File: test_inline.py

package info (click to toggle)
pypy 7.0.0%2Bdfsg-3
  • links: PTS, VCS
  • area: main
  • in suites: buster
  • size: 107,216 kB
  • sloc: python: 1,201,787; ansic: 62,419; asm: 5,169; cpp: 3,017; sh: 2,534; makefile: 545; xml: 243; lisp: 45; awk: 4
file content (661 lines) | stat: -rw-r--r-- 20,350 bytes parent folder | download | duplicates (8)
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
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
# XXX clean up these tests to use more uniform helpers
import py
from rpython.flowspace.model import Variable, Constant, checkgraph
from rpython.translator.backendopt import canraise
from rpython.translator.backendopt.inline import (simple_inline_function,
    CannotInline, auto_inlining, Inliner, collect_called_graphs,
    measure_median_execution_cost, instrument_inline_candidates,
    auto_inline_graphs)
from rpython.translator.translator import TranslationContext, graphof
from rpython.rtyper.llinterp import LLInterpreter
from rpython.rtyper.test.tool import BaseRtypingTest
from rpython.rlib.rarithmetic import ovfcheck
from rpython.translator.test.snippet import is_perfect_number
from rpython.translator.backendopt.all import INLINE_THRESHOLD_FOR_TEST
from rpython.conftest import option
from rpython.translator.backendopt import removenoops
from rpython.flowspace.model import summary

def sanity_check(t):
    # look for missing '.concretetype'
    for graph in t.graphs:
        checkgraph(graph)
        for node in graph.iterblocks():
            for v in node.inputargs:
                assert hasattr(v, 'concretetype')
            for op in node.operations:
                for v in op.args:
                    assert hasattr(v, 'concretetype')
                assert hasattr(op.result, 'concretetype')
        for node in graph.iterlinks():
            if node.exitcase is not None:
                assert hasattr(node, 'llexitcase')
            for v in node.args:
                assert hasattr(v, 'concretetype')
            if isinstance(node.last_exception, (Variable, Constant)):
                assert hasattr(node.last_exception, 'concretetype')
            if isinstance(node.last_exc_value, (Variable, Constant)):
                assert hasattr(node.last_exc_value, 'concretetype')


class CustomError1(Exception):
    def __init__(self):
        self.data = 123

class CustomError2(Exception):
    def __init__(self):
        self.data2 = 456

class TestInline(BaseRtypingTest):
    def translate(self, func, argtypes):
        t = TranslationContext()
        t.buildannotator().build_types(func, argtypes)
        t.buildrtyper().specialize()
        return t

    def check_inline(self, func, in_func, sig, entry=None,
                     inline_guarded_calls=False,
                     graph=False):
        if entry is None:
            entry = in_func
        t = self.translate(entry, sig)
        # inline!
        sanity_check(t)    # also check before inlining (so we don't blame it)
        if option.view:
            t.view()
        raise_analyzer = canraise.RaiseAnalyzer(t)
        inliner = Inliner(t, graphof(t, in_func), func,
                          t.rtyper.lltype_to_classdef_mapping(),
                          inline_guarded_calls,
                          raise_analyzer=raise_analyzer)
        inliner.inline_all()
        if option.view:
            t.view()
        sanity_check(t)
        interp = LLInterpreter(t.rtyper)
        def eval_func(args):
            return interp.eval_graph(graphof(t, entry), args)
        if graph:
            return eval_func, graphof(t, func)
        return eval_func

    def check_auto_inlining(self, func, sig, multiplier=None, call_count_check=False,
                            remove_same_as=False, heuristic=None, const_fold_first=False):
        t = self.translate(func, sig)
        if const_fold_first:
            from rpython.translator.backendopt.constfold import constant_fold_graph
            from rpython.translator.simplify import eliminate_empty_blocks
            for graph in t.graphs:
                constant_fold_graph(graph)
                eliminate_empty_blocks(graph)
        if option.view:
            t.view()
        # inline!
        sanity_check(t)    # also check before inlining (so we don't blame it)

        threshold = INLINE_THRESHOLD_FOR_TEST
        if multiplier is not None:
            threshold *= multiplier

        call_count_pred = None
        if call_count_check:
            call_count_pred = lambda lbl: True
            instrument_inline_candidates(t.graphs, threshold)

        if remove_same_as:
            for graph in t.graphs:
                removenoops.remove_same_as(graph)

        if heuristic is not None:
            kwargs = {"heuristic": heuristic}
        else:
            kwargs = {}
        auto_inlining(t, threshold, call_count_pred=call_count_pred, **kwargs)

        sanity_check(t)
        if option.view:
            t.view()
        interp = LLInterpreter(t.rtyper)
        def eval_func(args):
            return interp.eval_graph(graphof(t, func), args)
        return eval_func, t


    def test_inline_simple(self):
        def f(x, y):
            return (g(x, y) + 1) * x
        def g(x, y):
            if x > 0:
                return x * y
            else:
                return -x * y
        eval_func = self.check_inline(g, f, [int, int])
        result = eval_func([-1, 5])
        assert result == f(-1, 5)
        result = eval_func([2, 12])
        assert result == f(2, 12)

    def test_nothing_to_inline(self):
        def f():
            return 1
        def g():
            return 2
        eval_func = self.check_inline(g, f, [])
        assert eval_func([]) == 1

    def test_inline_big(self):
        def f(x):
            result = []
            for i in range(1, x+1):
                if is_perfect_number(i):
                    result.append(i)
            return result
        eval_func = self.check_inline(is_perfect_number, f, [int])
        result = eval_func([10])
        result = self.ll_to_list(result)
        assert len(result) == len(f(10))

    def test_inline_raising(self):
        def f(x):
            if x == 1:
                raise CustomError1
            return x
        def g(x):
            a = f(x)
            if x == 2:
                raise CustomError2
        def h(x):
            try:
                g(x)
            except CustomError1:
                return 1
            except CustomError2:
                return 2
            return x
        eval_func = self.check_inline(f,g, [int], entry=h)
        result = eval_func([0])
        assert result == 0
        result = eval_func([1])
        assert result == 1
        result = eval_func([2])
        assert result == 2

    def test_inline_several_times(self):
        def f(x):
            return (x + 1) * 2
        def g(x):
            if x:
                a = f(x) + f(x)
            else:
                a = f(x) + 1
            return a + f(x)
        eval_func = self.check_inline(f, g, [int])
        result = eval_func([0])
        assert result == g(0)
        result = eval_func([42])
        assert result == g(42)

    def test_always_inline(self):
        def f(x, y, z, k):
            p = (((x, y), z), k)
            return p[0][0][0] + p[-1]
        f._always_inline_ = True

        def g(x, y, z, k):
            a = f(x, y, z, k)
            return a
        eval_func, t = self.check_auto_inlining(g, [int, int, int, int], multiplier=0.1)
        graph = graphof(t, g)
        s = summary(graph)
        assert len(s) > 3

    def test_inline_exceptions(self):
        customError1 = CustomError1()
        customError2 = CustomError2()
        def f(x):
            if x == 0:
                raise customError1
            if x == 1:
                raise customError2
        def g(x):
            try:
                f(x)
            except CustomError1:
                return 2
            except CustomError2:
                return x+2
            return 1
        eval_func = self.check_inline(f, g, [int])
        result = eval_func([0])
        assert result == 2
        result = eval_func([1])
        assert result == 3
        result = eval_func([42])
        assert result == 1

    def test_inline_const_exceptions(self):
        valueError = ValueError()
        keyError = KeyError()
        def f(x):
            if x == 0:
                raise valueError
            if x == 1:
                raise keyError
        def g(x):
            try:
                f(x)
            except ValueError:
                return 2
            except KeyError:
                return x+2
            return 1
        eval_func = self.check_inline(f, g, [int])
        result = eval_func([0])
        assert result == 2
        result = eval_func([1])
        assert result == 3
        result = eval_func([42])
        assert result == 1

    def test_inline_exception_guarded(self):
        def h(x):
            if x == 1:
                raise CustomError1()
            elif x == 2:
                raise CustomError2()
            return 1
        def f(x):
            try:
                return h(x)
            except:
                return 87
        def g(x):
            try:
                return f(x)
            except CustomError1:
                return 2
        eval_func = self.check_inline(f, g, [int], inline_guarded_calls=True)
        result = eval_func([0])
        assert result == 1
        result = eval_func([1])
        assert result == 87
        result = eval_func([2])
        assert result == 87

    def test_inline_with_raising_non_call_op(self):
        class A:
            pass
        def f():
            return A()
        def g():
            try:
                a = f()
            except MemoryError:
                return 1
            return 2
        py.test.raises(CannotInline, self.check_inline, f, g, [])

    def test_inline_var_exception(self):
        def f(x):
            e = None
            if x == 0:
                e = CustomError1()
            elif x == 1:
                e = KeyError()
            if x == 0 or x == 1:
                raise e
        def g(x):
            try:
                f(x)
            except CustomError1:
                return 2
            except KeyError:
                return 3
            return 1

        eval_func, _ = self.check_auto_inlining(g, [int], multiplier=10)
        result = eval_func([0])
        assert result == 2
        result = eval_func([1])
        assert result == 3
        result = eval_func([42])
        assert result == 1

    def test_inline_nonraising_into_catching(self):
        def f(x):
            return x+1
        def g(x):
            try:
                return f(x)
            except KeyError:
                return 42
        eval_func = self.check_inline(f, g, [int])
        result = eval_func([7654])
        assert result == 7655

    def DONOTtest_call_call(self):
        # for reference.  Just remove this test if we decide not to support
        # catching exceptions while inlining a graph that contains further
        # direct_calls.
        def e(x):
            if x < 0:
                raise KeyError
            return x+1
        def f(x):
            return e(x)+2
        def g(x):
            try:
                return f(x)+3
            except KeyError:
                return -1
        eval_func = self.check_inline(f, g, [int])
        result = eval_func([100])
        assert result == 106
        result = eval_func(g, [-100])
        assert result == -1

    def test_for_loop(self):
        def f(x):
            result = 0
            for i in range(0, x):
                result += i
            return result
        t = self.translate(f, [int])
        sanity_check(t)    # also check before inlining (so we don't blame it)
        for graph in t.graphs:
            if graph.name.startswith('ll_rangenext'):
                break
        else:
            assert 0, "cannot find ll_rangenext_*() function"
        simple_inline_function(t, graph, graphof(t, f))
        sanity_check(t)
        interp = LLInterpreter(t.rtyper)
        result = interp.eval_graph(graphof(t, f), [10])
        assert result == 45

    def test_inline_constructor(self):
        class A:
            def __init__(self, x, y):
                self.bounds = (x, y)
            def area(self, height=10):
                return height * (self.bounds[1] - self.bounds[0])
        def f(i):
            a = A(117, i)
            return a.area()
        eval_func = self.check_inline(A.__init__.im_func, f, [int])
        result = eval_func([120])
        assert result == 30

    def test_cannot_inline_recursive_function(self):
        def factorial(n):
            if n > 1:
                return n * factorial(n-1)
            else:
                return 1
        def f(n):
            return factorial(n//2)
        py.test.raises(CannotInline, self.check_inline, factorial, f, [int])

    def test_auto_inlining_small_call_big(self):
        def leaf(n):
            total = 0
            i = 0
            while i < n:
                total += i
                if total > 100:
                    raise OverflowError
                i += 1
            return total
        def g(n):
            return leaf(n)
        def f(n):
            try:
                return g(n)
            except OverflowError:
                return -1
        eval_func, t = self.check_auto_inlining(f, [int], multiplier=10)
        f_graph = graphof(t, f)
        assert len(collect_called_graphs(f_graph, t)) == 0

        result = eval_func([10])
        assert result == 45
        result = eval_func([15])
        assert result == -1

    def test_auto_inlining_small_call_big_call_count(self):
        def leaf(n):
            total = 0
            i = 0
            while i < n:
                total += i
                if total > 100:
                    raise OverflowError
                i += 1
            return total
        def g(n):
            return leaf(n)
        def f(n):
            try:
                return g(n)
            except OverflowError:
                return -1
        eval_func, t = self.check_auto_inlining(f, [int], multiplier=10,
                                           call_count_check=True)
        f_graph = graphof(t, f)
        assert len(collect_called_graphs(f_graph, t)) == 0

        result = eval_func([10])
        assert result == 45
        result = eval_func([15])
        assert result == -1

    def test_inline_exception_catching(self):
        def f3():
            raise CustomError1
        def f2():
            try:
                f3()
            except CustomError1:
                return True
            else:
                return False
        def f():
            return f2()
        eval_func = self.check_inline(f2, f, [])
        result = eval_func([])
        assert result is True

    def test_inline_catching_different_exception(self):
        d = {1: 2}
        def f2(n):
            try:
                return ovfcheck(n+1)
            except OverflowError:
                raise
        def f(n):
            try:
                return f2(n)
            except ValueError:
                return -1
        eval_func = self.check_inline(f2, f, [int])
        result = eval_func([54])
        assert result == 55

    def test_inline_raiseonly(self):
        c = CustomError1()
        def f2(x):
            raise c
        def f(x):
            try:
                return f2(x)
            except CustomError1:
                return 42
        eval_func = self.check_inline(f2, f, [int])
        result = eval_func([98371])
        assert result == 42

    def test_measure_median_execution_cost(self):
        def f(x):
            x += 1
            x += 1
            x += 1
            while True:
                x += 1
                x += 1
                x += 1
                if x: break
                x += 1
                x += 1
                x += 1
                x += 1
                x += 1
            x += 1
            return x
        t = TranslationContext()
        graph = t.buildflowgraph(f)
        res = measure_median_execution_cost(graph)
        assert round(res, 5) == round(32.333333333, 5)

    def test_indirect_call_with_exception(self):
        class Dummy:
            pass
        def x1():
            return Dummy()   # can raise MemoryError
        def x2():
            return None
        def x3(x):
            if x:
                f = x1
            else:
                f = x2
            return f()
        def x4():
            try:
                x3(0)
                x3(1)
            except CustomError2:
                return 0
            return 1
        assert x4() == 1
        py.test.raises(CannotInline, self.check_inline, x3, x4, [])

    def test_list_iteration(self):
        def f():
            tot = 0
            for item in [1,2,3]:
                tot += item
            return tot

        eval_func, t = self.check_auto_inlining(f, [])
        f_graph = graphof(t, f)
        called_graphs = collect_called_graphs(f_graph, t)
        assert len(called_graphs) == 0

        result = eval_func([])
        assert result == 6

    def test_bug_in_find_exception_type(self):
        def h():
            pass
        def g(i):
            if i > 0:
                raise IndexError
            else:
                h()
        def f(i):
            try:
                g(i)
            except IndexError:
                pass

        eval_func, t = self.check_auto_inlining(f, [int], remove_same_as=True,
                                                const_fold_first=True)
        eval_func([-66])
        eval_func([282])

    def test_correct_keepalive_placement(self):
        def h(x):
            if not x:
                raise ValueError
            return 1
        def f(x):
            s = "a %s" % (x, )
            try:
                h(len(s))
            except ValueError:
                pass
            return -42
        eval_func, t = self.check_auto_inlining(f, [int])
        res = eval_func([42])
        assert res == -42

    def test_keepalive_hard_case(self):
        from rpython.rtyper.lltypesystem import lltype
        Y = lltype.Struct('y', ('n', lltype.Signed))
        X = lltype.GcStruct('x', ('y', Y))
        def g(x):
            if x:
                return 3
            else:
                return 4
        def f():
            x = lltype.malloc(X)
            x.y.n = 2
            y = x.y
            z1 = g(y.n)
            z = y.n
            return z+z1
        eval_func = self.check_inline(g, f, [])
        res = eval_func([])
        assert res == 5

    def test_auto_inline_graphs_from_anywhere(self):
        def leaf(n):
            return n
        def f(n):
            return leaf(n)
        t = self.translate(f, [int])
        f_graph = graphof(t, f)
        assert len(collect_called_graphs(f_graph, t)) == 1
        auto_inline_graphs(t, [f_graph], 32)
        assert len(collect_called_graphs(f_graph, t)) == 1
        auto_inline_graphs(t, [f_graph], 32, inline_graph_from_anywhere=True)
        assert len(collect_called_graphs(f_graph, t)) == 0

    def test_inline_all(self):
        def g(x):
            return x + 1
        def f(x):
            return g(x) * g(x+1) * g(x+2) * g(x+3) * g(x+4) * g(x+5)
        t = self.translate(f, [int])
        sanity_check(t)    # also check before inlining (so we don't blame it)
        simple_inline_function(t, graphof(t, g), graphof(t, f))
        sanity_check(t)
        assert summary(graphof(t, f)) == {'int_add': 11, 'int_mul': 5}
        interp = LLInterpreter(t.rtyper)
        result = interp.eval_graph(graphof(t, f), [10])
        assert result == f(10)

    def test_inline_all_exc(self):
        def g(x):
            if x < -100:
                raise ValueError
            return x + 1
        def f(x):
            n1 = g(x) * g(x+1)
            try:
                n2 = g(x+2) * g(x+3)
            except ValueError:
                n2 = 1
            n3 = g(x+4) * g(x+5)
            return n1 * n2 * n3
        t = self.translate(f, [int])
        sanity_check(t)    # also check before inlining (so we don't blame it)
        simple_inline_function(t, graphof(t, g), graphof(t, f))
        sanity_check(t)
        assert summary(graphof(t, f)) == {'int_add': 11, 'int_mul': 5,
                                          'cast_pointer': 12, 'getfield': 6,
                                          'int_lt': 6}
        interp = LLInterpreter(t.rtyper)
        result = interp.eval_graph(graphof(t, f), [10])
        assert result == f(10)