// RUN: mlir-opt \ // RUN: --verify-each \ // RUN: --pass-pipeline="builtin.module(func.func(sharding-propagation))" \ // RUN: %s | FileCheck %s shard.grid @grid_2(shape = 2) // CHECK-LABEL: func @matmul_shard_prallel_axis func.func @matmul_shard_prallel_axis( // CHECK-SAME: %[[IN1:[A-Za-z0-9_]+]]: tensor<2x3xf32>, %arg0 : tensor<2x3xf32>, // CHECK-SAME: %[[IN2:[A-Za-z0-9_]+]]: tensor<3x2xf32>, %arg1 : tensor<3x2xf32>, // CHECK-SAME: %[[DPS_OUT:[A-Za-z0-9_]+]]: tensor<2x2xf32> %out_dps: tensor<2x2xf32> ) -> tensor<2x2xf32> { // CHECK: %[[SIN1_ANNOTATED_0:.*]] = shard.sharding @grid_2 split_axes = {{\[}}[0]] : !shard.sharding // CHECK-NEXT: %[[IN1_ANNOTATED_0:.*]] = shard.shard %[[IN1]] to %[[SIN1_ANNOTATED_0]] : tensor<2x3xf32> // CHECK: %[[SIN1_ANNOTATED_1:.*]] = shard.sharding @grid_2 split_axes = {{\[}}[0]] : !shard.sharding // CHECK-NEXT: %[[IN1_ANNOTATED_1:.*]] = shard.shard %[[IN1_ANNOTATED_0]] to %[[SIN1_ANNOTATED_1]] annotate_for_users : tensor<2x3xf32> // CHECK: %[[SIN2_ANNOTATED:.*]] = shard.sharding @grid_2 split_axes = {{\[}}[]] : !shard.sharding // CHECK-NEXT: %[[IN2_ANNOTATED:.*]] = shard.shard %[[IN2]] to %[[SIN2_ANNOTATED]] annotate_for_users : tensor<3x2xf32> // CHECK: %[[SDPS_OUT_ANNOTATED:.*]] = shard.sharding @grid_2 split_axes = {{\[}}[0]] : !shard.sharding // CHECK-NEXT: %[[DPS_OUT_ANNOTATED:.*]] = shard.shard %[[DPS_OUT]] to %[[SDPS_OUT_ANNOTATED]] annotate_for_users : tensor<2x2xf32> %sarg0_sharded = shard.sharding @grid_2 split_axes = [[0]] : !shard.sharding %arg0_sharded = shard.shard %arg0 to %sarg0_sharded : tensor<2x3xf32> // CHECK: %[[RES:.*]] = linalg.matmul ins(%[[IN1_ANNOTATED_1]], %[[IN2_ANNOTATED]] : tensor<2x3xf32>, tensor<3x2xf32>) // CHECK-SAME: outs(%[[DPS_OUT_ANNOTATED]] : tensor<2x2xf32>) -> tensor<2x2xf32> %res = linalg.matmul ins(%arg0_sharded, %arg1 : tensor<2x3xf32>, tensor<3x2xf32>) outs(%out_dps : tensor<2x2xf32>) -> tensor<2x2xf32> // CHECK: %[[SRES_ANNOTATED_0:.*]] = shard.sharding @grid_2 split_axes = {{\[}}[0]] : !shard.sharding // CHECK-NEXT: %[[RES_ANNOTATED_0:.*]] = shard.shard %[[RES]] to %[[SRES_ANNOTATED_0]] : tensor<2x2xf32> // CHECK: %[[SRES_ANNOTATED_1:.*]] = shard.sharding @grid_2 split_axes = {{\[}}[]] : !shard.sharding // CHECK-NEXT: %[[RES_ANNOTATED_1:.*]] = shard.shard %[[RES_ANNOTATED_0]] to %[[SRES_ANNOTATED_1]] annotate_for_users : tensor<2x2xf32> %sres_sharded = shard.sharding @grid_2 split_axes = [[]] : !shard.sharding %res_sharded = shard.shard %res to %sres_sharded annotate_for_users : tensor<2x2xf32> // CHECK: return %[[RES_ANNOTATED_1]] : tensor<2x2xf32> return %res_sharded : tensor<2x2xf32> }