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|
// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2" -mlir-disable-threading=true | FileCheck %s -check-prefix=TILE-2
// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=0,2" -mlir-disable-threading=true | FileCheck %s -check-prefix=TILE-02
// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=0,0,2" -mlir-disable-threading=true | FileCheck %s -check-prefix=TILE-002
// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2,3,4" -mlir-disable-threading=true | FileCheck %s -check-prefix=TILE-234
// TILE-2-DAG: #[[$strided1D:.*]] = affine_map<(d0)[s0] -> (d0 + s0)>
// TILE-02-DAG: #[[$strided1D:.*]] = affine_map<(d0)[s0] -> (d0 + s0)>
// TILE-002-DAG: #[[$strided1D:.*]] = affine_map<(d0)[s0] -> (d0 + s0)>
// TILE-234-DAG: #[[$strided1D:.*]] = affine_map<(d0)[s0] -> (d0 + s0)>
// TILE-2-DAG: #[[$strided2D:.*]] = affine_map<(d0, d1)[s0, s1] -> (d0 * s1 + s0 + d1)>
// TILE-02-DAG: #[[$strided2D:.*]] = affine_map<(d0, d1)[s0, s1] -> (d0 * s1 + s0 + d1)>
// TILE-002-DAG: #[[$strided2D:.*]] = affine_map<(d0, d1)[s0, s1] -> (d0 * s1 + s0 + d1)>
// TILE-234-DAG: #[[$strided2D:.*]] = affine_map<(d0, d1)[s0, s1] -> (d0 * s1 + s0 + d1)>
// TILE-2-DAG: #[[$bound_map:.*]] = affine_map<(d0)[s0] -> (2, -d0 + s0)>
// TILE-02-DAG: #[[$bound_map:.*]] = affine_map<(d0)[s0] -> (2, -d0 + s0)>
// TILE-002-DAG: #[[$bound_map:.*]] = affine_map<(d0)[s0] -> (2, -d0 + s0)>
// TILE-234-DAG: #[[$bound_map_2:.*]] = affine_map<(d0)[s0] -> (2, -d0 + s0)>
// TILE-234-DAG: #[[$bound_map_3:.*]] = affine_map<(d0)[s0] -> (3, -d0 + s0)>
// TILE-234-DAG: #[[$bound_map_4:.*]] = affine_map<(d0)[s0] -> (4, -d0 + s0)>
// TILE-2-DAG: #[[$stride_99_1_layout_map:.*]] = affine_map<(d0, d1)[s0] -> (d0 * 99 + s0 + d1)>
// TILE-02-DAG: #[[$stride_99_1_layout_map:.*]] = affine_map<(d0, d1)[s0] -> (d0 * 99 + s0 + d1)>
// TILE-234-DAG: #[[$stride_99_1_layout_map:.*]] = affine_map<(d0, d1)[s0] -> (d0 * 99 + s0 + d1)>
func @matmul(%arg0: memref<?x?xf32, offset: ?, strides: [?, 1]>,
%arg1: memref<?x?xf32, offset: ?, strides: [?, 1]>,
%arg2: memref<?x?xf32, offset: ?, strides: [?, 1]>) {
linalg.matmul
ins(%arg0, %arg1: memref<?x?xf32, offset: ?, strides: [?, 1]>,
memref<?x?xf32, offset: ?, strides: [?, 1]>)
outs(%arg2: memref<?x?xf32, offset: ?, strides: [?, 1]>)
return
}
// TILE-2-LABEL: func @matmul(
// TILE-2-DAG: %[[C0:.*]] = constant 0 : index
// TILE-2-DAG: %[[C2:.*]] = constant 2 : index
// TILE-2: %[[M:.*]] = memref.dim %{{.*}}, %c0 : memref<?x?xf32, #[[$strided2D]]>
// TILE-2: scf.for %[[I:.*]] = %{{.*}}{{.*}} to %[[M]] step %{{.*}} {
// TILE-2: %[[localM:.*]] = memref.dim %{{.*}}, %c0
// TILE-2: %[[szM:.*]] = affine.min #[[$bound_map]](%[[I]])[%[[localM]]]
// TILE-2: %[[K:.*]] = memref.dim %{{.*}}, %c1 : memref<?x?xf32, #[[$strided2D]]>
// TILE-2: %[[sAi:.*]] = memref.subview %{{.*}}[%[[I]], 0] [%[[szM]], %[[K]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
// TILE-2: %[[localK:.*]] = memref.dim %{{.*}}, %c0
// TILE-2: %[[szK:.*]] = affine.min #[[$bound_map]](%[[I]])[%[[localK]]]
// TILE-2: %[[N:.*]] = memref.dim %{{.*}}, %c1 : memref<?x?xf32, #[[$strided2D]]>
// TILE-2: %[[sCi:.*]] = memref.subview %{{.*}}[%[[I]], 0] [%[[szK]], %[[N]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
// TILE-2: linalg.matmul ins(%[[sAi]]{{.*}} outs(%[[sCi]]
// TILE-02-LABEL: func @matmul(
// TILE-02-DAG: %[[C0:.*]] = constant 0 : index
// TILE-02-DAG: %[[C2:.*]] = constant 2 : index
// TILE-02: %[[N:.*]] = memref.dim %arg1, %c1 : memref<?x?xf32, #[[$strided2D]]>
// TILE-02: scf.for %[[J:.*]] = %{{.*}} to %[[N]] step %{{.*}} {
// TILE-02: %[[K:.*]] = memref.dim %{{.*}}, %c0 : memref<?x?xf32, #[[$strided2D]]>
// TILE-02: %[[localN:.*]] = memref.dim %{{.*}}, %c1
// TILE-02: %[[szN:.*]] = affine.min #[[$bound_map]](%[[J]])[%[[localN]]]
// TILE-02: %[[sBj:.*]] = memref.subview %{{.*}}[0, %[[J]]] [%[[K]], %[[szN]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
// TILE-02: %[[M:.*]] = memref.dim %{{.*}}, %c0 : memref<?x?xf32, #[[$strided2D]]>
// TILE-02: %[[localK:.*]] = memref.dim %{{.*}}, %c1
// TILE-02: %[[szK:.*]] = affine.min #[[$bound_map]](%[[J]])[%[[localK]]]
// TILE-02: %[[sCj:.*]] = memref.subview %{{.*}}[0, %[[J]]] [%[[M]], %[[szK]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
// TILE-02: linalg.matmul ins(%{{.*}}, %[[sBj]]{{.*}} outs(%[[sCj]]
// TILE-002-LABEL: func @matmul(
// TILE-002-DAG: %[[C0:.*]] = constant 0 : index
// TILE-002-DAG: %[[C2:.*]] = constant 2 : index
// TILE-002: %[[ubK:.*]] = memref.dim %{{.*}}, %c1 : memref<?x?xf32, #[[$strided2D]]>
// TILE-002: scf.for %[[K:.*]] = %{{.*}}{{.*}} to %[[ubK]] step %{{.*}} {
// TILE-002: %[[M:.*]] = memref.dim %{{.*}}, %c0 : memref<?x?xf32, #[[$strided2D]]>
// TILE-002: %[[localK:.*]] = memref.dim %{{.*}}, %c1
// TILE-002: %[[szK:.*]] = affine.min #[[$bound_map]](%[[K]])[%[[localK]]]
// TILE-002: %[[sAj:.*]] = memref.subview %{{.*}}[0, %[[K]]] [%[[M]], %[[szK]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
// TILE-002: %[[localK:.*]] = memref.dim %{{.*}}, %c0
// TILE-002: %[[szK:.*]] = affine.min #[[$bound_map]](%[[K]])[%[[localK]]]
// TILE-002: %[[N:.*]] = memref.dim %{{.*}}, %c1 : memref<?x?xf32, #[[$strided2D]]>
// TILE-002: %[[sBj:.*]] = memref.subview %{{.*}}[%[[K]], 0] [%[[szK]], %[[N]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
// TILE-002: linalg.matmul ins(%[[sAj]], %[[sBj]]{{.*}} outs(%{{.*}}
// TILE-234-LABEL: func @matmul(
// TILE-234-DAG: %[[C0:.*]] = constant 0 : index
// TILE-234-DAG: %[[C2:.*]] = constant 2 : index
// TILE-234-DAG: %[[C3:.*]] = constant 3 : index
// TILE-234-DAG: %[[C4:.*]] = constant 4 : index
// TILE-234: %[[ubM:.*]] = memref.dim %{{.*}}, %c0 : memref<?x?xf32, #[[$strided2D]]>
// TILE-234: %[[ubK:.*]] = memref.dim %{{.*}}, %c1 : memref<?x?xf32, #[[$strided2D]]>
// TILE-234: %[[ubN:.*]] = memref.dim %{{.*}}, %c1 : memref<?x?xf32, #[[$strided2D]]>
// TILE-234: scf.for %[[I:.*]] = %{{.*}}{{.*}} to %[[ubM]] step %{{.*}} {
// TILE-234: scf.for %[[J:.*]] = %{{.*}}{{.*}} to %[[ubN]] step %{{.*}} {
// TILE-234: scf.for %[[K:.*]] = %{{.*}}{{.*}} to %[[ubK]] step %{{.*}} {
// TILE-234: %[[localM:.*]] = memref.dim %{{.*}}, %c0
// TILE-234: %[[szM:.*]] = affine.min #[[$bound_map_2]](%[[I]])[%[[localM]]]
// TILE-234: %[[localK:.*]] = memref.dim %{{.*}}, %c1
// TILE-234: %[[szK:.*]] = affine.min #[[$bound_map_4]](%[[K]])[%[[localK]]]
// TILE-234: %[[sAik:.*]] = memref.subview %{{.*}}[%[[I]], %[[K]]] [%[[szM]], %[[szK]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
// TILE-234: %[[localK:.*]] = memref.dim %{{.*}}, %c0
// TILE-234: %[[szK:.*]] = affine.min #[[$bound_map_4]](%[[K]])[%[[localK]]]
// TILE-234: %[[localN:.*]] = memref.dim %{{.*}}, %c1
// TILE-234: %[[szN:.*]] = affine.min #[[$bound_map_3]](%[[J]])[%[[localN]]]
// TILE-234: %[[sBkj:.*]] = memref.subview %{{.*}}[%[[K]], %[[J]]] [%[[szK]], %[[szN]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
// TILE-234: %[[localM:.*]] = memref.dim %{{.*}}, %c0
// TILE-234: %[[szM:.*]] = affine.min #[[$bound_map_2]](%[[I]])[%[[localM]]]
// TILE-234: %[[localN:.*]] = memref.dim %{{.*}}, %c1
// TILE-234: %[[szN:.*]] = affine.min #[[$bound_map_3]](%[[J]])[%[[localN]]]
// TILE-234: %[[sCij:.*]] = memref.subview %{{.*}}[%[[I]], %[[J]]] [%[[szM]], %[[szN]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
//
// TILE-234: linalg.matmul ins(%[[sAik]], %[[sBkj]]{{.*}} outs(%[[sCij]]
// When the buffer shapes are known at compile time, it is possible to avoid
// the "min" in subview size computation. This test uses buffer sizes divisible
// by respective tile sizes (M=10 divisble by 2, N=12 divisible by 2 and 3,
// K=16 divisble by 2 and 4).
func @matmul_static(%arg0: memref<10x16xf32, offset: ?, strides: [?, 1]>,
%arg1: memref<16x12xf32, offset: ?, strides: [?, 1]>,
%arg2: memref<10x12xf32, offset: ?, strides: [?, 1]>) {
linalg.matmul
ins(%arg0, %arg1: memref<10x16xf32, offset: ?, strides: [?, 1]>,
memref<16x12xf32, offset: ?, strides: [?, 1]>)
outs(%arg2: memref<10x12xf32, offset: ?, strides: [?, 1]>)
return
}
// TILE-2-LABEL: func @matmul_static(
// TILE-2-SAME: %[[ARG0:[0-9a-zA-Z]*]]: memref
// TILE-2-SAME: %[[ARG1:[0-9a-zA-Z]*]]: memref
// TILE-2-SAME: %[[ARG2:[0-9a-zA-Z]*]]: memref
// TILE-2-DAG: %[[C0:.*]] = constant 0 : index
// TILE-2-DAG: %[[C2:.*]] = constant 2 : index
// TILE-2-DAG: %[[M:.*]] = constant 10 : index
// TILE-2: scf.for %[[I:.*]] = %{{.*}} to %[[M]] step %{{.*}} {
// TILE-2: %[[sAi:.*]] = memref.subview %{{.*}}[%[[I]], 0] [2, 16] [1, 1] : memref<10x16xf32, #[[$strided2D]]> to memref<2x16xf32, #[[$strided2D]]>
// TILE-2: %[[sCi:.*]] = memref.subview %{{.*}}[%[[I]], 0] [2, 12] [1, 1] : memref<10x12xf32, #[[$strided2D]]> to memref<2x12xf32, #[[$strided2D]]>
// TILE-2: linalg.matmul ins(%[[sAi]], %{{.*}}{{.*}} outs(%[[sCi]]
// TILE-02-LABEL: func @matmul_static(
// TILE-02-DAG: %[[C0:.*]] = constant 0 : index
// TILE-02-DAG: %[[C2:.*]] = constant 2 : index
// TILE-02-DAG: %[[N:.*]] = constant 12 : index
// TILE-02: scf.for %[[J:.*]] = %{{.*}} to %[[N]] step %{{.*}} {
// TILE-02: %[[sBj:.*]] = memref.subview %{{.*}}[0, %[[J]]] [16, 2] [1, 1] : memref<16x12xf32, #[[$strided2D]]> to memref<16x2xf32, #[[$strided2D]]>
// TILE-02: %[[sCj:.*]] = memref.subview %{{.*}}[0, %[[J]]] [10, 2] [1, 1] : memref<10x12xf32, #[[$strided2D]]> to memref<10x2xf32, #[[$strided2D]]>
// TILE-02: linalg.matmul ins(%{{.*}}, %[[sBj]]{{.*}} outs(%[[sCj]]
// TILE-002-LABEL: func @matmul_static(
// TILE-002-DAG: %[[C0:.*]] = constant 0 : index
// TILE-002-DAG: %[[C2:.*]] = constant 2 : index
// TILE-002-DAG: %[[C16:.*]] = constant 16 : index
// TILE-002: scf.for %[[K:.*]] = %{{.*}}{{.*}} to %[[C16]] step %{{.*}} {
// TILE-002: %[[sAj:.*]] = memref.subview %{{.*}}[0, %[[K]]] [10, 2] [1, 1] : memref<10x16xf32, #[[$strided2D]]> to memref<10x2xf32, #[[$strided2D]]>
// TILE-002: %[[sBj:.*]] = memref.subview %{{.*}}[%[[K]], 0] [2, 12] [1, 1] : memref<16x12xf32, #[[$strided2D]]> to memref<2x12xf32, #[[$strided2D]]>
// TILE-002: linalg.matmul ins(%[[sAj]], %[[sBj]]{{.*}} outs(%{{.*}}
// TILE-234-LABEL: func @matmul_static(
// TILE-234-DAG: %[[C0:.*]] = constant 0 : index
// TILE-234-DAG: %[[C2:.*]] = constant 2 : index
// TILE-234-DAG: %[[C3:.*]] = constant 3 : index
// TILE-234-DAG: %[[C4:.*]] = constant 4 : index
// TILE-234-DAG: %[[C10:.*]] = constant 10 : index
// TILE-234-DAG: %[[C16:.*]] = constant 16 : index
// TILE-234-DAG: %[[C12:.*]] = constant 12 : index
// TILE-234: scf.for %[[I:.*]] = %{{.*}}{{.*}} to %[[C10]] step %{{.*}} {
// TILE-234: scf.for %[[J:.*]] = %{{.*}}{{.*}} to %[[C12]] step %{{.*}} {
// TILE-234: scf.for %[[K:.*]] = %{{.*}}{{.*}} to %[[C16]] step %{{.*}} {
// TILE-234: %[[sAik:.*]] = memref.subview %{{.*}}[%[[I]], %[[K]]] [2, 4] [1, 1] : memref<10x16xf32, #[[$strided2D]]> to memref<2x4xf32, #[[$strided2D]]>
// TILE-234: %[[sBkj:.*]] = memref.subview %{{.*}}[%[[K]], %[[J]]] [4, 3] [1, 1] : memref<16x12xf32, #[[$strided2D]]> to memref<4x3xf32, #[[$strided2D]]>
// TILE-234: %[[sCij:.*]] = memref.subview %{{.*}}[%[[I]], %[[J]]] [2, 3] [1, 1] : memref<10x12xf32, #[[$strided2D]]> to memref<2x3xf32, #[[$strided2D]]>
//
// TILE-234: linalg.matmul ins(%[[sAik]], %[[sBkj]]{{.*}} outs(%[[sCij]]
func @matvec(%arg0: memref<?x?xf32, offset: ?, strides: [?, 1]>, %arg1: memref<?xf32, offset: ?, strides: [1]>, %arg2: memref<?xf32, offset: ?, strides: [1]>) {
linalg.matvec
ins(%arg0, %arg1: memref<?x?xf32, offset: ?, strides: [?, 1]>,
memref<?xf32, offset: ?, strides: [1]>)
outs(%arg2: memref<?xf32, offset: ?, strides: [1]>)
return
}
// TILE-2-LABEL: func @matvec(
// TILE-2-SAME: %[[ARG0:[0-9a-zA-Z]*]]: memref
// TILE-2-SAME: %[[ARG1:[0-9a-zA-Z]*]]: memref
// TILE-2-SAME: %[[ARG2:[0-9a-zA-Z]*]]: memref
// TILE-2-DAG: %[[C0:.*]] = constant 0 : index
// TILE-2-DAG: %[[C2:.*]] = constant 2 : index
// TILE-2: %[[M:.*]] = memref.dim %{{.*}}, %c0 : memref<?x?xf32, #[[$strided2D]]>
// TILE-2: scf.for %[[I:.*]] = %{{.*}}{{.*}} to %[[M]] step %{{.*}} {
// TILE-2: %[[localM:.*]] = memref.dim %[[ARG0]], %c0
// TILE-2: %[[szM:.*]] = affine.min #[[$bound_map]](%[[I]])[%[[localM]]]
// TILE-2: %[[N:.*]] = memref.dim %{{.*}}, %c1 : memref<?x?xf32, #[[$strided2D]]>
// TILE-2: %[[sAi:.*]] = memref.subview %{{.*}}[%[[I]], 0] [%[[szM]], %[[N]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
// TILE-2: %[[localN:.*]] = memref.dim %{{.*}}, %c0
// TILE-2: %[[szN:.*]] = affine.min #[[$bound_map]](%[[I]])[%[[localN]]]
// TILE-2: %[[sCi:.*]] = memref.subview %{{.*}}[%[[I]]] [%[[szN]]] [1] : memref<?xf32, #[[$strided1D]]> to memref<?xf32, #[[$strided1D]]>
// TILE-2: linalg.matvec ins(%[[sAi]], %{{.*}} outs(%[[sCi]]
// TILE-02-LABEL: func @matvec(
// TILE-02-SAME: %[[ARG0:[0-9a-zA-Z]*]]: memref
// TILE-02-SAME: %[[ARG1:[0-9a-zA-Z]*]]: memref
// TILE-02-SAME: %[[ARG2:[0-9a-zA-Z]*]]: memref
// TILE-02-DAG: %[[C0:.*]] = constant 0 : index
// TILE-02-DAG: %[[C2:.*]] = constant 2 : index
// TILE-02: %[[K:.*]] = memref.dim %{{.*}}, %c1 : memref<?x?xf32, #[[$strided2D]]>
// TILE-02: scf.for %[[J:.*]] = %{{.*}}{{.*}} to %[[K]] step %{{.*}} {
// TILE-02: %[[M:.*]] = memref.dim %{{.*}}, %c0 : memref<?x?xf32, #[[$strided2D]]>
// TILE-02: %[[localN:.*]] = memref.dim %{{.*}}, %c1
// TILE-02: %[[szN:.*]] = affine.min #[[$bound_map]](%[[J]])[%[[localN]]]
// TILE-02: %[[sAj:.*]] = memref.subview %{{.*}}[0, %[[J]]] [%[[M]], %[[szN]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
// TILE-02: %[[localN:.*]] = memref.dim %{{.*}}, %c0
// TILE-02: %[[szN:.*]] = affine.min #[[$bound_map]](%[[J]])[%[[localN]]]
// TILE-02: %[[sBj:.*]] = memref.subview %{{.*}}[%[[J]]] [%[[szN]]] [1] : memref<?xf32, #[[$strided1D]]> to memref<?xf32, #[[$strided1D]]>
// TILE-02: linalg.matvec ins(%[[sAj]], %[[sBj]]{{.*}} outs(%{{.*}}
// TILE-002-LABEL: func @matvec(
// TILE-002-SAME: %[[ARG0:[0-9a-zA-Z]*]]: memref
// TILE-002-SAME: %[[ARG1:[0-9a-zA-Z]*]]: memref
// TILE-002-SAME: %[[ARG2:[0-9a-zA-Z]*]]: memref
// TILE-002-NOT: scf.for
// TILE-234-LABEL: func @matvec(
// TILE-234-SAME: %[[ARG0:[0-9a-zA-Z]*]]: memref
// TILE-234-SAME: %[[ARG1:[0-9a-zA-Z]*]]: memref
// TILE-234-SAME: %[[ARG2:[0-9a-zA-Z]*]]: memref
// TILE-234-DAG: %[[C0:.*]] = constant 0 : index
// TILE-234-DAG: %[[C2:.*]] = constant 2 : index
// TILE-234-DAG: %[[C3:.*]] = constant 3 : index
// TILE-234: %[[M:.*]] = memref.dim %{{.*}}, %c0 : memref<?x?xf32, #[[$strided2D]]>
// TILE-234: %[[K:.*]] = memref.dim %{{.*}}, %c1 : memref<?x?xf32, #[[$strided2D]]>
// TILE-234: scf.for %[[I:.*]] = %{{.*}}{{.*}} to %[[M]] step %{{.*}} {
// TILE-234: scf.for %[[J:.*]] = %{{.*}}{{.*}} to %[[K]] step %{{.*}} {
// TILE-234: %[[localM:.*]] = memref.dim %{{.*}}, %c0
// TILE-234: %[[szM:.*]] = affine.min #[[$bound_map_2]](%[[I]])[%[[localM]]]
// TILE-234: %[[localN:.*]] = memref.dim %{{.*}}, %c1
// TILE-234: %[[szN:.*]] = affine.min #[[$bound_map_3]](%[[J]])[%[[localN]]]
// TILE-234: %[[sAij:.*]] = memref.subview %{{.*}}[%[[I]], %[[J]]] [%[[szM]], %[[szN]]] [1, 1] : memref<?x?xf32, #[[$strided2D]]> to memref<?x?xf32, #[[$strided2D]]>
// TILE-234: %[[localN:.*]] = memref.dim %{{.*}}, %c0
// TILE-234: %[[szN:.*]] = affine.min #[[$bound_map_3]](%[[J]])[%[[localN]]]
// TILE-234: %[[sBj:.*]] = memref.subview %{{.*}}[%[[J]]] [%[[szN]]] [1] : memref<?xf32, #[[$strided1D]]> to memref<?xf32, #[[$strided1D]]>
// TILE-234: %[[localM:.*]] = memref.dim %{{.*}}, %c0
// TILE-234: %[[szM:.*]] = affine.min #[[$bound_map_2]](%[[I]])[%[[localM]]]
// TILE-234: %[[sCi:.*]] = memref.subview %{{.*}}[%[[I]]] [%[[szM]]] [1] : memref<?xf32, #[[$strided1D]]> to memref<?xf32, #[[$strided1D]]>
//
// TILE-234: linalg.matvec ins(%[[sAij]], %[[sBj]]{{.*}} outs(%[[sCi]]
func @dot(%arg0: memref<?xf32, offset: ?, strides: [1]>, %arg1: memref<?xf32, offset: ?, strides: [1]>, %arg2: memref<f32>) {
linalg.dot
ins(%arg0, %arg1: memref<?xf32, offset: ?, strides: [1]>, memref<?xf32, offset: ?, strides: [1]>)
outs(%arg2: memref<f32>)
return
}
// TILE-2-LABEL: func @dot(
// TILE-2-DAG: %[[C0:.*]] = constant 0 : index
// TILE-2-DAG: %[[C2:.*]] = constant 2 : index
// TILE-2: %[[M:.*]] = memref.dim %{{.*}}, %c0 : memref<?xf32, #[[$strided1D]]>
// TILE-2: scf.for %[[I:.*]] = %{{.*}}{{.*}} to %[[M]] step %{{.*}} {
// TILE-2: %[[localM:.*]] = memref.dim %{{.*}}, %c0
// TILE-2: %[[szM:.*]] = affine.min #[[$bound_map]](%[[I]])[%[[localM]]]
// TILE-2: %[[sAi:.*]] = memref.subview %{{.*}}[%[[I]]] [%[[szM]]] [1] : memref<?xf32, #[[$strided1D]]> to memref<?xf32, #[[$strided1D]]>
// TILE-2: %[[localM:.*]] = memref.dim %{{.*}}, %c0
// TILE-2: %[[szM:.*]] = affine.min #[[$bound_map]](%[[I]])[%[[localM]]]
// TILE-2: %[[sBi:.*]] = memref.subview %{{.*}}[%[[I]]] [%[[szM]]] [1] : memref<?xf32, #[[$strided1D]]> to memref<?xf32, #[[$strided1D]]>
// TILE-2: linalg.dot ins(%[[sAi]], %[[sBi]]{{.*}} outs(
// TILE-02-LABEL: func @dot(
// TILE-02-NOT: scf.for
// TILE-002-LABEL: func @dot(
// TILE-002-NOT: scf.for
// TILE-234-LABEL: func @dot(
// TILE-234-DAG: %[[C0:.*]] = constant 0 : index
// TILE-234-DAG: %[[C2:.*]] = constant 2 : index
// TILE-234: %[[ubK:.*]] = memref.dim %{{.*}}, %c0 : memref<?xf32, #[[$strided1D]]>
// TILE-234: scf.for %[[I:.*]] = %{{.*}} to %[[ubK]] step %{{.*}} {
// TILE-234: %[[localM:.*]] = memref.dim %{{.*}}, %c0
// TILE-234: %[[szM:.*]] = affine.min #[[$bound_map_2]](%[[I]])[%[[localM]]]
// TILE-234: %[[sAi:.*]] = memref.subview %{{.*}}[%[[I]]] [%[[szM]]] [1] : memref<?xf32, #[[$strided1D]]> to memref<?xf32, #[[$strided1D]]>
// TILE-234: %[[localM:.*]] = memref.dim %{{.*}}, %c0
// TILE-234: %[[szM:.*]] = affine.min #[[$bound_map_2]](%[[I]])[%[[localM]]]
// TILE-234: %[[sBi:.*]] = memref.subview %{{.*}}[%[[I]]] [%[[szM]]] [1] : memref<?xf32, #[[$strided1D]]> to memref<?xf32, #[[$strided1D]]>
// TILE-234: linalg.dot ins(%[[sAi]], %[[sBi]]{{.*}} outs(
func @fill_static(%arg0: memref<127x99xf32>, %arg1: f32) {
linalg.fill(%arg1, %arg0) : f32, memref<127x99xf32>
return
}
// TILE-2-LABEL: func @fill_static
// TILE-2: for
// TILE-2-NOT: for
// TILE-2: memref.subview{{.*}} : memref<127x99xf32>
// TILE-2: linalg.fill{{.*}} : f32, memref<?x99xf32, #[[$stride_99_1_layout_map]]>
// TILE-02-LABEL: func @fill_static
// TILE-02: for
// TILE-02-NOT: for
// TILE-02: memref.subview{{.*}} : memref<127x99xf32>
// TILE-02: linalg.fill{{.*}} : f32, memref<127x?xf32, #[[$stride_99_1_layout_map]]>
// TILE-002-LABEL: func @fill_static
// TILE-002-NOT: for
// TILE-002: linalg.fill{{.*}} f32, memref<127x99xf32>
// TILE-234-LABEL: func @fill_static
// TILE-234: for
// TILE-234: for
// TILE-234-NOT: for
// TILE-234: memref.subview{{.*}} : memref<127x99xf32>
// TILE-234: linalg.fill{{.*}} : f32, memref<?x3xf32, #[[$stride_99_1_layout_map]]>
func @fill(%arg0: memref<?x?xf32, offset: ?, strides: [?, 1]>, %arg1: f32) {
linalg.fill(%arg1, %arg0) : f32, memref<?x?xf32, offset: ?, strides: [?, 1]>
return
}
// TILE-2-LABEL: func @fill
// TILE-2: for
// TILE-2-NOT: for
// TILE-2: fill{{.*}} f32
// TILE-02-LABEL: func @fill
// TILE-02: for
// TILE-02-NOT: for
// TILE-02: fill{{.*}} f32
// TILE-002-LABEL: func @fill
// TILE-002-NOT: for
// TILE-002: fill{{.*}} f32
// TILE-234-LABEL: func @fill
// TILE-234: for
// TILE-234: for
// TILE-234-NOT: for
// TILE-234: fill{{.*}} f32
#id_2d = affine_map<(i, j) -> (i, j)>
#pointwise_2d_trait = {
args_in = 2,
args_out = 1,
indexing_maps = [#id_2d, #id_2d, #id_2d],
iterator_types = ["parallel", "parallel"]
}
func @pointwise(%arg0: memref<?x?xf32, offset: ?, strides: [?, 1]>, %arg1: memref<?x?xf32, offset: ?, strides: [?, 1]>,
%arg2: memref<?x?xf32, offset: ?, strides: [?, 1]>) {
linalg.generic #pointwise_2d_trait
ins(%arg0, %arg1 : memref<?x?xf32, offset: ?, strides: [?, 1]>, memref<?x?xf32, offset: ?, strides: [?, 1]>)
outs(%arg2 : memref<?x?xf32, offset: ?, strides: [?, 1]>) {
^bb0(%arg4: f32, %arg5: f32, %arg6: f32): // no predecessors
%4 = addf %arg4, %arg5 : f32
linalg.yield %4 : f32
}
return
}
// TILE-2-LABEL: func @pointwise
// TILE-2: for
// TILE-2-NOT: for
// TILE-2: linalg.generic
// TILE-02-LABEL: func @pointwise
// TILE-02: for
// TILE-02-NOT: for
// TILE-02: linalg.generic
// TILE-002-LABEL: func @pointwise
// TILE-002-NOT: for
// TILE-002: linalg.generic
// TILE-234-LABEL: func @pointwise
// TILE-234: for
// TILE-234: for
// TILE-234-NOT: for
// TILE-234: linalg.generic
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