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
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
|
# RUN: %PYTHON %s | FileCheck %s
import gc
from mlir.ir import *
def run(f):
print("\nTEST:", f.__name__)
f()
gc.collect()
assert Context._get_live_count() == 0
return f
# CHECK-LABEL: TEST: testAffineExprCapsule
@run
def testAffineExprCapsule():
with Context() as ctx:
affine_expr = AffineExpr.get_constant(42)
affine_expr_capsule = affine_expr._CAPIPtr
# CHECK: capsule object
# CHECK: mlir.ir.AffineExpr._CAPIPtr
print(affine_expr_capsule)
affine_expr_2 = AffineExpr._CAPICreate(affine_expr_capsule)
assert affine_expr == affine_expr_2
assert affine_expr_2.context == ctx
# CHECK-LABEL: TEST: testAffineExprEq
@run
def testAffineExprEq():
with Context():
a1 = AffineExpr.get_constant(42)
a2 = AffineExpr.get_constant(42)
a3 = AffineExpr.get_constant(43)
# CHECK: True
print(a1 == a1)
# CHECK: True
print(a1 == a2)
# CHECK: False
print(a1 == a3)
# CHECK: False
print(a1 is None)
# CHECK: False
print(a1 == "foo")
# CHECK-LABEL: TEST: testAffineExprContext
@run
def testAffineExprContext():
with Context():
a1 = AffineExpr.get_constant(42)
with Context():
a2 = AffineExpr.get_constant(42)
# CHECK: False
print(a1 == a2)
run(testAffineExprContext)
# CHECK-LABEL: TEST: testAffineExprConstant
@run
def testAffineExprConstant():
with Context():
a1 = AffineExpr.get_constant(42)
# CHECK: 42
print(a1.value)
# CHECK: 42
print(a1)
a2 = AffineConstantExpr.get(42)
# CHECK: 42
print(a2.value)
# CHECK: 42
print(a2)
assert a1 == a2
# CHECK-LABEL: TEST: testAffineExprDim
@run
def testAffineExprDim():
with Context():
d1 = AffineExpr.get_dim(1)
d11 = AffineDimExpr.get(1)
d2 = AffineDimExpr.get(2)
# CHECK: 1
print(d1.position)
# CHECK: d1
print(d1)
# CHECK: 2
print(d2.position)
# CHECK: d2
print(d2)
assert d1 == d11
assert d1 != d2
# CHECK-LABEL: TEST: testAffineExprSymbol
@run
def testAffineExprSymbol():
with Context():
s1 = AffineExpr.get_symbol(1)
s11 = AffineSymbolExpr.get(1)
s2 = AffineSymbolExpr.get(2)
# CHECK: 1
print(s1.position)
# CHECK: s1
print(s1)
# CHECK: 2
print(s2.position)
# CHECK: s2
print(s2)
assert s1 == s11
assert s1 != s2
# CHECK-LABEL: TEST: testAffineAddExpr
@run
def testAffineAddExpr():
with Context():
d1 = AffineDimExpr.get(1)
d2 = AffineDimExpr.get(2)
d12 = AffineExpr.get_add(d1, d2)
# CHECK: d1 + d2
print(d12)
d12op = d1 + d2
# CHECK: d1 + d2
print(d12op)
d1cst_op = d1 + 2
# CHECK: d1 + 2
print(d1cst_op)
d1cst_op2 = 2 + d1
# CHECK: d1 + 2
print(d1cst_op2)
assert d12 == d12op
assert d12.lhs == d1
assert d12.rhs == d2
# CHECK-LABEL: TEST: testAffineMulExpr
@run
def testAffineMulExpr():
with Context():
d1 = AffineDimExpr.get(1)
c2 = AffineConstantExpr.get(2)
expr = AffineExpr.get_mul(d1, c2)
# CHECK: d1 * 2
print(expr)
# CHECK: d1 * 2
op = d1 * c2
print(op)
# CHECK: d1 * 2
op_cst = d1 * 2
print(op_cst)
# CHECK: d1 * 2
op_cst2 = 2 * d1
print(op_cst2)
assert expr == op
assert expr == op_cst
assert expr.lhs == d1
assert expr.rhs == c2
# CHECK-LABEL: TEST: testAffineModExpr
@run
def testAffineModExpr():
with Context():
d1 = AffineDimExpr.get(1)
c2 = AffineConstantExpr.get(2)
expr = AffineExpr.get_mod(d1, c2)
# CHECK: d1 mod 2
print(expr)
# CHECK: d1 mod 2
op = d1 % c2
print(op)
# CHECK: d1 mod 2
op_cst = d1 % 2
print(op_cst)
# CHECK: 2 mod d1
print(2 % d1)
assert expr == op
assert expr == op_cst
assert expr.lhs == d1
assert expr.rhs == c2
expr2 = AffineExpr.get_mod(c2, d1)
expr3 = AffineExpr.get_mod(2, d1)
expr4 = AffineExpr.get_mod(d1, 2)
# CHECK: 2 mod d1
print(expr2)
# CHECK: 2 mod d1
print(expr3)
# CHECK: d1 mod 2
print(expr4)
assert expr2 == expr3
assert expr4 == expr
# CHECK-LABEL: TEST: testAffineFloorDivExpr
@run
def testAffineFloorDivExpr():
with Context():
d1 = AffineDimExpr.get(1)
c2 = AffineConstantExpr.get(2)
expr = AffineExpr.get_floor_div(d1, c2)
# CHECK: d1 floordiv 2
print(expr)
assert expr.lhs == d1
assert expr.rhs == c2
expr2 = AffineExpr.get_floor_div(c2, d1)
expr3 = AffineExpr.get_floor_div(2, d1)
expr4 = AffineExpr.get_floor_div(d1, 2)
# CHECK: 2 floordiv d1
print(expr2)
# CHECK: 2 floordiv d1
print(expr3)
# CHECK: d1 floordiv 2
print(expr4)
assert expr2 == expr3
assert expr4 == expr
# CHECK-LABEL: TEST: testAffineCeilDivExpr
@run
def testAffineCeilDivExpr():
with Context():
d1 = AffineDimExpr.get(1)
c2 = AffineConstantExpr.get(2)
expr = AffineExpr.get_ceil_div(d1, c2)
# CHECK: d1 ceildiv 2
print(expr)
assert expr.lhs == d1
assert expr.rhs == c2
expr2 = AffineExpr.get_ceil_div(c2, d1)
expr3 = AffineExpr.get_ceil_div(2, d1)
expr4 = AffineExpr.get_ceil_div(d1, 2)
# CHECK: 2 ceildiv d1
print(expr2)
# CHECK: 2 ceildiv d1
print(expr3)
# CHECK: d1 ceildiv 2
print(expr4)
assert expr2 == expr3
assert expr4 == expr
# CHECK-LABEL: TEST: testAffineExprSub
@run
def testAffineExprSub():
with Context():
d1 = AffineDimExpr.get(1)
d2 = AffineDimExpr.get(2)
expr = d1 - d2
# CHECK: d1 - d2
print(expr)
assert expr.lhs == d1
rhs = AffineMulExpr(expr.rhs)
# CHECK: d2
print(rhs.lhs)
# CHECK: -1
print(rhs.rhs)
# CHECK: d1 - 42
print(d1 - 42)
# CHECK: -d1 + 42
print(42 - d1)
c42 = AffineConstantExpr.get(42)
assert d1 - 42 == d1 - c42
assert 42 - d1 == c42 - d1
# CHECK-LABEL: TEST: testClassHierarchy
@run
def testClassHierarchy():
with Context():
d1 = AffineDimExpr.get(1)
c2 = AffineConstantExpr.get(2)
add = AffineAddExpr.get(d1, c2)
mul = AffineMulExpr.get(d1, c2)
mod = AffineModExpr.get(d1, c2)
floor_div = AffineFloorDivExpr.get(d1, c2)
ceil_div = AffineCeilDivExpr.get(d1, c2)
# CHECK: False
print(isinstance(d1, AffineBinaryExpr))
# CHECK: False
print(isinstance(c2, AffineBinaryExpr))
# CHECK: True
print(isinstance(add, AffineBinaryExpr))
# CHECK: True
print(isinstance(mul, AffineBinaryExpr))
# CHECK: True
print(isinstance(mod, AffineBinaryExpr))
# CHECK: True
print(isinstance(floor_div, AffineBinaryExpr))
# CHECK: True
print(isinstance(ceil_div, AffineBinaryExpr))
try:
AffineBinaryExpr(d1)
except ValueError as e:
# CHECK: Cannot cast affine expression to AffineBinaryExpr
print(e)
try:
AffineBinaryExpr(c2)
except ValueError as e:
# CHECK: Cannot cast affine expression to AffineBinaryExpr
print(e)
# CHECK-LABEL: TEST: testIsInstance
@run
def testIsInstance():
with Context():
d1 = AffineDimExpr.get(1)
c2 = AffineConstantExpr.get(2)
add = AffineAddExpr.get(d1, c2)
mul = AffineMulExpr.get(d1, c2)
# CHECK: True
print(AffineDimExpr.isinstance(d1))
# CHECK: False
print(AffineConstantExpr.isinstance(d1))
# CHECK: True
print(AffineConstantExpr.isinstance(c2))
# CHECK: False
print(AffineMulExpr.isinstance(c2))
# CHECK: True
print(AffineAddExpr.isinstance(add))
# CHECK: False
print(AffineMulExpr.isinstance(add))
# CHECK: True
print(AffineMulExpr.isinstance(mul))
# CHECK: False
print(AffineAddExpr.isinstance(mul))
# CHECK-LABEL: TEST: testCompose
@run
def testCompose():
with Context():
# d0 + d2.
expr = AffineAddExpr.get(AffineDimExpr.get(0), AffineDimExpr.get(2))
# (d0, d1, d2)[s0, s1] -> (d0 + s1, d1 + s0, d0 + d1 + d2)
map1 = AffineAddExpr.get(AffineDimExpr.get(0), AffineSymbolExpr.get(1))
map2 = AffineAddExpr.get(AffineDimExpr.get(1), AffineSymbolExpr.get(0))
map3 = AffineAddExpr.get(
AffineAddExpr.get(AffineDimExpr.get(0), AffineDimExpr.get(1)),
AffineDimExpr.get(2),
)
map = AffineMap.get(3, 2, [map1, map2, map3])
# CHECK: d0 + s1 + d0 + d1 + d2
print(expr.compose(map))
# CHECK-LABEL: TEST: testHash
@run
def testHash():
with Context():
d0 = AffineDimExpr.get(0)
s1 = AffineSymbolExpr.get(1)
assert hash(d0) == hash(AffineDimExpr.get(0))
assert hash(d0 + s1) == hash(AffineAddExpr.get(d0, s1))
dictionary = dict()
dictionary[d0] = 0
dictionary[s1] = 1
assert d0 in dictionary
assert s1 in dictionary
# CHECK-LABEL: TEST: testAffineExprShift
@run
def testAffineExprShift():
with Context() as ctx:
dims = [AffineExpr.get_dim(i) for i in range(4)]
syms = [AffineExpr.get_symbol(i) for i in range(4)]
assert (dims[2] + dims[3]) == (dims[0] + dims[1]).shift_dims(2, 2)
assert (syms[2] + syms[3]) == (syms[0] + syms[1]).shift_symbols(2, 2, 0)
# CHECK-LABEL: TEST: testAffineExprSimplify
@run
def testAffineExprSimplify():
with Context() as ctx:
expr = AffineExpr.get_dim(0) + AffineExpr.get_symbol(0)
assert expr == AffineExpr.simplify_affine_expr(expr, 1, 1)
|