes = [0] reduction = // CHECK: return %[[ALL_REDUCE_RES]] return %2 : tensor<5xi32> }