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|
// 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: #[[$strided3D:.*]] = affine_map<(d0, d1, d2)[s0, s1, s2] -> (d0 * s1 + s0 + d1 * s2 + d2)>
// CHECK-DAG: #[[$strided4D:.*]] = affine_map<(d0, d1, d2, d3)[s0, s1, s2, s3] -> (d0 * s1 + s0 + d1 * s2 + d2 * s3 + d3)>
// CHECK-DAG: #[[$clampMinMap:.*]] = affine_map<(d0) -> (d0, 0)>
// CHECK-DAG: #[[$stride1Dilation1:.*]] = affine_map<(d0, d1) -> (d0 + d1)>
// CHECK-DAG: #[[$stride2Dilation1:.*]] = affine_map<(d0, d1) -> (d0 * 2 + d1)>
// CHECK-DAG: #[[$stride2Dilation4:.*]] = affine_map<(d0, d1) -> (d0 * 2 + d1 * 4)>
// CHECK-DAG: #[[$stride3Dilation5:.*]] = affine_map<(d0, d1) -> (d0 * 3 + d1 * 5)>
// CHECK-DAG: #[[$stride1Dilation1Padding1:.*]] = affine_map<(d0, d1) -> (d0 + d1 - 1)>
// CHECK-DAG: #[[$stride1Dilation1Padding2:.*]] = affine_map<(d0, d1) -> (d0 + d1 - 2)>
// CHECKPARALLEL-DAG: #[[$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: #[[$strided4D:.*]] = affine_map<(d0, d1, d2, d3)[s0, s1, s2, s3] -> (d0 * s1 + s0 + d1 * s2 + d2 * s3 + d3)>
// CHECKPARALLEL-DAG: #[[$clampMinMap:.*]] = affine_map<(d0) -> (d0, 0)>
// CHECKPARALLEL-DAG: #[[$stride1Dilation1:.*]] = affine_map<(d0, d1) -> (d0 + d1)>
// CHECKPARALLEL-DAG: #[[$stride2Dilation1:.*]] = affine_map<(d0, d1) -> (d0 * 2 + d1)>
// CHECKPARALLEL-DAG: #[[$stride2Dilation4:.*]] = affine_map<(d0, d1) -> (d0 * 2 + d1 * 4)>
// CHECKPARALLEL-DAG: #[[$stride3Dilation5:.*]] = affine_map<(d0, d1) -> (d0 * 3 + d1 * 5)>
// CHECKPARALLEL-DAG: #[[$stride1Dilation1Padding1:.*]] = affine_map<(d0, d1) -> (d0 + d1 - 1)>
// CHECKPARALLEL-DAG: #[[$stride1Dilation1Padding2:.*]] = affine_map<(d0, d1) -> (d0 + d1 - 2)>
func @matmul(%arg0: memref<?xi8>, %M: index, %N: index, %K: index) {
%c0 = constant 0 : index
%c1 = 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:.*]] = mulf %[[a]], %[[b]] : f32
// CHECK-DAG: %[[c:.*]] = memref.load %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECK-DAG: %[[res:.*]] = 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:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKPARALLEL-DAG: %[[c:.*]] = memref.load %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKPARALLEL-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
// CHECKPARALLEL: store %[[res]], %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
func @matvec(%arg0: memref<?xi8>, %M: index, %N: index) {
%c0 = constant 0 : index
%c1 = 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:.*]] = mulf %[[a]], %[[b]] : f32
// CHECK-DAG: %[[c:.*]] = memref.load %[[C]][%{{.*}}] : memref<?xf32>
// CHECK-DAG: %[[res:.*]] = 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:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKPARALLEL-DAG: %[[c:.*]] = memref.load %[[C]][%{{.*}}] : memref<?xf32>
// CHECKPARALLEL-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
// CHECKPARALLEL: store %[[res]], %[[C]][%{{.*}}] : memref<?xf32>
func @dot(%arg0: memref<?xi8>, %M: index) {
%c0 = constant 0 : index
%c1 = 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:.*]] = mulf %[[a]], %[[b]] : f32
// CHECK-DAG: %[[c:.*]] = memref.load %[[C]][] : memref<f32>
// CHECK-DAG: %[[res:.*]] = 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:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKPARALLEL-DAG: %[[c:.*]] = memref.load %[[C]][] : memref<f32>
// CHECKPARALLEL-DAG: %[[res:.*]] = 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, #[[$strided1D]]>
// CHECK-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
// CHECK-DAG: %[[c:.*]] = memref.load %{{.*}}[] : memref<f32>
// CHECK-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
// CHECK: store %[[res]], %{{.*}}[] : memref<f32>
// CHECKPARALLEL-LABEL: func @dot_view(
// CHECKPARALLEL: %{{.*}}: memref<?xf32, #[[$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:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKPARALLEL-DAG: %[[c:.*]] = memref.load %{{.*}}[] : memref<f32>
// CHECKPARALLEL-DAG: %[[res:.*]] = 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]]>
func @conv_view3(%arg0: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, %arg1: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, %arg2: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>) {
linalg.conv(%arg0, %arg1, %arg2) {strides = [2]}: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>
return
}
// CHECK-LABEL: func @conv_view3(
// CHECK: %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>) {
// CHECK: %[[Z0:.*]] = memref.dim %arg0, %c0 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECK: %[[Q:.*]] = memref.dim %arg0, %c1 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECK: %[[K:.*]] = memref.dim %arg0, %c2 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECK: %[[B:.*]] = memref.dim %arg1, %c0 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECK: %[[X0:.*]] = memref.dim %arg2, %c1 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECK: scf.for {{.*}} to %[[B]]
// CHECK: scf.for {{.*}} to %[[X0]]
// CHECK: scf.for {{.*}} to %[[K]]
// CHECK: scf.for {{.*}} to %[[Q]]
// CHECK: scf.for {{.*}} to %[[Z0]]
// CHECK: %[[SUM:.*]] = affine.apply #[[$stride2Dilation1]]
// CHECK: memref.load %{{.*}}[%{{.*}}, %[[SUM]], %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECK: memref.load {{.*}} : memref<?x?x?xf32, #[[$strided3D]]>
// CHECK: mulf
// CHECK: memref.load {{.*}} : memref<?x?x?xf32, #[[$strided3D]]>
// CHECK: addf
// CHECK: store %{{.*}}, {{.*}} : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL-LABEL: func @conv_view3(
// CHECKPARALLEL: %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>) {
// CHECKPARALLEL: %[[Z0:.*]] = memref.dim %arg0, %c0 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %[[Q:.*]] = memref.dim %arg0, %c1 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %[[K:.*]] = memref.dim %arg0, %c2 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %[[B:.*]] = memref.dim %arg1, %c0 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %[[X0:.*]] = memref.dim %arg2, %c1 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}, %{{.*}}) to (%[[B]], %[[X0]], %[[K]]) step (%{{.*}}, %{{.*}}, %{{.*}}) {
// CHECKPARALLEL: scf.for {{.*}} to %[[Q]]
// CHECKPARALLEL: scf.for {{.*}} to %[[Z0]]
// CHECKPARALLEL: %[[SUM:.*]] = affine.apply #[[$stride2Dilation1]]
// CHECKPARALLEL: memref.load %{{.*}}[%{{.*}}, %[[SUM]], %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: memref.load {{.*}} : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: mulf
// CHECKPARALLEL: memref.load {{.*}} : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: addf
// CHECKPARALLEL: store %{{.*}}, {{.*}} : memref<?x?x?xf32, #[[$strided3D]]>
func @conv_view4(%arg0: memref<?x?x?x?xf32, offset: ?, strides: [?, ?, ?, 1]>, %arg1: memref<?x?x?x?xf32, offset: ?, strides: [?, ?, ?, 1]>, %arg2: memref<?x?x?x?xf32, offset: ?, strides: [?, ?, ?, 1]>) {
linalg.conv(%arg0, %arg1, %arg2) {dilations = [4, 5], strides = [2, 3]} : memref<?x?x?x?xf32, offset: ?, strides: [?, ?, ?, 1]>, memref<?x?x?x?xf32, offset: ?, strides: [?, ?, ?, 1]>, memref<?x?x?x?xf32, offset: ?, strides: [?, ?, ?, 1]>
return
}
// CHECK-LABEL: func @conv_view4(
// CHECK: %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>, %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>, %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>) {
// CHECK: %[[Z0:.*]] = memref.dim %arg0, %c0 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECK: %[[Z1:.*]] = memref.dim %arg0, %c1 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECK: %[[Q:.*]] = memref.dim %arg0, %c2 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECK: %[[K:.*]] = memref.dim %arg0, %c3 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECK: %[[B:.*]] = memref.dim %arg1, %c0 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECK: %[[X0:.*]] = memref.dim %arg2, %c1 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECK: %[[X1:.*]] = memref.dim %arg2, %c2 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECK: scf.for {{.*}} to %[[B]]
// CHECK: scf.for {{.*}} to %[[X0]]
// CHECK: scf.for {{.*}} to %[[X1]]
// CHECK: scf.for {{.*}} to %[[K]]
// CHECK: scf.for {{.*}} to %[[Q]]
// CHECK: scf.for {{.*}} to %[[Z0]]
// CHECK: scf.for {{.*}} to %[[Z1]]
// CHECK: %[[SUM0:.*]] = affine.apply #[[$stride2Dilation4]]
// CHECK: %[[SUM1:.*]] = affine.apply #[[$stride3Dilation5]]
// CHECK: memref.load %{{.*}}[%{{.*}}, %[[SUM0]], %[[SUM1]], %{{.*}}] : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECK: memref.load {{.*}} : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECK: mulf
// CHECK: memref.load {{.*}} : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECK: addf
// CHECK: store %{{.*}}, {{.*}} : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL-LABEL: func @conv_view4(
// CHECKPARALLEL: %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>, %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>, %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>) {
// CHECKPARALLEL: %[[Z0:.*]] = memref.dim %arg0, %c0 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[Z1:.*]] = memref.dim %arg0, %c1 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[Q:.*]] = memref.dim %arg0, %c2 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[K:.*]] = memref.dim %arg0, %c3 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[B:.*]] = memref.dim %arg1, %c0 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[X0:.*]] = memref.dim %arg2, %c1 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[X1:.*]] = memref.dim %arg2, %c2 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) to (%[[B]], %[[X0]], %[[X1]], %[[K]]) step (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) {
// CHECKPARALLEL: scf.for {{.*}} to %[[Q]]
// CHECKPARALLEL: scf.for {{.*}} to %[[Z0]]
// CHECKPARALLEL: scf.for {{.*}} to %[[Z1]]
// CHECKPARALLEL: %[[SUM0:.*]] = affine.apply #[[$stride2Dilation4]]
// CHECKPARALLEL: %[[SUM1:.*]] = affine.apply #[[$stride3Dilation5]]
// CHECKPARALLEL: memref.load %{{.*}}[%{{.*}}, %[[SUM0]], %[[SUM1]], %{{.*}}] : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: memref.load {{.*}} : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: mulf
// CHECKPARALLEL: memref.load {{.*}} : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: addf
// CHECKPARALLEL: store %{{.*}}, {{.*}} : memref<?x?x?x?xf32, #[[$strided4D]]>
func @conv_padding(%arg0: memref<?x?x?x?xf32>,
%arg1: memref<?x?x?x?xf32>,
%arg2: memref<?x?x?x?xf32>) {
linalg.conv(%arg0, %arg1, %arg2) {dilations = [1, 1],
padding = dense<[[0, 1], [1, 1]]> : tensor<2x2xi64>,
strides = [1, 1]} :
memref<?x?x?x?xf32>, memref<?x?x?x?xf32>, memref<?x?x?x?xf32>
return
}
// CHECK-LABEL: func @conv_padding
// CHECK: %{{.*}}: memref<?x?x?x?xf32>, %{{.*}}: memref<?x?x?x?xf32>, %{{.*}}: memref<?x?x?x?xf32>) {
// CHECK: %[[ZERO:.*]] = constant 0.000000e+00 : f32
// CHECK: %[[Z0:.*]] = memref.dim %arg0, %c0 : memref<?x?x?x?xf32>
// CHECK: %[[Z1:.*]] = memref.dim %arg0, %c1 : memref<?x?x?x?xf32>
// CHECK: %[[Q:.*]] = memref.dim %arg0, %c2 : memref<?x?x?x?xf32>
// CHECK: %[[K:.*]] = memref.dim %arg0, %c3 : memref<?x?x?x?xf32>
// CHECK: %[[B:.*]] = memref.dim %arg1, %c0 : memref<?x?x?x?xf32>
// CHECK: %[[X0:.*]] = memref.dim %arg2, %c1 : memref<?x?x?x?xf32>
// CHECK: %[[X1:.*]] = memref.dim %arg2, %c2 : memref<?x?x?x?xf32>
// CHECK: scf.for {{.*}} to %[[B]]
// CHECK: scf.for {{.*}} to %[[X0]]
// CHECK: scf.for {{.*}} to %[[X1]]
// CHECK: scf.for {{.*}} to %[[K]]
// CHECK: scf.for {{.*}} to %[[Q]]
// CHECK: scf.for {{.*}} to %[[Z0]]
// CHECK: scf.for {{.*}} to %[[Z1]]
// CHECK: %[[SUM0:.*]] = affine.apply #{{.*}}
// CHECK: %[[SUM1:.*]] = affine.apply #{{.*}}
// CHECK: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[SUM0]])
// CHECK: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[SUM1]])
// CHECK: memref.load %{{.*}}[%{{.*}}, %[[IDX]], %[[IDY]], %{{.*}}] : memref<?x?x?x?xf32>
// CHECK: select %{{.*}},
// CHECK: memref.load {{.*}} : memref<?x?x?x?xf32>
// CHECK: mulf
// CHECK: memref.load {{.*}} : memref<?x?x?x?xf32>
// CHECK: addf
// CHECK: store %{{.*}}, {{.*}} : memref<?x?x?x?xf32>
// CHECKPARALLEL-LABEL: func @conv_padding
// CHECKPARALLEL: %{{.*}}: memref<?x?x?x?xf32>, %{{.*}}: memref<?x?x?x?xf32>, %{{.*}}: memref<?x?x?x?xf32>) {
// CHECKPARALLEL: %[[ZERO:.*]] = constant 0.000000e+00 : f32
// CHECKPARALLEL: %[[Z0:.*]] = memref.dim %arg0, %c0 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[Z1:.*]] = memref.dim %arg0, %c1 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[Q:.*]] = memref.dim %arg0, %c2 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[K:.*]] = memref.dim %arg0, %c3 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[B:.*]] = memref.dim %arg1, %c0 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[X0:.*]] = memref.dim %arg2, %c1 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[X1:.*]] = memref.dim %arg2, %c2 : memref<?x?x?x?xf32>
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) to (%[[B]], %[[X0]], %[[X1]], %[[K]]) step (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) {
// CHECKPARALLEL: scf.for {{.*}} to %[[Q]]
// CHECKPARALLEL: scf.for {{.*}} to %[[Z0]]
// CHECKPARALLEL: scf.for {{.*}} to %[[Z1]]
// CHECKPARALLEL: %[[SUM0:.*]] = affine.apply #{{.*}}
// CHECKPARALLEL: %[[SUM1:.*]] = affine.apply #{{.*}}
// CHECKPARALLEL: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[SUM0]])
// CHECKPARALLEL: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[SUM1]])
// CHECKPARALLEL: memref.load %{{.*}}[%{{.*}}, %[[IDX]], %[[IDY]], %{{.*}}] : memref<?x?x?x?xf32>
// CHECKPARALLEL: select %{{.*}},
// CHECKPARALLEL: memref.load {{.*}} : memref<?x?x?x?xf32>
// CHECKPARALLEL: mulf
// CHECKPARALLEL: memref.load {{.*}} : memref<?x?x?x?xf32>
// CHECKPARALLEL: addf
// CHECKPARALLEL: store %{{.*}}, {{.*}} : memref<?x?x?x?xf32>
func @pooling_max(%arg0: memref<?x?xf32>,
%arg1: memref<?x?xi32>,
%arg2: memref<?x?xf32>) {
linalg.pooling_max(%arg0, %arg1, %arg2) { strides = [2, 1] }:
memref<?x?xf32>, memref<?x?xi32>, memref<?x?xf32>
return
}
// CHECK-LABEL: func @pooling_max
// CHECK: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECK: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECK: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECK: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECK: scf.for {{.*}} to %[[OX]]
// CHECK: scf.for {{.*}} to %[[OY]]
// CHECK: scf.for {{.*}} to %[[WX]]
// CHECK: scf.for {{.*}} to %[[WY]]
// CHECK: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]]
// CHECK: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]]
// CHECK: memref.load {{.*}} : memref<?x?xf32>
// CHECK: memref.load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECK: %[[RES:.*]] = select %{{.*}},
// CHECK: store %[[RES]], {{.*}} : memref<?x?xf32>
// CHECKPARALLEL-LABEL: func @pooling_max
// CHECKPARALLEL: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECKPARALLEL: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECKPARALLEL: scf.parallel {{.*}} to (%[[OX]], %[[OY]])
// CHECKPARALLEL: scf.for {{.*}} to %[[WX]]
// CHECKPARALLEL: scf.for {{.*}} to %[[WY]]
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]]
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]]
// CHECKPARALLEL: memref.load {{.*}} : memref<?x?xf32>
// CHECKPARALLEL: memref.load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECKPARALLEL: %[[RES:.*]] = select %{{.*}},
// CHECKPARALLEL: store %[[RES]], {{.*}} : memref<?x?xf32>
func @pooling_max_padding(%arg0: memref<?x?xf32>,
%arg1: memref<?x?xi32>,
%arg2: memref<?x?xf32>) {
linalg.pooling_max(%arg0, %arg1, %arg2) { padding = dense<[[2, 2], [1, 1]]> : tensor<2x2xi64> } :
memref<?x?xf32>, memref<?x?xi32>, memref<?x?xf32>
return
}
// CHECK-LABEL: func @pooling_max_padding
// CHECK: %[[PAD:.*]] = constant 0xFF800000 : f32
// CHECK: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECK: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECK: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECK: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECK: scf.for {{.*}} to %[[OX]]
// CHECK: scf.for {{.*}} to %[[OY]]
// CHECK: scf.for {{.*}} to %[[WX]]
// CHECK: scf.for {{.*}} to %[[WY]]
// CHECK: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECK: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECK: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xf32>
// CHECK: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECK: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECK: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xf32>
// CHECK: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : f32
// CHECK: %[[CMP:.*]] = cmpf ogt, %[[RHS]], %[[SEL]] : f32
// CHECK: %[[RES:.*]] = select %{{.*}}, %[[RHS]], %[[SEL]] : f32
// CHECK: store %[[RES]], {{.*}} : memref<?x?xf32>
// CHECKPARALLEL-LABEL: func @pooling_max_padding
// CHECKPARALLEL: %[[PAD:.*]] = constant 0xFF800000 : f32
// CHECKPARALLEL: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECKPARALLEL: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECKPARALLEL: scf.parallel {{.*}} to (%[[OX]], %[[OY]])
// CHECKPARALLEL: scf.for {{.*}} to %[[WX]]
// CHECKPARALLEL: scf.for {{.*}} to %[[WY]]
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECKPARALLEL: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xf32>
// CHECKPARALLEL: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECKPARALLEL: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECKPARALLEL: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xf32>
// CHECKPARALLEL: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : f32
// CHECKPARALLEL: %[[CMP:.*]] = cmpf ogt, %[[RHS]], %[[SEL]] : f32
// CHECKPARALLEL: %[[RES:.*]] = select %{{.*}}, %[[RHS]], %[[SEL]] : f32
// CHECKPARALLEL: store %[[RES]], {{.*}} : memref<?x?xf32>
func @pooling_max_padding_i32(%arg0: memref<?x?xi32>,
%arg1: memref<?x?xi32>,
%arg2: memref<?x?xi32>) {
linalg.pooling_max(%arg0, %arg1, %arg2) { padding = dense<[[2, 2], [1, 1]]> : tensor<2x2xi64> } :
memref<?x?xi32>, memref<?x?xi32>, memref<?x?xi32>
return
}
// CHECK-LABEL: func @pooling_max_padding_i32
// CHECK: %[[PAD:.*]] = constant -2147483648 : i32
// CHECK: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECK: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECK: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xi32>
// CHECK: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xi32>
// CHECK: scf.for {{.*}} to %[[OX]]
// CHECK: scf.for {{.*}} to %[[OY]]
// CHECK: scf.for {{.*}} to %[[WX]]
// CHECK: scf.for {{.*}} to %[[WY]]
// CHECK: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECK: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECK: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xi32>
// CHECK: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECK: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECK: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xi32>
// CHECK: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : i32
// CHECK: %[[CMP:.*]] = cmpi sgt, %[[RHS]], %[[SEL]] : i32
// CHECK: %[[RES:.*]] = select %{{.*}}, %[[RHS]], %[[SEL]] : i32
// CHECK: store %[[RES]], {{.*}} : memref<?x?xi32>
// CHECKPARALLEL-LABEL: func @pooling_max_padding_i32
// CHECKPARALLEL: %[[PAD:.*]] = constant -2147483648 : i32
// CHECKPARALLEL: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xi32>
// CHECKPARALLEL: scf.parallel {{.*}} to (%[[OX]], %[[OY]])
// CHECKPARALLEL: scf.for {{.*}} to %[[WX]]
// CHECKPARALLEL: scf.for {{.*}} to %[[WY]]
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECKPARALLEL: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xi32>
// CHECKPARALLEL: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECKPARALLEL: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECKPARALLEL: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xi32>
// CHECKPARALLEL: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : i32
// CHECKPARALLEL: %[[CMP:.*]] = cmpi sgt, %[[RHS]], %[[SEL]] : i32
// CHECKPARALLEL: %[[RES:.*]] = select %{{.*}}, %[[RHS]], %[[SEL]] : i32
// CHECKPARALLEL: store %[[RES]], {{.*}} : memref<?x?xi32>
func @pooling_min(%arg0: memref<?x?xf32>,
%arg1: memref<?x?xi32>,
%arg2: memref<?x?xf32>) {
linalg.pooling_min(%arg0, %arg1, %arg2) { strides = [2, 1] }:
memref<?x?xf32>, memref<?x?xi32>, memref<?x?xf32>
return
}
// CHECK-LABEL: func @pooling_min
// CHECK: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECK: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECK: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECK: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECK: scf.for {{.*}} to %[[OX]]
// CHECK: scf.for {{.*}} to %[[OY]]
// CHECK: scf.for {{.*}} to %[[WX]]
// CHECK: scf.for {{.*}} to %[[WY]]
// CHECK: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]]
// CHECK: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]]
// CHECK: memref.load {{.*}} : memref<?x?xf32>
// CHECK: memref.load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECK: %[[RES:.*]] = select %{{.*}},
// CHECK: store %[[RES]], {{.*}} : memref<?x?xf32>
// CHECKPARALLEL-LABEL: func @pooling_min
// CHECKPARALLEL: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECKPARALLEL: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECKPARALLEL: scf.parallel {{.*}} to (%[[OX]], %[[OY]])
// CHECKPARALLEL: scf.for {{.*}} to %[[WX]]
// CHECKPARALLEL: scf.for {{.*}} to %[[WY]]
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]]
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]]
// CHECKPARALLEL: memref.load {{.*}} : memref<?x?xf32>
// CHECKPARALLEL: memref.load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECKPARALLEL: %[[RES:.*]] = select %{{.*}},
// CHECKPARALLEL: store %[[RES]], {{.*}} : memref<?x?xf32>
func @pooling_min_padding(%arg0: memref<?x?xf32>,
%arg1: memref<?x?xi32>,
%arg2: memref<?x?xf32>) {
linalg.pooling_min(%arg0, %arg1, %arg2) { padding = dense<[[2, 2], [1, 1]]> : tensor<2x2xi64> } :
memref<?x?xf32>, memref<?x?xi32>, memref<?x?xf32>
return
}
// CHECK-LABEL: func @pooling_min_padding
// CHECK: %[[PAD:.*]] = constant 0x7F800000 : f32
// CHECK: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECK: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECK: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECK: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECK: scf.for {{.*}} to %[[OX]]
// CHECK: scf.for {{.*}} to %[[OY]]
// CHECK: scf.for {{.*}} to %[[WX]]
// CHECK: scf.for {{.*}} to %[[WY]]
// CHECK: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECK: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECK: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xf32>
// CHECK: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECK: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECK: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xf32>
// CHECK: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : f32
// CHECK: %[[CMP:.*]] = cmpf olt, %[[RHS]], %[[SEL]] : f32
// CHECK: %[[RES:.*]] = select %{{.*}}, %[[RHS]], %[[SEL]] : f32
// CHECK: store %[[RES]], {{.*}} : memref<?x?xf32>
// CHECKPARALLEL-LABEL: func @pooling_min_padding
// CHECKPARALLEL: %[[PAD:.*]] = constant 0x7F800000 : f32
// CHECKPARALLEL: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECKPARALLEL: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECKPARALLEL: scf.parallel {{.*}} to (%[[OX]], %[[OY]])
// CHECKPARALLEL: scf.for {{.*}} to %[[WX]]
// CHECKPARALLEL: scf.for {{.*}} to %[[WY]]
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECKPARALLEL: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xf32>
// CHECKPARALLEL: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECKPARALLEL: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECKPARALLEL: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xf32>
// CHECKPARALLEL: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : f32
// CHECKPARALLEL: %[[CMP:.*]] = cmpf olt, %[[RHS]], %[[SEL]] : f32
// CHECKPARALLEL: %[[RES:.*]] = select %{{.*}}, %[[RHS]], %[[SEL]] : f32
// CHECKPARALLEL: store %[[RES]], {{.*}} : memref<?x?xf32>
func @pooling_min_padding_i32(%arg0: memref<?x?xi32>,
%arg1: memref<?x?xi32>,
%arg2: memref<?x?xi32>) {
linalg.pooling_min(%arg0, %arg1, %arg2) { padding = dense<[[2, 2], [1, 1]]> : tensor<2x2xi64> } :
memref<?x?xi32>, memref<?x?xi32>, memref<?x?xi32>
return
}
// CHECK-LABEL: func @pooling_min_padding_i32
// CHECK: %[[PAD:.*]] = constant 2147483647 : i32
// CHECK: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECK: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECK: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xi32>
// CHECK: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xi32>
// CHECK: scf.for {{.*}} to %[[OX]]
// CHECK: scf.for {{.*}} to %[[OY]]
// CHECK: scf.for {{.*}} to %[[WX]]
// CHECK: scf.for {{.*}} to %[[WY]]
// CHECK: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECK: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECK: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xi32>
// CHECK: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECK: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECK: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xi32>
// CHECK: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : i32
// CHECK: %[[CMP:.*]] = cmpi slt, %[[RHS]], %[[SEL]] : i32
// CHECK: %[[RES:.*]] = select %{{.*}}, %[[RHS]], %[[SEL]] : i32
// CHECK: store %[[RES]], {{.*}} : memref<?x?xi32>
// CHECKPARALLEL-LABEL: func @pooling_min_padding_i32
// CHECKPARALLEL: %[[PAD:.*]] = constant 2147483647 : i32
// CHECKPARALLEL: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xi32>
// CHECKPARALLEL: scf.parallel {{.*}} to (%[[OX]], %[[OY]])
// CHECKPARALLEL: scf.for {{.*}} to %[[WX]]
// CHECKPARALLEL: scf.for {{.*}} to %[[WY]]
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECKPARALLEL: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xi32>
// CHECKPARALLEL: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECKPARALLEL: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECKPARALLEL: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xi32>
// CHECKPARALLEL: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : i32
// CHECKPARALLEL: %[[CMP:.*]] = cmpi slt, %[[RHS]], %[[SEL]] : i32
// CHECKPARALLEL: %[[RES:.*]] = select %{{.*}}, %[[RHS]], %[[SEL]] : i32
// CHECKPARALLEL: store %[[RES]], {{.*}} : memref<?x?xi32>
func @pooling_sum(%arg0: memref<?x?xf32>,
%arg1: memref<?x?xi32>,
%arg2: memref<?x?xf32>) {
linalg.pooling_sum(%arg0, %arg1, %arg2) { strides = [2, 1] }:
memref<?x?xf32>, memref<?x?xi32>, memref<?x?xf32>
return
}
// CHECK-LABEL: func @pooling_sum
// CHECK: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECK: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECK: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECK: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECK: scf.for {{.*}} to %[[OX]]
// CHECK: scf.for {{.*}} to %[[OY]]
// CHECK: scf.for {{.*}} to %[[WX]]
// CHECK: scf.for {{.*}} to %[[WY]]
// CHECK: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]]
// CHECK: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]]
// CHECK: %[[RHS:.*]] = memref.load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECK: %[[LHS:.*]] = memref.load {{.*}} : memref<?x?xf32>
// CHECK: %[[RES:.*]] = addf %[[LHS]], %[[RHS]] : f32
// CHECK: store %[[RES]], {{.*}} : memref<?x?xf32>
// CHECKPARALLEL-LABEL: func @pooling_sum
// CHECKPARALLEL: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECKPARALLEL: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECKPARALLEL: scf.parallel {{.*}} to (%[[OX]], %[[OY]])
// CHECKPARALLEL: scf.for {{.*}} to %[[WX]]
// CHECKPARALLEL: scf.for {{.*}} to %[[WY]]
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]]
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]]
// CHECKPARALLEL: %[[RHS:.*]] = memref.load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECKPARALLEL: %[[LHS:.*]] = memref.load {{.*}} : memref<?x?xf32>
// CHECKPARALLEL: %[[RES:.*]] = addf %[[LHS]], %[[RHS]] : f32
// CHECKPARALLEL: store %[[RES]], {{.*}} : memref<?x?xf32>
func @pooling_sum_padding(%arg0: memref<?x?xf32>,
%arg1: memref<?x?xi32>,
%arg2: memref<?x?xf32>) {
linalg.pooling_sum(%arg0, %arg1, %arg2) { padding = dense<[[2, 2], [1, 1]]> : tensor<2x2xi64> } :
memref<?x?xf32>, memref<?x?xi32>, memref<?x?xf32>
return
}
// CHECK-LABEL: func @pooling_sum_padding
// CHECK: %[[PAD:.*]] = constant 0.000000e+00 : f32
// CHECK: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECK: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECK: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECK: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECK: scf.for {{.*}} to %[[OX]]
// CHECK: scf.for {{.*}} to %[[OY]]
// CHECK: scf.for {{.*}} to %[[WX]]
// CHECK: scf.for {{.*}} to %[[WY]]
// CHECK: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECK: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECK: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECK: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECK: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xf32>
// CHECK: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : f32
// CHECK: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xf32>
// CHECK: %[[RES:.*]] = addf %[[RHS]], %[[SEL]] : f32
// CHECK: store %[[RES]], {{.*}} : memref<?x?xf32>
// CHECKPARALLEL-LABEL: func @pooling_sum_padding
// CHECKPARALLEL: %[[PAD:.*]] = constant 0.000000e+00 : f32
// CHECKPARALLEL: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xf32>
// CHECKPARALLEL: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xf32>
// CHECKPARALLEL: scf.parallel {{.*}} to (%[[OX]], %[[OY]])
// CHECKPARALLEL: scf.for {{.*}} to %[[WX]]
// CHECKPARALLEL: scf.for {{.*}} to %[[WY]]
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECKPARALLEL: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECKPARALLEL: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECKPARALLEL: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xf32>
// CHECKPARALLEL: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : f32
// CHECKPARALLEL: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xf32>
// CHECKPARALLEL: %[[RES:.*]] = addf %[[RHS]], %[[SEL]] : f32
// CHECKPARALLEL: store %[[RES]], {{.*}} : memref<?x?xf32>
func @pooling_sum_padding_i32(%arg0: memref<?x?xi32>,
%arg1: memref<?x?xi32>,
%arg2: memref<?x?xi32>) {
linalg.pooling_sum(%arg0, %arg1, %arg2) { padding = dense<[[2, 2], [1, 1]]> : tensor<2x2xi64> } :
memref<?x?xi32>, memref<?x?xi32>, memref<?x?xi32>
return
}
// CHECK-LABEL: func @pooling_sum_padding_i32
// CHECK: %[[PAD:.*]] = constant 0 : i32
// CHECK: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECK: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECK: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xi32>
// CHECK: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xi32>
// CHECK: scf.for {{.*}} to %[[OX]]
// CHECK: scf.for {{.*}} to %[[OY]]
// CHECK: scf.for {{.*}} to %[[WX]]
// CHECK: scf.for {{.*}} to %[[WY]]
// CHECK: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECK: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECK: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECK: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECK: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xi32>
// CHECK: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : i32
// CHECK: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xi32>
// CHECK: %[[RES:.*]] = addi %[[RHS]], %[[SEL]] : i32
// CHECK: store %[[RES]], {{.*}} : memref<?x?xi32>
// CHECKPARALLEL-LABEL: func @pooling_sum_padding_i32
// CHECKPARALLEL: %[[PAD:.*]] = constant 0 : i32
// CHECKPARALLEL: %[[WX:.*]] = memref.dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = memref.dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = memref.dim %arg2, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[OY:.*]] = memref.dim %arg2, %c1 : memref<?x?xi32>
// CHECKPARALLEL: scf.parallel {{.*}} to (%[[OX]], %[[OY]])
// CHECKPARALLEL: scf.for {{.*}} to %[[WX]]
// CHECKPARALLEL: scf.for {{.*}} to %[[WY]]
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride1Dilation1Padding2]]
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1Padding1]]
// CHECKPARALLEL: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[IX]])
// CHECKPARALLEL: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[IY]])
// CHECKPARALLEL: %[[LHS:.*]] = memref.load %{{.*}}[%[[IDX]], %[[IDY]]] : memref<?x?xi32>
// CHECKPARALLEL: %[[SEL:.*]] = select %{{.*}}, %[[PAD]], %[[LHS]] : i32
// CHECKPARALLEL: %[[RHS:.*]] = memref.load {{.*}} : memref<?x?xi32>
// CHECKPARALLEL: %[[RES:.*]] = addi %[[RHS]], %[[SEL]] : i32
// CHECKPARALLEL: store %[[RES]], {{.*}} : memref<?x?xi32>
#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 = mulf %a, %b : f32
%e = 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, #[[$strided3D]]>
// CHECK: %[[d:.*]] = mulf %[[a]], %[[b]] : f32
// CHECK: %[[e:.*]] = addf %[[c]], %[[d]] : f32
// CHECK: store %[[d]], %{{.*}}[%[[i]], %[[j]], %[[k]]] : memref<?x?x?xf32, #[[$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:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKPARALLEL: %[[e:.*]] = 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 = mulf %a, %b : f32
%ij = addi %i, %j : index
%ijk = addi %ij, %k : index
%ijk_int = index_cast %ijk : index to i32
%ijk_float = sitofp %ijk_int : i32 to f32
%result_2 = 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:.*]] = mulf %[[a]], %[[b]] : f32
// CHECK: %[[ij:.*]] = addi %[[i]], %[[j]] : index
// CHECK: %[[ijk:.*]] = addi %[[ij]], %[[k]] : index
// CHECK: %[[ijk_int:.*]] = index_cast %[[ijk]] : index to i32
// CHECK: %[[ijk_float:.*]] = sitofp %[[ijk_int]] : i32 to f32
// CHECK: %[[result_2:.*]] = 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:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKPARALLEL: %[[ij:.*]] = addi %[[i]], %[[j]] : index
// CHECKPARALLEL: %[[ijk:.*]] = addi %[[ij]], %[[k]] : index
// CHECKPARALLEL: %[[ijk_int:.*]] = index_cast %[[ijk]] : index to i32
// CHECKPARALLEL: %[[ijk_float:.*]] = sitofp %[[ijk_int]] : i32 to f32
// CHECKPARALLEL: %[[result_2:.*]] = 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 = addi %i, %j : index
%ij_int = index_cast %ij : index to i32
%result = 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:.*]] = addi %[[i]], %[[j]] : index
// CHECK: %[[ij_int:.*]] = index_cast %[[ij]] : index to i32
// CHECK: %[[result:.*]] = 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:.*]] = addi %[[i]], %[[j]] : index
// CHECKPARALLEL: %[[ij_int:.*]] = index_cast %[[ij]] : index to i32
// CHECKPARALLEL: %[[result:.*]] = 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 = 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:.*]] = 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:.*]] = 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 = constant 0 : index
%1 = cmpi eq, %0, %i : index
%2 = select %1, %b, %c : f32
%3 = 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:.*]] = 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:.*]] = 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 = 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:.*]] = 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:.*]] = 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:.*]] = mulf %[[va]], %[[vb]] : f32
// CHECK: %[[res:.*]] = 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:.*]] = mulf %[[va]], %[[vb]] : f32
// CHECKPARALLEL: %[[res:.*]] = 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:.*]] = constant 0 : index
// CHECK: %[[c1:.*]] = 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 #[[$stride1Dilation1]](%[[b]], %[[m]])
// CHECK: %[[vb:.*]] = memref.load %[[arg0]][%[[aff]]] : memref<?xf32>
// CHECK: %[[va:.*]] = memref.load %[[arg1]][%[[m]]] : memref<?xf32>
// CHECK: %[[vc:.*]] = memref.load %[[arg2]][%[[b]]] : memref<?xf32>
// CHECK: %[[inc:.*]] = mulf %[[vb]], %[[va]] : f32
// CHECK: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
// CHECK: store %[[res]], %[[arg2]][%[[b]]] : memref<?xf32>
// CHECKPARALLEL-LABEL: @conv1d_no_symbols
// CHECKPARALLEL-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?xf32>
// CHECKPARALLEL-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?xf32>
// CHECKPARALLEL-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?xf32>
// CHECKPARALLEL: %[[c0:.*]] = constant 0 : index
// CHECKPARALLEL: %[[c1:.*]] = constant 1 : index
// CHECKPARALLEL: %[[dim0:.*]] = memref.dim %[[arg1]], %[[c0]] : memref<?xf32>
// CHECKPARALLEL: %[[dim1:.*]] = memref.dim %[[arg2]], %[[c0]] : memref<?xf32>
// CHECKPARALLEL: scf.parallel (%[[b:.*]]) = (%[[c0]]) to (%[[dim1]]) step (%[[c1]]) {
// CHECKPARALLEL: scf.for %[[m:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] {
// CHECKPARALLEL: %[[aff:.*]] = affine.apply #[[$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:.*]] = mulf %[[vb]], %[[va]] : f32
// CHECKPARALLEL: %[[res:.*]] = 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:.*]] = constant 0 : index
// CHECK: %[[c1:.*]] = 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:.*]] = mulf %[[vb]], %[[va]] : f32
// CHECK: %[[res:.*]] = 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:.*]] = constant 0 : index
// CHECKPARALLEL: %[[c1:.*]] = 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:.*]] = mulf %[[vb]], %[[va]] : f32
// CHECKPARALLEL: %[[res:.*]] = 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: %[[c2:.*]] = constant 2 : index
// CHECK: %[[c0:.*]] = constant 0 : index
// CHECK: %[[c1:.*]] = 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 #[[$stride1Dilation1]](%[[arg5]], %[[arg8]])
// CHECK: %[[vb:.*]] = memref.load %[[arg0]][%[[aff]], %[[aff2]], %[[aff3]]] : memref<?x?x?xf32>
// CHECK: %[[va:.*]] = memref.load %[[arg1]][%[[arg6]], %[[arg7]], %[[arg8]]] : memref<?x?x?xf32>
// CHECK: %[[vc:.*]] = memref.load %[[arg2]][%[[arg3]], %[[arg4]], %[[arg5]]] : memref<?x?x?xf32>
// CHECK: %[[inc:.*]] = mulf %[[vb]], %[[va]] : f32
// CHECK: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
// CHECK: store %[[res]], %[[arg2]][%[[arg3]], %[[arg4]], %[[arg5]]] : memref<?x?x?xf32>
// CHECKPARALLEL-LABEL: @conv3d_no_symbols
// CHECKPARALLEL-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
// CHECKPARALLEL-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
// CHECKPARALLEL-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
// CHECKPARALLEL: %[[c2:.*]] = constant 2 : index
// CHECKPARALLEL: %[[c0:.*]] = constant 0 : index
// CHECKPARALLEL: %[[c1:.*]] = constant 1 : index
// CHECKPARALLEL: %[[dim0:.*]] = memref.dim %[[arg1]], %[[c0]] : memref<?x?x?xf32>
// CHECKPARALLEL: %[[dim1:.*]] = memref.dim %[[arg1]], %[[c1]] : memref<?x?x?xf32>
// CHECKPARALLEL: %[[dim2:.*]] = memref.dim %[[arg1]], %[[c2]] : memref<?x?x?xf32>
// CHECKPARALLEL: %[[dim3:.*]] = memref.dim %[[arg2]], %[[c0]] : memref<?x?x?xf32>
// CHECKPARALLEL: %[[dim4:.*]] = memref.dim %[[arg2]], %[[c1]] : memref<?x?x?xf32>
// CHECKPARALLEL: %[[dim5:.*]] = memref.dim %[[arg2]], %[[c2]] : memref<?x?x?xf32>
// CHECKPARALLEL: scf.parallel (%[[arg3:.*]], %[[arg4:.*]], %[[arg5:.*]]) = (%[[c0]], %[[c0]], %[[c0]]) to (%[[dim3]], %[[dim4]], %[[dim5]]) step (%[[c1]], %[[c1]], %[[c1]]) {
// CHECKPARALLEL: scf.for %[[arg6:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] {
// CHECKPARALLEL: scf.for %[[arg7:.*]] = %[[c0]] to %[[dim1]] step %[[c1]] {
// CHECKPARALLEL: scf.for %[[arg8:.*]] = %[[c0]] to %[[dim2]] step %[[c1]] {
// CHECKPARALLEL: %[[aff:.*]] = affine.apply #[[$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:.*]] = mulf %[[vb]], %[[va]] : f32
// CHECKPARALLEL: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
// CHECKPARALLEL: store %[[res]], %[[arg2]][%[[arg3]], %[[arg4]], %[[arg5]]] : memref<?x?x?xf32>
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