// RUN: mlir-opt --flatten-memref %s --split-input-file --verify-diagnostics | FileCheck %s func.func @load_scalar_from_memref(%input: memref<4x8xf32, strided<[8, 1], offset: 100>>) -> f32 { %c1 = arith.constant 1 : index %c2 = arith.constant 2 : index %value = memref.load %input[%c1, %c2] : memref<4x8xf32, strided<[8, 1], offset: 100>> return %value : f32 } // CHECK-LABEL: func @load_scalar_from_memref // CHECK-NEXT: %[[C10:.*]] = arith.constant 10 : index // CHECK-NEXT: %[[REINT:.*]] = memref.reinterpret_cast %arg0 to offset: [100], sizes: [32], strides: [1] // CHECK-SAME: memref<4x8xf32, strided<[8, 1], offset: 100>> to memref<32xf32, strided<[1], offset: 100>> // CHECK-NEXT: memref.load %[[REINT]][%[[C10]]] : memref<32xf32, strided<[1], offset: 100>> // ----- func.func @load_scalar_from_memref_dynamic_dim(%input: memref>, %row: index, %col: index) -> f32 { %value = memref.load %input[%col, %row] : memref> return %value : f32 } // CHECK: #[[MAP:.*]] = affine_map<()[s0, s1, s2, s3] -> (s0 * s1 + s2 * s3)> // CHECK: #[[MAP1:.*]] = affine_map<()[s0, s1, s2, s3] -> (s0 * s1, s2 * s3)> // CHECK: func @load_scalar_from_memref_dynamic_dim // CHECK-SAME: (%[[ARG0:.*]]: memref>, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index) // CHECK: %[[BASE:.*]], %[[OFFSET:.*]], %[[SIZES:.*]]:2, %[[STRIDES:.*]]:2 = memref.extract_strided_metadata %[[ARG0]] // CHECK: %[[IDX:.*]] = affine.apply #[[MAP]]()[%[[ARG2]], %[[STRIDES]]#0, %[[ARG1]], %[[STRIDES]]#1] // CHECK: %[[SIZE:.*]] = affine.max #[[MAP1]]()[%[[STRIDES]]#0, %[[SIZES]]#0, %[[STRIDES]]#1, %[[SIZES]]#1] // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %arg0 to offset: [%[[OFFSET]]], sizes: [%[[SIZE]]], strides: [1] : memref> to memref> // CHECK: memref.load %[[REINT]][%[[IDX]]] // ----- func.func @load_scalar_from_memref_static_dim(%input: memref<8x12xf32, strided<[24, 2], offset: 100>>) -> f32 { %c7 = arith.constant 7 : index %c10 = arith.constant 10 : index %value = memref.load %input[%c7, %c10] : memref<8x12xf32, strided<[24, 2], offset: 100>> return %value : f32 } // CHECK-LABEL: func @load_scalar_from_memref_static_dim // CHECK-SAME: (%[[ARG0:.*]]: memref<8x12xf32, strided<[24, 2], offset: 100>>) // CHECK: %[[C188:.*]] = arith.constant 188 : index // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %[[ARG0]] to offset: [100], sizes: [192], strides: [1] : memref<8x12xf32, strided<[24, 2], offset: 100>> to memref<192xf32, strided<[1], offset: 100>> // CHECK: memref.load %[[REINT]][%[[C188]]] : memref<192xf32, strided<[1], offset: 100>> // ----- func.func @store_scalar_from_memref_padded(%input: memref<4x8xf32, strided<[18, 2], offset: 100>>, %row: index, %col: index, %value: f32) { memref.store %value, %input[%col, %row] : memref<4x8xf32, strided<[18, 2], offset: 100>> return } // CHECK: #[[MAP:.*]] = affine_map<()[s0, s1] -> (s0 * 18 + s1 * 2)> // CHECK: func @store_scalar_from_memref_padded // CHECK-SAME: (%[[ARG0:.*]]: memref<4x8xf32, strided<[18, 2], offset: 100>>, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index, %[[ARG3:.*]]: f32) // CHECK: %[[IDX:.*]] = affine.apply #[[MAP]]()[%[[ARG2]], %[[ARG1]]] // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %[[ARG0]] // CHECK: memref.store %[[ARG3]], %[[REINT]][%[[IDX]]] : memref<72xf32, strided<[1], offset: 100>> // ----- func.func @store_scalar_from_memref_dynamic_dim(%input: memref>, %row: index, %col: index, %value: f32) { memref.store %value, %input[%col, %row] : memref> return } // CHECK: #[[MAP:.*]] = affine_map<()[s0, s1, s2, s3] -> (s0 * s1 + s2 * s3)> // CHECK: #[[MAP1:.*]] = affine_map<()[s0, s1, s2, s3] -> (s0 * s1, s2 * s3)> // CHECK: func @store_scalar_from_memref_dynamic_dim // CHECK-SAME: (%[[ARG0:.*]]: memref>, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index, %[[ARG3:.*]]: f32) // CHECK: %[[BASE:.*]], %[[OFFSET:.*]], %[[SIZES:.*]]:2, %[[STRIDES:.*]]:2 = memref.extract_strided_metadata %[[ARG0]] // CHECK: %[[IDX:.*]] = affine.apply #[[MAP]]()[%[[ARG2]], %[[STRIDES]]#0, %[[ARG1]], %[[STRIDES]]#1] // CHECK: %[[SIZE:.*]] = affine.max #[[MAP1]]()[%[[STRIDES]]#0, %[[SIZES]]#0, %[[STRIDES]]#1, %[[SIZES]]#1] // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %[[ARG0]] to offset: [%[[OFFSET]]], sizes: [%[[SIZE]]], strides: [1] // CHECK: memref.store %[[ARG3]], %[[REINT]][%[[IDX]]] // ----- func.func @load_vector_from_memref(%input: memref<4x8xf32>) -> vector<8xf32> { %c3 = arith.constant 3 : index %c6 = arith.constant 6 : index %value = vector.load %input[%c3, %c6] : memref<4x8xf32>, vector<8xf32> return %value : vector<8xf32> } // CHECK-LABEL: func @load_vector_from_memref // CHECK: %[[C30:.*]] = arith.constant 30 // CHECK-NEXT: %[[REINT:.*]] = memref.reinterpret_cast %arg0 to offset: [0], sizes: [32], strides: [1] // CHECK-NEXT: vector.load %[[REINT]][%[[C30]]] // ----- func.func @load_vector_from_memref_odd(%input: memref<3x7xi2>) -> vector<3xi2> { %c1 = arith.constant 1 : index %c3 = arith.constant 3 : index %value = vector.load %input[%c1, %c3] : memref<3x7xi2>, vector<3xi2> return %value : vector<3xi2> } // CHECK-LABEL: func @load_vector_from_memref_odd // CHECK: %[[C10:.*]] = arith.constant 10 : index // CHECK-NEXT: %[[REINT:.*]] = memref.reinterpret_cast // CHECK-NEXT: vector.load %[[REINT]][%[[C10]]] // ----- func.func @load_vector_from_memref_dynamic(%input: memref<3x7xi2>, %row: index, %col: index) -> vector<3xi2> { %value = vector.load %input[%col, %row] : memref<3x7xi2>, vector<3xi2> return %value : vector<3xi2> } // CHECK: #[[MAP:.*]] = affine_map<()[s0, s1] -> (s0 * 7 + s1)> // CHECK: func @load_vector_from_memref_dynamic // CHECK: %[[IDX:.*]] = affine.apply #[[MAP]]() // CHECK: %[[REINT:.*]] = memref.reinterpret_cast // CHECK: vector.load %[[REINT]][%[[IDX]]] : memref<21xi2, strided<[1]>>, vector<3xi2> // ----- func.func @store_vector_to_memref_odd(%input: memref<3x7xi2>, %value: vector<3xi2>) { %c1 = arith.constant 1 : index %c3 = arith.constant 3 : index vector.store %value, %input[%c1, %c3] : memref<3x7xi2>, vector<3xi2> return } // CHECK-LABEL: func @store_vector_to_memref_odd // CHECK-SAME: (%[[ARG0:.*]]: memref<3x7xi2>, %[[ARG1:.*]]: vector<3xi2>) // CHECK: %[[C10:.*]] = arith.constant 10 : index // CHECK-NEXT: %[[REINT:.*]] = memref.reinterpret_cast // CHECK-NEXT: vector.store %[[ARG1]], %[[REINT]][%[[C10]]] : memref<21xi2, strided<[1]> // ----- func.func @store_vector_to_memref_dynamic(%input: memref<3x7xi2>, %value: vector<3xi2>, %row: index, %col: index) { vector.store %value, %input[%col, %row] : memref<3x7xi2>, vector<3xi2> return } // CHECK: #[[MAP:.*]] = affine_map<()[s0, s1] -> (s0 * 7 + s1)> // CHECK: func @store_vector_to_memref_dynamic // CHECK-SAME: (%[[ARG0:.*]]: memref<3x7xi2>, %[[ARG1:.*]]: vector<3xi2>, %[[ARG2:.*]]: index, %[[ARG3:.*]]: index) // CHECK: %[[IDX:.*]] = affine.apply #[[MAP]]()[%[[ARG3]], %[[ARG2]]] // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %[[ARG0]] to offset: [0], sizes: [21], strides: [1] // CHECK: vector.store %[[ARG1]], %[[REINT]][%[[IDX]]] // ----- func.func @mask_store_vector_to_memref_odd(%input: memref<3x7xi2>, %value: vector<3xi2>, %mask: vector<3xi1>) { %c1 = arith.constant 1 : index %c3 = arith.constant 3 : index vector.maskedstore %input[%c1, %c3], %mask, %value : memref<3x7xi2>, vector<3xi1>, vector<3xi2> return } // CHECK-LABEL: func @mask_store_vector_to_memref_odd // CHECK-SAME: (%[[ARG0:.*]]: memref<3x7xi2>, %[[ARG1:.*]]: vector<3xi2>, %[[ARG2:.*]]: vector<3xi1>) // CHECK: %[[C10:.*]] = arith.constant 10 : index // CHECK-NEXT: %[[REINT:.*]] = memref.reinterpret_cast // CHECK: vector.maskedstore %[[REINT]][%[[C10]]], %[[ARG2]], %[[ARG1]] // ----- func.func @mask_store_vector_to_memref_dynamic(%input: memref<3x7xi2>, %value: vector<3xi2>, %row: index, %col: index, %mask: vector<3xi1>) { vector.maskedstore %input[%col, %row], %mask, %value : memref<3x7xi2>, vector<3xi1>, vector<3xi2> return } // CHECK: #map = affine_map<()[s0, s1] -> (s0 * 7 + s1)> // CHECK: func @mask_store_vector_to_memref_dynamic // CHECK-SAME: (%[[ARG0:.*]]: memref<3x7xi2>, %[[ARG1:.*]]: vector<3xi2>, %[[ARG2:.*]]: index, %[[ARG3:.*]]: index, %[[ARG4:.*]]: vector<3xi1>) // CHECK: %[[IDX:.*]] = affine.apply #map()[%[[ARG3]], %[[ARG2]]] // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %[[ARG0]] // CHECK: vector.maskedstore %[[REINT]][%[[IDX]]], %[[ARG4]], %[[ARG1]] // ----- func.func @mask_load_vector_from_memref_odd(%input: memref<3x7xi2>, %mask: vector<3xi1>, %passthru: vector<3xi2>) -> vector<3xi2> { %c1 = arith.constant 1 : index %c3 = arith.constant 3 : index %result = vector.maskedload %input[%c1, %c3], %mask, %passthru : memref<3x7xi2>, vector<3xi1>, vector<3xi2> into vector<3xi2> return %result : vector<3xi2> } // CHECK-LABEL: func @mask_load_vector_from_memref_odd // CHECK-SAME: (%[[ARG0:.*]]: memref<3x7xi2>, %[[MASK:.*]]: vector<3xi1>, %[[PASSTHRU:.*]]: vector<3xi2>) // CHECK: %[[C10:.*]] = arith.constant 10 : index // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %[[ARG0]] to offset: [0], sizes: [21], strides: [1] // CHECK: vector.maskedload %[[REINT]][%[[C10]]], %[[MASK]], %[[PASSTHRU]] // ----- func.func @mask_load_vector_from_memref_dynamic(%input: memref<3x7xi2>, %row: index, %col: index, %mask: vector<3xi1>, %passthru: vector<3xi2>) -> vector<3xi2> { %result = vector.maskedload %input[%col, %row], %mask, %passthru : memref<3x7xi2>, vector<3xi1>, vector<3xi2> into vector<3xi2> return %result : vector<3xi2> } // CHECK: #[[MAP:.*]] = affine_map<()[s0, s1] -> (s0 * 7 + s1)> // CHECK: func @mask_load_vector_from_memref_dynamic // CHECK-SAME: (%[[ARG0:.*]]: memref<3x7xi2>, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index, %[[ARG3:.*]]: vector<3xi1>, %[[ARG4:.*]]: vector<3xi2>) // CHECK: %[[IDX:.*]] = affine.apply #[[MAP]]()[%[[ARG2]], %[[ARG1]]] // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %[[ARG0]] // CHECK: vector.maskedload %[[REINT]][%[[IDX]]], %[[ARG3]] // ----- func.func @transfer_read_memref(%input: memref<4x8xi2>, %value: vector<8xi2>, %row: index, %col: index) -> vector<8xi2> { %c0 = arith.constant 0 : i2 %0 = vector.transfer_read %input[%col, %row], %c0 {in_bounds = [true]} : memref<4x8xi2>, vector<8xi2> return %0 : vector<8xi2> } // CHECK: #[[MAP:.*]] = affine_map<()[s0, s1] -> (s0 * 8 + s1)> // CHECK: func @transfer_read_memref // CHECK-SAME: (%[[ARG0:.*]]: memref<4x8xi2>, %[[ARG1:.*]]: vector<8xi2>, %[[ARG2:.*]]: index, %[[ARG3:.*]]: index) // CHECK: %[[C0:.*]] = arith.constant 0 : i2 // CHECK: %[[IDX:.*]] = affine.apply #[[MAP]]()[%[[ARG3]], %[[ARG2]]] // CHECK-NEXT: %[[REINT:.*]] = memref.reinterpret_cast %[[ARG0]] // CHECK-NEXT: vector.transfer_read %[[REINT]][%[[IDX]]], %[[C0]] // ----- func.func @transfer_read_memref_not_inbound(%input: memref<4x8xi2>, %value: vector<8xi2>, %row: index, %col: index) -> vector<8xi2> { %c0 = arith.constant 0 : i2 %0 = vector.transfer_read %input[%col, %row], %c0 {in_bounds = [false]} : memref<4x8xi2>, vector<8xi2> return %0 : vector<8xi2> } // CHECK-LABEL: func @transfer_read_memref_not_inbound // CHECK-SAME: (%[[ARG0:.*]]: memref<4x8xi2>, %[[ARG1:.*]]: vector<8xi2>, %[[ARG2:.*]]: index, %[[ARG3:.*]]: index) // CHECK: vector.transfer_read %[[ARG0]][%[[ARG3]], %[[ARG2]]] // ----- func.func @transfer_read_memref_non_id(%input: memref<4x8xi2>, %value: vector<8xi2>, %row: index, %col: index) -> vector<8xi2> { %c0 = arith.constant 0 : i2 %0 = vector.transfer_read %input[%col, %row], %c0 {permutation_map = affine_map<(d0, d1) -> (d0)>, in_bounds = [true]} : memref<4x8xi2>, vector<8xi2> return %0 : vector<8xi2> } // CHECK-LABEL: func @transfer_read_memref_non_id // CHECK-SAME: (%[[ARG0:.*]]: memref<4x8xi2>, %[[ARG1:.*]]: vector<8xi2>, %[[ARG2:.*]]: index, %[[ARG3:.*]]: index) // CHECK: vector.transfer_read %[[ARG0]][%[[ARG3]], %[[ARG2]]] // ----- func.func @transfer_write_memref(%input: memref<4x8xi2>, %value: vector<8xi2>, %row: index, %col: index) { vector.transfer_write %value, %input[%col, %row] {in_bounds = [true]} : vector<8xi2>, memref<4x8xi2> return } // CHECK: #[[MAP:.*]] = affine_map<()[s0, s1] -> (s0 * 8 + s1)> // CHECK: func @transfer_write_memref // CHECK-SAME: (%[[ARG0:.*]]: memref<4x8xi2>, %[[ARG1:.*]]: vector<8xi2>, %[[ARG2:.*]]: index, %[[ARG3:.*]]: index) // CHECK: %[[IDX:.*]] = affine.apply #[[MAP]]()[%[[ARG3]], %[[ARG2]]] // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %[[ARG0]] // CHECK: vector.transfer_write %[[ARG1]], %[[REINT]][%[[IDX]]] // ----- func.func @negative_transfer_read_strided_memref(%input: memref<4x8xf32, strided<[18, 2]>>, %row: index, %col: index) -> vector<4xf32> { %c0 = arith.constant 0.0 : f32 %0 = vector.transfer_read %input[%row, %col], %c0 {in_bounds = [true]} : memref<4x8xf32, strided<[18, 2]>>, vector<4xf32> return %0 : vector<4xf32> } // CHECK-LABEL: func @negative_transfer_read_strided_memref // CHECK-SAME: (%[[ARG0:.*]]: memref<4x8xf32, strided<[18, 2]>>, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index) // CHECK-NOT: memref.reinterpret_cast // CHECK: vector.transfer_read %[[ARG0]][%[[ARG1]], %[[ARG2]]] // ----- func.func @negative_transfer_read_memref_2d_transfer(%input: memref<4x8xf32>, %row: index, %col: index) -> vector<2x4xf32> { %c0 = arith.constant 0.0 : f32 %0 = vector.transfer_read %input[%row, %col], %c0 {in_bounds = [true, true]} : memref<4x8xf32>, vector<2x4xf32> return %0 : vector<2x4xf32> } // CHECK-LABEL: func @negative_transfer_read_memref_2d_transfer // CHECK-SAME: (%[[ARG0:.*]]: memref<4x8xf32>, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index) // CHECK-NOT: memref.reinterpret_cast // CHECK: vector.transfer_read %[[ARG0]][%[[ARG1]], %[[ARG2]]] // ----- func.func @alloc() -> memref<4x8xf32> { %0 = memref.alloc() : memref<4x8xf32> return %0 : memref<4x8xf32> } // CHECK-LABEL: func @alloc // CHECK-SAME: () -> memref<4x8xf32> // CHECK-NEXT: %[[ALLOC:.*]] = memref.alloc() : memref<32xf32, strided<[1]>> // CHECK-NEXT: %[[REINT:.*]] = memref.reinterpret_cast %[[ALLOC]] to offset: [0], sizes: [4, 8], strides: [8, 1] : memref<32xf32, strided<[1]>> to memref<4x8xf32> // ----- func.func @alloca() -> memref<4x8xf32> { %0 = memref.alloca() : memref<4x8xf32> return %0 : memref<4x8xf32> } // CHECK-LABEL: func.func @alloca() -> memref<4x8xf32> // CHECK: %[[ALLOC:.*]] = memref.alloca() : memref<32xf32, strided<[1]>> // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %[[ALLOC]] to offset: [0], sizes: [4, 8], strides: [8, 1] : memref<32xf32, strided<[1]>> to memref<4x8xf32> // ----- func.func @alloc_dynamic(%n: index) -> memref { %0 = memref.alloc(%n) : memref return %0 : memref } // CHECK-LABEL: func @alloc_dynamic // CHECK-SAME: (%[[N:.*]]: index) // CHECK: %[[ALLOC:.*]] = memref.alloc(%{{.*}}) : memref> // CHECK: memref.reinterpret_cast %[[ALLOC]] to offset: [0], sizes: [%[[N]], 4], strides: [4, 1] // ----- func.func @alloca_dynamic(%n: index) -> memref { %0 = memref.alloca(%n) : memref return %0 : memref } // CHECK-LABEL: func @alloca_dynamic // CHECK-SAME: (%[[N:.*]]: index) // CHECK: %[[ALLOCA:.*]] = memref.alloca(%{{.*}}) : memref> // CHECK: memref.reinterpret_cast %[[ALLOCA]] to offset: [0], sizes: [%[[N]], 4], strides: [4, 1] // ----- // Explicit row-major strides: same as the default layout, should flatten. func.func @flatten_alloc_strided_row_major() -> memref<4x8xf32, strided<[8, 1]>> { %0 = memref.alloc() : memref<4x8xf32, strided<[8, 1]>> return %0 : memref<4x8xf32, strided<[8, 1]>> } // CHECK-LABEL: func @flatten_alloc_strided_row_major // CHECK: %[[ALLOC:.*]] = memref.alloc() : memref<32xf32, strided<[1]>> // CHECK: memref.reinterpret_cast %[[ALLOC]] to offset: [0], sizes: [4, 8], strides: [8, 1] : memref<32xf32, strided<[1]>> to memref<4x8xf32, strided<[8, 1]>> // ----- // Non-zero static offset: the flat allocation covers [0, offset+extent) = [0, 82) // and the reinterpret_cast restores the original offset in the result type. func.func @flatten_alloc_strided_offset() -> memref<4x8xf32, strided<[8, 1], offset: 50>> { %0 = memref.alloc() : memref<4x8xf32, strided<[8, 1], offset: 50>> return %0 : memref<4x8xf32, strided<[8, 1], offset: 50>> } // CHECK-LABEL: func @flatten_alloc_strided_offset // CHECK: %[[ALLOC:.*]] = memref.alloc() : memref<82xf32, strided<[1]>> // CHECK: memref.reinterpret_cast %[[ALLOC]] to offset: [50], sizes: [4, 8], strides: [8, 1] : memref<82xf32, strided<[1]>> to memref<4x8xf32, strided<[8, 1], offset: 50>> // ----- // Padded strides: flatten to the maximum extent (max(18*4, 2*8) = 72). func.func @flatten_alloc_strided_padded() -> memref<4x8xf32, strided<[18, 2]>> { %0 = memref.alloc() : memref<4x8xf32, strided<[18, 2]>> return %0 : memref<4x8xf32, strided<[18, 2]>> } // CHECK-LABEL: func @flatten_alloc_strided_padded // CHECK: %[[ALLOC:.*]] = memref.alloc() : memref<72xf32, strided<[1]>> // CHECK: memref.reinterpret_cast %[[ALLOC]] to offset: [0], sizes: [4, 8], strides: [18, 2] : memref<72xf32, strided<[1]>> to memref<4x8xf32, strided<[18, 2]>> // ----- // Multi-dynamic alloc: strides are dynamic so the pattern bails out. func.func @alloc_multi_dynamic(%m: index, %n: index) -> memref { %0 = memref.alloc(%m, %n) : memref return %0 : memref } // CHECK-LABEL: func @alloc_multi_dynamic // CHECK: memref.alloc(%{{.*}}, %{{.*}}) : memref // CHECK-NOT: memref.reinterpret_cast // ----- func.func @chained_alloc_load() -> vector<8xf32> { %c3 = arith.constant 3 : index %c6 = arith.constant 6 : index %0 = memref.alloc() : memref<4x8xf32> %value = vector.load %0[%c3, %c6] : memref<4x8xf32>, vector<8xf32> return %value : vector<8xf32> } // CHECK-LABEL: func @chained_alloc_load // CHECK-SAME: () -> vector<8xf32> // CHECK-NEXT: %[[C30:.*]] = arith.constant 30 : index // CHECK-NEXT: %[[ALLOC:.*]] = memref.alloc() : memref<32xf32, strided<[1]>> // CHECK-NEXT: vector.load %[[ALLOC]][%[[C30]]] : memref<32xf32, strided<[1]>>, vector<8xf32> // ----- func.func @load_scalar_from_memref_static_dim_col_major(%input: memref<4x8xf32, strided<[1, 4], offset: 100>>, %row: index, %col: index) -> f32 { %value = memref.load %input[%col, %row] : memref<4x8xf32, strided<[1, 4], offset: 100>> return %value : f32 } // CHECK: #[[MAP:.*]] = affine_map<()[s0, s1] -> (s0 + s1 * 4)> // CHECK: func @load_scalar_from_memref_static_dim_col_major // CHECK-SAME: (%[[ARG0:.*]]: memref<4x8xf32, strided<[1, 4], offset: 100>>, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index) // CHECK: %[[IDX:.*]] = affine.apply #[[MAP]]()[%[[ARG2]], %[[ARG1]]] // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %[[ARG0]] to offset: [100], sizes: [32], strides: [1] : memref<4x8xf32, strided<[1, 4], offset: 100>> to memref<32xf32, strided<[1], offset: 100>> // CHECK: memref.load %[[REINT]][%[[IDX]]] : memref<32xf32, strided<[1], offset: 100>> // ----- func.func @prefetch_from_memref(%input: memref<4x8xf32>, %row: index, %col: index) { memref.prefetch %input[%row, %col], read, locality<3>, data : memref<4x8xf32> return } // CHECK: #[[MAP:.*]] = affine_map<()[s0, s1] -> (s0 * 8 + s1)> // CHECK: func @prefetch_from_memref // CHECK-SAME: (%[[ARG0:.*]]: memref<4x8xf32>, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index) // CHECK: %[[IDX:.*]] = affine.apply #[[MAP]]()[%[[ARG1]], %[[ARG2]]] // CHECK: %[[REINT:.*]] = memref.reinterpret_cast %[[ARG0]] to offset: [0], sizes: [32], strides: [1] : memref<4x8xf32> to memref<32xf32, strided<[1]>> // CHECK: memref.prefetch %[[REINT]][%[[IDX]]], read, locality<3>, data : memref<32xf32, strided<[1]>> // ----- func.func @dma_start_flatten_src_and_dst( %src: memref<4x8xf32>, %dst: memref<2x16xf32, 1>, %tag: memref<1xi32>, %num_elements: index, %src_row: index, %src_col: index, %dst_row: index, %dst_col: index) { %c0 = arith.constant 0 : index memref.dma_start %src[%src_row, %src_col], %dst[%dst_row, %dst_col], %num_elements, %tag[%c0] : memref<4x8xf32>, memref<2x16xf32, 1>, memref<1xi32> return } // CHECK: #[[DMA_SRC_MAP:.*]] = affine_map<()[s0, s1] -> (s0 * 8 + s1)> // CHECK: #[[DMA_DST_MAP:.*]] = affine_map<()[s0, s1] -> (s0 * 16 + s1)> // CHECK: func @dma_start_flatten_src_and_dst // CHECK-SAME: (%[[SRC:.*]]: memref<4x8xf32>, %[[DST:.*]]: memref<2x16xf32, 1>, %[[TAG:.*]]: memref<1xi32>, %[[NUM:.*]]: index, %[[SRC_ROW:.*]]: index, %[[SRC_COL:.*]]: index, %[[DST_ROW:.*]]: index, %[[DST_COL:.*]]: index) // CHECK: %[[C0:.*]] = arith.constant 0 : index // CHECK: %[[SRC_IDX:.*]] = affine.apply #[[DMA_SRC_MAP]]()[%[[SRC_ROW]], %[[SRC_COL]]] // CHECK: %[[SRC_FLAT:.*]] = memref.reinterpret_cast %[[SRC]] to offset: [0], sizes: [32], strides: [1] // CHECK: %[[DST_IDX:.*]] = affine.apply #[[DMA_DST_MAP]]()[%[[DST_ROW]], %[[DST_COL]]] // CHECK: %[[DST_FLAT:.*]] = memref.reinterpret_cast %[[DST]] to offset: [0], sizes: [32], strides: [1] // CHECK: memref.dma_start %[[SRC_FLAT]][%[[SRC_IDX]]], %[[DST_FLAT]][%[[DST_IDX]]], %[[NUM]], %[[TAG]][%[[C0]]]