-
-
Notifications
You must be signed in to change notification settings - Fork 34.2k
Expand file tree
/
Copy pathtracemalloc.py
More file actions
560 lines (464 loc) · 17.6 KB
/
tracemalloc.py
File metadata and controls
560 lines (464 loc) · 17.6 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
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
from collections.abc import Sequence, Iterable
from functools import total_ordering
import fnmatch
import linecache
import os.path
import pickle
# Import types and functions implemented in C
from _tracemalloc import *
from _tracemalloc import _get_object_traceback, _get_traces
def _format_size(size, sign):
for unit in ('B', 'KiB', 'MiB', 'GiB', 'TiB'):
if abs(size) < 100 and unit != 'B':
# 3 digits (xx.x UNIT)
if sign:
return "%+.1f %s" % (size, unit)
else:
return "%.1f %s" % (size, unit)
if abs(size) < 10 * 1024 or unit == 'TiB':
# 4 or 5 digits (xxxx UNIT)
if sign:
return "%+.0f %s" % (size, unit)
else:
return "%.0f %s" % (size, unit)
size /= 1024
class Statistic:
"""
Statistic difference on memory allocations between two Snapshot instance.
"""
__slots__ = ('traceback', 'size', 'count')
def __init__(self, traceback, size, count):
self.traceback = traceback
self.size = size
self.count = count
def __hash__(self):
return hash((self.traceback, self.size, self.count))
def __eq__(self, other):
if not isinstance(other, Statistic):
return NotImplemented
return (self.traceback == other.traceback
and self.size == other.size
and self.count == other.count)
def __str__(self):
text = ("%s: size=%s, count=%i"
% (self.traceback,
_format_size(self.size, False),
self.count))
if self.count:
average = self.size / self.count
text += ", average=%s" % _format_size(average, False)
return text
def __repr__(self):
return ('<Statistic traceback=%r size=%i count=%i>'
% (self.traceback, self.size, self.count))
def _sort_key(self):
return (self.size, self.count, self.traceback)
class StatisticDiff:
"""
Statistic difference on memory allocations between an old and a new
Snapshot instance.
"""
__slots__ = ('traceback', 'size', 'size_diff', 'count', 'count_diff')
def __init__(self, traceback, size, size_diff, count, count_diff):
self.traceback = traceback
self.size = size
self.size_diff = size_diff
self.count = count
self.count_diff = count_diff
def __hash__(self):
return hash((self.traceback, self.size, self.size_diff,
self.count, self.count_diff))
def __eq__(self, other):
if not isinstance(other, StatisticDiff):
return NotImplemented
return (self.traceback == other.traceback
and self.size == other.size
and self.size_diff == other.size_diff
and self.count == other.count
and self.count_diff == other.count_diff)
def __str__(self):
text = ("%s: size=%s (%s), count=%i (%+i)"
% (self.traceback,
_format_size(self.size, False),
_format_size(self.size_diff, True),
self.count,
self.count_diff))
if self.count:
average = self.size / self.count
text += ", average=%s" % _format_size(average, False)
return text
def __repr__(self):
return ('<StatisticDiff traceback=%r size=%i (%+i) count=%i (%+i)>'
% (self.traceback, self.size, self.size_diff,
self.count, self.count_diff))
def _sort_key(self):
return (abs(self.size_diff), self.size,
abs(self.count_diff), self.count,
self.traceback)
def _compare_grouped_stats(old_group, new_group):
statistics = []
for traceback, stat in new_group.items():
previous = old_group.pop(traceback, None)
if previous is not None:
stat = StatisticDiff(traceback,
stat.size, stat.size - previous.size,
stat.count, stat.count - previous.count)
else:
stat = StatisticDiff(traceback,
stat.size, stat.size,
stat.count, stat.count)
statistics.append(stat)
for traceback, stat in old_group.items():
stat = StatisticDiff(traceback, 0, -stat.size, 0, -stat.count)
statistics.append(stat)
return statistics
@total_ordering
class Frame:
"""
Frame of a traceback.
"""
__slots__ = ("_frame",)
def __init__(self, frame):
# frame is a tuple: (filename: str, lineno: int)
self._frame = frame
@property
def filename(self):
return self._frame[0]
@property
def lineno(self):
return self._frame[1]
def __eq__(self, other):
if not isinstance(other, Frame):
return NotImplemented
return (self._frame == other._frame)
def __lt__(self, other):
if not isinstance(other, Frame):
return NotImplemented
return (self._frame < other._frame)
def __hash__(self):
return hash(self._frame)
def __str__(self):
return "%s:%s" % (self.filename, self.lineno)
def __repr__(self):
return "<Frame filename=%r lineno=%r>" % (self.filename, self.lineno)
@total_ordering
class Traceback(Sequence):
"""
Sequence of Frame instances sorted from the oldest frame
to the most recent frame.
"""
__slots__ = ("_frames", '_total_nframe')
def __init__(self, frames, total_nframe=None):
Sequence.__init__(self)
# frames is a tuple of frame tuples: see Frame constructor for the
# format of a frame tuple; it is reversed, because _tracemalloc
# returns frames sorted from most recent to oldest, but the
# Python API expects oldest to most recent
self._frames = tuple(reversed(frames))
self._total_nframe = total_nframe
@property
def total_nframe(self):
return self._total_nframe
def __len__(self):
return len(self._frames)
def __getitem__(self, index):
if isinstance(index, slice):
return tuple(Frame(trace) for trace in self._frames[index])
else:
return Frame(self._frames[index])
def __contains__(self, frame):
return frame._frame in self._frames
def __hash__(self):
return hash(self._frames)
def __eq__(self, other):
if not isinstance(other, Traceback):
return NotImplemented
return (self._frames == other._frames)
def __lt__(self, other):
if not isinstance(other, Traceback):
return NotImplemented
return (self._frames < other._frames)
def __str__(self):
return str(self[0])
def __repr__(self):
s = f"<Traceback {tuple(self)}"
if self._total_nframe is None:
s += ">"
else:
s += f" total_nframe={self.total_nframe}>"
return s
def format(self, limit=None, most_recent_first=False):
lines = []
if limit is not None:
if limit > 0:
frame_slice = self[-limit:]
else:
frame_slice = self[:limit]
else:
frame_slice = self
if most_recent_first:
frame_slice = reversed(frame_slice)
for frame in frame_slice:
lines.append(' File "%s", line %s'
% (frame.filename, frame.lineno))
line = linecache.getline(frame.filenam
10BC0
e, frame.lineno).strip()
if line:
lines.append(' %s' % line)
return lines
def get_object_traceback(obj):
"""
Get the traceback where the Python object *obj* was allocated.
Return a Traceback instance.
Return None if the tracemalloc module is not tracing memory allocations or
did not trace the allocation of the object.
"""
frames = _get_object_traceback(obj)
if frames is not None:
return Traceback(frames)
else:
return None
class Trace:
"""
Trace of a memory block.
"""
__slots__ = ("_trace",)
def __init__(self, trace):
# trace is a tuple: (domain: int, size: int, traceback: tuple).
# See Traceback constructor for the format of the traceback tuple.
self._trace = trace
@property
def domain(self):
return self._trace[0]
@property
def size(self):
return self._trace[1]
@property
def traceback(self):
return Traceback(*self._trace[2:])
def __eq__(self, other):
if not isinstance(other, Trace):
return NotImplemented
return (self._trace == other._trace)
def __hash__(self):
return hash(self._trace)
def __str__(self):
return "%s: %s" % (self.traceback, _format_size(self.size, False))
def __repr__(self):
return ("<Trace domain=%s size=%s, traceback=%r>"
% (self.domain, _format_size(self.size, False), self.traceback))
class _Traces(Sequence):
def __init__(self, traces):
Sequence.__init__(self)
# traces is a tuple of trace tuples: see Trace constructor
self._traces = traces
def __len__(self):
return len(self._traces)
def __getitem__(self, index):
if isinstance(index, slice):
return tuple(Trace(trace) for trace in self._traces[index])
else:
return Trace(self._traces[index])
def __contains__(self, trace):
return trace._trace in self._traces
def __eq__(self, other):
if not isinstance(other, _Traces):
return NotImplemented
return (self._traces == other._traces)
def __repr__(self):
return "<Traces len=%s>" % len(self)
def _normalize_filename(filename):
filename = os.path.normcase(filename)
if filename.endswith('.pyc'):
filename = filename[:-1]
return filename
class BaseFilter:
def __init__(self, inclusive):
self.inclusive = inclusive
def _match(self, trace):
raise NotImplementedError
class Filter(BaseFilter):
def __init__(self, inclusive, filename_pattern,
lineno=None, all_frames=False, domain=None):
super().__init__(inclusive)
self.inclusive = inclusive
self._filename_pattern = _normalize_filename(filename_pattern)
self.lineno = lineno
self.all_frames = all_frames
self.domain = domain
@property
def filename_pattern(self):
return self._filename_pattern
def _match_frame_impl(self, filename, lineno):
filename = _normalize_filename(filename)
if not fnmatch.fnmatch(filename, self._filename_pattern):
return False
if self.lineno is None:
return True
else:
return (lineno == self.lineno)
def _match_frame(self, filename, lineno):
return self._match_frame_impl(filename, lineno) ^ (not self.inclusive)
def _match_traceback(self, traceback):
if self.all_frames:
if any(self._match_frame_impl(filename, lineno)
for filename, lineno in traceback):
return self.inclusive
else:
return (not self.inclusive)
else:
filename, lineno = traceback[0]
return self._match_frame(filename, lineno)
def _match(self, trace):
domain, size, traceback, total_nframe = trace
res = self._match_traceback(traceback)
if self.domain is not None:
if self.inclusive:
return res and (domain == self.domain)
else:
return res or (domain != self.domain)
return res
class DomainFilter(BaseFilter):
def __init__(self, inclusive, domain):
super().__init__(inclusive)
self._domain = domain
@property
def domain(self):
return self._domain
def _match(self, trace):
domain, size, traceback, total_nframe = trace
return (domain == self.domain) ^ (not self.inclusive)
class Snapshot:
"""
Snapshot of traces of memory blocks allocated by Python.
"""
def __init__(self, traces, traceback_limit):
# traces is a tuple of trace tuples: see _Traces constructor for
# the exact format
self.traces = _Traces(traces)
self.traceback_limit = traceback_limit
def dump(self, filename):
"""
Write the snapshot into a file.
"""
with open(filename, "wb") as fp:
pickle.dump(self, fp, pickle.HIGHEST_PROTOCOL)
@staticmethod
def load(filename):
"""
Load a snapshot from a file.
"""
with open(filename, "rb") as fp:
return pickle.load(fp)
def _filter_trace(self, include_filters, exclude_filters, trace):
if include_filters:
if not any(trace_filter._match(trace)
for trace_filter in include_filters):
return False
if exclude_filters:
if any(not trace_filter._match(trace)
for trace_filter in exclude_filters):
return False
return True
def filter_traces(self, filters):
"""
Create a new Snapshot instance with a filtered traces sequence, filters
is a list of Filter or DomainFilter instances. If filters is an empty
list, return a new Snapshot instance with a copy of the traces.
"""
if not isinstance(filters, Iterable):
raise TypeError("filters must be a list of filters, not %s"
% type(filters).__name__)
if filters:
include_filters = []
exclude_filters = []
for trace_filter in filters:
if trace_filter.inclusive:
include_filters.append(trace_filter)
else:
exclude_filters.append(trace_filter)
new_traces = [trace for trace in self.traces._traces
if self._filter_trace(include_filters,
exclude_filters,
trace)]
else:
new_traces = self.traces._traces.copy()
return Snapshot(new_traces, self.traceback_limit)
def _group_by(self, key_type, cumulative):
if key_type not in ('traceback', 'filename', 'lineno'):
raise ValueError("unknown key_type: %r" % (key_type,))
if cumulative and key_type not in ('lineno', 'filename'):
raise ValueError("cumulative mode cannot by used "
"with key type %r" % key_type)
stats = {}
tracebacks = {}
if not cumulative:
for trace in self.traces._traces:
domain, size, trace_traceback, total_nframe = trace
try:
traceback = tracebacks[trace_traceback]
except KeyError:
if key_type == 'traceback':
frames = trace_traceback
elif key_type == 'lineno':
frames = trace_traceback[:1]
else: # key_type == 'filename':
frames = ((trace_traceback[0][0], 0),)
traceback = Traceback(frames)
tracebacks[trace_traceback] = traceback
try:
stat = stats[traceback]
stat.size += size
stat.count += 1
except KeyError:
stats[traceback] = Statistic(traceback, size, 1)
else:
# cumulative statistics
for trace in self.traces._traces:
domain, size, trace_traceback, total_nframe = trace
for frame in trace_traceback:
try:
traceback = tracebacks[frame]
except KeyError:
if key_type == 'lineno':
frames = (frame,)
else: # key_type == 'filename':
frames = ((frame[0], 0),)
traceback = Traceback(frames)
tracebacks[frame] = traceback
try:
stat = stats[traceback]
stat.size += size
stat.count += 1
except KeyError:
stats[traceback] = Statistic(traceback, size, 1)
return stats
def statistics(self, key_type, cumulative=False):
"""
Group statistics by key_type. Return a sorted list of Statistic
instances.
"""
grouped = self._group_by(key_type, cumulative)
statistics = list(grouped.values())
statistics.sort(reverse=True, key=Statistic._sort_key)
return statistics
def compare_to(self, old_snapshot, key_type, cumulative=False):
"""
Compute the differences with an old snapshot old_snapshot. Get
statistics as a sorted list of StatisticDiff instances, grouped by
group_by.
"""
new_group = self._group_by(key_type, cumulative)
old_group = old_snapshot._group_by(key_type, cumulative)
statistics = _compare_grouped_stats(old_group, new_group)
statistics.sort(reverse=True, key=StatisticDiff._sort_key)
return statistics
def take_snapshot():
"""
Take a snapshot of traces of memory blocks allocated by Python.
"""
if not is_tracing():
raise RuntimeError("the tracemalloc module must be tracing memory "
"allocations to take a snapshot")
traces = _get_traces()
traceback_limit = get_traceback_limit()
return Snapshot(traces, traceback_limit)