loops.mlir
53.8 KB
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// RUN: mlir-opt %s -convert-linalg-to-loops | FileCheck --check-prefix=CHECKLOOP %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
// CHECKLOOP-DAG: #[[$strided1D:.*]] = affine_map<(d0)[s0] -> (d0 + s0)>
// CHECKLOOP-DAG: #[[$strided2D:.*]] = affine_map<(d0, d1)[s0, s1] -> (d0 * s1 + s0 + d1)>
// CHECKLOOP-DAG: #[[$strided3D:.*]] = affine_map<(d0, d1, d2)[s0, s1, s2] -> (d0 * s1 + s0 + d1 * s2 + d2)>
// CHECKLOOP-DAG: #[[$strided4D:.*]] = affine_map<(d0, d1, d2, d3)[s0, s1, s2, s3] -> (d0 * s1 + s0 + d1 * s2 + d2 * s3 + d3)>
// CHECKLOOP-DAG: #[[$clampMinMap:.*]] = affine_map<(d0) -> (d0, 0)>
// CHECKLOOP-DAG: #[[$stride1Dilation1:.*]] = affine_map<(d0, d1) -> (d0 + d1)>
// CHECKLOOP-DAG: #[[$stride2Dilation1:.*]] = affine_map<(d0, d1) -> (d0 * 2 + d1)>
// CHECKLOOP-DAG: #[[$stride2Dilation4:.*]] = affine_map<(d0, d1) -> (d0 * 2 + d1 * 4)>
// CHECKLOOP-DAG: #[[$stride3Dilation5:.*]] = affine_map<(d0, d1) -> (d0 * 3 + d1 * 5)>
// CHECKPARALLEL-DAG: #[[$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)>
func @matmul(%arg0: memref<?xi8>, %M: index, %N: index, %K: index) {
%c0 = constant 0 : index
%c1 = constant 1 : index
%A = view %arg0[%c0][%M, %K] : memref<?xi8> to memref<?x?xf32>
%B = view %arg0[%c0][%K, %N] : memref<?xi8> to memref<?x?xf32>
%C = view %arg0[%c0][%M, %N] : memref<?xi8> to memref<?x?xf32>
linalg.matmul %A, %B, %C : (memref<?x?xf32>, memref<?x?xf32>, memref<?x?xf32>)
return
}
// CHECKLOOP-LABEL: func @matmul(%{{.*}}: memref<?xi8>,
// CHECKLOOP-SAME: [[M:arg[0-9]+]]: index
// CHECKLOOP-SAME: [[N:arg[0-9]+]]: index
// CHECKLOOP-SAME: [[K:arg[0-9]+]]: index
// CHECKLOOP: %[[A:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
// CHECKLOOP: %[[B:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
// CHECKLOOP: %[[C:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[M]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[N]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKLOOP-DAG: %[[a:.*]] = load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKLOOP-DAG: %[[b:.*]] = load %[[B]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKLOOP-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKLOOP-DAG: %[[c:.*]] = load %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKLOOP-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
// CHECKLOOP: 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:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
// CHECKPARALLEL: %[[B:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
// CHECKPARALLEL: %[[C:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}) to (%[[M]], %[[N]]) step (%{{.*}}, %{{.*}} {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKPARALLEL-DAG: %[[a:.*]] = load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKPARALLEL-DAG: %[[b:.*]] = load %[[B]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKPARALLEL-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKPARALLEL-DAG: %[[c:.*]] = 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 = view %arg0[%c0][%M, %N] : memref<?xi8> to memref<?x?xf32>
%3 = view %arg0[%c0][%M] : memref<?xi8> to memref<?xf32>
%4 = view %arg0[%c0][%N] : memref<?xi8> to memref<?xf32>
linalg.matvec %2, %3, %4 : (memref<?x?xf32>, memref<?xf32>, memref<?xf32>)
return
}
// CHECKLOOP-LABEL: func @matvec(%{{.*}}: memref<?xi8>,
// CHECKLOOP-SAME: [[M:arg[0-9]+]]: index
// CHECKLOOP-SAME: [[K:arg[0-9]+]]: index
// CHECKLOOP: %[[A:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
// CHECKLOOP: %[[B:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32>
// CHECKLOOP: %[[C:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32>
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[M]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKLOOP-DAG: %[[a:.*]] = load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKLOOP-DAG: %[[b:.*]] = load %[[B]][%{{.*}}] : memref<?xf32>
// CHECKLOOP-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKLOOP-DAG: %[[c:.*]] = load %[[C]][%{{.*}}] : memref<?xf32>
// CHECKLOOP-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
// CHECKLOOP: 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:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
// CHECKPARALLEL: %[[B:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32>
// CHECKPARALLEL: %[[C:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32>
// CHECKPARALLEL: scf.parallel (%{{.*}}) = (%{{.*}}) to (%[[M]]) step (%{{.*}}) {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKPARALLEL-DAG: %[[a:.*]] = load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKPARALLEL-DAG: %[[b:.*]] = load %[[B]][%{{.*}}] : memref<?xf32>
// CHECKPARALLEL-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKPARALLEL-DAG: %[[c:.*]] = 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 = view %arg0[%c0][%M] : memref<?xi8> to memref<?xf32>
%2 = view %arg0[%c0][%M] : memref<?xi8> to memref<?xf32>
%3 = view %arg0[%c0][] : memref<?xi8> to memref<f32>
linalg.dot(%1, %2, %3) : memref<?xf32>, memref<?xf32>, memref<f32>
return
}
// CHECKLOOP-LABEL: func @dot(%{{.*}}: memref<?xi8>,
// CHECKLOOP-SAME: [[K:arg[0-9]+]]: index
// CHECKLOOP: %[[A:.*]] = std.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32>
// CHECKLOOP: %[[B:.*]] = std.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32>
// CHECKLOOP: %[[C:.*]] = std.view %{{.*}}[{{.*}}][] : memref<?xi8> to memref<f32>
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKLOOP-DAG: %[[a:.*]] = load %[[A]][%{{.*}}] : memref<?xf32>
// CHECKLOOP-DAG: %[[b:.*]] = load %[[B]][%{{.*}}] : memref<?xf32>
// CHECKLOOP-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKLOOP-DAG: %[[c:.*]] = load %[[C]][] : memref<f32>
// CHECKLOOP-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
// CHECKLOOP: store %[[res]], %[[C]][] : memref<f32>
// CHECKPARALLEL-LABEL: func @dot(%{{.*}}: memref<?xi8>,
// CHECKPARALLEL-SAME: [[K:arg[0-9]+]]: index
// CHECKPARALLEL: %[[A:.*]] = std.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32>
// CHECKPARALLEL: %[[B:.*]] = std.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32>
// CHECKPARALLEL: %[[C:.*]] = std.view %{{.*}}[{{.*}}][] : memref<?xi8> to memref<f32>
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKPARALLEL-DAG: %[[a:.*]] = load %[[A]][%{{.*}}] : memref<?xf32>
// CHECKPARALLEL-DAG: %[[b:.*]] = load %[[B]][%{{.*}}] : memref<?xf32>
// CHECKPARALLEL-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKPARALLEL-DAG: %[[c:.*]] = 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(%arg0, %arg1, %arg2) : memref<?xf32, offset: ?, strides: [1]>, memref<?xf32, offset: ?, strides: [1]>, memref<f32>
return
}
// CHECKLOOP-LABEL: func @dot_view(
// CHECKLOOP: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<f32>) {
// CHECKLOOP: %[[K:.*]] = dim %arg0, %c0 : memref<?xf32, #[[$strided1D]]>
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKLOOP-DAG: %[[a:.*]] = load %arg0[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
// CHECKLOOP-DAG: %[[b:.*]] = load %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
// CHECKLOOP-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKLOOP-DAG: %[[c:.*]] = load %{{.*}}[] : memref<f32>
// CHECKLOOP-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
// CHECKLOOP: store %[[res]], %{{.*}}[] : memref<f32>
// CHECKPARALLEL-LABEL: func @dot_view(
// CHECKPARALLEL: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<f32>) {
// CHECKPARALLEL: %[[K:.*]] = dim %arg0, %c0 : memref<?xf32, #[[$strided1D]]>
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKPARALLEL-DAG: %[[a:.*]] = load %arg0[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
// CHECKPARALLEL-DAG: %[[b:.*]] = load %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
// CHECKPARALLEL-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKPARALLEL-DAG: %[[c:.*]] = 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(%arg0, %arg1) : memref<?xf32, offset: ?, strides: [1]>, f32
return
}
// CHECKLOOP-LABEL: func @fill_view(
// CHECKLOOP: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: f32) {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
// CHECKLOOP: store %{{.*}}, %{{.*}}[%{{.*}}] : memref<?xf32, #[[$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(%arg0, %arg1) : memref<f32>, f32
return
}
// CHECKLOOP-LABEL: func @fill_view0(%{{.*}}: memref<f32>, %{{.*}}: f32) {
// CHECKLOOP: 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(%arg0, %arg1) : memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, f32
return
}
// CHECKLOOP-LABEL: func @fill_view3(
// CHECKLOOP: %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: f32) {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
// CHECKLOOP: store %{{.*}}, %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?xf32, #[[$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
}
// CHECKLOOP-LABEL: func @copy_view(
// CHECKLOOP: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<?xf32, #[[$strided1D]]>) {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
// CHECKLOOP: %[[L:.*]] = load %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
// CHECKLOOP: store %[[L]], %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
// CHECKPARALLEL-LABEL: func @copy_view(
// CHECKPARALLEL: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<?xf32, #[[$strided1D]]>) {
// CHECKPARALLEL: scf.parallel (%{{.*}}) = (%{{.*}}) to (%{{.*}}) step (%{{.*}}) {
// CHECKPARALLEL: %[[L:.*]] = 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
}
// CHECKLOOP-LABEL: func @copy_view0(%{{.*}}: memref<f32>, %{{.*}}: memref<f32>) {
// CHECKLOOP: %{{.*}} = load %{{.*}}[] : memref<f32>
// CHECKLOOP: store %{{.*}}, %{{.*}}[] : memref<f32>
// CHECKPARALLEL-LABEL: func @copy_view0(%{{.*}}: memref<f32>, %{{.*}}: memref<f32>) {
// CHECKPARALLEL: %{{.*}} = 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
}
// CHECKLOOP-LABEL: func @copy_view3
// CHECKLOOP: (%{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>) {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
// CHECKLOOP: %[[L:.*]] = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: store %[[L]], %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL-LABEL: func @copy_view3
// CHECKPARALLEL: (%{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>) {
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}, %{{.*}}) to (%{{.*}}, %{{.*}}, %{{.*}}) step (%{{.*}}, %{{.*}}, %{{.*}}) {
// CHECKPARALLEL: %[[L:.*]] = 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
}
// CHECKLOOP-LABEL: func @conv_view3(
// CHECKLOOP: %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>) {
// CHECKLOOP: %[[Z0:.*]] = dim %arg0, %c0 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: %[[Q:.*]] = dim %arg0, %c1 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: %[[K:.*]] = dim %arg0, %c2 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: %[[B:.*]] = dim %arg1, %c0 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: %[[X0:.*]] = dim %arg2, %c1 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[B]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[X0]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Z0]] step %{{.*}} {
// CHECKLOOP: %[[SUM:.*]] = affine.apply #[[$stride2Dilation1]](%{{.*}}, %{{.*}})
// CHECKLOOP: %{{.*}} = load %{{.*}}[%{{.*}}, %[[SUM]], %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: %{{.*}} = mulf %{{.*}}, %{{.*}} : f32
// CHECKLOOP: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: %{{.*}} = addf %{{.*}}, %{{.*}} : f32
// CHECKLOOP: 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:.*]] = dim %arg0, %c0 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %[[Q:.*]] = dim %arg0, %c1 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %[[K:.*]] = dim %arg0, %c2 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %[[B:.*]] = dim %arg1, %c0 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %[[X0:.*]] = dim %arg2, %c1 : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}, %{{.*}}) to (%[[B]], %[[X0]], %[[K]]) step (%{{.*}}, %{{.*}}, %{{.*}}) {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Z0]] step %{{.*}} {
// CHECKPARALLEL: %[[SUM:.*]] = affine.apply #[[$stride2Dilation1]](%{{.*}}, %{{.*}})
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%{{.*}}, %[[SUM]], %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %{{.*}} = mulf %{{.*}}, %{{.*}} : f32
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %{{.*}} = addf %{{.*}}, %{{.*}} : f32
// CHECKPARALLEL: store %{{.*}}, %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?xf32, #[[$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
}
// CHECKLOOP-LABEL: func @conv_view4(
// CHECKLOOP: %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>, %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>, %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>) {
// CHECKLOOP: %[[Z0:.*]] = dim %arg0, %c0 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKLOOP: %[[Z1:.*]] = dim %arg0, %c1 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKLOOP: %[[Q:.*]] = dim %arg0, %c2 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKLOOP: %[[K:.*]] = dim %arg0, %c3 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKLOOP: %[[B:.*]] = dim %arg1, %c0 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKLOOP: %[[X0:.*]] = dim %arg2, %c1 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKLOOP: %[[X1:.*]] = dim %arg2, %c2 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[B]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[X0]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[X1]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Z0]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Z1]] step %{{.*}} {
// CHECKLOOP: %[[SUM0:.*]] = affine.apply #[[$stride2Dilation4]](%{{.*}}, %{{.*}})
// CHECKLOOP: %[[SUM1:.*]] = affine.apply #[[$stride3Dilation5]](%{{.*}}, %{{.*}})
// CHECKLOOP: %{{.*}} = load %{{.*}}[%{{.*}}, %[[SUM0]], %[[SUM1]], %{{.*}}] : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKLOOP: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKLOOP: %{{.*}} = mulf %{{.*}}, %{{.*}} : f32
// CHECKLOOP: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKLOOP: %{{.*}} = addf %{{.*}}, %{{.*}} : f32
// CHECKLOOP: store %{{.*}}, %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL-LABEL: func @conv_view4(
// CHECKPARALLEL: %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>, %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>, %{{.*}}: memref<?x?x?x?xf32, #[[$strided4D]]>) {
// CHECKPARALLEL: %[[Z0:.*]] = dim %arg0, %c0 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[Z1:.*]] = dim %arg0, %c1 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[Q:.*]] = dim %arg0, %c2 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[K:.*]] = dim %arg0, %c3 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[B:.*]] = dim %arg1, %c0 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[X0:.*]] = dim %arg2, %c1 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %[[X1:.*]] = dim %arg2, %c2 : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) to (%[[B]], %[[X0]], %[[X1]], %[[K]]) step (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Z0]] step %{{.*}} {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Z1]] step %{{.*}} {
// CHECKPARALLEL: %[[SUM0:.*]] = affine.apply #[[$stride2Dilation4]](%{{.*}}, %{{.*}})
// CHECKPARALLEL: %[[SUM1:.*]] = affine.apply #[[$stride3Dilation5]](%{{.*}}, %{{.*}})
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%{{.*}}, %[[SUM0]], %[[SUM1]], %{{.*}}] : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %{{.*}} = mulf %{{.*}}, %{{.*}} : f32
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?x?xf32, #[[$strided4D]]>
// CHECKPARALLEL: %{{.*}} = addf %{{.*}}, %{{.*}} : f32
// CHECKPARALLEL: store %{{.*}}, %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?x?xf32, #[[$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
}
// CHECKLOOP-LABEL: func @conv_padding
// CHECKLOOP: %{{.*}}: memref<?x?x?x?xf32>, %{{.*}}: memref<?x?x?x?xf32>, %{{.*}}: memref<?x?x?x?xf32>) {
// CHECKLOOP: %[[ZERO:.*]] = constant 0.000000e+00 : f32
// CHECKLOOP: %[[Z0:.*]] = dim %arg0, %c0 : memref<?x?x?x?xf32>
// CHECKLOOP: %[[Z1:.*]] = dim %arg0, %c1 : memref<?x?x?x?xf32>
// CHECKLOOP: %[[Q:.*]] = dim %arg0, %c2 : memref<?x?x?x?xf32>
// CHECKLOOP: %[[K:.*]] = dim %arg0, %c3 : memref<?x?x?x?xf32>
// CHECKLOOP: %[[B:.*]] = dim %arg1, %c0 : memref<?x?x?x?xf32>
// CHECKLOOP: %[[X0:.*]] = dim %arg2, %c1 : memref<?x?x?x?xf32>
// CHECKLOOP: %[[X1:.*]] = dim %arg2, %c2 : memref<?x?x?x?xf32>
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[B]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[X0]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[X1]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Z0]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Z1]] step %{{.*}} {
// CHECKLOOP: %[[SUM0:.*]] = affine.apply #{{.*}}(%{{.*}}, %{{.*}})
// CHECKLOOP: %[[SUM1:.*]] = affine.apply #{{.*}}(%{{.*}}, %{{.*}})
// CHECKLOOP: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[SUM0]])
// CHECKLOOP: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[SUM1]])
// CHECKLOOP: %{{.*}} = load %{{.*}}[%{{.*}}, %[[IDX]], %[[IDY]], %{{.*}}] : memref<?x?x?x?xf32>
// CHECKLOOP: %{{.*}} = select %{{.*}}, %{{.*}}, %{{.*}} : f32
// CHECKLOOP: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?x?xf32>
// CHECKLOOP: %{{.*}} = mulf %{{.*}}, %{{.*}} : f32
// CHECKLOOP: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?x?xf32>
// CHECKLOOP: %{{.*}} = addf %{{.*}}, %{{.*}} : f32
// CHECKLOOP: 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:.*]] = dim %arg0, %c0 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[Z1:.*]] = dim %arg0, %c1 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[Q:.*]] = dim %arg0, %c2 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[K:.*]] = dim %arg0, %c3 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[B:.*]] = dim %arg1, %c0 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[X0:.*]] = dim %arg2, %c1 : memref<?x?x?x?xf32>
// CHECKPARALLEL: %[[X1:.*]] = dim %arg2, %c2 : memref<?x?x?x?xf32>
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) to (%[[B]], %[[X0]], %[[X1]], %[[K]]) step (%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Z0]] step %{{.*}} {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Z1]] step %{{.*}} {
// CHECKPARALLEL: %[[SUM0:.*]] = affine.apply #{{.*}}(%{{.*}}, %{{.*}})
// CHECKPARALLEL: %[[SUM1:.*]] = affine.apply #{{.*}}(%{{.*}}, %{{.*}})
// CHECKPARALLEL: %[[IDX:.*]] = affine.max #[[$clampMinMap]](%[[SUM0]])
// CHECKPARALLEL: %[[IDY:.*]] = affine.max #[[$clampMinMap]](%[[SUM1]])
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%{{.*}}, %[[IDX]], %[[IDY]], %{{.*}}] : memref<?x?x?x?xf32>
// CHECKPARALLEL: %{{.*}} = select %{{.*}}, %{{.*}}, %{{.*}} : f32
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?x?xf32>
// CHECKPARALLEL: %{{.*}} = mulf %{{.*}}, %{{.*}} : f32
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?x?xf32>
// CHECKPARALLEL: %{{.*}} = addf %{{.*}}, %{{.*}} : f32
// 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
}
// CHECKLOOP-LABEL: func @pooling_max
// CHECKLOOP: %[[WX:.*]] = dim %arg1, %c0 : memref<?x?xi32>
// CHECKLOOP: %[[WY:.*]] = dim %arg1, %c1 : memref<?x?xi32>
// CHECKLOOP: %[[OX:.*]] = dim %arg2, %c0 : memref<?x?xf32>
// CHECKLOOP: %[[OY:.*]] = dim %arg2, %c1 : memref<?x?xf32>
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[OX]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[OY]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[WX]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[WY]] step %{{.*}} {
// CHECKLOOP: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]](%{{.*}}, %{{.*}})
// CHECKLOOP: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]](%{{.*}}, %{{.*}})
// CHECKLOOP: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKLOOP: %{{.*}} = load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECKLOOP: %[[RES:.*]] = select %{{.*}}, %{{.*}}, %{{.*}} : f32
// CHECKLOOP: store %[[RES]], %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKPARALLEL-LABEL: func @pooling_max
// CHECKPARALLEL: %[[WX:.*]] = dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = dim %arg2, %c0 : memref<?x?xf32>
// CHECKPARALLEL: %[[OY:.*]] = dim %arg2, %c1 : memref<?x?xf32>
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}) to (%[[OX]], %[[OY]]) step (%{{.*}}, %{{.*}}) {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[WX]] step %{{.*}} {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[WY]] step %{{.*}} {
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]](%{{.*}}, %{{.*}})
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]](%{{.*}}, %{{.*}})
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECKPARALLEL: %[[RES:.*]] = select %{{.*}}, %{{.*}}, %{{.*}} : f32
// CHECKPARALLEL: store %[[RES]], %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
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
}
// CHECKLOOP-LABEL: func @pooling_min
// CHECKLOOP: %[[WX:.*]] = dim %arg1, %c0 : memref<?x?xi32>
// CHECKLOOP: %[[WY:.*]] = dim %arg1, %c1 : memref<?x?xi32>
// CHECKLOOP: %[[OX:.*]] = dim %arg2, %c0 : memref<?x?xf32>
// CHECKLOOP: %[[OY:.*]] = dim %arg2, %c1 : memref<?x?xf32>
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[OX]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[OY]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[WX]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[WY]] step %{{.*}} {
// CHECKLOOP: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]](%{{.*}}, %{{.*}})
// CHECKLOOP: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]](%{{.*}}, %{{.*}})
// CHECKLOOP: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKLOOP: %{{.*}} = load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECKLOOP: %[[RES:.*]] = select %{{.*}}, %{{.*}}, %{{.*}} : f32
// CHECKLOOP: store %[[RES]], %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKPARALLEL-LABEL: func @pooling_min
// CHECKPARALLEL: %[[WX:.*]] = dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = dim %arg2, %c0 : memref<?x?xf32>
// CHECKPARALLEL: %[[OY:.*]] = dim %arg2, %c1 : memref<?x?xf32>
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}) to (%[[OX]], %[[OY]]) step (%{{.*}}, %{{.*}}) {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[WX]] step %{{.*}} {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[WY]] step %{{.*}} {
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]](%{{.*}}, %{{.*}})
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]](%{{.*}}, %{{.*}})
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKPARALLEL: %{{.*}} = load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECKPARALLEL: %[[RES:.*]] = select %{{.*}}, %{{.*}}, %{{.*}} : f32
// CHECKPARALLEL: store %[[RES]], %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
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
}
// CHECKLOOP-LABEL: func @pooling_sum
// CHECKLOOP: %[[WX:.*]] = dim %arg1, %c0 : memref<?x?xi32>
// CHECKLOOP: %[[WY:.*]] = dim %arg1, %c1 : memref<?x?xi32>
// CHECKLOOP: %[[OX:.*]] = dim %arg2, %c0 : memref<?x?xf32>
// CHECKLOOP: %[[OY:.*]] = dim %arg2, %c1 : memref<?x?xf32>
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[OX]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[OY]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[WX]] step %{{.*}} {
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[WY]] step %{{.*}} {
// CHECKLOOP: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]](%{{.*}}, %{{.*}})
// CHECKLOOP: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]](%{{.*}}, %{{.*}})
// CHECKLOOP: %[[RHS:.*]] = load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECKLOOP: %[[LHS:.*]] = load %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKLOOP: %[[RES:.*]] = addf %[[LHS]], %[[RHS]] : f32
// CHECKLOOP: store %[[RES]], %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKPARALLEL-LABEL: func @pooling_sum
// CHECKPARALLEL: %[[WX:.*]] = dim %arg1, %c0 : memref<?x?xi32>
// CHECKPARALLEL: %[[WY:.*]] = dim %arg1, %c1 : memref<?x?xi32>
// CHECKPARALLEL: %[[OX:.*]] = dim %arg2, %c0 : memref<?x?xf32>
// CHECKPARALLEL: %[[OY:.*]] = dim %arg2, %c1 : memref<?x?xf32>
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}) to (%[[OX]], %[[OY]]) step (%{{.*}}, %{{.*}}) {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[WX]] step %{{.*}} {
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[WY]] step %{{.*}} {
// CHECKPARALLEL: %[[IX:.*]] = affine.apply #[[$stride2Dilation1]](%{{.*}}, %{{.*}})
// CHECKPARALLEL: %[[IY:.*]] = affine.apply #[[$stride1Dilation1]](%{{.*}}, %{{.*}})
// CHECKPARALLEL: %[[RHS:.*]] = load %{{.*}}[%[[IX]], %[[IY]]] : memref<?x?xf32>
// CHECKPARALLEL: %[[LHS:.*]] = load %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
// CHECKPARALLEL: %[[RES:.*]] = addf %[[LHS]], %[[RHS]] : f32
// CHECKPARALLEL: store %[[RES]], %{{.*}}[%{{.*}}, %{{.*}}] : memref<?x?xf32>
#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 %arg0, %arg1, %arg2 {
^bb0(%a: f32, %b: f32, %c: f32):
%d = mulf %a, %b : f32
%e = addf %c, %d : f32
linalg.yield %d, %e : f32, f32
}: memref<?x?xf32, offset: ?, strides: [?, 1]>, memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>
return
}
// CHECKLOOP-LABEL: @generic_region
// CHECKLOOP: scf.for %[[i:.*]] = {{.*}}
// CHECKLOOP: scf.for %[[j:.*]] = {{.*}}
// CHECKLOOP: scf.for %[[k:.*]] = {{.*}}
// CHECKLOOP: %[[a:.*]] = load %{{.*}}[%[[i]], %[[j]]] : memref<?x?xf32, #[[$strided2D]]>
// CHECKLOOP: %[[b:.*]] = load %{{.*}}[%[[i]], %[[j]], %[[k]]] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: %[[c:.*]] = load %{{.*}}[%[[i]], %[[k]], %[[j]]] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: %[[d:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKLOOP: %[[e:.*]] = addf %[[c]], %[[d]] : f32
// CHECKLOOP: store %[[d]], %{{.*}}[%[[i]], %[[j]], %[[k]]] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKLOOP: store %[[e]], %{{.*}}[%[[i]], %[[k]], %[[j]]] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL-LABEL: @generic_region
// CHECKPARALLEL: scf.parallel (%[[i:[a-zA-Z0-9_]*]], %[[j:[a-zA-Z0-9_]*]], %[[k:[a-zA-Z0-9_]*]])
// CHECKPARALLEL: %[[a:.*]] = load %{{.*}}[%[[i]], %[[j]]] : memref<?x?xf32, #[[$strided2D]]>
// CHECKPARALLEL: %[[b:.*]] = load %{{.*}}[%[[i]], %[[j]], %[[k]]] : memref<?x?x?xf32, #[[$strided3D]]>
// CHECKPARALLEL: %[[c:.*]] = load %{{.*}}[%[[i]], %[[k]], %[[j]]] : memref<?x?x?xf32, #[[$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 @indexed_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.indexed_generic #trait4 %arg0, %arg1, %arg2 {
^bb0(%i: index, %j: index, %k: index, %a: f32, %b: f32, %c: f32):
%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
}: memref<?x?xf32, offset: ?, strides: [?, 1]>,
memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>,
memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>
return
}
// CHECKLOOP-LABEL: @indexed_generic_region
// CHECKLOOP: scf.for %[[i:.*]] = {{.*}}
// CHECKLOOP: scf.for %[[j:.*]] = {{.*}}
// CHECKLOOP: scf.for %[[k:.*]] = {{.*}}
// CHECKLOOP: %[[a:.*]] = load %{{.*}}[%[[i]], %[[j]]]
// CHECKLOOP: %[[b:.*]] = load %{{.*}}[%[[i]], %[[j]], %[[k]]]
// CHECKLOOP: %[[c:.*]] = load %{{.*}}[%[[i]], %[[k]], %[[j]]]
// CHECKLOOP: %[[result_1:.*]] = mulf %[[a]], %[[b]] : f32
// CHECKLOOP: %[[ij:.*]] = addi %[[i]], %[[j]] : index
// CHECKLOOP: %[[ijk:.*]] = addi %[[ij]], %[[k]] : index
// CHECKLOOP: %[[ijk_int:.*]] = index_cast %[[ijk]] : index to i32
// CHECKLOOP: %[[ijk_float:.*]] = sitofp %[[ijk_int]] : i32 to f32
// CHECKLOOP: %[[result_2:.*]] = addf %[[c]], %[[ijk_float]] : f32
// CHECKLOOP: store %[[result_1]], %{{.*}}[%[[i]], %[[j]], %[[k]]]
// CHECKLOOP: store %[[result_2]], %{{.*}}[%[[i]], %[[k]], %[[j]]]
// CHECKPARALLEL-LABEL: @indexed_generic_region
// CHECKPARALLEL: scf.parallel (%[[i:[a-zA-Z0-9_]*]], %[[j:[a-zA-Z0-9_]*]], %[[k:[a-zA-Z0-9_]*]])
// CHECKPARALLEL: %[[a:.*]] = load %{{.*}}[%[[i]], %[[j]]]
// CHECKPARALLEL: %[[b:.*]] = load %{{.*}}[%[[i]], %[[j]], %[[k]]]
// CHECKPARALLEL: %[[c:.*]] = 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 %arg0, %arg1 {
^bb(%a: f32, %b: f32) :
linalg.yield %a : f32
} : memref<f32>, memref<3x4xf32>
return
}
// CHECKLOOP-LABEL: @generic_op_zero_rank
// CHECKLOOP-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<f32>
// CHECKLOOP-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<3x4xf32>
// CHECKLOOP: scf.for %[[i:.*]] = {{.*}}
// CHECKLOOP: scf.for %[[j:.*]] = {{.*}}
// CHECKLOOP: %[[a:.*]] = load %[[ARG0]][]
// CHECKLOOP: 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:.*]] = load %[[ARG0]][]
// CHECKPARALLEL: store %[[a]], %[[ARG1]][%[[i]], %[[j]]]
func @indexed_generic_op_zero_rank(%arg0: memref<i32>, %arg1: memref<3x4xi32>)
{
linalg.indexed_generic #trait_broadcast %arg0, %arg1 {
^bb(%i: index, %j: index, %a: i32, %b: i32) :
%ij = addi %i, %j : index
%ij_int = index_cast %ij : index to i32
%result = addi %a, %ij_int : i32
linalg.yield %result : i32
} : memref<i32>, memref<3x4xi32>
return
}
// CHECKLOOP-LABEL: @indexed_generic_op_zero_rank
// CHECKLOOP-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<i32>
// CHECKLOOP-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<3x4xi32>
// CHECKLOOP: scf.for %[[i:.*]] = {{.*}}
// CHECKLOOP: scf.for %[[j:.*]] = {{.*}}
// CHECKLOOP: %[[a:.*]] = load %[[ARG0]][
// CHECKLOOP: %[[ij:.*]] = addi %[[i]], %[[j]] : index
// CHECKLOOP: %[[ij_int:.*]] = index_cast %[[ij]] : index to i32
// CHECKLOOP: %[[result:.*]] = addi %[[a]], %[[ij_int]] : i32
// CHECKLOOP: store %[[result]], %[[ARG1]][%[[i]], %[[j]]]
// CHECKPARALLEL-LABEL: @indexed_generic_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:.*]] = 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 %arg0, %arg1 {
^bb(%a: f32, %b: f32) :
%0 = addf %a, %b : f32
linalg.yield %0 : f32
} : memref<?xf32>, memref<f32>
return
}
// CHECKLOOP-LABEL: @generic_op_1D_reduce
// CHECKLOOP-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<?xf32>
// CHECKLOOP-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<f32>
// CHECKLOOP: scf.for %[[i:.*]] = {{.*}}
// CHECKLOOP: %[[a:.*]] = load %[[ARG0]][%[[i]]]
// CHECKLOOP: %[[b:.*]] = load %[[ARG1]][]
// CHECKLOOP: %[[c:.*]] = addf %[[a]], %[[b]] : f32
// CHECKLOOP: 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:.*]] = load %[[ARG0]][%[[i]]]
// CHECKPARALLEL: %[[b:.*]] = 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 @indexed_generic_op_1D_reduce(%arg0: memref<?xf32>,
%arg1: memref<f32>,
%arg2: memref<f32>)
{
linalg.indexed_generic #trait_reduce_init_1D %arg0, %arg1, %arg2 {
^bb(%i : index, %a: f32, %b: f32, %c: f32) :
%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
} : memref<?xf32>, memref<f32>, memref<f32>
return
}
// CHECKLOOP-LABEL: @indexed_generic_op_1D_reduce
// CHECKLOOP-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<?xf32>
// CHECKLOOP-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<f32>
// CHECKLOOP-SAME: %[[ARG2:[a-zA-Z0-9_]*]]: memref<f32>
// CHECKLOOP: scf.for %[[i:.*]] = {{.*}}
// CHECKLOOP: %[[a:.*]] = load %[[ARG0]][%[[i]]]
// CHECKLOOP: %[[b:.*]] = load %[[ARG1]][]
// CHECKLOOP: %[[c:.*]] = load %[[ARG2]][]
// CHECKLOOP: %[[d:.*]] = select %{{.*}}, %[[b]], %[[c]]
// CHECKLOOP: %[[e:.*]] = addf %[[a]], %[[d]]
// CHECKLOOP: store %[[e]], %[[ARG2]][]
// CHECKPARALLEL-LABEL: @indexed_generic_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:.*]] = load %[[ARG0]][%[[i]]]
// CHECKPARALLEL: %[[b:.*]] = load %[[ARG1]][]
// CHECKPARALLEL: %[[c:.*]] = 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 %arg0 {
^bb0(%arg1: f32): // no predecessors
linalg.yield %cst : f32
}: memref<?xf32>
return
}
// CHECKLOOP-LABEL: @generic_const_init
// CHECKLOOP-SAME: %[[ARG0:.*]]: memref<?xf32>
// CHECKLOOP: %[[CONST:.*]] = constant 1.000000e+00 : f32
// CHECKLOOP: scf.for %[[i:.*]] = {{.*}}
// CHECKLOOP: 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>)
{
linalg.generic #scalar_trait %arg0, %arg1, %arg2 {
^bb(%a : f32, %b : f32, %c : f32) :
%0 = addf %a, %b : f32
linalg.yield %0 : f32
} : memref<f32>, memref<f32>, memref<f32>
return
}
// CHECKLOOP-LABEL: @scalar_code
// CHECKLOOP-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref<f32>
// CHECKLOOP-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref<f32>
// CHECKLOOP-SAME: %[[ARG2:[a-zA-Z0-9_]*]]: memref<f32>
// CHECKLOOP-NOT: scf.for
// CHECKLOOP: load %[[ARG0]][]
// CHECKLOOP: load %[[ARG1]][]
// CHECKLOOP: addf
// CHECKLOOP: 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: load %[[ARG0]][]
// CHECKPARALLEL: load %[[ARG1]][]
// CHECKPARALLEL: addf
// 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 %A, %B, %C : (memref<?x?x?xf32>, memref<?x?x?xf32>, memref<?x?x?xf32>) -> ()
return
}
// CHECKLOOP-LABEL: @named_batch_matmul
// CHECKLOOP-SAME: %[[mA:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
// CHECKLOOP-SAME: %[[mB:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
// CHECKLOOP-SAME: %[[mC:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
// CHECKLOOP: %[[B:.*]] = dim %[[mA]], %c0 : memref<?x?x?xf32>
// CHECKLOOP: %[[M:.*]] = dim %[[mA]], %c1 : memref<?x?x?xf32>
// CHECKLOOP: %[[K:.*]] = dim %[[mA]], %c2 : memref<?x?x?xf32>
// CHECKLOOP: %[[N:.*]] = dim %[[mB]], %c2 : memref<?x?x?xf32>
// CHECKLOOP: scf.for %[[b:.*]] = %{{.*}} to %[[B]] step %{{.*}} {
// CHECKLOOP: scf.for %[[m:.*]] = %{{.*}} to %[[M]] step %{{.*}} {
// CHECKLOOP: scf.for %[[n:.*]] = %{{.*}} to %[[N]] step %{{.*}} {
// CHECKLOOP: scf.for %[[k:.*]] = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKLOOP: %[[va:.*]] = load %[[mA]][%[[b]], %[[m]], %[[k]]] : memref<?x?x?xf32>
// CHECKLOOP: %[[vb:.*]] = load %[[mB]][%[[b]], %[[k]], %[[n]]] : memref<?x?x?xf32>
// CHECKLOOP: %[[vc:.*]] = load %[[mC]][%[[b]], %[[m]], %[[n]]] : memref<?x?x?xf32>
// CHECKLOOP: %[[inc:.*]] = mulf %[[va]], %[[vb]] : f32
// CHECKLOOP: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
// CHECKLOOP: 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:.*]] = dim %[[mA]], %c0 : memref<?x?x?xf32>
// CHECKPARALLEL: %[[M:.*]] = dim %[[mA]], %c1 : memref<?x?x?xf32>
// CHECKPARALLEL: %[[K:.*]] = dim %[[mA]], %c2 : memref<?x?x?xf32>
// CHECKPARALLEL: %[[N:.*]] = dim %[[mB]], %c2 : memref<?x?x?xf32>
// CHECKPARALLEL: scf.parallel (%[[b:.*]], %[[m:.*]], %[[n:.*]]) = ({{.*}}) to (%[[B]], %[[M]], %[[N]]) step ({{.*}}) {
// CHECKPARALLEL: scf.for %[[k:.*]] = %{{.*}} to %[[K]] step %{{.*}} {
// CHECKPARALLEL: %[[va:.*]] = load %[[mA]][%[[b]], %[[m]], %[[k]]] : memref<?x?x?xf32>
// CHECKPARALLEL: %[[vb:.*]] = load %[[mB]][%[[b]], %[[k]], %[[n]]] : memref<?x?x?xf32>
// CHECKPARALLEL: %[[vc:.*]] = 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>