// RUN: mlir-opt -fold-memref-alias-ops -split-input-file %s | FileCheck %s func.func @fold_gpu_subgroup_mma_load_matrix_1d(%src: memref>, %offset: index, %i: index) -> !gpu.mma_matrix<16x16xf16, "COp"> { %subview = memref.subview %src[%offset] [81920] [1] : memref> to memref<81920xvector<4xf32>, strided<[1], offset: ?>> %matrix = gpu.subgroup_mma_load_matrix %subview[%i] {leadDimension = 160 : index} : memref<81920xvector<4xf32>, strided<[1], offset: ?>> -> !gpu.mma_matrix<16x16xf16, "COp"> return %matrix: !gpu.mma_matrix<16x16xf16, "COp"> } // CHECK-DAG: #[[MAP:.+]] = affine_map<()[s0, s1] -> (s0 + s1)> // CHECK: func.func @fold_gpu_subgroup_mma_load_matrix_1d // CHECK-SAME: (%[[SRC:.+]]: memref>, %[[OFFSET:.+]]: index, %[[I:.+]]: index) // CHECK: %[[APPLY:.+]] = affine.apply #[[MAP]]()[%[[OFFSET]], %[[I]]] // CHECK: %[[LOAD:.+]] = gpu.subgroup_mma_load_matrix %[[SRC]][%[[APPLY]]] {leadDimension = 160 : index} : memref> -> !gpu.mma_matrix<16x16xf16, "COp"> // CHECK: return %[[LOAD]] // ----- func.func @fold_gpu_subgroup_mma_store_matrix_1d(%dst: memref>, %offset: index, %i: index, %matrix: !gpu.mma_matrix<16x16xf16, "COp">) { %subview = memref.subview %dst[%offset] [81920] [1] : memref> to memref<81920xvector<4xf32>, strided<[1], offset: ?>> gpu.subgroup_mma_store_matrix %matrix, %subview[%i] {leadDimension = 160 : index} : !gpu.mma_matrix<16x16xf16, "COp">, memref<81920xvector<4xf32>, strided<[1], offset: ?>> return } // CHECK-DAG: #[[MAP:.+]] = affine_map<()[s0, s1] -> (s0 + s1)> // CHECK: func.func @fold_gpu_subgroup_mma_store_matrix_1d // CHECK-SAME: (%[[DST:.+]]: memref>, %[[OFFSET:.+]]: index, %[[I0:.+]]: index, %[[VAL:.+]]: !gpu.mma_matrix<16x16xf16, "COp">) // CHECK: %[[APPLY:.+]] = affine.apply #[[MAP]]()[%[[OFFSET]], %[[I0]]] // CHECK: gpu.subgroup_mma_store_matrix %[[VAL]], %[[DST]][%[[APPLY]]] {leadDimension = 160 : index} : !gpu.mma_matrix<16x16xf16, "COp">, memref> // ----- // CHECK-LABEL: func.func @fold_gpu_subgroup_mma_load_matrix_2d // CHECK-SAME: %[[SRC:.+]]: memref<128x128xf32> func.func @fold_gpu_subgroup_mma_load_matrix_2d(%arg0 : memref<128x128xf32>, %arg1 : index, %arg2 : index, %arg3 : index, %arg4 : index) -> !gpu.mma_matrix<16x16xf16, "COp"> { %subview = memref.subview %arg0[%arg1, %arg2][64, 32][2, 1] : memref<128x128xf32> to memref<64x32xf32, strided<[256, 1], offset: ?>> // CHECK: gpu.subgroup_mma_load_matrix %[[SRC]][{{.+}}] {leadDimension = 32 : index} : memref<128x128xf32> -> !gpu.mma_matrix<16x16xf16, "COp"> %matrix = gpu.subgroup_mma_load_matrix %subview[%arg3, %arg4] {leadDimension = 32 : index} : memref<64x32xf32, strided<[256, 1], offset: ?>> -> !gpu.mma_matrix<16x16xf16, "COp"> return %matrix : !gpu.mma_matrix<16x16xf16, "COp"> } // ----- // CHECK-LABEL: func.func @fold_gpu_subgroup_mma_load_matrix_2d // CHECK-SAME: %[[DST:.+]]: memref<128x128xf32> func.func @fold_gpu_subgroup_mma_load_matrix_2d(%arg0 : memref<128x128xf32>, %arg1 : index, %arg2 : index, %arg3 : index, %arg4 : index, %matrix: !gpu.mma_matrix<16x16xf16, "COp">) { %subview = memref.subview %arg0[%arg1, %arg2][64, 32][2, 1] : memref<128x128xf32> to memref<64x32xf32, strided<[256, 1], offset: ?>> // CHECK: gpu.subgroup_mma_store_matrix %{{.+}}, %[[DST]][{{.+}}] {leadDimension = 32 : index} : !gpu.mma_matrix<16x16xf16, "COp">, memref<128x128xf32> gpu.subgroup_mma_store_matrix %matrix, %subview[%arg3, %arg4] {leadDimension = 32 : index} : !gpu.mma_matrix<16x16xf16, "COp">, memref<64x32xf32, strided<[256, 1], offset: ?>> return } // ----- func.func @fold_gpu_subgroup_mma_load_matrix_expand_shape(%src: memref<4096xf32>, %i: index, %j: index) -> !gpu.mma_matrix<16x16xf16, "COp"> { %expand = memref.expand_shape %src [[0, 1]] output_shape [64, 64] : memref<4096xf32> into memref<64x64xf32> %matrix = gpu.subgroup_mma_load_matrix %expand[%i, %j] {leadDimension = 64 : index} : memref<64x64xf32> -> !gpu.mma_matrix<16x16xf16, "COp"> return %matrix: !gpu.mma_matrix<16x16xf16, "COp"> } // CHECK: func.func @fold_gpu_subgroup_mma_load_matrix_expand_shape // CHECK-SAME: (%[[SRC:.+]]: memref<4096xf32>, %[[I:.+]]: index, %[[J:.+]]: index) // CHECK: %[[LIN:.+]] = affine.linearize_index disjoint [%[[I]], %[[J]]] by (64, 64) // CHECK: %[[LOAD:.+]] = gpu.subgroup_mma_load_matrix %[[SRC]][%[[LIN]]] {leadDimension = 64 : index} // CHECK: return %[[LOAD]] // ----- func.func @fold_gpu_subgroup_mma_store_matrix_expand_shape(%dst: memref<4096xf32>, %i: index, %j: index, %matrix: !gpu.mma_matrix<16x16xf16, "COp">) { %expand = memref.expand_shape %dst [[0, 1]] output_shape [64, 64] : memref<4096xf32> into memref<64x64xf32> gpu.subgroup_mma_store_matrix %matrix, %expand[%i, %j] {leadDimension = 64 : index} : !gpu.mma_matrix<16x16xf16, "COp">, memref<64x64xf32> return } // CHECK: func.func @fold_gpu_subgroup_mma_store_matrix_expand_shape // CHECK-SAME: (%[[DST:.+]]: memref<4096xf32>, %[[I:.+]]: index, %[[J:.+]]: index, %[[MATRIX:.+]]: !gpu.mma_matrix<16x16xf16, "COp">) // CHECK: %[[LIN:.+]] = affine.linearize_index disjoint [%[[I]], %[[J]]] by (64, 64) // CHECK: gpu.subgroup_mma_store_matrix %[[MATRIX]], %[[DST]][%[[LIN]]] {leadDimension = 64 : index} // CHECK: return