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author | Victor Stinner <victor.stinner@gmail.com> | 2013-11-23 11:27:24 (GMT) |
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committer | Victor Stinner <victor.stinner@gmail.com> | 2013-11-23 11:27:24 (GMT) |
commit | ed3b0bca3ef9d7bdbb8bd8e67e60e85f5a336da0 (patch) | |
tree | fd4390855d293372f73048fdf4b3e6b4a7cdf440 /Lib/tracemalloc.py | |
parent | 0fb6072fad411eba171b53037bcc04d07c7b0770 (diff) | |
download | cpython-ed3b0bca3ef9d7bdbb8bd8e67e60e85f5a336da0.zip cpython-ed3b0bca3ef9d7bdbb8bd8e67e60e85f5a336da0.tar.gz cpython-ed3b0bca3ef9d7bdbb8bd8e67e60e85f5a336da0.tar.bz2 |
Issue #18874: Implement the PEP 454 (tracemalloc)
Diffstat (limited to 'Lib/tracemalloc.py')
-rw-r--r-- | Lib/tracemalloc.py | 464 |
1 files changed, 464 insertions, 0 deletions
diff --git a/Lib/tracemalloc.py b/Lib/tracemalloc.py new file mode 100644 index 0000000..7780eca --- /dev/null +++ b/Lib/tracemalloc.py @@ -0,0 +1,464 @@ +from collections import Sequence +from functools import total_ordering +import fnmatch +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 (self.traceback, self.size, self.count) + + def __eq__(self, other): + 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 (self.traceback, self.size, self.size_diff, + self.count, self.count_diff) + + def __eq__(self, other): + 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): + self._frame = frame + + @property + def filename(self): + return self._frame[0] + + @property + def lineno(self): + return self._frame[1] + + def __eq__(self, other): + return (self._frame == other._frame) + + def __lt__(self, other): + 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 most recent frame + to the oldest frame. + """ + __slots__ = ("_frames",) + + def __init__(self, frames): + Sequence.__init__(self) + self._frames = frames + + def __len__(self): + return len(self._frames) + + def __getitem__(self, index): + trace = self._frames[index] + return Frame(trace) + + def __contains__(self, frame): + return frame._frame in self._frames + + def __hash__(self): + return hash(self._frames) + + def __eq__(self, other): + return (self._frames == other._frames) + + def __lt__(self, other): + return (self._frames < other._frames) + + def __str__(self): + return str(self[0]) + + def __repr__(self): + return "<Traceback %r>" % (tuple(self),) + + +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): + self._trace = trace + + @property + def size(self): + return self._trace[0] + + @property + def traceback(self): + return Traceback(self._trace[1]) + + def __eq__(self, other): + 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 size=%s, traceback=%r>" + % (_format_size(self.size, False), self.traceback)) + + +class _Traces(Sequence): + def __init__(self, traces): + Sequence.__init__(self) + self._traces = traces + + def __len__(self): + return len(self._traces) + + def __getitem__(self, index): + trace = self._traces[index] + return Trace(trace) + + def __contains__(self, trace): + return trace._trace in self._traces + + def __eq__(self, other): + 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', '.pyo')): + filename = filename[:-1] + return filename + + +class Filter: + def __init__(self, inclusive, filename_pattern, + lineno=None, all_frames=False): + self.inclusive = inclusive + self._filename_pattern = _normalize_filename(filename_pattern) + self.lineno = lineno + self.all_frames = all_frames + + @property + def filename_pattern(self): + return self._filename_pattern + + def __match_frame(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(filename, lineno) ^ (not self.inclusive) + + def _match_traceback(self, traceback): + if self.all_frames: + if any(self.__match_frame(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) + + +class Snapshot: + """ + Snapshot of traces of memory blocks allocated by Python. + """ + + def __init__(self, traces, traceback_limit): + 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): + traceback = trace[1] + if include_filters: + if not any(trace_filter._match_traceback(traceback) + for trace_filter in include_filters): + return False + if exclude_filters: + if any(not trace_filter._match_traceback(traceback) + 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 instances. If filters is an empty list, return a + new Snapshot instance with a copy of the traces. + """ + 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) + if cumulative and self.traceback_limit < 2: + raise ValueError("cumulative mode needs tracebacks with at least " + "2 frames, traceback limit is %s" + % self.traceback_limit) + + stats = {} + tracebacks = {} + if not cumulative: + for trace in self.traces._traces: + size, trace_traceback = 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: + size, trace_traceback = 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) |