forked from OSchip/llvm-project
1470 lines
90 KiB
MLIR
1470 lines
90 KiB
MLIR
// RUN: mlir-opt %s -convert-linalg-to-loops | FileCheck --check-prefix=CHECKLOOP %s
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// RUN: mlir-opt %s -convert-linalg-to-parallel-loops | FileCheck --check-prefix=CHECKPARALLEL %s
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// Test that we can lower all the way to LLVM without crashing, don't check results here.
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// RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -o=/dev/null 2>&1
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// CHECKLOOP-DAG: #[[$strided1D:.*]] = affine_map<(d0)[s0] -> (d0 + s0)>
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// CHECKLOOP-DAG: #[[$strided2D:.*]] = affine_map<(d0, d1)[s0, s1] -> (d0 * s1 + s0 + d1)>
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// CHECKLOOP-DAG: #[[$strided3D:.*]] = affine_map<(d0, d1, d2)[s0, s1, s2] -> (d0 * s1 + s0 + d1 * s2 + d2)>
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// CHECKLOOP-DAG: #[[$strided4D:.*]] = affine_map<(d0, d1, d2, d3)[s0, s1, s2, s3] -> (d0 * s1 + s0 + d1 * s2 + d2 * s3 + d3)>
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// CHECKLOOP-DAG: #[[$clampMinMap:.*]] = affine_map<(d0) -> (d0, 0)>
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// CHECKLOOP-DAG: #[[$stride1Dilation1:.*]] = affine_map<(d0, d1) -> (d0 + d1)>
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// CHECKLOOP-DAG: #[[$stride2Dilation1:.*]] = affine_map<(d0, d1) -> (d0 * 2 + d1)>
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// CHECKLOOP-DAG: #[[$stride2Dilation4:.*]] = affine_map<(d0, d1) -> (d0 * 2 + d1 * 4)>
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// CHECKLOOP-DAG: #[[$stride3Dilation5:.*]] = affine_map<(d0, d1) -> (d0 * 3 + d1 * 5)>
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// CHECKLOOP-DAG: #[[$convLowerBound:.*]] = affine_map<()[s0] -> (s0 floordiv 2)>
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// CHECKLOOP-DAG: #[[$convUpperBound:.*]] = affine_map<()[s0, s1] -> (s1 + s0 floordiv 2 - s0 + 1)>
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// CHECKLOOP-DAG: #[[$convMap:.*]] = affine_map<(d0, d1)[s0] -> (d0 + d1 - s0 floordiv 2)>
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// CHECKPARALLEL-DAG: #[[$strided1D:.*]] = affine_map<(d0)[s0] -> (d0 + s0)>
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// CHECKPARALLEL-DAG: #[[$strided2D:.*]] = affine_map<(d0, d1)[s0, s1] -> (d0 * s1 + s0 + d1)>
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// CHECKPARALLEL-DAG: #[[$strided3D:.*]] = affine_map<(d0, d1, d2)[s0, s1, s2] -> (d0 * s1 + s0 + d1 * s2 + d2)>
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// CHECKPARALLEL-DAG: #[[$strided4D:.*]] = affine_map<(d0, d1, d2, d3)[s0, s1, s2, s3] -> (d0 * s1 + s0 + d1 * s2 + d2 * s3 + d3)>
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// CHECKPARALLEL-DAG: #[[$clampMinMap:.*]] = affine_map<(d0) -> (d0, 0)>
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// CHECKPARALLEL-DAG: #[[$stride1Dilation1:.*]] = affine_map<(d0, d1) -> (d0 + d1)>
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// CHECKPARALLEL-DAG: #[[$stride2Dilation1:.*]] = affine_map<(d0, d1) -> (d0 * 2 + d1)>
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// CHECKPARALLEL-DAG: #[[$stride2Dilation4:.*]] = affine_map<(d0, d1) -> (d0 * 2 + d1 * 4)>
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// CHECKPARALLEL-DAG: #[[$stride3Dilation5:.*]] = affine_map<(d0, d1) -> (d0 * 3 + d1 * 5)>
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// CHECKPARALLEL-DAG: #[[$convLowerBound:.*]] = affine_map<()[s0] -> (s0 floordiv 2)>
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// CHECKPARALLEL-DAG: #[[$convUpperBound:.*]] = affine_map<()[s0, s1] -> (s1 + s0 floordiv 2 - s0 + 1)>
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// CHECKPARALLEL-DAG: #[[$convMap:.*]] = affine_map<(d0, d1)[s0] -> (d0 + d1 - s0 floordiv 2)>
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func @matmul(%arg0: memref<?xi8>, %M: index, %N: index, %K: index) {
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%c0 = constant 0 : index
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%c1 = constant 1 : index
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%A = view %arg0[%c0][%M, %K] : memref<?xi8> to memref<?x?xf32>
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%B = view %arg0[%c0][%K, %N] : memref<?xi8> to memref<?x?xf32>
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%C = view %arg0[%c0][%M, %N] : memref<?xi8> to memref<?x?xf32>
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linalg.matmul ins(%A, %B: memref<?x?xf32>, memref<?x?xf32>)
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outs(%C: memref<?x?xf32>)
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return
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}
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// CHECKLOOP-LABEL: func @matmul(%{{.*}}: memref<?xi8>,
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// CHECKLOOP-SAME: [[M:arg[0-9]+]]: index
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// CHECKLOOP-SAME: [[N:arg[0-9]+]]: index
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// CHECKLOOP-SAME: [[K:arg[0-9]+]]: index
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// CHECKLOOP: %[[A:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
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// CHECKLOOP: %[[B:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
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// CHECKLOOP: %[[C:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[M]] step %{{.*}} {
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[N]] step %{{.*}} {
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
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// CHECKLOOP-DAG: %[[a:.*]] = load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
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// CHECKLOOP-DAG: %[[b:.*]] = load %[[B]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
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// CHECKLOOP-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
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// CHECKLOOP-DAG: %[[c:.*]] = load %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
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// CHECKLOOP-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
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// CHECKLOOP: store %[[res]], %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
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// CHECKPARALLEL-LABEL: func @matmul(%{{.*}}: memref<?xi8>,
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// CHECKPARALLEL-SAME: [[M:arg[0-9]+]]: index
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// CHECKPARALLEL-SAME: [[N:arg[0-9]+]]: index
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// CHECKPARALLEL-SAME: [[K:arg[0-9]+]]: index
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// CHECKPARALLEL: %[[A:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
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// CHECKPARALLEL: %[[B:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
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// CHECKPARALLEL: %[[C:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
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// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}) to (%[[M]], %[[N]]) step (%{{.*}}, %{{.*}} {
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// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
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// CHECKPARALLEL-DAG: %[[a:.*]] = load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
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// CHECKPARALLEL-DAG: %[[b:.*]] = load %[[B]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
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// CHECKPARALLEL-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
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// CHECKPARALLEL-DAG: %[[c:.*]] = load %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
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// CHECKPARALLEL-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
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// CHECKPARALLEL: store %[[res]], %[[C]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
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func @matvec(%arg0: memref<?xi8>, %M: index, %N: index) {
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%c0 = constant 0 : index
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%c1 = constant 1 : index
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%2 = view %arg0[%c0][%M, %N] : memref<?xi8> to memref<?x?xf32>
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%3 = view %arg0[%c0][%M] : memref<?xi8> to memref<?xf32>
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%4 = view %arg0[%c0][%N] : memref<?xi8> to memref<?xf32>
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linalg.matvec ins(%2, %3: memref<?x?xf32>, memref<?xf32>)
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outs(%4 : memref<?xf32>)
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return
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}
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// CHECKLOOP-LABEL: func @matvec(%{{.*}}: memref<?xi8>,
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// CHECKLOOP-SAME: [[M:arg[0-9]+]]: index
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// CHECKLOOP-SAME: [[K:arg[0-9]+]]: index
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// CHECKLOOP: %[[A:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
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// CHECKLOOP: %[[B:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32>
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// CHECKLOOP: %[[C:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32>
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[M]] step %{{.*}} {
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
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// CHECKLOOP-DAG: %[[a:.*]] = load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
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// CHECKLOOP-DAG: %[[b:.*]] = load %[[B]][%{{.*}}] : memref<?xf32>
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// CHECKLOOP-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
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// CHECKLOOP-DAG: %[[c:.*]] = load %[[C]][%{{.*}}] : memref<?xf32>
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// CHECKLOOP-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
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// CHECKLOOP: store %[[res]], %[[C]][%{{.*}}] : memref<?xf32>
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// CHECKPARALLEL-LABEL: func @matvec(%{{.*}}: memref<?xi8>,
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// CHECKPARALLEL-SAME: [[M:arg[0-9]+]]: index
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// CHECKPARALLEL-SAME: [[K:arg[0-9]+]]: index
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// CHECKPARALLEL: %[[A:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?x?xf32>
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// CHECKPARALLEL: %[[B:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32>
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// CHECKPARALLEL: %[[C:.*]] = std.view %{{.*}}[{{.*}}] : memref<?xi8> to memref<?xf32>
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// CHECKPARALLEL: scf.parallel (%{{.*}}) = (%{{.*}}) to (%[[M]]) step (%{{.*}}) {
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// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
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// CHECKPARALLEL-DAG: %[[a:.*]] = load %[[A]][%{{.*}}, %{{.*}}] : memref<?x?xf32>
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// CHECKPARALLEL-DAG: %[[b:.*]] = load %[[B]][%{{.*}}] : memref<?xf32>
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// CHECKPARALLEL-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
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// CHECKPARALLEL-DAG: %[[c:.*]] = load %[[C]][%{{.*}}] : memref<?xf32>
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// CHECKPARALLEL-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
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// CHECKPARALLEL: store %[[res]], %[[C]][%{{.*}}] : memref<?xf32>
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func @dot(%arg0: memref<?xi8>, %M: index) {
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%c0 = constant 0 : index
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%c1 = constant 1 : index
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%1 = view %arg0[%c0][%M] : memref<?xi8> to memref<?xf32>
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%2 = view %arg0[%c0][%M] : memref<?xi8> to memref<?xf32>
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%3 = view %arg0[%c0][] : memref<?xi8> to memref<f32>
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linalg.dot ins(%1, %2 : memref<?xf32>, memref<?xf32>)
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outs(%3 : memref<f32>)
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return
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}
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// CHECKLOOP-LABEL: func @dot(%{{.*}}: memref<?xi8>,
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// CHECKLOOP-SAME: [[K:arg[0-9]+]]: index
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// CHECKLOOP: %[[A:.*]] = std.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32>
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// CHECKLOOP: %[[B:.*]] = std.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32>
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// CHECKLOOP: %[[C:.*]] = std.view %{{.*}}[{{.*}}][] : memref<?xi8> to memref<f32>
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
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// CHECKLOOP-DAG: %[[a:.*]] = load %[[A]][%{{.*}}] : memref<?xf32>
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// CHECKLOOP-DAG: %[[b:.*]] = load %[[B]][%{{.*}}] : memref<?xf32>
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// CHECKLOOP-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
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// CHECKLOOP-DAG: %[[c:.*]] = load %[[C]][] : memref<f32>
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// CHECKLOOP-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
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// CHECKLOOP: store %[[res]], %[[C]][] : memref<f32>
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// CHECKPARALLEL-LABEL: func @dot(%{{.*}}: memref<?xi8>,
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// CHECKPARALLEL-SAME: [[K:arg[0-9]+]]: index
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// CHECKPARALLEL: %[[A:.*]] = std.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32>
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// CHECKPARALLEL: %[[B:.*]] = std.view %{{.*}}[{{.*}}][{{.*}}] : memref<?xi8> to memref<?xf32>
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// CHECKPARALLEL: %[[C:.*]] = std.view %{{.*}}[{{.*}}][] : memref<?xi8> to memref<f32>
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// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
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// CHECKPARALLEL-DAG: %[[a:.*]] = load %[[A]][%{{.*}}] : memref<?xf32>
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// CHECKPARALLEL-DAG: %[[b:.*]] = load %[[B]][%{{.*}}] : memref<?xf32>
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// CHECKPARALLEL-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
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// CHECKPARALLEL-DAG: %[[c:.*]] = load %[[C]][] : memref<f32>
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// CHECKPARALLEL-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
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// CHECKPARALLEL: store %[[res]], %[[C]][] : memref<f32>
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func @dot_view(%arg0: memref<?xf32, offset: ?, strides: [1]>, %arg1: memref<?xf32, offset: ?, strides: [1]>, %arg2: memref<f32>) {
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linalg.dot ins(%arg0, %arg1 : memref<?xf32, offset: ?, strides: [1]>,
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memref<?xf32, offset: ?, strides: [1]>)
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outs(%arg2: memref<f32>)
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return
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}
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// CHECKLOOP-LABEL: func @dot_view(
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// CHECKLOOP: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<f32>) {
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// CHECKLOOP: %[[K:.*]] = dim %arg0, %c0 : memref<?xf32, #[[$strided1D]]>
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
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// CHECKLOOP-DAG: %[[a:.*]] = load %arg0[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
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// CHECKLOOP-DAG: %[[b:.*]] = load %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
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// CHECKLOOP-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
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// CHECKLOOP-DAG: %[[c:.*]] = load %{{.*}}[] : memref<f32>
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// CHECKLOOP-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
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// CHECKLOOP: store %[[res]], %{{.*}}[] : memref<f32>
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// CHECKPARALLEL-LABEL: func @dot_view(
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// CHECKPARALLEL: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<f32>) {
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// CHECKPARALLEL: %[[K:.*]] = dim %arg0, %c0 : memref<?xf32, #[[$strided1D]]>
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// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[K]] step %{{.*}} {
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// CHECKPARALLEL-DAG: %[[a:.*]] = load %arg0[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
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// CHECKPARALLEL-DAG: %[[b:.*]] = load %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
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// CHECKPARALLEL-DAG: %[[inc:.*]] = mulf %[[a]], %[[b]] : f32
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// CHECKPARALLEL-DAG: %[[c:.*]] = load %{{.*}}[] : memref<f32>
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// CHECKPARALLEL-DAG: %[[res:.*]] = addf %[[c]], %[[inc]] : f32
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// CHECKPARALLEL: store %[[res]], %{{.*}}[] : memref<f32>
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func @fill_view(%arg0: memref<?xf32, offset: ?, strides: [1]>, %arg1: f32) {
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linalg.fill(%arg0, %arg1) : memref<?xf32, offset: ?, strides: [1]>, f32
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return
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}
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// CHECKLOOP-LABEL: func @fill_view(
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// CHECKLOOP: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: f32) {
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
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// CHECKLOOP: store %{{.*}}, %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
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// CHECKPARALLEL-LABEL: func @fill_view(
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// CHECKPARALLEL: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: f32) {
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// CHECKPARALLEL: scf.parallel (%{{.*}}) = (%{{.*}}) to (%{{.*}}) step (%{{.*}}) {
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// CHECKPARALLEL: store %{{.*}}, %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
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func @fill_view0(%arg0: memref<f32>, %arg1: f32) {
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linalg.fill(%arg0, %arg1) : memref<f32>, f32
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return
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}
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// CHECKLOOP-LABEL: func @fill_view0(%{{.*}}: memref<f32>, %{{.*}}: f32) {
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// CHECKLOOP: store %{{.*}}, %{{.*}}[] : memref<f32>
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// CHECKPARALLEL-LABEL: func @fill_view0(%{{.*}}: memref<f32>, %{{.*}}: f32) {
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// CHECKPARALLEL: store %{{.*}}, %{{.*}}[] : memref<f32>
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func @fill_view3(%arg0: memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, %arg1: f32) {
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linalg.fill(%arg0, %arg1) : memref<?x?x?xf32, offset: ?, strides: [?, ?, 1]>, f32
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return
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}
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// CHECKLOOP-LABEL: func @fill_view3(
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// CHECKLOOP: %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: f32) {
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
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// CHECKLOOP: store %{{.*}}, %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
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// CHECKPARALLEL-LABEL: func @fill_view3(
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// CHECKPARALLEL: %{{.*}}: memref<?x?x?xf32, #[[$strided3D]]>, %{{.*}}: f32) {
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// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}, %{{.*}}) to (%{{.*}}, %{{.*}}, %{{.*}}) step (%{{.*}}, %{{.*}}, %{{.*}}) {
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// CHECKPARALLEL: store %{{.*}}, %{{.*}}[%{{.*}}, %{{.*}}, %{{.*}}] : memref<?x?x?xf32, #[[$strided3D]]>
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func @copy_view(%arg0: memref<?xf32, offset: ?, strides: [1]>, %arg1: memref<?xf32, offset: ?, strides: [1]>) {
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linalg.copy(%arg0, %arg1) : memref<?xf32, offset: ?, strides: [1]>, memref<?xf32, offset: ?, strides: [1]>
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return
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}
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// CHECKLOOP-LABEL: func @copy_view(
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// CHECKLOOP: %{{.*}}: memref<?xf32, #[[$strided1D]]>, %{{.*}}: memref<?xf32, #[[$strided1D]]>) {
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// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %{{.*}} step %{{.*}} {
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// CHECKLOOP: %[[L:.*]] = load %{{.*}}[%{{.*}}] : memref<?xf32, #[[$strided1D]]>
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|
// CHECKLOOP: store %[[L]], %{{.*}}[%{{.*}}] : memref<?xf32, #[[$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 %[[Z0]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] 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, #[[$strided3D]]>
|
|
// CHECKPARALLEL: scf.parallel (%{{.*}}, %{{.*}}) = (%{{.*}}, %{{.*}}) to (%[[B]], %[[X0]]) step (%{{.*}}, %{{.*}}) {
|
|
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Z0]] step %{{.*}} {
|
|
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
|
|
// CHECKPARALLEL: scf.parallel ({{.*}}) = (%{{.*}}) to (%[[K]]) step (%{{.*}}) {
|
|
// CHECKPARALLEL: %[[SUM:.*]] = affine.apply #[[$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 %[[Z0]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Z1]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] 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]]) step (%{{.*}}, %{{.*}}, %{{.*}}) {
|
|
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Z0]] step %{{.*}} {
|
|
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Z1]] step %{{.*}} {
|
|
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
|
|
// CHECKPARALLEL: scf.parallel (%{{.*}}) = (%{{.*}}) to (%[[K]]) 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 %[[Z0]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Z1]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %{{.*}} = %{{.*}} to %[[K]] 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]]) step (%{{.*}}, %{{.*}}, %{{.*}}) {
|
|
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Z0]] step %{{.*}} {
|
|
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Z1]] step %{{.*}} {
|
|
// CHECKPARALLEL: scf.for %{{.*}} = %{{.*}} to %[[Q]] step %{{.*}} {
|
|
// CHECKPARALLEL: scf.parallel (%{{.*}}) = (%{{.*}}) to (%[[K]]) 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
|
|
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
|
|
}
|
|
// 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
|
|
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(%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
|
|
}
|
|
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
|
|
ins(%arg0 : memref<f32>)
|
|
outs(%arg1 : memref<3x4xf32>) {
|
|
^bb(%a: f32, %b: f32) :
|
|
linalg.yield %a : f32
|
|
}
|
|
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
|
|
ins(%arg0 : memref<i32>)
|
|
outs(%arg1 : memref<3x4xi32>) {
|
|
^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
|
|
}
|
|
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
|
|
ins(%arg0 : memref<?xf32>)
|
|
outs(%arg1 : memref<f32>) {
|
|
^bb(%a: f32, %b: f32) :
|
|
%0 = addf %a, %b : f32
|
|
linalg.yield %0 : 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
|
|
ins(%arg0, %arg1 : memref<?xf32>, memref<f32>)
|
|
outs(%arg2 : memref<f32>) {
|
|
^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
|
|
}
|
|
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 outs(%arg0 : memref<?xf32>) {
|
|
^bb0(%arg1: f32): // no predecessors
|
|
linalg.yield %cst : f32
|
|
}
|
|
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
|
|
ins(%arg0, %arg1 : memref<f32>, memref<f32>)
|
|
outs(%arg2 : memref<f32>) {
|
|
^bb(%a : f32, %b : f32, %c : f32) :
|
|
%0 = addf %a, %b : f32
|
|
linalg.yield %0 : 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 ins(%A, %B : memref<?x?x?xf32>, memref<?x?x?xf32>)
|
|
outs(%C : 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>
|
|
|
|
#conv_1d_accesses = [
|
|
affine_map<(m, n)[s0] -> (m + n - s0 floordiv 2)>, // in
|
|
affine_map<(m, n)[s0] -> (n)>, // filter
|
|
affine_map<(m, n)[s0] -> (m)> // out
|
|
]
|
|
|
|
#conv_1d_trait = {
|
|
args_in = 2,
|
|
args_out = 1,
|
|
doc = "C(m) += A(m) * B(n)",
|
|
indexing_maps = #conv_1d_accesses,
|
|
library_call = "linalg_conv_1d",
|
|
n_views = [2, 1],
|
|
iterator_types = ["parallel", "parallel"],
|
|
symbol_source = 1
|
|
}
|
|
|
|
func @conv1d(%in : memref<?xf32>, %filter : memref<?xf32>, %out : memref<?xf32>) -> () {
|
|
linalg.generic #conv_1d_trait
|
|
ins(%in, %filter : memref<?xf32>, memref<?xf32>)
|
|
outs(%out : memref<?xf32>) {
|
|
^bb0(%a: f32, %b: f32, %c: f32) :
|
|
%d = mulf %a, %b : f32
|
|
%e = addf %c, %d : f32
|
|
linalg.yield %e : f32
|
|
}
|
|
return
|
|
}
|
|
|
|
// CHECKLOOP-LABEL: @conv1d
|
|
// CHECKLOOP-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKLOOP-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKLOOP-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKLOOP: %[[c0:.*]] = constant 0 : index
|
|
// CHECKLOOP: %[[dim0:.*]] = dim %[[arg0]], %[[c0]] : memref<?xf32>
|
|
// CHECKLOOP: %[[dim1:.*]] = dim %[[arg1]], %[[c0]] : memref<?xf32>
|
|
// CHECKLOOP: %[[lowerBound:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim1]]]
|
|
// CHECKLOOP: %[[upperBound:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim1]], %[[dim0]]]
|
|
// CHECKLOOP: scf.for %[[b:.*]] = %[[lowerBound]] to %[[upperBound]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[m:.*]] = %{{.*}} to %[[dim1]] step %{{.*}} {
|
|
// CHECKLOOP: %[[dim2:.*]] = dim %[[arg1]], %[[c0]] : memref<?xf32>
|
|
// CHECKLOOP: %[[aff:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim2]]]
|
|
// CHECKLOOP: %[[va:.*]] = load %[[arg0]][%[[aff]]] : memref<?xf32>
|
|
// CHECKLOOP: %[[vb:.*]] = load %[[arg1]][%[[m]]] : memref<?xf32>
|
|
// CHECKLOOP: %[[vc:.*]] = load %[[arg2]][%[[b]]] : memref<?xf32>
|
|
// CHECKLOOP: %[[inc:.*]] = mulf %[[va]], %[[vb]] : f32
|
|
// CHECKLOOP: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
|
|
// CHECKLOOP: store %[[res]], %[[arg2]][%[[b]]] : memref<?xf32>
|
|
|
|
// CHECKPARALLEL-LABEL: @conv1d
|
|
// CHECKPARALLEL-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKPARALLEL-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKPARALLEL-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKPARALLEL: %[[c0:.*]] = constant 0 : index
|
|
// CHECKPARALLEL: %[[dim0:.*]] = dim %[[arg0]], %[[c0]] : memref<?xf32>
|
|
// CHECKPARALLEL: %[[dim1:.*]] = dim %[[arg1]], %[[c0]] : memref<?xf32>
|
|
// CHECKPARALLEL: %[[lowerBound:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim1]]]
|
|
// CHECKPARALLEL: %[[upperBound:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim1]], %[[dim0]]]
|
|
// CHECKPARALLEL: scf.parallel (%[[b:.*]], %[[m:.*]]) = (%[[lowerBound]], %{{.*}}) to (%[[upperBound]], %[[dim1]]) step ({{.*}}) {
|
|
// CHECKPARALLEL: %[[dim2:.*]] = dim %[[arg1]], %[[c0]] : memref<?xf32>
|
|
// CHECKPARALLEL: %[[aff:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim2]]]
|
|
// CHECKPARALLEL: %[[va:.*]] = load %[[arg0]][%[[aff]]] : memref<?xf32>
|
|
// CHECKPARALLEL: %[[vb:.*]] = load %[[arg1]][%[[m]]] : memref<?xf32>
|
|
// CHECKPARALLEL: %[[vc:.*]] = load %[[arg2]][%[[b]]] : memref<?xf32>
|
|
// CHECKPARALLEL: %[[inc:.*]] = mulf %[[va]], %[[vb]] : f32
|
|
// CHECKPARALLEL: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
|
|
// CHECKPARALLEL: store %[[res]], %[[arg2]][%[[b]]] : memref<?xf32>
|
|
|
|
#conv_2d_accesses = [
|
|
affine_map<(m, n, m1, n1)[s0, s1] -> (m + m1 - s0 floordiv 2, n + n1 - s1 floordiv 2)>, // in
|
|
affine_map<(m, n, m1, n1)[s0, s1] -> (m1, n1)>, // filter
|
|
affine_map<(m, n, m1, n1)[s0, s1] -> (m, n)> // out
|
|
]
|
|
|
|
#conv_2d_trait = {
|
|
args_in = 2,
|
|
args_out = 1,
|
|
doc = "C(m,n) += A(m,n) * B(m1,n1)",
|
|
indexing_maps = #conv_2d_accesses,
|
|
library_call = "linalg_conv_2d",
|
|
n_views = [2, 1],
|
|
iterator_types = ["parallel", "parallel", "parallel", "parallel"],
|
|
symbol_source = 1
|
|
}
|
|
|
|
func @conv2d(%in : memref<?x?xf32>, %filter : memref<?x?xf32>, %out : memref<?x?xf32>) -> () {
|
|
linalg.generic #conv_2d_trait
|
|
ins(%in, %filter : memref<?x?xf32>, memref<?x?xf32>)
|
|
outs(%out : memref<?x?xf32>) {
|
|
^bb0(%a: f32, %b: f32, %c: f32) :
|
|
%d = mulf %a, %b : f32
|
|
%e = addf %c, %d : f32
|
|
linalg.yield %e : f32
|
|
}
|
|
return
|
|
}
|
|
|
|
// CHECKLOOP-LABEL: @conv2d
|
|
// CHECKLOOP-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?xf32>
|
|
// CHECKLOOP-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?xf32>
|
|
// CHECKLOOP-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?xf32>
|
|
// CHECKLOOP: %[[c0:.*]] = constant 0 : index
|
|
// CHECKLOOP: %[[c1:.*]] = constant 1 : index
|
|
// CHECKLOOP: %[[dim0:.*]] = dim %[[arg0]], %[[c0]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[dim1:.*]] = dim %[[arg0]], %[[c1]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[dim2:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[dim3:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[lowerBound1:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim2]]]
|
|
// CHECKLOOP: %[[upperBound1:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim2]], %[[dim0]]]
|
|
// CHECKLOOP: %[[lowerBound2:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim3]]]
|
|
// CHECKLOOP: %[[upperBound2:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim3]], %[[dim1]]]
|
|
// CHECKLOOP: scf.for %[[i0:.*]] = %[[lowerBound1]] to %[[upperBound1]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i1:.*]] = %[[lowerBound2]] to %[[upperBound2]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i2:.*]] = %{{.*}} to %[[dim2]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i3:.*]] = %{{.*}} to %[[dim3]] step %{{.*}} {
|
|
// CHECKLOOP: %[[dim4:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[dim5:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[aff1:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim4]]]
|
|
// CHECKLOOP: %[[aff2:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim5]]]
|
|
// CHECKLOOP: %[[va:.*]] = load %[[arg0]][%[[aff1]], %[[aff2]]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[vb:.*]] = load %[[arg1]][%[[i2]], %[[i3]]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[vc:.*]] = load %[[arg2]][%[[i0]], %[[i1]]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[inc:.*]] = mulf %[[va]], %[[vb]] : f32
|
|
// CHECKLOOP: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
|
|
// CHECKLOOP: store %[[res]], %[[arg2]][%[[i0]], %[[i1]]] : memref<?x?xf32>
|
|
|
|
// CHECKPARALLEL-LABEL: @conv2d
|
|
// 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:.*]] = dim %[[arg0]], %[[c0]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[dim1:.*]] = dim %[[arg0]], %[[c1]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[dim2:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[dim3:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[lowerBound1:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim2]]]
|
|
// CHECKPARALLEL: %[[upperBound1:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim2]], %[[dim0]]]
|
|
// CHECKPARALLEL: %[[lowerBound2:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim3]]]
|
|
// CHECKPARALLEL: %[[upperBound2:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim3]], %[[dim1]]]
|
|
// CHECKPARALLEL: scf.parallel (%[[i0:.*]], %[[i1:.*]], %[[i2:.*]], %[[i3:.*]]) = (%[[lowerBound1]], %[[lowerBound2]], %{{.*}}, %{{.*}}) to (%[[upperBound1]], %[[upperBound2]], %[[dim2]], %[[dim3]]) step ({{.*}}) {
|
|
// CHECKPARALLEL: %[[dim4:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[dim5:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[aff1:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim4]]]
|
|
// CHECKPARALLEL: %[[aff2:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim5]]]
|
|
// CHECKPARALLEL: %[[va:.*]] = load %[[arg0]][%[[aff1]], %[[aff2]]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[vb:.*]] = load %[[arg1]][%[[i2]], %[[i3]]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[vc:.*]] = load %[[arg2]][%[[i0]], %[[i1]]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[inc:.*]] = mulf %[[va]], %[[vb]] : f32
|
|
// CHECKPARALLEL: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
|
|
// CHECKPARALLEL: store %[[res]], %[[arg2]][%[[i0]], %[[i1]]] : memref<?x?xf32>
|
|
|
|
#conv_3d_accesses = [
|
|
affine_map<(m, n, k, m1, n1, k1)[s0, s1, s2] -> (m + m1 - s0 floordiv 2, n + n1 - s1 floordiv 2, k + k1 - s2 floordiv 2)>, // in
|
|
affine_map<(m, n, k, m1, n1, k1)[s0, s1, s2] -> (m1, n1, k1)>, // filter
|
|
affine_map<(m, n, k, m1, n1, k1)[s0, s1, s2] -> (m, n, k)> // out
|
|
]
|
|
|
|
#conv_3d_trait = {
|
|
args_in = 2,
|
|
args_out = 1,
|
|
doc = "C(m,n,k) += A(m,n,k) * B(m1,n1,k1)",
|
|
indexing_maps = #conv_3d_accesses,
|
|
library_call = "linalg_conv_3d",
|
|
n_views = [2, 1],
|
|
iterator_types = ["parallel", "parallel", "parallel", "parallel", "parallel", "parallel"],
|
|
symbol_source = 1
|
|
}
|
|
|
|
func @conv3d(%in : memref<?x?x?xf32>, %filter : memref<?x?x?xf32>, %out : memref<?x?x?xf32>) -> () {
|
|
linalg.generic #conv_3d_trait
|
|
ins(%in, %filter : memref<?x?x?xf32>, memref<?x?x?xf32>)
|
|
outs(%out : memref<?x?x?xf32>) {
|
|
^bb0(%a: f32, %b: f32, %c: f32) :
|
|
%d = mulf %a, %b : f32
|
|
%e = addf %c, %d : f32
|
|
linalg.yield %e : f32
|
|
}
|
|
return
|
|
}
|
|
|
|
// CHECKLOOP-LABEL: @conv3d
|
|
// CHECKLOOP-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
|
|
// CHECKLOOP-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
|
|
// CHECKLOOP-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[c0:.*]] = constant 0 : index
|
|
// CHECKLOOP: %[[c1:.*]] = constant 1 : index
|
|
// CHECKLOOP: %[[c2:.*]] = constant 2 : index
|
|
// CHECKLOOP: %[[dim0:.*]] = dim %[[arg0]], %[[c0]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim1:.*]] = dim %[[arg0]], %[[c1]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim2:.*]] = dim %[[arg0]], %[[c2]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim3:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim4:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim5:.*]] = dim %[[arg1]], %[[c2]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[lowerBound1:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim3]]]
|
|
// CHECKLOOP: %[[upperBound1:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim3]], %[[dim0]]]
|
|
// CHECKLOOP: %[[lowerBound2:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim4]]]
|
|
// CHECKLOOP: %[[upperBound2:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim4]], %[[dim1]]]
|
|
// CHECKLOOP: %[[lowerBound3:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim5]]]
|
|
// CHECKLOOP: %[[upperBound3:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim5]], %[[dim2]]]
|
|
// CHECKLOOP: scf.for %[[i0:.*]] = %[[lowerBound1]] to %[[upperBound1]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i1:.*]] = %[[lowerBound2]] to %[[upperBound2]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i2:.*]] = %[[lowerBound3]] to %[[upperBound3]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i3:.*]] = %{{.*}} to %[[dim3]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i4:.*]] = %{{.*}} to %[[dim4]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i5:.*]] = %{{.*}} to %[[dim5]] step %{{.*}} {
|
|
// CHECKLOOP: %[[dim6:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim7:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim8:.*]] = dim %[[arg1]], %[[c2]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[aff1:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim6]]]
|
|
// CHECKLOOP: %[[aff2:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim7]]]
|
|
// CHECKLOOP: %[[aff3:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim8]]]
|
|
// CHECKLOOP: %[[va:.*]] = load %[[arg0]][%[[aff1]], %[[aff2]], %[[aff3]]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[vb:.*]] = load %[[arg1]][%[[i3]], %[[i4]], %[[i5]]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[vc:.*]] = load %[[arg2]][%[[i0]], %[[i1]], %[[i2]]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[inc:.*]] = mulf %[[va]], %[[vb]] : f32
|
|
// CHECKLOOP: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
|
|
// CHECKLOOP: store %[[res]], %[[arg2]][%[[i0]], %[[i1]], %[[i2]]] : memref<?x?x?xf32>
|
|
|
|
// CHECKPARALLEL-LABEL: @conv3d
|
|
// CHECKPARALLEL-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
|
|
// CHECKPARALLEL-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
|
|
// CHECKPARALLEL-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[c0:.*]] = constant 0 : index
|
|
// CHECKPARALLEL: %[[c1:.*]] = constant 1 : index
|
|
// CHECKPARALLEL: %[[c2:.*]] = constant 2 : index
|
|
// CHECKPARALLEL: %[[dim0:.*]] = dim %[[arg0]], %[[c0]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim1:.*]] = dim %[[arg0]], %[[c1]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim2:.*]] = dim %[[arg0]], %[[c2]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim3:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim4:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim5:.*]] = dim %[[arg1]], %[[c2]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[lowerBound1:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim3]]]
|
|
// CHECKPARALLEL: %[[upperBound1:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim3]], %[[dim0]]]
|
|
// CHECKPARALLEL: %[[lowerBound2:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim4]]]
|
|
// CHECKPARALLEL: %[[upperBound2:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim4]], %[[dim1]]]
|
|
// CHECKPARALLEL: %[[lowerBound3:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim5]]]
|
|
// CHECKPARALLEL: %[[upperBound3:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim5]], %[[dim2]]]
|
|
// CHECKPARALLEL: scf.parallel (%[[i0:.*]], %[[i1:.*]], %[[i2:.*]], %[[i3:.*]], %[[i4:.*]], %[[i5:.*]]) = (%[[lowerBound1]], %[[lowerBound2]], %[[lowerBound3]], %{{.*}}, %{{.*}}, %{{.*}}) to (%[[upperBound1]], %[[upperBound2]], %[[upperBound3]], %[[dim3]], %[[dim4]], %[[dim5]]) step ({{.*}}) {
|
|
// CHECKPARALLEL: %[[dim6:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim7:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim8:.*]] = dim %[[arg1]], %[[c2]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[aff1:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim6]]]
|
|
// CHECKPARALLEL: %[[aff2:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim7]]]
|
|
// CHECKPARALLEL: %[[aff3:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim8]]]
|
|
// CHECKPARALLEL: %[[va:.*]] = load %[[arg0]][%[[aff1]], %[[aff2]], %[[aff3]]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[vb:.*]] = load %[[arg1]][%[[i3]], %[[i4]], %[[i5]]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[vc:.*]] = load %[[arg2]][%[[i0]], %[[i1]], %[[i2]]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[inc:.*]] = mulf %[[va]], %[[vb]] : f32
|
|
// CHECKPARALLEL: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
|
|
// CHECKPARALLEL: store %[[res]], %[[arg2]][%[[i0]], %[[i1]], %[[i2]]] : memref<?x?x?xf32>
|
|
|
|
#conv_4d_accesses = [
|
|
affine_map<(m, n, k, l, m1, n1, k1, l1)[s0, s1, s2, s3] -> (m + m1 - s0 floordiv 2, n + n1 - s1 floordiv 2, k + k1 - s2 floordiv 2, l + l1 - s3 floordiv 2)>, // in
|
|
affine_map<(m, n, k, l, m1, n1, k1, l1)[s0, s1, s2, s3] -> (m1, n1, k1, l1)>, // filter
|
|
affine_map<(m, n, k, l, m1, n1, k1, l1)[s0, s1, s2, s3] -> (m, n, k, l)> // out
|
|
]
|
|
|
|
#conv_4d_trait = {
|
|
args_in = 2,
|
|
args_out = 1,
|
|
doc = "C(m,n,k,l) += A(m,n,k,l) * B(m1,n1,k1,l1)",
|
|
indexing_maps = #conv_4d_accesses,
|
|
library_call = "linalg_conv_4d",
|
|
n_views = [2, 1],
|
|
iterator_types = ["parallel", "parallel", "parallel", "parallel", "parallel", "parallel", "parallel", "parallel"],
|
|
symbol_source = 1
|
|
}
|
|
|
|
func @conv4d(%in : memref<?x?x?x?xf32>, %filter : memref<?x?x?x?xf32>, %out : memref<?x?x?x?xf32>) -> () {
|
|
linalg.generic #conv_4d_trait
|
|
ins(%in, %filter : memref<?x?x?x?xf32>, memref<?x?x?x?xf32>)
|
|
outs(%out : memref<?x?x?x?xf32>) {
|
|
^bb0(%a: f32, %b: f32, %c: f32) :
|
|
%d = mulf %a, %b : f32
|
|
%e = addf %c, %d : f32
|
|
linalg.yield %e : f32
|
|
}
|
|
return
|
|
}
|
|
|
|
// CHECKLOOP-LABEL: @conv4d
|
|
// CHECKLOOP-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?x?x?xf32>
|
|
// CHECKLOOP-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?x?x?xf32>
|
|
// CHECKLOOP-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[c0:.*]] = constant 0 : index
|
|
// CHECKLOOP: %[[c1:.*]] = constant 1 : index
|
|
// CHECKLOOP: %[[c2:.*]] = constant 2 : index
|
|
// CHECKLOOP: %[[c3:.*]] = constant 3 : index
|
|
// CHECKLOOP: %[[dim0:.*]] = dim %[[arg0]], %[[c0]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[dim1:.*]] = dim %[[arg0]], %[[c1]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[dim2:.*]] = dim %[[arg0]], %[[c2]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[dim3:.*]] = dim %[[arg0]], %[[c3]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[dim4:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[dim5:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[dim6:.*]] = dim %[[arg1]], %[[c2]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[dim7:.*]] = dim %[[arg1]], %[[c3]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[lowerBound1:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim4]]]
|
|
// CHECKLOOP: %[[upperBound1:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim4]], %[[dim0]]]
|
|
// CHECKLOOP: %[[lowerBound2:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim5]]]
|
|
// CHECKLOOP: %[[upperBound2:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim5]], %[[dim1]]]
|
|
// CHECKLOOP: %[[lowerBound3:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim6]]]
|
|
// CHECKLOOP: %[[upperBound3:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim6]], %[[dim2]]]
|
|
// CHECKLOOP: %[[lowerBound4:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim7]]]
|
|
// CHECKLOOP: %[[upperBound4:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim7]], %[[dim3]]]
|
|
// CHECKLOOP: scf.for %[[i0:.*]] = %[[lowerBound1]] to %[[upperBound1]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i1:.*]] = %[[lowerBound2]] to %[[upperBound2]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i2:.*]] = %[[lowerBound3]] to %[[upperBound3]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i3:.*]] = %[[lowerBound4]] to %[[upperBound4]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i4:.*]] = %{{.*}} to %[[dim4]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i5:.*]] = %{{.*}} to %[[dim5]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i6:.*]] = %{{.*}} to %[[dim6]] step %{{.*}} {
|
|
// CHECKLOOP: scf.for %[[i7:.*]] = %{{.*}} to %[[dim7]] step %{{.*}} {
|
|
// CHECKLOOP: %[[dim8:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[dim9:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[dim10:.*]] = dim %[[arg1]], %[[c2]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[dim11:.*]] = dim %[[arg1]], %[[c3]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[aff1:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim8]]]
|
|
// CHECKLOOP: %[[aff2:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim9]]]
|
|
// CHECKLOOP: %[[aff3:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim10]]]
|
|
// CHECKLOOP: %[[aff4:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim11]]]
|
|
// CHECKLOOP: %[[va:.*]] = load %[[arg0]][%[[aff1]], %[[aff2]], %[[aff3]], %[[aff4]]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[vb:.*]] = load %[[arg1]][%[[i4]], %[[i5]], %[[i6]], %[[i7]]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[vc:.*]] = load %[[arg2]][%[[i0]], %[[i1]], %[[i2]], %[[i3]]] : memref<?x?x?x?xf32>
|
|
// CHECKLOOP: %[[inc:.*]] = mulf %[[va]], %[[vb]] : f32
|
|
// CHECKLOOP: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
|
|
// CHECKLOOP: store %[[res]], %[[arg2]][%[[i0]], %[[i1]], %[[i2]], %[[i3]]] : memref<?x?x?x?xf32>
|
|
|
|
// CHECKPARALLEL-LABEL: @conv4d
|
|
// CHECKPARALLEL-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[c0:.*]] = constant 0 : index
|
|
// CHECKPARALLEL: %[[c1:.*]] = constant 1 : index
|
|
// CHECKPARALLEL: %[[c2:.*]] = constant 2 : index
|
|
// CHECKPARALLEL: %[[c3:.*]] = constant 3 : index
|
|
// CHECKPARALLEL: %[[dim0:.*]] = dim %[[arg0]], %[[c0]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim1:.*]] = dim %[[arg0]], %[[c1]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim2:.*]] = dim %[[arg0]], %[[c2]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim3:.*]] = dim %[[arg0]], %[[c3]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim4:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim5:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim6:.*]] = dim %[[arg1]], %[[c2]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim7:.*]] = dim %[[arg1]], %[[c3]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[lowerBound1:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim4]]]
|
|
// CHECKPARALLEL: %[[upperBound1:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim4]], %[[dim0]]]
|
|
// CHECKPARALLEL: %[[lowerBound2:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim5]]]
|
|
// CHECKPARALLEL: %[[upperBound2:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim5]], %[[dim1]]]
|
|
// CHECKPARALLEL: %[[lowerBound3:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim6]]]
|
|
// CHECKPARALLEL: %[[upperBound3:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim6]], %[[dim2]]]
|
|
// CHECKPARALLEL: %[[lowerBound4:.*]] = affine.apply #[[$convLowerBound]]()[%[[dim7]]]
|
|
// CHECKPARALLEL: %[[upperBound4:.*]] = affine.apply #[[$convUpperBound]]()[%[[dim7]], %[[dim3]]]
|
|
// CHECKPARALLEL: scf.parallel (%[[i0:.*]], %[[i1:.*]], %[[i2:.*]], %[[i3:.*]], %[[i4:.*]], %[[i5:.*]], %[[i6:.*]], %[[i7:.*]]) = (%[[lowerBound1]], %[[lowerBound2]], %[[lowerBound3]], %[[lowerBound4]], %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) to (%[[upperBound1]], %[[upperBound2]], %[[upperBound3]], %[[upperBound4]], %[[dim4]], %[[dim5]], %[[dim6]], %[[dim7]]) step ({{.*}}) {
|
|
// CHECKPARALLEL: %[[dim8:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim9:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim10:.*]] = dim %[[arg1]], %[[c2]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim11:.*]] = dim %[[arg1]], %[[c3]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[aff1:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim8]]]
|
|
// CHECKPARALLEL: %[[aff2:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim9]]]
|
|
// CHECKPARALLEL: %[[aff3:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim10]]]
|
|
// CHECKPARALLEL: %[[aff4:.*]] = affine.apply #[[$convMap]](%{{.*}}, %{{.*}})[%[[dim11]]]
|
|
// CHECKPARALLEL: %[[va:.*]] = load %[[arg0]][%[[aff1]], %[[aff2]], %[[aff3]], %[[aff4]]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[vb:.*]] = load %[[arg1]][%[[i4]], %[[i5]], %[[i6]], %[[i7]]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[vc:.*]] = load %[[arg2]][%[[i0]], %[[i1]], %[[i2]], %[[i3]]] : memref<?x?x?x?xf32>
|
|
// CHECKPARALLEL: %[[inc:.*]] = mulf %[[va]], %[[vb]] : f32
|
|
// CHECKPARALLEL: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
|
|
// CHECKPARALLEL: store %[[res]], %[[arg2]][%[[i0]], %[[i1]], %[[i2]], %[[i3]]] : memref<?x?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
|
|
}
|
|
|
|
// CHECKLOOP-LABEL: @conv1d_no_symbols
|
|
// CHECKLOOP-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKLOOP-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKLOOP-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKLOOP: %[[c0:.*]] = constant 0 : index
|
|
// CHECKLOOP: %[[c1:.*]] = constant 1 : index
|
|
// CHECKLOOP: %[[dim0:.*]] = dim %[[arg1]], %[[c0]] : memref<?xf32>
|
|
// CHECKLOOP: %[[dim1:.*]] = dim %[[arg2]], %[[c0]] : memref<?xf32>
|
|
// CHECKLOOP: scf.for %[[b:.*]] = %[[c0]] to %[[dim1]] step %[[c1]] {
|
|
// CHECKLOOP: scf.for %[[m:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] {
|
|
// CHECKLOOP: %[[aff:.*]] = affine.apply #[[$stride1Dilation1]](%[[b]], %[[m]])
|
|
// CHECKLOOP: %[[vb:.*]] = load %[[arg0]][%[[aff]]] : memref<?xf32>
|
|
// CHECKLOOP: %[[va:.*]] = load %[[arg1]][%[[m]]] : memref<?xf32>
|
|
// CHECKLOOP: %[[vc:.*]] = load %[[arg2]][%[[b]]] : memref<?xf32>
|
|
// CHECKLOOP: %[[inc:.*]] = mulf %[[vb]], %[[va]] : f32
|
|
// CHECKLOOP: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
|
|
// CHECKLOOP: store %[[res]], %[[arg2]][%[[b]]] : memref<?xf32>
|
|
|
|
// CHECKPARALLEL-LABEL: @conv1d_no_symbols
|
|
// CHECKPARALLEL-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKPARALLEL-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKPARALLEL-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?xf32>
|
|
// CHECKPARALLEL: %[[c0:.*]] = constant 0 : index
|
|
// CHECKPARALLEL: %[[c1:.*]] = constant 1 : index
|
|
// CHECKPARALLEL: %[[dim0:.*]] = dim %[[arg1]], %[[c0]] : memref<?xf32>
|
|
// CHECKPARALLEL: %[[dim1:.*]] = dim %[[arg2]], %[[c0]] : memref<?xf32>
|
|
// CHECKPARALLEL: scf.parallel (%[[b:.*]]) = (%[[c0]]) to (%[[dim1]]) step (%[[c1]]) {
|
|
// CHECKPARALLEL: scf.for %[[m:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] {
|
|
// CHECKPARALLEL: %[[aff:.*]] = affine.apply #[[$stride1Dilation1]](%[[b]], %[[m]])
|
|
// CHECKPARALLEL: %[[vb:.*]] = load %[[arg0]][%[[aff]]] : memref<?xf32>
|
|
// CHECKPARALLEL: %[[va:.*]] = load %[[arg1]][%[[m]]] : memref<?xf32>
|
|
// CHECKPARALLEL: %[[vc:.*]] = 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
|
|
}
|
|
// CHECKLOOP-LABEL: @conv2d_no_symbols
|
|
// CHECKLOOP-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?xf32>
|
|
// CHECKLOOP-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?xf32>
|
|
// CHECKLOOP-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?xf32>
|
|
// CHECKLOOP: %[[c0:.*]] = constant 0 : index
|
|
// CHECKLOOP: %[[c1:.*]] = constant 1 : index
|
|
// CHECKLOOP: %[[dim0:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[dim1:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[dim2:.*]] = dim %[[arg2]], %[[c0]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[dim3:.*]] = dim %[[arg2]], %[[c1]] : memref<?x?xf32>
|
|
// CHECKLOOP: scf.for %[[arg3:.*]] = %[[c0]] to %[[dim2]] step %[[c1]] {
|
|
// CHECKLOOP: scf.for %[[arg4:.*]] = %[[c0]] to %[[dim3]] step %[[c1]] {
|
|
// CHECKLOOP: scf.for %[[arg5:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] {
|
|
// CHECKLOOP: scf.for %[[arg6:.*]] = %[[c0]] to %[[dim1]] step %[[c1]] {
|
|
// CHECKLOOP: %[[aff:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg3]], %[[arg5]])
|
|
// CHECKLOOP: %[[aff2:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg4]], %[[arg6]])
|
|
// CHECKLOOP: %[[vb:.*]] = load %[[arg0]][%[[aff]], %[[aff2]]] : memref<?x?xf32>
|
|
|
|
// CHECKLOOP: %[[va:.*]] = load %[[arg1]][%[[arg5]], %[[arg6]]] : memref<?x?xf32>
|
|
// CHECKLOOP: %[[vc:.*]] = load %[[arg2]][%[[arg3]], %[[arg4]]] : memref<?x?xf32>
|
|
|
|
// CHECKLOOP: %[[inc:.*]] = mulf %[[vb]], %[[va]] : f32
|
|
// CHECKLOOP: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
|
|
// CHECKLOOP: 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:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[dim1:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[dim2:.*]] = dim %[[arg2]], %[[c0]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[dim3:.*]] = 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:.*]] = load %[[arg0]][%[[aff]], %[[aff2]]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[va:.*]] = load %[[arg1]][%[[arg5]], %[[arg6]]] : memref<?x?xf32>
|
|
// CHECKPARALLEL: %[[vc:.*]] = 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
|
|
}
|
|
|
|
// CHECKLOOP-LABEL: @conv3d_no_symbols
|
|
// CHECKLOOP-SAME: %[[arg0:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
|
|
// CHECKLOOP-SAME: %[[arg1:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
|
|
// CHECKLOOP-SAME: %[[arg2:[a-zA-Z0-9]+]]: memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[c2:.*]] = constant 2 : index
|
|
// CHECKLOOP: %[[c0:.*]] = constant 0 : index
|
|
// CHECKLOOP: %[[c1:.*]] = constant 1 : index
|
|
// CHECKLOOP: %[[dim0:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim1:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim2:.*]] = dim %[[arg1]], %[[c2]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim3:.*]] = dim %[[arg2]], %[[c0]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim4:.*]] = dim %[[arg2]], %[[c1]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[dim5:.*]] = dim %[[arg2]], %[[c2]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: scf.for %[[arg3:.*]] = %[[c0]] to %[[dim3]] step %[[c1]] {
|
|
// CHECKLOOP: scf.for %[[arg4:.*]] = %[[c0]] to %[[dim4]] step %[[c1]] {
|
|
// CHECKLOOP: scf.for %[[arg5:.*]] = %[[c0]] to %[[dim5]] step %[[c1]] {
|
|
// CHECKLOOP: scf.for %[[arg6:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] {
|
|
// CHECKLOOP: scf.for %[[arg7:.*]] = %[[c0]] to %[[dim1]] step %[[c1]] {
|
|
// CHECKLOOP: scf.for %[[arg8:.*]] = %[[c0]] to %[[dim2]] step %[[c1]] {
|
|
// CHECKLOOP: %[[aff:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg3]], %[[arg6]])
|
|
// CHECKLOOP: %[[aff2:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg4]], %[[arg7]])
|
|
// CHECKLOOP: %[[aff3:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg5]], %[[arg8]])
|
|
// CHECKLOOP: %[[vb:.*]] = load %[[arg0]][%[[aff]], %[[aff2]], %[[aff3]]] : memref<?x?x?xf32>
|
|
|
|
// CHECKLOOP: %[[va:.*]] = load %[[arg1]][%[[arg6]], %[[arg7]], %[[arg8]]] : memref<?x?x?xf32>
|
|
// CHECKLOOP: %[[vc:.*]] = load %[[arg2]][%[[arg3]], %[[arg4]], %[[arg5]]] : memref<?x?x?xf32>
|
|
|
|
// CHECKLOOP: %[[inc:.*]] = mulf %[[vb]], %[[va]] : f32
|
|
// CHECKLOOP: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
|
|
// CHECKLOOP: 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:.*]] = dim %[[arg1]], %[[c0]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim1:.*]] = dim %[[arg1]], %[[c1]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim2:.*]] = dim %[[arg1]], %[[c2]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim3:.*]] = dim %[[arg2]], %[[c0]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim4:.*]] = dim %[[arg2]], %[[c1]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: %[[dim5:.*]] = dim %[[arg2]], %[[c2]] : memref<?x?x?xf32>
|
|
// CHECKPARALLEL: scf.parallel (%[[arg3:.*]], %[[arg4:.*]], %[[arg5:.*]]) = (%[[c0]], %[[c0]], %[[c0]]) to (%[[dim3]], %[[dim4]], %[[dim5]]) step (%[[c1]], %[[c1]], %[[c1]]) {
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// CHECKPARALLEL: scf.for %[[arg6:.*]] = %[[c0]] to %[[dim0]] step %[[c1]] {
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// CHECKPARALLEL: scf.for %[[arg7:.*]] = %[[c0]] to %[[dim1]] step %[[c1]] {
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// CHECKPARALLEL: scf.for %[[arg8:.*]] = %[[c0]] to %[[dim2]] step %[[c1]] {
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// CHECKPARALLEL: %[[aff:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg3]], %[[arg6]])
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// CHECKPARALLEL: %[[aff2:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg4]], %[[arg7]])
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// CHECKPARALLEL: %[[aff3:.*]] = affine.apply #[[$stride1Dilation1]](%[[arg5]], %[[arg8]])
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// CHECKPARALLEL: %[[vb:.*]] = load %[[arg0]][%[[aff]], %[[aff2]], %[[aff3]]] : memref<?x?x?xf32>
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// CHECKPARALLEL: %[[va:.*]] = load %[[arg1]][%[[arg6]], %[[arg7]], %[[arg8]]] : memref<?x?x?xf32>
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// CHECKPARALLEL: %[[vc:.*]] = load %[[arg2]][%[[arg3]], %[[arg4]], %[[arg5]]] : memref<?x?x?xf32>
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// CHECKPARALLEL: %[[inc:.*]] = mulf %[[vb]], %[[va]] : f32
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// CHECKPARALLEL: %[[res:.*]] = addf %[[vc]], %[[inc]] : f32
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// CHECKPARALLEL: store %[[res]], %[[arg2]][%[[arg3]], %[[arg4]], %[[arg5]]] : memref<?x?x?xf32>
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