tile.mlir
15.2 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
// RUN: mlir-opt %s -linalg-tile -linalg-tile-sizes=2 | FileCheck %s -check-prefix=TILE-2
// RUN: mlir-opt %s -linalg-tile -linalg-tile-sizes=0,2 | FileCheck %s -check-prefix=TILE-02
// RUN: mlir-opt %s -linalg-tile -linalg-tile-sizes=0,0,2 | FileCheck %s -check-prefix=TILE-002
// RUN: mlir-opt %s -linalg-tile -linalg-tile-sizes=2,3,4 | 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: #[[strided1D_dynamic:.*]] = affine_map<(d0)[s0, s1] -> (d0 * s1 + s0)>
// TILE-02-DAG: #[[strided1D_dynamic:.*]] = affine_map<(d0)[s0, s1] -> (d0 * s1 + s0)>
// T_ILE-002-DAG: #[[strided1D_dynamic:.*]] = affine_map<(d0)[s0, s1] -> (d0 * s1 + s0)>
// TILE-234-DAG: #[[strided1D_dynamic:.*]] = affine_map<(d0)[s0, s1] -> (d0 * s1 + s0)>
// TILE-2-DAG: #[[strided2D_dynamic:.*]] = affine_map<(d0, d1)[s0, s1, s2] -> (d0 * s1 + s0 + d1 * s2)>
// TILE-02-DAG: #[[strided2D_dynamic:.*]] = affine_map<(d0, d1)[s0, s1, s2] -> (d0 * s1 + s0 + d1 * s2)>
// TILE-002-DAG: #[[strided2D_dynamic:.*]] = affine_map<(d0, d1)[s0, s1, s2] -> (d0 * s1 + s0 + d1 * s2)>
// TILE-234-DAG: #[[strided2D_dynamic:.*]] = affine_map<(d0, d1)[s0, s1, s2] -> (d0 * s1 + s0 + d1 * s2)>
// REACTIVATE_ME_TILE-2-DAG: #[[stride_99_1_layout_map:.*]] = affine_map<(d0, d1)[s0] -> (d0 * 99 + s0 + d1)>
// REACTIVATE_ME_TILE-02-DAG: #[[stride_99_1_layout_map:.*]] = affine_map<(d0, d1)[s0] -> (d0 * 99 + s0 + d1)>
// REACTIVATE_ME_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(%arg0, %arg1, %arg2) : memref<?x?xf32, offset: ?, strides: [?, 1]>, memref<?x?xf32, offset: ?, strides: [?, 1]>, memref<?x?xf32, offset: ?, strides: [?, 1]>
return
}
// TILE-2-LABEL: func @matmul(
// TILE-2-DAG: %[[C0:.*]] = constant 0 : index
// TILE-2-DAG: %[[C1:.*]] = constant 1 : index
// TILE-2-DAG: %[[C2:.*]] = constant 2 : index
// TILE-2: %[[M:.*]] = dim %{{.*}}, 0 : memref<?x?xf32, #[[strided2D]]>
// TILE-2: loop.for %[[I:.*]] = %{{.*}}{{.*}} to %[[M]] step %{{.*}} {
// TILE-2: %[[K:.*]] = dim %{{.*}}, 1 : memref<?x?xf32, #[[strided2D]]>
// TILE-2: %[[sAi:.*]] = std.subview %{{.*}}[%[[I]], %[[C0]]][%[[C2]], %[[K]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-2: %[[N:.*]] = dim %{{.*}}, 1 : memref<?x?xf32, #[[strided2D]]>
// TILE-2: %[[sCi:.*]] = std.subview %{{.*}}[%[[I]], %[[C0]]][%[[C2]], %[[N]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-2: linalg.matmul(%[[sAi]], %{{.*}}, %[[sCi]]) : memref<?x?xf32, #[[strided2D_dynamic]]>, memref<?x?xf32, #[[strided2D]]>, memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-02-LABEL: func @matmul(
// TILE-02-DAG: %[[C0:.*]] = constant 0 : index
// TILE-02-DAG: %[[C1:.*]] = constant 1 : index
// TILE-02-DAG: %[[C2:.*]] = constant 2 : index
// TILE-02: %[[N:.*]] = dim %arg1, 1 : memref<?x?xf32, #[[strided2D]]>
// TILE-02: loop.for %[[J:.*]] = %{{.*}} to %[[N]] step %{{.*}} {
// TILE-02: %[[K:.*]] = dim %{{.*}}, 0 : memref<?x?xf32, #[[strided2D]]>
// TILE-02: %[[sBj:.*]] = std.subview %{{.*}}[%[[C0]], %[[J]]][%[[K]], %[[C2]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-02: %[[M:.*]] = dim %{{.*}}, 0 : memref<?x?xf32, #[[strided2D]]>
// TILE-02: %[[sCj:.*]] = std.subview %{{.*}}[%[[C0]], %[[J]]][%[[M]], %[[C2]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-02: linalg.matmul(%{{.*}}, %[[sBj]], %[[sCj]]) : memref<?x?xf32, #[[strided2D]]>, memref<?x?xf32, #[[strided2D_dynamic]]>, memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-002-LABEL: func @matmul(
// TILE-002-DAG: %[[C0:.*]] = constant 0 : index
// TILE-002-DAG: %[[C1:.*]] = constant 1 : index
// TILE-002-DAG: %[[C2:.*]] = constant 2 : index
// TILE-002: %[[ubK:.*]] = dim %{{.*}}, 1 : memref<?x?xf32, #[[strided2D]]>
// TILE-002: loop.for %[[K:.*]] = %{{.*}}{{.*}} to %[[ubK]] step %{{.*}} {
// TILE-002: %[[M:.*]] = dim %{{.*}}, 0 : memref<?x?xf32, #[[strided2D]]>
// TILE-002: %[[sAj:.*]] = std.subview %{{.*}}[%[[C0]], %[[K]]][%[[M]], %[[C2]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-002: %[[N:.*]] = dim %{{.*}}, 1 : memref<?x?xf32, #[[strided2D]]>
// TILE-002: %[[sBj:.*]] = std.subview %{{.*}}[%[[K]], %[[C0]]][%[[C2]], %[[N]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-002: linalg.matmul(%[[sAj]], %[[sBj]], %{{.*}}) : memref<?x?xf32, #[[strided2D_dynamic]]>, memref<?x?xf32, #[[strided2D_dynamic]]>, memref<?x?xf32, #[[strided2D]]>
// TILE-234-LABEL: func @matmul(
// TILE-234-DAG: %[[C0:.*]] = constant 0 : index
// TILE-234-DAG: %[[C1:.*]] = constant 1 : 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:.*]] = dim %{{.*}}, 0 : memref<?x?xf32, #[[strided2D]]>
// TILE-234: %[[ubK:.*]] = dim %{{.*}}, 1 : memref<?x?xf32, #[[strided2D]]>
// TILE-234: %[[ubN:.*]] = dim %{{.*}}, 1 : memref<?x?xf32, #[[strided2D]]>
// TILE-234: loop.for %[[I:.*]] = %{{.*}}{{.*}} to %[[ubM]] step %{{.*}} {
// TILE-234: loop.for %[[J:.*]] = %{{.*}}{{.*}} to %[[ubN]] step %{{.*}} {
// TILE-234: loop.for %[[K:.*]] = %{{.*}}{{.*}} to %[[ubK]] step %{{.*}} {
// TILE-234: %[[sAik:.*]] = std.subview %{{.*}}[%[[I]], %[[K]]][%[[C2]], %[[C4]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-234: %[[sBkj:.*]] = std.subview %{{.*}}[%[[K]], %[[J]]][%[[C4]], %[[C3]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-234: %[[sCij:.*]] = std.subview %{{.*}}[%[[I]], %[[J]]][%[[C2]], %[[C3]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
//
// TILE-234: linalg.matmul(%[[sAik]], %[[sBkj]], %[[sCij]]) : memref<?x?xf32, #[[strided2D_dynamic]]>, memref<?x?xf32, #[[strided2D_dynamic]]>, memref<?x?xf32, #[[strided2D_dynamic]]>
func @matvec(%arg0: memref<?x?xf32, offset: ?, strides: [?, 1]>, %arg1: memref<?xf32, offset: ?, strides: [1]>, %arg2: memref<?xf32, offset: ?, strides: [1]>) {
linalg.matvec(%arg0, %arg1, %arg2) : memref<?x?xf32, offset: ?, strides: [?, 1]>, memref<?xf32, offset: ?, strides: [1]>, memref<?xf32, offset: ?, strides: [1]>
return
}
// TILE-2-LABEL: func @matvec(
// TILE-2-DAG: %[[C0:.*]] = constant 0 : index
// TILE-2-DAG: %[[C1:.*]] = constant 1 : index
// TILE-2-DAG: %[[C2:.*]] = constant 2 : index
// TILE-2: %[[M:.*]] = dim %{{.*}}, 0 : memref<?x?xf32, #[[strided2D]]>
// TILE-2: loop.for %[[I]] = %{{.*}}{{.*}} to %[[M]] step %{{.*}} {
// TILE-2: %[[N:.*]] = dim %{{.*}}, 1 : memref<?x?xf32, #[[strided2D]]>
// TILE-2: %[[sAi:.*]] = std.subview %{{.*}}[%[[I]], %[[C0]]][%[[C2]], %[[N]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-2: %[[sCi:.*]] = std.subview %{{.*}}[%[[I]]][%[[C2]]][%[[C1]]] : memref<?xf32, #[[strided1D]]> to memref<?xf32, #[[strided1D_dynamic]]>
// TILE-2: linalg.matvec(%[[sAi]], %{{.*}}, %[[sCi]]) : memref<?x?xf32, #[[strided2D_dynamic]]>, memref<?xf32, #[[strided1D]]>, memref<?xf32, #[[strided1D_dynamic]]>
// TILE-02-LABEL: func @matvec(
// TILE-02-DAG: %[[C0:.*]] = constant 0 : index
// TILE-02-DAG: %[[C1:.*]] = constant 1 : index
// TILE-02-DAG: %[[C2:.*]] = constant 2 : index
// TILE-02: %[[K:.*]] = dim %{{.*}}, 1 : memref<?x?xf32, #[[strided2D]]>
// TILE-02: loop.for %[[J]] = %{{.*}}{{.*}} to %[[K]] step %{{.*}} {
// TILE-02: %[[M:.*]] = dim %{{.*}}, 0 : memref<?x?xf32, #[[strided2D]]>
// TILE-02: %[[sAj:.*]] = std.subview %{{.*}}[%[[C0]], %[[J]]][%[[M]], %[[C2]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-02: %[[sBj:.*]] = std.subview %{{.*}}[%[[J]]][%[[C2]]][%[[C1]]] : memref<?xf32, #[[strided1D]]> to memref<?xf32, #[[strided1D_dynamic]]>
// TILE-02: linalg.matvec(%[[sAj]], %[[sBj]], %{{.*}}) : memref<?x?xf32, #[[strided2D_dynamic]]>, memref<?xf32, #[[strided1D_dynamic]]>, memref<?xf32, #[[strided1D]]>
// TILE-002-LABEL: func @matvec(
// TILE-002-NOT: loop.for
// TILE-234-LABEL: func @matvec(
// TILE-234-DAG: %[[C0:.*]] = constant 0 : index
// TILE-234-DAG: %[[C1:.*]] = constant 1 : index
// TILE-234-DAG: %[[C2:.*]] = constant 2 : index
// TILE-234-DAG: %[[C3:.*]] = constant 3 : index
// TILE-234: %[[M:.*]] = dim %{{.*}}, 0 : memref<?x?xf32, #[[strided2D]]>
// TILE-234: %[[K:.*]] = dim %{{.*}}, 1 : memref<?x?xf32, #[[strided2D]]>
// TILE-234: loop.for %[[I:.*]] = %{{.*}}{{.*}} to %[[M]] step %{{.*}} {
// TILE-234: loop.for %[[J:.*]] = %{{.*}}{{.*}} to %[[K]] step %{{.*}} {
// TILE-234: %[[sAij:.*]] = std.subview %{{.*}}[%[[I]], %[[J]]][%[[C2]], %[[C3]]][%[[C1]], %[[C1]]] : memref<?x?xf32, #[[strided2D]]> to memref<?x?xf32, #[[strided2D_dynamic]]>
// TILE-234: %[[sBj:.*]] = std.subview %{{.*}}[%[[J]]][%[[C3]]][%[[C1]]] : memref<?xf32, #[[strided1D]]> to memref<?xf32, #[[strided1D_dynamic]]>
// TILE-234: %[[sCi:.*]] = std.subview %{{.*}}[%[[I]]][%[[C2]]][%[[C1]]] : memref<?xf32, #[[strided1D]]> to memref<?xf32, #[[strided1D_dynamic]]>
//
// TILE-234: linalg.matvec(%[[sAij]], %[[sBj]], %[[sCi]]) : memref<?x?xf32, #[[strided2D_dynamic]]>, memref<?xf32, #[[strided1D_dynamic]]>, memref<?xf32, #[[strided1D_dynamic]]>
func @dot(%arg0: memref<?xf32, offset: ?, strides: [1]>, %arg1: memref<?xf32, offset: ?, strides: [1]>, %arg2: memref<f32>) {
linalg.dot(%arg0, %arg1, %arg2) : memref<?xf32, offset: ?, strides: [1]>, memref<?xf32, offset: ?, strides: [1]>, memref<f32>
return
}
// TILE-2-LABEL: func @dot(
// TILE-2-DAG: %[[C0:.*]] = constant 0 : index
// TILE-2-DAG: %[[C1:.*]] = constant 1 : index
// TILE-2-DAG: %[[C2:.*]] = constant 2 : index
// TILE-2: %[[M:.*]] = dim %{{.*}}, 0 : memref<?xf32, #[[strided1D]]>
// TILE-2: loop.for %[[I]] = %{{.*}}{{.*}} to %[[M]] step %{{.*}} {
// TILE-2: %[[sAi:.*]] = std.subview %{{.*}}[%[[I]]][%[[C2]]][%[[C1]]] : memref<?xf32, #[[strided1D]]> to memref<?xf32, #[[strided1D_dynamic]]>
// TILE-2: %[[sBi:.*]] = std.subview %{{.*}}[%[[I]]][%[[C2]]][%[[C1]]] : memref<?xf32, #[[strided1D]]> to memref<?xf32, #[[strided1D_dynamic]]>
// TILE-2: linalg.dot(%[[sAi]], %[[sBi]], {{.*}}) : memref<?xf32, #[[strided1D_dynamic]]>, memref<?xf32, #[[strided1D_dynamic]]>, memref<f32>
// TILE-02-LABEL: func @dot(
// TILE-02-NOT: loop.for
// TILE-002-LABEL: func @dot(
// TILE-002-NOT: loop.for
// TILE-234-LABEL: func @dot(
// TILE-234-DAG: %[[C0:.*]] = constant 0 : index
// TILE-234-DAG: %[[C1:.*]] = constant 1 : index
// TILE-234-DAG: %[[C2:.*]] = constant 2 : index
// TILE-234: %[[ubK:.*]] = dim %{{.*}}, 0 : memref<?xf32, #[[strided1D]]>
// TILE-234: loop.for %[[I:.*]] = %{{.*}} to %[[ubK]] step %{{.*}} {
// TILE-234: %[[sAi:.*]] = std.subview %{{.*}}[%[[I]]][%[[C2]]][%[[C1]]] : memref<?xf32, #[[strided1D]]> to memref<?xf32, #[[strided1D_dynamic]]>
// TILE-234: %[[sBi:.*]] = std.subview %{{.*}}[%[[I]]][%[[C2]]][%[[C1]]] : memref<?xf32, #[[strided1D]]> to memref<?xf32, #[[strided1D_dynamic]]>
// TILE-234: linalg.dot(%[[sAi]], %[[sBi]], %{{.*}}) : memref<?xf32, #[[strided1D_dynamic]]>, memref<?xf32, #[[strided1D_dynamic]]>, memref<f32>
func @fill_static(%arg0: memref<127x99xf32>, %arg1: f32) {
linalg.fill(%arg0, %arg1) : memref<127x99xf32>, f32
return
}
// TILE-2-LABEL: func @fill_static
// TILE-2: for
// TILE-2-NOT: for
// TILE-2: std.subview{{.*}} : memref<127x99xf32>
// TILE-2: linalg.fill{{.*}} : memref<?x?xf32, #[[strided2D_dynamic]]>, f32
// TILE-02-LABEL: func @fill_static
// TILE-02: for
// TILE-02-NOT: for
// TILE-02: std.subview{{.*}} : memref<127x99xf32>
// TILE-02: linalg.fill{{.*}} : memref<?x?xf32, #[[strided2D_dynamic]]>, f32
// TILE-002-LABEL: func @fill_static
// TILE-002-NOT: for
// TILE-002: linalg.fill{{.*}} memref<127x99xf32>, f32
// TILE-234-LABEL: func @fill_static
// TILE-234: for
// TILE-234: for
// TILE-234-NOT: for
// TILE-234: std.subview{{.*}} : memref<127x99xf32>
// TILE-234: linalg.fill{{.*}} : memref<?x?xf32, #[[strided2D_dynamic]]>, f32
func @fill(%arg0: memref<?x?xf32, offset: ?, strides: [?, 1]>, %arg1: f32) {
linalg.fill(%arg0, %arg1) : memref<?x?xf32, offset: ?, strides: [?, 1]>, f32
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 %arg0, %arg1, %arg2 {
^bb0(%arg4: f32, %arg5: f32, %arg6: f32): // no predecessors
%4 = addf %arg4, %arg5 : f32
linalg.yield %4 : f32
}: memref<?x?xf32, offset: ?, strides: [?, 1]>, memref<?x?xf32, offset: ?, strides: [?, 1]>, memref<?x?xf32, offset: ?, strides: [?, 1]>
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