| // RUN: mlir-opt %s -convert-linalg-to-loops | FileCheck %s |
| // RUN: mlir-opt %s -convert-linalg-to-parallel-loops | FileCheck --check-prefix=CHECKPARALLEL %s |
| |
| // Test that we can lower all the way to LLVM without crashing, don't check results here. |
| // RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -o=/dev/null 2>&1 |
| |
| // CHECK-DAG: #[[$strided1D:.*]] = affine_map<(d0)[s0] -> (d0 + s0)> |
| // CHECK-DAG: #[[$strided2D:.*]] = affine_map<(d0, d1)[s0, s1] -> (d0 * s1 + s0 + d1)> |
| // CHECK-DAG: #[[$strided3D:.*]] = affine_map<(d0, d1, d2)[s0, s1, s2] -> (d0 * s1 + s0 + d1 * s2 + d2)> |
| // CHECK-DAG: #[[$stride1Dilation1:.*]] = affine_map<(d0, d1) -> (d0 + d1)> |
| |
| // CHECKPARALLEL-DAG: #[[$strided1D:.*]] = affine_map<(d0)[s0] -> (d0 + s0)> |
| // CHECKPARALLEL-DAG: #[[$strided2D:.*]] = affine_map<(d0, d1)[s0, s1] -> (d0 * s1 + s0 + d1)> |
| // CHECKPARALLEL-DAG: #[[$strided3D:.*]] = affine_map<(d0, d1, d2)[s0, s1, s2] -> (d0 * s1 + s0 + d1 * s2 + d2)> |
| // CHECKPARALLEL-DAG: #[[$stride1Dilation1:.*]] = affine_map<(d0, d1) -> (d0 + d1)> |
| |
| func @matmul(%arg0: memref<?xi8>, %M: index, %N: index, %K: index) { |
| %c0 = arith.constant 0 : index |
| %c1 = arith.constant 1 : index |
| %A = memref.view %arg0[%c0][%M, %K] : memref<?xi8> to memref<?x?xf32> |
| %B = memref.view %arg0[%c0][%K, %N] : memref<?xi8> to memref<?x?xf32> |
| %C = memref.view %arg0[%c0][%M, %N] : memref<?xi8> to memref<?x?xf32> |
| linalg.matmul ins(%A, %B: memref<?x?xf32>, memref<?x?xf32>) |
| outs(%C: memref<?x?xf32>) |
| return |
| } |
| // CHECK-LABEL: func @matmul(%{{.*}}: memref<?xi8>, |
| // CHECK-SAME: [[M:arg[0-9]+]]: index |
| // CHECK-SAME: [[N:arg[0-9]+]]: index |
| // CHECK-SAME: [[K:arg[0-9]+]]: index |
| // CHECK: %[[A:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32> |
| // CHECK: %[[B:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32> |
| // CHECK: %[[C:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32> |
| // CHECK: scf.for {{.*}} to %[[M]] |
| // CHECK: scf.for {{.*}} to %[[N]] |
| // CHECK: scf.for {{.*}} to %[[K]] |
| // CHECK-DAG: %[[a:.*]] = memref.load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32> |
| // CHECK-DAG: %[[b:.*]] = memref.load %[[B]][%{{.*}}, %{{.*}}] : memref<?x?xf32> |
| // CHECK-DAG: %[[inc:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECK-DAG: %[[c:.*]] = memref.load %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32> |
| // CHECK-DAG: %[[res:.*]] = arith.addf %[[c]], %[[inc]] : f32 |
| // CHECK: store %[[res]], %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32> |
| |
| // CHECKPARALLEL-LABEL: func @matmul(%{{.*}}: memref<?xi8>, |
| // CHECKPARALLEL-SAME: [[M:arg[0-9]+]]: index |
| // CHECKPARALLEL-SAME: [[N:arg[0-9]+]]: index |
| // CHECKPARALLEL-SAME: [[K:arg[0-9]+]]: index |
| // CHECKPARALLEL: %[[A:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32> |
| // CHECKPARALLEL: %[[B:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32> |
| // CHECKPARALLEL: %[[C:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32> |
| // CHECKPARALLEL: scf.parallel {{.*}} to (%[[M]], %[[N]]) step (%{{.*}}, %{{.*}} { |
| // CHECKPARALLEL: scf.for {{.*}} to %[[K]] |
| // CHECKPARALLEL-DAG: %[[a:.*]] = memref.load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32> |
| // CHECKPARALLEL-DAG: %[[b:.*]] = memref.load %[[B]][%{{.*}}, %{{.*}}] : memref<?x?xf32> |
| // CHECKPARALLEL-DAG: %[[inc:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECKPARALLEL-DAG: %[[c:.*]] = memref.load %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32> |
| // CHECKPARALLEL-DAG: %[[res:.*]] = arith.addf %[[c]], %[[inc]] : f32 |
| // CHECKPARALLEL: store %[[res]], %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32> |
| |
| |
| |
| func @matvec(%arg0: memref<?xi8>, %M: index, %N: index) { |
| %c0 = arith.constant 0 : index |
| %c1 = arith.constant 1 : index |
| %2 = memref.view %arg0[%c0][%M, %N] : memref<?xi8> to memref<?x?xf32> |
| %3 = memref.view %arg0[%c0][%M] : memref<?xi8> to memref<?xf32> |
| %4 = memref.view %arg0[%c0][%N] : memref<?xi8> to memref<?xf32> |
| linalg.matvec ins(%2, %3: memref<?x?xf32>, memref<?xf32>) |
| outs(%4 : memref<?xf32>) |
| return |
| } |
| // CHECK-LABEL: func @matvec(%{{.*}}: memref<?xi8>, |
| // CHECK-SAME: [[M:arg[0-9]+]]: index |
| // CHECK-SAME: [[K:arg[0-9]+]]: index |
| // CHECK: %[[A:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32> |
| // CHECK: %[[B:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32> |
| // CHECK: %[[C:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32> |
| // CHECK: scf.for {{.*}} to %[[M]] |
| // CHECK: scf.for {{.*}} to %[[K]] |
| // CHECK-DAG: %[[a:.*]] = memref.load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32> |
| // CHECK-DAG: %[[b:.*]] = memref.load %[[B]][%{{.*}}] : memref<?xf32> |
| // CHECK-DAG: %[[inc:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECK-DAG: %[[c:.*]] = memref.load %[[C]][%{{.*}}] : memref<?xf32> |
| // CHECK-DAG: %[[res:.*]] = arith.addf %[[c]], %[[inc]] : f32 |
| // CHECK: store %[[res]], %[[C]][%{{.*}}] : memref<?xf32> |
| |
| // CHECKPARALLEL-LABEL: func @matvec(%{{.*}}: memref<?xi8>, |
| // CHECKPARALLEL-SAME: [[M:arg[0-9]+]]: index |
| // CHECKPARALLEL-SAME: [[K:arg[0-9]+]]: index |
| // CHECKPARALLEL: %[[A:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32> |
| // CHECKPARALLEL: %[[B:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32> |
| // CHECKPARALLEL: %[[C:.*]] = memref.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32> |
| // CHECKPARALLEL: scf.parallel (%{{.*}}) = (%{{.*}}) to (%[[M]]) step (%{{.*}}) { |
| // CHECKPARALLEL: scf.for {{.*}} to %[[K]] |
| // CHECKPARALLEL-DAG: %[[a:.*]] = memref.load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32> |
| // CHECKPARALLEL-DAG: %[[b:.*]] = memref.load %[[B]][%{{.*}}] : memref<?xf32> |
| // CHECKPARALLEL-DAG: %[[inc:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECKPARALLEL-DAG: %[[c:.*]] = memref.load %[[C]][%{{.*}}] : memref<?xf32> |
| // CHECKPARALLEL-DAG: %[[res:.*]] = arith.addf %[[c]], %[[inc]] : f32 |
| // CHECKPARALLEL: store %[[res]], %[[C]][%{{.*}}] : memref<?xf32> |
| |
| |
| func @dot(%arg0: memref<?xi8>, %M: index) { |
| %c0 = arith.constant 0 : index |
| %c1 = arith.constant 1 : index |
| %1 = memref.view %arg0[%c0][%M] : memref<?xi8> to memref<?xf32> |
| %2 = memref.view %arg0[%c0][%M] : memref<?xi8> to memref<?xf32> |
| %3 = memref.view %arg0[%c0][] : memref<?xi8> to memref<f32> |
| linalg.dot ins(%1, %2 : memref<?xf32>, memref<?xf32>) |
| outs(%3 : memref<f32>) |
| return |
| } |
| // CHECK-LABEL: func @dot(%{{.*}}: memref<?xi8>, |
| // CHECK-SAME: [[K:arg[0-9]+]]: index |
| // CHECK: %[[A:.*]] = memref.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32> |
| // CHECK: %[[B:.*]] = memref.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32> |
| // CHECK: %[[C:.*]] = memref.view %{{.*}}[{{.*}}][] : memref<?xi8> to memref<f32> |
| // CHECK: scf.for {{.*}} to %[[K]] |
| // CHECK-DAG: %[[a:.*]] = memref.load %[[A]][%{{.*}}] : memref<?xf32> |
| // CHECK-DAG: %[[b:.*]] = memref.load %[[B]][%{{.*}}] : memref<?xf32> |
| // CHECK-DAG: %[[inc:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECK-DAG: %[[c:.*]] = memref.load %[[C]][] : memref<f32> |
| // CHECK-DAG: %[[res:.*]] = arith.addf %[[c]], %[[inc]] : f32 |
| // CHECK: store %[[res]], %[[C]][] : memref<f32> |
| |
| // CHECKPARALLEL-LABEL: func @dot(%{{.*}}: memref<?xi8>, |
| // CHECKPARALLEL-SAME: [[K:arg[0-9]+]]: index |
| // CHECKPARALLEL: %[[A:.*]] = memref.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32> |
| // CHECKPARALLEL: %[[B:.*]] = memref.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32> |
| // CHECKPARALLEL: %[[C:.*]] = memref.view %{{.*}}[{{.*}}][] : memref<?xi8> to memref<f32> |
| // CHECKPARALLEL: scf.for {{.*}} to %[[K]] |
| // CHECKPARALLEL-DAG: %[[a:.*]] = memref.load %[[A]][%{{.*}}] : memref<?xf32> |
| // CHECKPARALLEL-DAG: %[[b:.*]] = memref.load %[[B]][%{{.*}}] : memref<?xf32> |
| // CHECKPARALLEL-DAG: %[[inc:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECKPARALLEL-DAG: %[[c:.*]] = memref.load %[[C]][] : memref<f32> |
| // CHECKPARALLEL-DAG: %[[res:.*]] = arith.addf %[[c]], %[[inc]] : f32 |
| // CHECKPARALLEL: store %[[res]], %[[C]][] : memref<f32> |
| |
| |
| func @dot_view(%arg0: memref<?xf32, offset: ?, strides: [1]>, %arg1: memref<?xf32, offset: ?, strides: [1]>, %arg2: memref<f32>) { |
| linalg.dot ins(%arg0, %arg1 : memref<?xf32, offset: ?, strides: [1]>, |
| memref<?xf32, offset: ?, strides: [1]>) |
| outs(%arg2: memref<f32>) |
| return |
| } |
| // CHECK-LABEL: func @dot_view( |
| // CHECK: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<f32>) { |
| // CHECK: %[[K:.*]] = memref.dim %arg0, %c0 : memref<?xf32, #[[$strided1D]]> |
| // CHECK: scf.for {{.*}} to %[[K]] |
| // CHECK-DAG: %[[a:.*]] = memref.load %arg0[%{{.*}}] : memref<?xf32, #[[$strided1D]]> |
| // CHECK-DAG: %[[b:.*]] = memref.load %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]> |
| // CHECK-DAG: %[[inc:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECK-DAG: %[[c:.*]] = memref.load %{{.*}}[] : memref<f32> |
| // CHECK-DAG: %[[res:.*]] = arith.addf %[[c]], %[[inc]] : f32 |
| // CHECK: store %[[res]], %{{.*}}[] : memref<f32> |
| |
| // CHECKPARALLEL-LABEL: func @dot_view( |
| // CHECKPARALLEL: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<f32>) { |
| // CHECKPARALLEL: %[[K:.*]] = memref.dim %arg0, %c0 : memref<?xf32, #[[$strided1D]]> |
| // CHECKPARALLEL: scf.for {{.*}} to %[[K]] |
| // CHECKPARALLEL-DAG: %[[a:.*]] = memref.load %arg0[%{{.*}}] : memref<?xf32, #[[$strided1D]]> |
| // CHECKPARALLEL-DAG: %[[b:.*]] = memref.load %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]> |
| // CHECKPARALLEL-DAG: %[[inc:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECKPARALLEL-DAG: %[[c:.*]] = memref.load %{{.*}}[] : memref<f32> |
| // CHECKPARALLEL-DAG: %[[res:.*]] = arith.addf %[[c]], %[[inc]] : f32 |
| // CHECKPARALLEL: store %[[res]], %{{.*}}[] : memref<f32> |
| |
| func @fill_view(%arg0: memref<?xf32, offset: ?, strides: [1]>, %arg1: f32) { |
| linalg.fill(%arg1, %arg0) : f32, memref<?xf32, offset: ?, strides: [1]> |
| return |
| } |
| // CHECK-LABEL: func @fill_view( |
| // CHECK: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: f32) { |
| // CHECK: scf.for {{.*}} to %{{.*}} |
| // CHECK: store %{{.*}}, %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]> |
| |
| // CHECKPARALLEL-LABEL: func @fill_view( |
| // CHECKPARALLEL: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: f32) { |
| // CHECKPARALLEL: scf.parallel (%{{.*}}) = (%{{.*}}) to (%{{.*}}) step (%{{.*}}) { |
| // CHECKPARALLEL: store %{{.*}}, %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]> |
| |
| func @fill_view0(%arg0: memref<f32>, %arg1: f32) { |
| linalg.fill(%arg1, %arg0) : f32, memref<f32> |
| return |
| } |
| // CHECK-LABEL: func @fill_view0(%{{.*}}: memref<f32>, %{{.*}}: f32) { |
| // CHECK: store %{{.*}}, %{{.*}}[] : memref<f32> |
| |
| // CHECKPARALLEL-LABEL: func @fill_view0(%{{.*}}: memref<f32>, %{{.*}}: f32) { |
| // CHECKPARALLEL: store %{{.*}}, %{{.*}}[] : memref<f32> |
| |
| func @fill_view3(%arg0: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, %arg1: f32) { |
| linalg.fill(%arg1, %arg0) : f32, memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]> |
| return |
| } |
| // CHECK-LABEL: func @fill_view3( |
| // CHECK: %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: f32) { |
| // CHECK: scf.for {{.*}} to %{{.*}} |
| // CHECK: scf.for {{.*}} to %{{.*}} |
| // CHECK: scf.for {{.*}} to %{{.*}} |
| // CHECK: store %{{.*}}, {{.*}} : memref<?x?x?xf32, #[[$strided3D]]> |
| |
| // CHECKPARALLEL-LABEL: func @fill_view3( |
| // CHECKPARALLEL: %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: f32) { |
| // CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}, %{{.*}}) to (%{{.*}}, %{{.*}}, %{{.*}}) step (%{{.*}}, %{{.*}}, %{{.*}}) { |
| // CHECKPARALLEL: store %{{.*}}, {{.*}} : memref<?x?x?xf32, #[[$strided3D]]> |
| |
| func @copy_view(%arg0: memref<?xf32, offset: ?, strides: [1]>, %arg1: memref<?xf32, offset: ?, strides: [1]>) { |
| linalg.copy(%arg0, %arg1) : memref<?xf32, offset: ?, strides: [1]>, memref<?xf32, offset: ?, strides: [1]> |
| return |
| } |
| // CHECK-LABEL: func @copy_view( |
| // CHECK: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<?xf32, #[[$strided1D]]>) { |
| // CHECK: scf.for {{.*}} to %{{.*}} |
| // CHECK: %[[L:.*]] = memref.load %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]> |
| // CHECK: store %[[L]], %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]> |
| |
| // CHECKPARALLEL-LABEL: func @copy_view( |
| // CHECKPARALLEL: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<?xf32, #[[$strided1D]]>) { |
| // CHECKPARALLEL: scf.parallel (%{{.*}}) = (%{{.*}}) to (%{{.*}}) step (%{{.*}}) { |
| // CHECKPARALLEL: %[[L:.*]] = memref.load %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]> |
| // CHECKPARALLEL: store %[[L]], %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]> |
| |
| func @copy_view0(%arg0: memref<f32>, %arg1: memref<f32>) { |
| linalg.copy(%arg0, %arg1) : memref<f32>, memref<f32> |
| return |
| } |
| // CHECK-LABEL: func @copy_view0(%{{.*}}: memref<f32>, %{{.*}}: memref<f32>) { |
| // CHECK: memref.load %{{.*}}[] : memref<f32> |
| // CHECK: store %{{.*}}, %{{.*}}[] : memref<f32> |
| |
| // CHECKPARALLEL-LABEL: func @copy_view0(%{{.*}}: memref<f32>, %{{.*}}: memref<f32>) { |
| // CHECKPARALLEL: memref.load %{{.*}}[] : memref<f32> |
| // CHECKPARALLEL: store %{{.*}}, %{{.*}}[] : memref<f32> |
| |
| func @copy_view3(%arg0: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, %arg1: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>) { |
| linalg.copy(%arg0, %arg1) {inputPermutation = affine_map<(i, j, k) -> (i, k, j)>, |
| outputPermutation = affine_map<(i, j, k) -> (k, j, i)>} : |
| memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]> |
| return |
| } |
| // CHECK-LABEL: func @copy_view3 |
| // CHECK: (%{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>) { |
| // CHECK: scf.for {{.*}} to %{{.*}} |
| // CHECK: scf.for {{.*}} to %{{.*}} |
| // CHECK: scf.for {{.*}} to %{{.*}} |
| // CHECK: %[[L:.*]] = memref.load {{.*}} : memref<?x?x?xf32, #[[$strided3D]]> |
| // CHECK: store %[[L]], {{.*}} : memref<?x?x?xf32, #[[$strided3D]]> |
| |
| // CHECKPARALLEL-LABEL: func @copy_view3 |
| // CHECKPARALLEL: (%{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>) { |
| // CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}, %{{.*}}) to (%{{.*}}, %{{.*}}, %{{.*}}) step (%{{.*}}, %{{.*}}, %{{.*}}) { |
| // CHECKPARALLEL: %[[L:.*]] = memref.load {{.*}} : memref<?x?x?xf32, #[[$strided3D]]> |
| // CHECKPARALLEL: store %[[L]], {{.*}} : memref<?x?x?xf32, #[[$strided3D]]> |
| |
| #accesses = [ |
| affine_map<(i, j, k) -> (i, j)>, |
| affine_map<(i, j, k) -> (i, j, k)>, |
| affine_map<(i, j, k) -> (i, k, j)> |
| ] |
| #trait2 = { |
| args_in = 1, |
| args_out = 2, |
| iterator_types = ["parallel", "parallel", "parallel"], |
| indexing_maps = #accesses, |
| library_call = "some_external_function_name_2", |
| doc = "B(i,j,k), C(i,k,j) = foo(A(i, j), B(i,j,k), C(i,k,j))" |
| } |
| func @generic_region(%arg0: memref<?x?xf32, offset: ?, strides: [?, 1]>, %arg1: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, %arg2: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>) { |
| linalg.generic #trait2 |
| ins(%arg0: memref<?x?xf32, offset: ?, strides: [?, 1]>) |
| outs(%arg1, %arg2 : memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, |
| memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>) { |
| ^bb0(%a: f32, %b: f32, %c: f32): |
| %d = arith.mulf %a, %b : f32 |
| %e = arith.addf %c, %d : f32 |
| linalg.yield %d, %e : f32, f32 |
| } |
| return |
| } |
| // CHECK-LABEL: @generic_region |
| // CHECK: scf.for %[[i:.*]] = {{.*}} |
| // CHECK: scf.for %[[j:.*]] = {{.*}} |
| // CHECK: scf.for %[[k:.*]] = {{.*}} |
| // CHECK: %[[a:.*]] = memref.load %{{.*}}[%[[i]], %[[j]]] : memref<?x?xf32, #[[$strided2D]]> |
| // CHECK: %[[b:.*]] = memref.load %{{.*}}[%[[i]], %[[j]], %[[k]]] : memref<?x?x?xf32, #[[$strided3D]]> |
| // CHECK: %[[c:.*]] = memref.load %{{.*}}[%[[i]], %[[k]], %[[j]]] : memref<?x?x?xf32, #[[$strided3D]]> |
| // CHECK: %[[d:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECK: %[[e:.*]] = arith.addf %[[c]], %[[d]] : f32 |
| // CHECK: store %[[d]], %{{.*}}[%[[i]], %[[j]], %[[k]]] : memref<?x?x?xf32, #[[$strided3D]]> |
| // CHECK: store %[[e]], %{{.*}}[%[[i]], %[[k]], %[[j]]] : memref<?x?x?xf32, #[[$strided3D]]> |
| |
| // CHECKPARALLEL-LABEL: @generic_region |
| // CHECKPARALLEL: scf.parallel (%[[i:[a-zA-Z0-9_]*]], %[[j:[a-zA-Z0-9_]*]], %[[k:[a-zA-Z0-9_]*]]) |
| // CHECKPARALLEL: %[[a:.*]] = memref.load %{{.*}}[%[[i]], %[[j]]] : memref<?x?xf32, #[[$strided2D]]> |
| // CHECKPARALLEL: %[[b:.*]] = memref.load %{{.*}}[%[[i]], %[[j]], %[[k]]] : memref<?x?x?xf32, #[[$strided3D]]> |
| // CHECKPARALLEL: %[[c:.*]] = memref.load %{{.*}}[%[[i]], %[[k]], %[[j]]] : memref<?x?x?xf32, #[[$strided3D]]> |
| // CHECKPARALLEL: %[[d:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECKPARALLEL: %[[e:.*]] = arith.addf %[[c]], %[[d]] : f32 |
| // CHECKPARALLEL: store %[[d]], %{{.*}}[%[[i]], %[[j]], %[[k]]] : memref<?x?x?xf32, #[[$strided3D]]> |
| // CHECKPARALLEL: store %[[e]], %{{.*}}[%[[i]], %[[k]], %[[j]]] : memref<?x?x?xf32, #[[$strided3D]]> |
| |
| #trait4 = { |
| args_in = 1, |
| args_out = 2, |
| iterator_types = ["parallel", "parallel", "parallel"], |
| indexing_maps = #accesses, |
| library_call = "some_external_function_name_2", |
| doc = "B(i,j,k), C(i,k,j) = foo(A(i, j) * B(i,j,k), i * j * k + C(i,k,j))" |
| } |
| func @generic_index_region( |
| %arg0: memref<?x?xf32, offset: ?, strides: [?, 1]>, |
| %arg1: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, |
| %arg2: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>) { |
| linalg.generic #trait4 |
| ins(%arg0 : memref<?x?xf32, offset: ?, strides: [?, 1]>) |
| outs(%arg1, %arg2 : memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, |
| memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>) { |
| ^bb0(%a: f32, %b: f32, %c: f32): |
| %i = linalg.index 0 : index |
| %j = linalg.index 1 : index |
| %k = linalg.index 2 : index |
| %result_1 = arith.mulf %a, %b : f32 |
| |
| %ij = arith.addi %i, %j : index |
| %ijk = arith.addi %ij, %k : index |
| %ijk_int = arith.index_cast %ijk : index to i32 |
| %ijk_float = arith.sitofp %ijk_int : i32 to f32 |
| |
| %result_2 = arith.addf %c, %ijk_float : f32 |
| linalg.yield %result_1, %result_2 : f32, f32 |
| } |
| return |
| } |
| |
| // CHECK-LABEL: @generic_index_region |
| // CHECK: scf.for %[[i:.*]] = {{.*}} |
| // CHECK: scf.for %[[j:.*]] = {{.*}} |
| // CHECK: scf.for %[[k:.*]] = {{.*}} |
| // CHECK: %[[a:.*]] = memref.load %{{.*}}[%[[i]], %[[j]]] |
| // CHECK: %[[b:.*]] = memref.load %{{.*}}[%[[i]], %[[j]], %[[k]]] |
| // CHECK: %[[c:.*]] = memref.load %{{.*}}[%[[i]], %[[k]], %[[j]]] |
| // CHECK: %[[result_1:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECK: %[[ij:.*]] = arith.addi %[[i]], %[[j]] : index |
| // CHECK: %[[ijk:.*]] = arith.addi %[[ij]], %[[k]] : index |
| // CHECK: %[[ijk_int:.*]] = arith.index_cast %[[ijk]] : index to i32 |
| // CHECK: %[[ijk_float:.*]] = arith.sitofp %[[ijk_int]] : i32 to f32 |
| // CHECK: %[[result_2:.*]] = arith.addf %[[c]], %[[ijk_float]] : f32 |
| // CHECK: store %[[result_1]], %{{.*}}[%[[i]], %[[j]], %[[k]]] |
| // CHECK: store %[[result_2]], %{{.*}}[%[[i]], %[[k]], %[[j]]] |
| |
| // CHECKPARALLEL-LABEL: @generic_index_region |
| // CHECKPARALLEL: scf.parallel (%[[i:[a-zA-Z0-9_]*]], %[[j:[a-zA-Z0-9_]*]], %[[k:[a-zA-Z0-9_]*]]) |
| // CHECKPARALLEL: %[[a:.*]] = memref.load %{{.*}}[%[[i]], %[[j]]] |
| // CHECKPARALLEL: %[[b:.*]] = memref.load %{{.*}}[%[[i]], %[[j]], %[[k]]] |
| // CHECKPARALLEL: %[[c:.*]] = memref.load %{{.*}}[%[[i]], %[[k]], %[[j]]] |
| // CHECKPARALLEL: %[[result_1:.*]] = arith.mulf %[[a]], %[[b]] : f32 |
| // CHECKPARALLEL: %[[ij:.*]] = arith.addi %[[i]], %[[j]] : index |
| // CHECKPARALLEL: %[[ijk:.*]] = arith.addi %[[ij]], %[[k]] : index |
| // CHECKPARALLEL: %[[ijk_int:.*]] = arith.index_cast %[[ijk]] : index to i32 |
| // CHECKPARALLEL: %[[ijk_float:.*]] = arith.sitofp %[[ijk_int]] : i32 to f32 |
| // CHECKPARALLEL: %[[result_2:.*]] = arith.addf %[[c]], %[[ijk_float]] : f32 |
| // CHECKPARALLEL: store %[[result_1]], %{{.*}}[%[[i]], %[[j]], %[[k]]] |
| // CHECKPARALLEL: store %[[result_2]], %{{.*}}[%[[i]], %[[k]], %[[j]]] |
| |
| // ----- |
| |
| #broadcast_access = [ |
| affine_map<(i, j) -> ()>, |
| affine_map<(i, j) -> (i, j)> |
| ] |
| |
| #trait_broadcast = { |
| args_in = 1, |
| args_out = 1, |
| indexing_maps = #broadcast_access, |
| iterator_types = ["parallel", "parallel"], |
| library_call = "some_broadcast_external_fn" |
| } |
| |
| func @generic_op_zero_rank(%arg0: memref<f32>, %arg1: memref<3x4xf32>) |
| { |
| linalg.generic #trait_broadcast |
| ins(%arg0 : memref<f32>) |
| outs(%arg1 : memref<3x4xf32>) { |
| ^bb(%a: f32, %b: f32) : |
| linalg.yield %a : f32 |
| } |
| return |
| } |
| |
| // CHECK-LABEL: @generic_op_zero_rank |
| // CHECK-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECK-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<3x4xf32> |
| // CHECK: scf.for %[[i:.*]] = {{.*}} |
| // CHECK: scf.for %[[j:.*]] = {{.*}} |
| // CHECK: %[[a:.*]] = memref.load %[[ARG0]][] |
| // CHECK: store %[[a]], %[[ARG1]][%[[i]], %[[j]]] |
| |
| // CHECKPARALLEL-LABEL: @generic_op_zero_rank |
| // CHECKPARALLEL-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECKPARALLEL-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<3x4xf32> |
| // CHECKPARALLEL: scf.parallel (%[[i:[a-zA-Z0-9_]*]], %[[j:[a-zA-Z0-9_]*]]) |
| // CHECKPARALLEL: %[[a:.*]] = memref.load %[[ARG0]][] |
| // CHECKPARALLEL: store %[[a]], %[[ARG1]][%[[i]], %[[j]]] |
| |
| func @generic_op_scalar(%arg0: f32, %arg1: memref<3x4xf32>) |
| { |
| linalg.generic #trait_broadcast |
| ins(%arg0 : f32) |
| outs(%arg1 : memref<3x4xf32>) { |
| ^bb(%a: f32, %b: f32) : |
| linalg.yield %a : f32 |
| } |
| return |
| } |
| |
| // CHECK-LABEL: @generic_op_scalar |
| // CHECK-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: f32 |
| // CHECK-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<3x4xf32> |
| // CHECK: scf.for %[[i:.*]] = {{.*}} |
| // CHECK: scf.for %[[j:.*]] = {{.*}} |
| // CHECK: store %[[ARG0]], %[[ARG1]][%[[i]], %[[j]]] |
| |
| // CHECKPARALLEL-LABEL: @generic_op_scalar |
| // CHECKPARALLEL-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: f32 |
| // CHECKPARALLEL-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<3x4xf32> |
| // CHECKPARALLEL: scf.parallel (%[[i:[a-zA-Z0-9_]*]], %[[j:[a-zA-Z0-9_]*]]) |
| // CHECKPARALLEL: store %[[ARG0]], %[[ARG1]][%[[i]], %[[j]]] |
| |
| func @generic_index_op_zero_rank(%arg0: memref<i32>, %arg1: memref<3x4xi32>) |
| { |
| linalg.generic #trait_broadcast |
| ins(%arg0 : memref<i32>) |
| outs(%arg1 : memref<3x4xi32>) { |
| ^bb(%a: i32, %b: i32) : |
| %i = linalg.index 0 : index |
| %j = linalg.index 1 : index |
| %ij = arith.addi %i, %j : index |
| %ij_int = arith.index_cast %ij : index to i32 |
| %result = arith.addi %a, %ij_int : i32 |
| linalg.yield %result : i32 |
| } |
| return |
| } |
| |
| // CHECK-LABEL: @generic_index_op_zero_rank |
| // CHECK-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<i32> |
| // CHECK-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<3x4xi32> |
| // CHECK: scf.for %[[i:.*]] = {{.*}} |
| // CHECK: scf.for %[[j:.*]] = {{.*}} |
| // CHECK: %[[a:.*]] = memref.load %[[ARG0]][ |
| // CHECK: %[[ij:.*]] = arith.addi %[[i]], %[[j]] : index |
| // CHECK: %[[ij_int:.*]] = arith.index_cast %[[ij]] : index to i32 |
| // CHECK: %[[result:.*]] = arith.addi %[[a]], %[[ij_int]] : i32 |
| // CHECK: store %[[result]], %[[ARG1]][%[[i]], %[[j]]] |
| |
| // CHECKPARALLEL-LABEL: @generic_index_op_zero_rank |
| // CHECKPARALLEL-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<i32> |
| // CHECKPARALLEL-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<3x4xi32> |
| // CHECKPARALLEL: scf.parallel (%[[i:[a-zA-Z0-9_]*]], %[[j:[a-zA-Z0-9_]*]]) |
| // CHECKPARALLEL: %[[a:.*]] = memref.load %[[ARG0]][ |
| // CHECKPARALLEL: %[[ij:.*]] = arith.addi %[[i]], %[[j]] : index |
| // CHECKPARALLEL: %[[ij_int:.*]] = arith.index_cast %[[ij]] : index to i32 |
| // CHECKPARALLEL: %[[result:.*]] = arith.addi %[[a]], %[[ij_int]] : i32 |
| // CHECKPARALLEL: store %[[result]], %[[ARG1]][%[[i]], %[[j]]] |
| |
| #reduce_1D_access = [ |
| affine_map<(i) -> (i)>, |
| affine_map<(i) -> ()> |
| ] |
| |
| #trait_reduce_1D = { |
| args_in = 1, |
| args_out = 1, |
| indexing_maps = #reduce_1D_access, |
| iterator_types = ["reduction"], |
| library_call = "some_reduce_external_fn" |
| } |
| |
| func @generic_op_1D_reduce(%arg0: memref<?xf32>, %arg1: memref<f32>) |
| { |
| linalg.generic #trait_reduce_1D |
| ins(%arg0 : memref<?xf32>) |
| outs(%arg1 : memref<f32>) { |
| ^bb(%a: f32, %b: f32) : |
| %0 = arith.addf %a, %b : f32 |
| linalg.yield %0 : f32 |
| } |
| return |
| } |
| // CHECK-LABEL: @generic_op_1D_reduce |
| // CHECK-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<?xf32> |
| // CHECK-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECK: scf.for %[[i:.*]] = {{.*}} |
| // CHECK: %[[a:.*]] = memref.load %[[ARG0]][%[[i]]] |
| // CHECK: %[[b:.*]] = memref.load %[[ARG1]][] |
| // CHECK: %[[c:.*]] = arith.addf %[[a]], %[[b]] : f32 |
| // CHECK: store %[[c]], %[[ARG1]][] |
| |
| // CHECKPARALLEL-LABEL: @generic_op_1D_reduce |
| // CHECKPARALLEL-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<?xf32> |
| // CHECKPARALLEL-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECKPARALLEL: scf.for %[[i:.*]] = {{.*}} |
| // CHECKPARALLEL: %[[a:.*]] = memref.load %[[ARG0]][%[[i]]] |
| // CHECKPARALLEL: %[[b:.*]] = memref.load %[[ARG1]][] |
| // CHECKPARALLEL: %[[c:.*]] = arith.addf %[[a]], %[[b]] : f32 |
| // CHECKPARALLEL: store %[[c]], %[[ARG1]][] |
| |
| |
| #reduce_init_1D_access = [ |
| affine_map<(i) -> (i)>, |
| affine_map<(i) -> ()>, |
| affine_map<(i) -> ()> |
| ] |
| |
| #trait_reduce_init_1D = { |
| args_in = 2, |
| args_out = 1, |
| indexing_maps = #reduce_init_1D_access, |
| iterator_types = ["reduction"], |
| library_call = "some_reduce_external_fn" |
| } |
| |
| func @generic_index_op_1D_reduce(%arg0: memref<?xf32>, |
| %arg1: memref<f32>, |
| %arg2: memref<f32>) |
| { |
| linalg.generic #trait_reduce_init_1D |
| ins(%arg0, %arg1 : memref<?xf32>, memref<f32>) |
| outs(%arg2 : memref<f32>) { |
| ^bb(%a: f32, %b: f32, %c: f32) : |
| %i = linalg.index 0 : index |
| %0 = arith.constant 0 : index |
| %1 = arith.cmpi eq, %0, %i : index |
| %2 = select %1, %b, %c : f32 |
| %3 = arith.addf %a, %2 : f32 |
| linalg.yield %3 : f32 |
| } |
| return |
| } |
| // CHECK-LABEL: @generic_index_op_1D_reduce |
| // CHECK-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<?xf32> |
| // CHECK-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECK-SAME: %[[ARG2:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECK: scf.for %[[i:.*]] = {{.*}} |
| // CHECK: %[[a:.*]] = memref.load %[[ARG0]][%[[i]]] |
| // CHECK: %[[b:.*]] = memref.load %[[ARG1]][] |
| // CHECK: %[[c:.*]] = memref.load %[[ARG2]][] |
| // CHECK: %[[d:.*]] = select %{{.*}}, %[[b]], %[[c]] |
| // CHECK: %[[e:.*]] = arith.addf %[[a]], %[[d]] |
| // CHECK: store %[[e]], %[[ARG2]][] |
| |
| // CHECKPARALLEL-LABEL: @generic_index_op_1D_reduce |
| // CHECKPARALLEL-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<?xf32> |
| // CHECKPARALLEL-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECKPARALLEL-SAME: %[[ARG2:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECKPARALLEL: scf.for %[[i:.*]] = {{.*}} |
| // CHECKPARALLEL: %[[a:.*]] = memref.load %[[ARG0]][%[[i]]] |
| // CHECKPARALLEL: %[[b:.*]] = memref.load %[[ARG1]][] |
| // CHECKPARALLEL: %[[c:.*]] = memref.load %[[ARG2]][] |
| // CHECKPARALLEL: %[[d:.*]] = select %{{.*}}, %[[b]], %[[c]] |
| // CHECKPARALLEL: %[[e:.*]] = arith.addf %[[a]], %[[d]] |
| // CHECKPARALLEL: store %[[e]], %[[ARG2]][] |
| |
| #trait_const_fill = { |
| args_in = 0, |
| args_out = 1, |
| indexing_maps = [affine_map<(i) -> (i)>], |
| iterator_types = ["parallel"], |
| library_call = "some_external_fn" |
| } |
| func @generic_const_init(%arg0: memref<?xf32>) { |
| %cst = arith.constant 1.0 : f32 |
| linalg.generic #trait_const_fill outs(%arg0 : memref<?xf32>) { |
| ^bb0(%arg1: f32): // no predecessors |
| linalg.yield %cst : f32 |
| } |
| return |
| } |
| // CHECK-LABEL: @generic_const_init |
| // CHECK-SAME: %[[ARG0:.*]]: memref<?xf32> |
| // CHECK: %[[CONST:.*]] = arith.constant 1.000000e+00 : f32 |
| // CHECK: scf.for %[[i:.*]] = {{.*}} |
| // CHECK: store %[[CONST]], %[[ARG0]] |
| |
| // CHECKPARALLEL-LABEL: @generic_const_init |
| // CHECKPARALLEL-SAME: %[[ARG0:.*]]: memref<?xf32> |
| // CHECKPARALLEL: %[[CONST:.*]] = arith.constant 1.000000e+00 : f32 |
| // CHECKPARALLEL: scf.parallel (%[[i:.*]]) |
| // CHECKPARALLEL: store %[[CONST]], %[[ARG0]] |
| |
| #scalar_access = [ |
| affine_map<() -> ()>, |
| affine_map<() -> ()>, |
| affine_map<() -> ()> |
| ] |
| #scalar_trait = { |
| args_in = 2, |
| args_out = 1, |
| iterator_types = [], |
| indexing_maps = #scalar_access, |
| library_call = "some_external_fn" |
| } |
| func @scalar_code(%arg0: memref<f32>, %arg1 : memref<f32>, %arg2 : memref<f32>, %arg3 : i1) |
| { |
| linalg.generic #scalar_trait |
| ins(%arg0, %arg1 : memref<f32>, memref<f32>) |
| outs(%arg2 : memref<f32>) { |
| ^bb(%a : f32, %b : f32, %c : f32) : |
| %result = scf.if %arg3 -> (f32) { |
| scf.yield %a : f32 |
| } else { |
| scf.yield %b : f32 |
| } |
| linalg.yield %result : f32 |
| } |
| return |
| } |
| // CHECK-LABEL: @scalar_code |
| // CHECK-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECK-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECK-SAME: %[[ARG2:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECK-NOT: scf.for |
| // CHECK: memref.load %[[ARG0]][] |
| // CHECK: memref.load %[[ARG1]][] |
| // CHECK: scf.if |
| // CHECK: scf.yield |
| // CHECK: else |
| // CHECK: scf.yield |
| // CHECK: store %{{.*}}, %[[ARG2]][] |
| |
| // CHECKPARALLEL-LABEL: @scalar_code |
| // CHECKPARALLEL-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECKPARALLEL-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECKPARALLEL-SAME: %[[ARG2:[a-zA-Z0-9_]*]]: memref<f32> |
| // CHECKPARALLEL-NOT: scf.for |
| // CHECKPARALLEL: memref.load %[[ARG0]][] |
| // CHECKPARALLEL: memref.load %[[ARG1]][] |
| // CHECKPARALLEL: scf.if |
| // CHECKPARALLEL: scf.yield |
| // CHECKPARALLEL: else |
| // CHECKPARALLEL: scf.yield |
| // CHECKPARALLEL: store %{{.*}}, %[[ARG2]][] |
| |
| //----------------------------------------------------------------------------// |
| // Named ops to loops. |
| //----------------------------------------------------------------------------// |
| func @named_batch_matmul(%A: memref<?x?x?xf32>, %B: memref<?x?x?xf32>, %C: memref<?x?x?xf32>) { |
| linalg.batch_matmul ins(%A, %B : memref<?x?x?xf32>, memref<?x?x?xf32>) |
| outs(%C : memref<?x?x?xf32>) |
| return |
| } |
| // CHECK-LABEL: @named_batch_matmul |
| // CHECK-SAME: %[[mA:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECK-SAME: %[[mB:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECK-SAME: %[[mC:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECK: %[[B:.*]] = memref.dim %[[mA]], %c0 : memref<?x?x?xf32> |
| // CHECK: %[[M:.*]] = memref.dim %[[mA]], %c1 : memref<?x?x?xf32> |
| // CHECK: %[[K:.*]] = memref.dim %[[mA]], %c2 : memref<?x?x?xf32> |
| // CHECK: %[[N:.*]] = memref.dim %[[mB]], %c2 : memref<?x?x?xf32> |
| // CHECK: scf.for %[[b:.*]] = %{{.*}} to %[[B]] |
| // CHECK: scf.for %[[m:.*]] = %{{.*}} to %[[M]] |
| // CHECK: scf.for %[[n:.*]] = %{{.*}} to %[[N]] |
| // CHECK: scf.for %[[k:.*]] = %{{.*}} to %[[K]] |
| // CHECK: %[[va:.*]] = memref.load %[[mA]][%[[b]], %[[m]], %[[k]]] : memref<?x?x?xf32> |
| // CHECK: %[[vb:.*]] = memref.load %[[mB]][%[[b]], %[[k]], %[[n]]] : memref<?x?x?xf32> |
| // CHECK: %[[vc:.*]] = memref.load %[[mC]][%[[b]], %[[m]], %[[n]]] : memref<?x?x?xf32> |
| // CHECK: %[[inc:.*]] = arith.mulf %[[va]], %[[vb]] : f32 |
| // CHECK: %[[res:.*]] = arith.addf %[[vc]], %[[inc]] : f32 |
| // CHECK: store %[[res]], %[[mC]][%[[b]], %[[m]], %[[n]]] : memref<?x?x?xf32> |
| |
| // CHECKPARALLEL-LABEL: @named_batch_matmul |
| // CHECKPARALLEL-SAME: %[[mA:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECKPARALLEL-SAME: %[[mB:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECKPARALLEL-SAME: %[[mC:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[B:.*]] = memref.dim %[[mA]], %c0 : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[M:.*]] = memref.dim %[[mA]], %c1 : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[K:.*]] = memref.dim %[[mA]], %c2 : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[N:.*]] = memref.dim %[[mB]], %c2 : memref<?x?x?xf32> |
| // CHECKPARALLEL: scf.parallel (%[[b:.*]], %[[m:.*]], %[[n:.*]]) = ({{.*}}) to (%[[B]], %[[M]], %[[N]]) step ({{.*}}) { |
| // CHECKPARALLEL: scf.for %[[k:.*]] = %{{.*}} to %[[K]] |
| // CHECKPARALLEL: %[[va:.*]] = memref.load %[[mA]][%[[b]], %[[m]], %[[k]]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[vb:.*]] = memref.load %[[mB]][%[[b]], %[[k]], %[[n]]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[vc:.*]] = memref.load %[[mC]][%[[b]], %[[m]], %[[n]]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[inc:.*]] = arith.mulf %[[va]], %[[vb]] : f32 |
| // CHECKPARALLEL: %[[res:.*]] = arith.addf %[[vc]], %[[inc]] : f32 |
| // CHECKPARALLEL: store %[[res]], %[[mC]][%[[b]], %[[m]], %[[n]]] : memref<?x?x?xf32> |
| |
| |
| func @conv1d_no_symbols(%in : memref<?xf32>, %filter : memref<?xf32>, %out : memref<?xf32>) -> () { |
| linalg.conv_1d ins(%in, %filter : memref<?xf32>, memref<?xf32>) |
| outs(%out : memref<?xf32>) |
| return |
| } |
| |
| // CHECK-LABEL: @conv1d_no_symbols |
| // CHECK-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?xf32> |
| // CHECK-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?xf32> |
| // CHECK-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?xf32> |
| // CHECK: %[[c0:.*]] = arith.constant 0 : index |
| // CHECK: %[[c1:.*]] = arith.constant 1 : index |
| // CHECK: %[[dim0:.*]] = memref.dim %[[arg1]], %[[c0]] : memref<?xf32> |
| // CHECK: %[[dim1:.*]] = memref.dim %[[arg2]], %[[c0]] : memref<?xf32> |
| // CHECK: scf.for %[[b:.*]] = %[[c0]] to %[[dim1]] step %[[c1]] { |
| // CHECK: scf.for %[[m:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] { |
| // CHECK: %[[aff:.*]] = affine.apply #[[$stride1Dilation1]](%[[b]], %[[m]]) |
| // CHECK: %[[vb:.*]] = memref.load %[[arg0]][%[[aff]]] : memref<?xf32> |
| // CHECK: %[[va:.*]] = memref.load %[[arg1]][%[[m]]] : memref<?xf32> |
| // CHECK: %[[vc:.*]] = memref.load %[[arg2]][%[[b]]] : memref<?xf32> |
| // CHECK: %[[inc:.*]] = arith.mulf %[[vb]], %[[va]] : f32 |
| // CHECK: %[[res:.*]] = arith.addf %[[vc]], %[[inc]] : f32 |
| // CHECK: store %[[res]], %[[arg2]][%[[b]]] : memref<?xf32> |
| |
| // CHECKPARALLEL-LABEL: @conv1d_no_symbols |
| // CHECKPARALLEL-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?xf32> |
| // CHECKPARALLEL-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?xf32> |
| // CHECKPARALLEL-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?xf32> |
| // CHECKPARALLEL: %[[c0:.*]] = arith.constant 0 : index |
| // CHECKPARALLEL: %[[c1:.*]] = arith.constant 1 : index |
| // CHECKPARALLEL: %[[dim0:.*]] = memref.dim %[[arg1]], %[[c0]] : memref<?xf32> |
| // CHECKPARALLEL: %[[dim1:.*]] = memref.dim %[[arg2]], %[[c0]] : memref<?xf32> |
| // CHECKPARALLEL: scf.parallel (%[[b:.*]]) = (%[[c0]]) to (%[[dim1]]) step (%[[c1]]) { |
| // CHECKPARALLEL: scf.for %[[m:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] { |
| // CHECKPARALLEL: %[[aff:.*]] = affine.apply #[[$stride1Dilation1]](%[[b]], %[[m]]) |
| // CHECKPARALLEL: %[[vb:.*]] = memref.load %[[arg0]][%[[aff]]] : memref<?xf32> |
| // CHECKPARALLEL: %[[va:.*]] = memref.load %[[arg1]][%[[m]]] : memref<?xf32> |
| // CHECKPARALLEL: %[[vc:.*]] = memref.load %[[arg2]][%[[b]]] : memref<?xf32> |
| // CHECKPARALLEL: %[[inc:.*]] = arith.mulf %[[vb]], %[[va]] : f32 |
| // CHECKPARALLEL: %[[res:.*]] = arith.addf %[[vc]], %[[inc]] : f32 |
| // CHECKPARALLEL: store %[[res]], %[[arg2]][%[[b]]] : memref<?xf32> |
| |
| |
| func @conv2d_no_symbols(%in : memref<?x?xf32>, %filter : memref<?x?xf32>, %out : memref<?x?xf32>) -> () { |
| linalg.conv_2d ins(%in, %filter : memref<?x?xf32>, memref<?x?xf32>) |
| outs(%out: memref<?x?xf32>) |
| return |
| } |
| // CHECK-LABEL: @conv2d_no_symbols |
| // CHECK-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?xf32> |
| // CHECK-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?xf32> |
| // CHECK-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?xf32> |
| // CHECK: %[[c0:.*]] = arith.constant 0 : index |
| // CHECK: %[[c1:.*]] = arith.constant 1 : index |
| // CHECK: %[[dim0:.*]] = memref.dim %[[arg1]], %[[c0]] : memref<?x?xf32> |
| // CHECK: %[[dim1:.*]] = memref.dim %[[arg1]], %[[c1]] : memref<?x?xf32> |
| // CHECK: %[[dim2:.*]] = memref.dim %[[arg2]], %[[c0]] : memref<?x?xf32> |
| // CHECK: %[[dim3:.*]] = memref.dim %[[arg2]], %[[c1]] : memref<?x?xf32> |
| // CHECK: scf.for %[[arg3:.*]] = %[[c0]] to %[[dim2]] step %[[c1]] { |
| // CHECK: scf.for %[[arg4:.*]] = %[[c0]] to %[[dim3]] step %[[c1]] { |
| // CHECK: scf.for %[[arg5:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] { |
| // CHECK: scf.for %[[arg6:.*]] = %[[c0]] to %[[dim1]] step %[[c1]] { |
| // CHECK: %[[aff:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg3]], %[[arg5]]) |
| // CHECK: %[[aff2:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg4]], %[[arg6]]) |
| // CHECK: %[[vb:.*]] = memref.load %[[arg0]][%[[aff]], %[[aff2]]] : memref<?x?xf32> |
| |
| // CHECK: %[[va:.*]] = memref.load %[[arg1]][%[[arg5]], %[[arg6]]] : memref<?x?xf32> |
| // CHECK: %[[vc:.*]] = memref.load %[[arg2]][%[[arg3]], %[[arg4]]] : memref<?x?xf32> |
| |
| // CHECK: %[[inc:.*]] = arith.mulf %[[vb]], %[[va]] : f32 |
| // CHECK: %[[res:.*]] = arith.addf %[[vc]], %[[inc]] : f32 |
| // CHECK: store %[[res]], %[[arg2]][%[[arg3]], %[[arg4]]] : memref<?x?xf32> |
| |
| // CHECKPARALLEL-LABEL: @conv2d_no_symbols |
| // CHECKPARALLEL-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?xf32> |
| // CHECKPARALLEL-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?xf32> |
| // CHECKPARALLEL-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?xf32> |
| // CHECKPARALLEL: %[[c0:.*]] = arith.constant 0 : index |
| // CHECKPARALLEL: %[[c1:.*]] = arith.constant 1 : index |
| // CHECKPARALLEL: %[[dim0:.*]] = memref.dim %[[arg1]], %[[c0]] : memref<?x?xf32> |
| // CHECKPARALLEL: %[[dim1:.*]] = memref.dim %[[arg1]], %[[c1]] : memref<?x?xf32> |
| // CHECKPARALLEL: %[[dim2:.*]] = memref.dim %[[arg2]], %[[c0]] : memref<?x?xf32> |
| // CHECKPARALLEL: %[[dim3:.*]] = memref.dim %[[arg2]], %[[c1]] : memref<?x?xf32> |
| // CHECKPARALLEL: scf.parallel (%[[arg3:.*]], %[[arg4:.*]]) = (%[[c0]], %[[c0]]) to (%[[dim2]], %[[dim3]]) step (%[[c1]], %[[c1]]) { |
| // CHECKPARALLEL: scf.for %[[arg5:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] { |
| // CHECKPARALLEL: scf.for %[[arg6:.*]] = %[[c0]] to %[[dim1]] step %[[c1]] { |
| // CHECKPARALLEL: %[[aff:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg3]], %[[arg5]]) |
| // CHECKPARALLEL: %[[aff2:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg4]], %[[arg6]]) |
| // CHECKPARALLEL: %[[vb:.*]] = memref.load %[[arg0]][%[[aff]], %[[aff2]]] : memref<?x?xf32> |
| // CHECKPARALLEL: %[[va:.*]] = memref.load %[[arg1]][%[[arg5]], %[[arg6]]] : memref<?x?xf32> |
| // CHECKPARALLEL: %[[vc:.*]] = memref.load %[[arg2]][%[[arg3]], %[[arg4]]] : memref<?x?xf32> |
| // CHECKPARALLEL: %[[inc:.*]] = arith.mulf %[[vb]], %[[va]] : f32 |
| // CHECKPARALLEL: %[[res:.*]] = arith.addf %[[vc]], %[[inc]] : f32 |
| // CHECKPARALLEL: store %[[res]], %[[arg2]][%[[arg3]], %[[arg4]]] : memref<?x?xf32> |
| |
| |
| func @conv3d_no_symbols(%in : memref<?x?x?xf32>, %filter : memref<?x?x?xf32>, %out : memref<?x?x?xf32>) -> () { |
| linalg.conv_3d ins(%in, %filter : memref<?x?x?xf32>, memref<?x?x?xf32>) |
| outs(%out : memref<?x?x?xf32>) |
| return |
| } |
| |
| // CHECK-LABEL: @conv3d_no_symbols |
| // CHECK-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECK-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECK-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECK-DAG: %[[c2:.*]] = arith.constant 2 : index |
| // CHECK-DAG: %[[c0:.*]] = arith.constant 0 : index |
| // CHECK-DAG: %[[c1:.*]] = arith.constant 1 : index |
| // CHECK: %[[dim0:.*]] = memref.dim %[[arg1]], %[[c0]] : memref<?x?x?xf32> |
| // CHECK: %[[dim1:.*]] = memref.dim %[[arg1]], %[[c1]] : memref<?x?x?xf32> |
| // CHECK: %[[dim2:.*]] = memref.dim %[[arg1]], %[[c2]] : memref<?x?x?xf32> |
| // CHECK: %[[dim3:.*]] = memref.dim %[[arg2]], %[[c0]] : memref<?x?x?xf32> |
| // CHECK: %[[dim4:.*]] = memref.dim %[[arg2]], %[[c1]] : memref<?x?x?xf32> |
| // CHECK: %[[dim5:.*]] = memref.dim %[[arg2]], %[[c2]] : memref<?x?x?xf32> |
| // CHECK: scf.for %[[arg3:.*]] = %[[c0]] to %[[dim3]] step %[[c1]] { |
| // CHECK: scf.for %[[arg4:.*]] = %[[c0]] to %[[dim4]] step %[[c1]] { |
| // CHECK: scf.for %[[arg5:.*]] = %[[c0]] to %[[dim5]] step %[[c1]] { |
| // CHECK: scf.for %[[arg6:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] { |
| // CHECK: scf.for %[[arg7:.*]] = %[[c0]] to %[[dim1]] step %[[c1]] { |
| // CHECK: scf.for %[[arg8:.*]] = %[[c0]] to %[[dim2]] step %[[c1]] { |
| // CHECK: %[[aff:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg3]], %[[arg6]]) |
| // CHECK: %[[aff2:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg4]], %[[arg7]]) |
| // CHECK: %[[aff3:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg5]], %[[arg8]]) |
| // CHECK: %[[vb:.*]] = memref.load %[[arg0]][%[[aff]], %[[aff2]], %[[aff3]]] : memref<?x?x?xf32> |
| |
| // CHECK: %[[va:.*]] = memref.load %[[arg1]][%[[arg6]], %[[arg7]], %[[arg8]]] : memref<?x?x?xf32> |
| // CHECK: %[[vc:.*]] = memref.load %[[arg2]][%[[arg3]], %[[arg4]], %[[arg5]]] : memref<?x?x?xf32> |
| |
| // CHECK: %[[inc:.*]] = arith.mulf %[[vb]], %[[va]] : f32 |
| // CHECK: %[[res:.*]] = arith.addf %[[vc]], %[[inc]] : f32 |
| // CHECK: store %[[res]], %[[arg2]][%[[arg3]], %[[arg4]], %[[arg5]]] : memref<?x?x?xf32> |
| |
| // CHECKPARALLEL-LABEL: @conv3d_no_symbols |
| // CHECKPARALLEL-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECKPARALLEL-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECKPARALLEL-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?x?xf32> |
| // CHECKPARALLEL-DAG: %[[c2:.*]] = arith.constant 2 : index |
| // CHECKPARALLEL-DAG: %[[c0:.*]] = arith.constant 0 : index |
| // CHECKPARALLEL-DAG: %[[c1:.*]] = arith.constant 1 : index |
| // CHECKPARALLEL: %[[dim0:.*]] = memref.dim %[[arg1]], %[[c0]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[dim1:.*]] = memref.dim %[[arg1]], %[[c1]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[dim2:.*]] = memref.dim %[[arg1]], %[[c2]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[dim3:.*]] = memref.dim %[[arg2]], %[[c0]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[dim4:.*]] = memref.dim %[[arg2]], %[[c1]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[dim5:.*]] = memref.dim %[[arg2]], %[[c2]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: scf.parallel (%[[arg3:.*]], %[[arg4:.*]], %[[arg5:.*]]) = (%[[c0]], %[[c0]], %[[c0]]) to (%[[dim3]], %[[dim4]], %[[dim5]]) step (%[[c1]], %[[c1]], %[[c1]]) { |
| // CHECKPARALLEL: scf.for %[[arg6:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] { |
| // CHECKPARALLEL: scf.for %[[arg7:.*]] = %[[c0]] to %[[dim1]] step %[[c1]] { |
| // CHECKPARALLEL: scf.for %[[arg8:.*]] = %[[c0]] to %[[dim2]] step %[[c1]] { |
| // CHECKPARALLEL: %[[aff:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg3]], %[[arg6]]) |
| // CHECKPARALLEL: %[[aff2:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg4]], %[[arg7]]) |
| // CHECKPARALLEL: %[[aff3:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg5]], %[[arg8]]) |
| // CHECKPARALLEL: %[[vb:.*]] = memref.load %[[arg0]][%[[aff]], %[[aff2]], %[[aff3]]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[va:.*]] = memref.load %[[arg1]][%[[arg6]], %[[arg7]], %[[arg8]]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[vc:.*]] = memref.load %[[arg2]][%[[arg3]], %[[arg4]], %[[arg5]]] : memref<?x?x?xf32> |
| // CHECKPARALLEL: %[[inc:.*]] = arith.mulf %[[vb]], %[[va]] : f32 |
| // CHECKPARALLEL: %[[res:.*]] = arith.addf %[[vc]], %[[inc]] : f32 |
| // CHECKPARALLEL: store %[[res]], %[[arg2]][%[[arg3]], %[[arg4]], %[[arg5]]] : memref<?x?x?xf32> |
| |
| // ----- |
| |
| func @lower_to_loops_with_rank_reducing_subviews( |
| %arg0 : memref<?xi32>, %arg1 : memref<?x?xi32>, %arg2 : index, |
| %arg3 : index, %arg4 : index) { |
| %0 = memref.subview %arg0[%arg2] [%arg3] [1] |
| : memref<?xi32> to memref<?xi32, offset: ?, strides: [1]> |
| %1 = memref.subview %arg1[0, %arg4] [1, %arg3] [1, 1] |
| : memref<?x?xi32> to memref<?xi32, offset: ?, strides : [1]> |
| linalg.copy(%0, %1) |
| : memref<?xi32, offset: ?, strides: [1]>, memref<?xi32, offset: ?, strides: [1]> |
| return |
| } |
| // CHECK-LABEL: func @lower_to_loops_with_rank_reducing_subviews |
| // CHECK: scf.for %[[IV:.+]] = %{{.+}} to %{{.+}} step %{{.+}} { |
| // CHECK: %[[VAL:.+]] = memref.load %{{.+}}[%[[IV]]] |
| // CHECK: memref.store %[[VAL]], %{{.+}}[%[[IV]]] |
| // CHECK: } |
| |
| // CHECKPARALLEL-LABEL: func @lower_to_loops_with_rank_reducing_subviews |
| // CHECKPARALLEL: scf.parallel (%[[IV:.+]]) = (%{{.+}}) to (%{{.+}}) step (%{{.+}}) { |
| // CHECKPARALLEL: %[[VAL:.+]] = memref.load %{{.+}}[%[[IV]]] |
| // CHECKPARALLEL: memref.store %[[VAL]], %{{.+}}[%[[IV]]] |
| // CHECKPARALLEL: } |
