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November 5, 2018 18:05
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""" | |
Tools for drawing Python object reference graphs with graphviz. | |
You can find documentation online at https://mg.pov.lt/objgraph/ | |
Copyright (c) 2008-2017 Marius Gedminas <[email protected]> and contributors | |
Released under the MIT licence. | |
""" | |
# Permission is hereby granted, free of charge, to any person obtaining a | |
# copy of this software and associated documentation files (the "Software"), | |
# to deal in the Software without restriction, including without limitation | |
# the rights to use, copy, modify, merge, publish, distribute, sublicense, | |
# and/or sell copies of the Software, and to permit persons to whom the | |
# Software is furnished to do so, subject to the following conditions: | |
# | |
# The above copyright notice and this permission notice shall be included in | |
# all copies or substantial portions of the Software. | |
# | |
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING | |
# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER | |
# DEALINGS IN THE SOFTWARE. | |
from __future__ import print_function | |
import codecs | |
import collections | |
import gc | |
import re | |
import inspect | |
import types | |
import operator | |
import os | |
import subprocess | |
import tempfile | |
import sys | |
import itertools | |
try: | |
# Python 2.x compatibility | |
from StringIO import StringIO | |
except ImportError: | |
from io import StringIO | |
try: | |
from types import InstanceType | |
except ImportError: | |
# Python 3.x compatibility | |
InstanceType = None | |
__author__ = "Marius Gedminas ([email protected])" | |
__copyright__ = "Copyright (c) 2008-2017 Marius Gedminas and contributors" | |
__license__ = "MIT" | |
__version__ = '3.4.0' | |
__date__ = '2018-02-13' | |
try: | |
basestring | |
except NameError: | |
# Python 3.x compatibility | |
basestring = str | |
try: | |
iteritems = dict.iteritems | |
except AttributeError: | |
# Python 3.x compatibility | |
iteritems = dict.items | |
IS_INTERACTIVE = False | |
try: # pragma: nocover | |
import graphviz | |
if get_ipython().__class__.__name__ != 'TerminalInteractiveShell': | |
IS_INTERACTIVE = True | |
except (NameError, ImportError): | |
pass | |
def _isinstance(object, classinfo): | |
"""Return whether an object is an instance of a class or its subclass. | |
Differs from the builtin isinstance() implementation in that it does not | |
depend on the ``__class__`` attribute which is proxied by | |
mock.Mock(spec=...). | |
""" | |
return issubclass(type(object), classinfo) | |
def count(typename, objects=None): | |
"""Count objects tracked by the garbage collector with a given class name. | |
The class name can optionally be fully qualified. | |
Example: | |
>>> count('dict') | |
42 | |
>>> count('mymodule.MyClass') | |
2 | |
.. note:: | |
The Python garbage collector does not track simple | |
objects like int or str. See | |
https://docs.python.org/3/library/gc.html#gc.is_tracked | |
for more information. | |
Instead of looking through all objects tracked by the GC, you may | |
specify your own collection, e.g. | |
>>> count('MyClass', get_leaking_objects()) | |
3 | |
See also: :func:`get_leaking_objects`. | |
.. versionchanged:: 1.7 | |
New parameter: ``objects``. | |
.. versionchanged:: 1.8 | |
Accepts fully-qualified type names (i.e. 'package.module.ClassName') | |
as well as short type names (i.e. 'ClassName'). | |
""" | |
if objects is None: | |
objects = gc.get_objects() | |
try: | |
if '.' in typename: | |
return sum(1 for o in objects if _long_typename(o) == typename) | |
else: | |
return sum(1 for o in objects if _short_typename(o) == typename) | |
finally: | |
del objects # clear cyclic references to frame | |
def typestats(objects=None, shortnames=True, filter=None): | |
"""Count the number of instances for each type tracked by the GC. | |
Note that the GC does not track simple objects like int or str. | |
Note that classes with the same name but defined in different modules | |
will be lumped together if ``shortnames`` is True. | |
If ``filter`` is specified, it should be a function taking one argument and | |
returning a boolean. Objects for which ``filter(obj)`` returns ``False`` | |
will be ignored. | |
Example: | |
>>> typestats() | |
{'list': 12041, 'tuple': 10245, ...} | |
>>> typestats(get_leaking_objects()) | |
{'MemoryError': 1, 'tuple': 2795, 'RuntimeError': 1, 'list': 47, ...} | |
.. versionadded:: 1.1 | |
.. versionchanged:: 1.7 | |
New parameter: ``objects``. | |
.. versionchanged:: 1.8 | |
New parameter: ``shortnames``. | |
.. versionchanged:: 3.1.3 | |
New parameter: ``filter``. | |
""" | |
if objects is None: | |
objects = gc.get_objects() | |
try: | |
if shortnames: | |
typename = _short_typename | |
else: | |
typename = _long_typename | |
stats = {} | |
for o in objects: | |
if filter and not filter(o): | |
continue | |
n = typename(o) | |
stats[n] = stats.get(n, 0) + 1 | |
return stats | |
finally: | |
del objects # clear cyclic references to frame | |
def most_common_types(limit=10, objects=None, shortnames=True, filter=None): | |
"""Count the names of types with the most instances. | |
Returns a list of (type_name, count), sorted most-frequent-first. | |
Limits the return value to at most ``limit`` items. You may set ``limit`` | |
to None to avoid that. | |
If ``filter`` is specified, it should be a function taking one argument and | |
returning a boolean. Objects for which ``filter(obj)`` returns ``False`` | |
will be ignored. | |
The caveats documented in :func:`typestats` apply. | |
Example: | |
>>> most_common_types(limit=2) | |
[('list', 12041), ('tuple', 10245)] | |
.. versionadded:: 1.4 | |
.. versionchanged:: 1.7 | |
New parameter: ``objects``. | |
.. versionchanged:: 1.8 | |
New parameter: ``shortnames``. | |
.. versionchanged:: 3.1.3 | |
New parameter: ``filter``. | |
""" | |
stats = sorted( | |
typestats(objects, shortnames=shortnames, filter=filter).items(), | |
key=operator.itemgetter(1), reverse=True) | |
if limit: | |
stats = stats[:limit] | |
return stats | |
def show_most_common_types( | |
limit=10, | |
objects=None, | |
shortnames=True, | |
file=None, | |
filter=None): | |
"""Print the table of types of most common instances. | |
If ``filter`` is specified, it should be a function taking one argument and | |
returning a boolean. Objects for which ``filter(obj)`` returns ``False`` | |
will be ignored. | |
The caveats documented in :func:`typestats` apply. | |
Example: | |
>>> show_most_common_types(limit=5) | |
tuple 8959 | |
function 2442 | |
wrapper_descriptor 1048 | |
dict 953 | |
builtin_function_or_method 800 | |
.. versionadded:: 1.1 | |
.. versionchanged:: 1.7 | |
New parameter: ``objects``. | |
.. versionchanged:: 1.8 | |
New parameter: ``shortnames``. | |
.. versionchanged:: 3.0 | |
New parameter: ``file``. | |
.. versionchanged:: 3.1.3 | |
New parameter: ``filter``. | |
""" | |
if file is None: | |
file = sys.stdout | |
stats = most_common_types(limit, objects, shortnames=shortnames, | |
filter=filter) | |
width = max(len(name) for name, count in stats) | |
for name, count in stats: | |
file.write('%-*s %i\n' % (width, name, count)) | |
def growth(limit=10, peak_stats={}, shortnames=True, filter=None): | |
"""Count the increase in peak object since last call. | |
Returns a list of (type_name, total_count, increase_delta), | |
descending order by increase_delta. | |
Limits the output to ``limit`` largest deltas. You may set ``limit`` to | |
None to see all of them. | |
Uses and updates ``peak_stats``, a dictionary from type names to previously | |
seen peak object counts. Usually you don't need to pay attention to this | |
argument. | |
If ``filter`` is specified, it should be a function taking one argument and | |
returning a boolean. Objects for which ``filter(obj)`` returns ``False`` | |
will be ignored. | |
The caveats documented in :func:`typestats` apply. | |
Example: | |
>>> growth(2) | |
[(tuple, 12282, 10), (dict, 1922, 7)] | |
.. versionadded:: 3.3.0 | |
""" | |
gc.collect() | |
stats = typestats(shortnames=shortnames, filter=filter) | |
deltas = {} | |
for name, count in iteritems(stats): | |
old_count = peak_stats.get(name, 0) | |
if count > old_count: | |
deltas[name] = count - old_count | |
peak_stats[name] = count | |
deltas = sorted(deltas.items(), key=operator.itemgetter(1), | |
reverse=True) | |
if limit: | |
deltas = deltas[:limit] | |
return [(name, stats[name], delta) for name, delta in deltas] | |
def show_growth(limit=10, peak_stats=None, shortnames=True, file=None, | |
filter=None): | |
"""Show the increase in peak object counts since last call. | |
if ``peak_stats`` is None, peak object counts will recorded in | |
func `growth`, and your can record the counts by yourself with set | |
``peak_stats`` to a dictionary. | |
The caveats documented in :func:`growth` apply. | |
Example: | |
>>> show_growth() | |
wrapper_descriptor 970 +14 | |
tuple 12282 +10 | |
dict 1922 +7 | |
... | |
.. versionadded:: 1.5 | |
.. versionchanged:: 1.8 | |
New parameter: ``shortnames``. | |
.. versionchanged:: 2.1 | |
New parameter: ``file``. | |
.. versionchanged:: 3.1.3 | |
New parameter: ``filter``. | |
""" | |
if peak_stats is None: | |
result = growth(limit, shortnames=shortnames, filter=filter) | |
else: | |
result = growth(limit, peak_stats, shortnames, filter) | |
if result: | |
if file is None: | |
file = sys.stdout | |
width = max(len(name) for name, _, _ in result) | |
for name, count, delta in result: | |
file.write('%-*s%9d %+9d\n' % (width, name, count, delta)) | |
def get_new_ids(skip_update=False, limit=10, sortby='deltas', | |
shortnames=None, file=None, _state={}): | |
"""Find and display new objects allocated since last call. | |
Shows the increase in object counts since last call to this | |
function and returns the memory address ids for new objects. | |
Returns a dictionary mapping object type names to sets of object IDs | |
that have been created since the last time this function was called. | |
``skip_update`` (bool): If True, returns the same dictionary that | |
was returned during the previous call without updating the internal | |
state or examining the objects currently in memory. | |
``limit`` (int): The maximum number of rows that you want to print | |
data for. Use 0 to suppress the printing. Use None to print everything. | |
``sortby`` (str): This is the column that you want to sort by in | |
descending order. Possible values are: 'old', 'current', 'new', | |
'deltas' | |
``shortnames`` (bool): If True, classes with the same name but | |
defined in different modules will be lumped together. If False, | |
all type names will be qualified with the module name. If None (default), | |
``get_new_ids`` will remember the value from previous calls, so it's | |
enough to prime this once. By default the primed value is True. | |
``_state`` (dict): Stores old, current, and new_ids in memory. | |
It is used by the function to store the internal state between calls. | |
Never pass in this argument unless you know what you're doing. | |
The caveats documented in :func:`growth` apply. | |
When one gets new_ids from :func:`get_new_ids`, one can use | |
:func:`at_addrs` to get a list of those objects. Then one can iterate over | |
the new objects, print out what they are, and call :func:`show_backrefs` or | |
:func:`show_chain` to see where they are referenced. | |
Example: | |
>>> _ = get_new_ids() # store current objects in _state | |
>>> _ = get_new_ids() # current_ids become old_ids in _state | |
>>> a = [0, 1, 2] # list we don't know about | |
>>> b = [3, 4, 5] # list we don't know about | |
>>> new_ids = get_new_ids(limit=3) # we see new lists | |
====================================================================== | |
Type Old_ids Current_ids New_ids Count_Deltas | |
====================================================================== | |
list 324 326 +3 +2 | |
dict 1125 1125 +0 +0 | |
wrapper_descriptor 1001 1001 +0 +0 | |
====================================================================== | |
>>> new_lists = at_addrs(new_ids['list']) | |
>>> a in new_lists | |
True | |
>>> b in new_lists | |
True | |
.. versionadded:: 3.4 | |
""" | |
if not _state: | |
_state['old'] = collections.defaultdict(set) | |
_state['current'] = collections.defaultdict(set) | |
_state['new'] = collections.defaultdict(set) | |
_state['shortnames'] = True | |
new_ids = _state['new'] | |
if skip_update: | |
return new_ids | |
old_ids = _state['old'] | |
current_ids = _state['current'] | |
if shortnames is None: | |
shortnames = _state['shortnames'] | |
else: | |
_state['shortnames'] = shortnames | |
gc.collect() | |
objects = gc.get_objects() | |
for class_name in old_ids: | |
old_ids[class_name].clear() | |
for class_name, ids_set in current_ids.items(): | |
old_ids[class_name].update(ids_set) | |
for class_name in current_ids: | |
current_ids[class_name].clear() | |
for o in objects: | |
if shortnames: | |
class_name = _short_typename(o) | |
else: | |
class_name = _long_typename(o) | |
id_number = id(o) | |
current_ids[class_name].add(id_number) | |
for class_name in new_ids: | |
new_ids[class_name].clear() | |
rows = [] | |
keys_to_remove = [] | |
for class_name in current_ids: | |
num_old = len(old_ids[class_name]) | |
num_current = len(current_ids[class_name]) | |
if num_old == 0 and num_current == 0: | |
# remove the key from our dicts if we don't have any old or | |
# current class_name objects | |
keys_to_remove.append(class_name) | |
continue | |
new_ids_set = current_ids[class_name] - old_ids[class_name] | |
new_ids[class_name].update(new_ids_set) | |
num_new = len(new_ids_set) | |
num_delta = num_current - num_old | |
row = (class_name, num_old, num_current, num_new, num_delta) | |
rows.append(row) | |
for key in keys_to_remove: | |
del old_ids[key] | |
del current_ids[key] | |
del new_ids[key] | |
index_by_sortby = {'old': 1, 'current': 2, 'new': 3, 'deltas': 4} | |
rows.sort(key=operator.itemgetter(index_by_sortby[sortby], 0), | |
reverse=True) | |
if limit is not None: | |
rows = rows[:limit] | |
if not rows: | |
return new_ids | |
if file is None: | |
file = sys.stdout | |
width = max(len(row[0]) for row in rows) | |
print('='*(width+13*4), file=file) | |
print('%-*s%13s%13s%13s%13s' % | |
(width, 'Type', 'Old_ids', 'Current_ids', 'New_ids', 'Count_Deltas'), | |
file=file) | |
print('='*(width+13*4), file=file) | |
for row_class, old, current, new, delta in rows: | |
print('%-*s%13d%13d%+13d%+13d' % | |
(width, row_class, old, current, new, delta), file=file) | |
print('='*(width+13*4), file=file) | |
return new_ids | |
def get_leaking_objects(objects=None): | |
"""Return objects that do not have any referents. | |
These could indicate reference-counting bugs in C code. Or they could | |
be legitimate. | |
Note that the GC does not track simple objects like int or str. | |
.. versionadded:: 1.7 | |
""" | |
if objects is None: | |
gc.collect() | |
objects = gc.get_objects() | |
try: | |
ids = set(id(i) for i in objects) | |
for i in objects: | |
ids.difference_update(id(j) for j in gc.get_referents(i)) | |
# this then is our set of objects without referrers | |
return [i for i in objects if id(i) in ids] | |
finally: | |
del objects, i # clear cyclic references to frame | |
def by_type(typename, objects=None): | |
"""Return objects tracked by the garbage collector with a given class name. | |
Example: | |
>>> by_type('MyClass') | |
[<mymodule.MyClass object at 0x...>] | |
Note that the GC does not track simple objects like int or str. | |
.. versionchanged:: 1.7 | |
New parameter: ``objects``. | |
.. versionchanged:: 1.8 | |
Accepts fully-qualified type names (i.e. 'package.module.ClassName') | |
as well as short type names (i.e. 'ClassName'). | |
""" | |
if objects is None: | |
objects = gc.get_objects() | |
try: | |
if '.' in typename: | |
return [o for o in objects if _long_typename(o) == typename] | |
else: | |
return [o for o in objects if _short_typename(o) == typename] | |
finally: | |
del objects # clear cyclic references to frame | |
def at(addr): | |
"""Return an object at a given memory address. | |
The reverse of id(obj): | |
>>> at(id(obj)) is obj | |
True | |
Note that this function does not work on objects that are not tracked by | |
the GC (e.g. ints or strings). | |
""" | |
for o in gc.get_objects(): | |
if id(o) == addr: | |
return o | |
return None | |
def at_addrs(address_set): | |
"""Return a list of objects for a given set of memory addresses. | |
The reverse of [id(obj1), id(obj2), ...]. Note that objects are returned | |
in an arbitrary order. | |
When one gets ``new_ids`` from :func:`get_new_ids`, one can use this | |
function to get a list of those objects. Then one can iterate over the new | |
objects, print out what they are, and call :func:`show_backrefs` or | |
:func:`show_chain` to see where they are referenced. | |
>>> a = [0, 1, 2] | |
>>> new_ids = get_new_ids() | |
>>> new_lists = at_addrs(new_ids['list']) | |
>>> a in new_lists | |
True | |
Note that this function does not work on objects that are not tracked | |
by the GC (e.g. ints or strings). | |
.. versionadded:: 3.4 | |
""" | |
res = [] | |
for o in gc.get_objects(): | |
if id(o) in address_set: | |
res.append(o) | |
return res | |
def find_ref_chain(obj, predicate, max_depth=20, extra_ignore=()): | |
"""Find a shortest chain of references leading from obj. | |
The end of the chain will be some object that matches your predicate. | |
``predicate`` is a function taking one argument and returning a boolean. | |
``max_depth`` limits the search depth. | |
``extra_ignore`` can be a list of object IDs to exclude those objects from | |
your search. | |
Example: | |
>>> find_ref_chain(obj, lambda x: isinstance(x, MyClass)) | |
[obj, ..., <MyClass object at ...>] | |
Returns ``[obj]`` if such a chain could not be found. | |
.. versionadded:: 1.7 | |
""" | |
return _find_chain(obj, predicate, gc.get_referents, | |
max_depth=max_depth, extra_ignore=extra_ignore)[::-1] | |
def find_backref_chain(obj, predicate, max_depth=20, extra_ignore=()): | |
"""Find a shortest chain of references leading to obj. | |
The start of the chain will be some object that matches your predicate. | |
``predicate`` is a function taking one argument and returning a boolean. | |
``max_depth`` limits the search depth. | |
``extra_ignore`` can be a list of object IDs to exclude those objects from | |
your search. | |
Example: | |
>>> find_backref_chain(obj, is_proper_module) | |
[<module ...>, ..., obj] | |
Returns ``[obj]`` if such a chain could not be found. | |
.. versionchanged:: 1.5 | |
Returns ``obj`` instead of ``None`` when a chain could not be found. | |
""" | |
return _find_chain(obj, predicate, gc.get_referrers, | |
max_depth=max_depth, extra_ignore=extra_ignore) | |
def show_backrefs(objs, max_depth=3, extra_ignore=(), filter=None, too_many=10, | |
highlight=None, filename=None, extra_info=None, | |
refcounts=False, shortnames=True, output=None): | |
"""Generate an object reference graph ending at ``objs``. | |
The graph will show you what objects refer to ``objs``, directly and | |
indirectly. | |
``objs`` can be a single object, or it can be a list of objects. If | |
unsure, wrap the single object in a new list. | |
``filename`` if specified, can be the name of a .dot or a image | |
file, whose extension indicates the desired output format; note | |
that output to a specific format is entirely handled by GraphViz: | |
if the desired format is not supported, you just get the .dot | |
file. If ``filename`` and ``output`` are not specified, ``show_backrefs`` | |
will try to display the graph inline (if you're using IPython), otherwise | |
it'll try to produce a .dot file and spawn a viewer (xdot). If xdot is | |
not available, ``show_backrefs`` will convert the .dot file to a | |
.png and print its name. | |
``output`` if specified, the GraphViz output will be written to this | |
file object. ``output`` and ``filename`` should not both be specified. | |
Use ``max_depth`` and ``too_many`` to limit the depth and breadth of the | |
graph. | |
Use ``filter`` (a predicate) and ``extra_ignore`` (a list of object IDs) to | |
remove undesired objects from the graph. | |
Use ``highlight`` (a predicate) to highlight certain graph nodes in blue. | |
Use ``extra_info`` (a function taking one argument and returning a | |
string) to report extra information for objects. | |
Specify ``refcounts=True`` if you want to see reference counts. | |
These will mostly match the number of arrows pointing to an object, | |
but can be different for various reasons. | |
Specify ``shortnames=False`` if you want to see fully-qualified type | |
names ('package.module.ClassName'). By default you get to see only the | |
class name part. | |
Examples: | |
>>> show_backrefs(obj) | |
>>> show_backrefs([obj1, obj2]) | |
>>> show_backrefs(obj, max_depth=5) | |
>>> show_backrefs(obj, filter=lambda x: not inspect.isclass(x)) | |
>>> show_backrefs(obj, highlight=inspect.isclass) | |
>>> show_backrefs(obj, extra_ignore=[id(locals())]) | |
.. versionchanged:: 1.3 | |
New parameters: ``filename``, ``extra_info``. | |
.. versionchanged:: 1.5 | |
New parameter: ``refcounts``. | |
.. versionchanged:: 1.8 | |
New parameter: ``shortnames``. | |
.. versionchanged:: 2.0 | |
New parameter: ``output``. | |
""" | |
# For show_backrefs(), it makes sense to stop when reaching a | |
# module because you'll end up in sys.modules and explode the | |
# graph with useless clutter. That's why we're specifying | |
# cull_func here, but not in show_graph(). | |
return _show_graph(objs, max_depth=max_depth, extra_ignore=extra_ignore, | |
filter=filter, too_many=too_many, highlight=highlight, | |
edge_func=gc.get_referrers, swap_source_target=False, | |
filename=filename, output=output, extra_info=extra_info, | |
refcounts=refcounts, shortnames=shortnames, | |
cull_func=is_proper_module) | |
def show_refs(objs, max_depth=3, extra_ignore=(), filter=None, too_many=10, | |
highlight=None, filename=None, extra_info=None, | |
refcounts=False, shortnames=True, output=None): | |
"""Generate an object reference graph starting at ``objs``. | |
The graph will show you what objects are reachable from ``objs``, directly | |
and indirectly. | |
``objs`` can be a single object, or it can be a list of objects. If | |
unsure, wrap the single object in a new list. | |
``filename`` if specified, can be the name of a .dot or a image | |
file, whose extension indicates the desired output format; note | |
that output to a specific format is entirely handled by GraphViz: | |
if the desired format is not supported, you just get the .dot | |
file. If ``filename`` and ``output`` is not specified, ``show_refs`` will | |
try to display the graph inline (if you're using IPython), otherwise it'll | |
try to produce a .dot file and spawn a viewer (xdot). If xdot is | |
not available, ``show_refs`` will convert the .dot file to a | |
.png and print its name. | |
``output`` if specified, the GraphViz output will be written to this | |
file object. ``output`` and ``filename`` should not both be specified. | |
Use ``max_depth`` and ``too_many`` to limit the depth and breadth of the | |
graph. | |
Use ``filter`` (a predicate) and ``extra_ignore`` (a list of object IDs) to | |
remove undesired objects from the graph. | |
Use ``highlight`` (a predicate) to highlight certain graph nodes in blue. | |
Use ``extra_info`` (a function returning a string) to report extra | |
information for objects. | |
Specify ``refcounts=True`` if you want to see reference counts. | |
Examples: | |
>>> show_refs(obj) | |
>>> show_refs([obj1, obj2]) | |
>>> show_refs(obj, max_depth=5) | |
>>> show_refs(obj, filter=lambda x: not inspect.isclass(x)) | |
>>> show_refs(obj, highlight=inspect.isclass) | |
>>> show_refs(obj, extra_ignore=[id(locals())]) | |
.. versionadded:: 1.1 | |
.. versionchanged:: 1.3 | |
New parameters: ``filename``, ``extra_info``. | |
.. versionchanged:: 1.5 | |
Follows references from module objects instead of stopping. | |
New parameter: ``refcounts``. | |
.. versionchanged:: 1.8 | |
New parameter: ``shortnames``. | |
.. versionchanged:: 2.0 | |
New parameter: ``output``. | |
""" | |
return _show_graph(objs, max_depth=max_depth, extra_ignore=extra_ignore, | |
filter=filter, too_many=too_many, highlight=highlight, | |
edge_func=gc.get_referents, swap_source_target=True, | |
filename=filename, extra_info=extra_info, | |
refcounts=refcounts, shortnames=shortnames, | |
output=output) | |
def show_chain(*chains, **kw): | |
"""Show a chain (or several chains) of object references. | |
Useful in combination with :func:`find_ref_chain` or | |
:func:`find_backref_chain`, e.g. | |
>>> show_chain(find_backref_chain(obj, is_proper_module)) | |
You can specify if you want that chain traced backwards or forwards | |
by passing a ``backrefs`` keyword argument, e.g. | |
>>> show_chain(find_ref_chain(obj, is_proper_module), | |
... backrefs=False) | |
Ideally this shouldn't matter, but for some objects | |
:func:`gc.get_referrers` and :func:`gc.get_referents` are not perfectly | |
symmetrical. | |
You can specify ``highlight``, ``extra_info``, ``refcounts``, | |
``shortnames``, ``filename`` or ``output`` arguments like for | |
:func:`show_backrefs` or :func:`show_refs`. | |
.. versionadded:: 1.5 | |
.. versionchanged:: 1.7 | |
New parameter: ``backrefs``. | |
.. versionchanged:: 2.0 | |
New parameter: ``output``. | |
""" | |
backrefs = kw.pop('backrefs', True) | |
chains = [chain for chain in chains if chain] # remove empty ones | |
def in_chains(x, ids=set(map(id, itertools.chain(*chains)))): | |
return id(x) in ids | |
max_depth = max(map(len, chains)) - 1 | |
if backrefs: | |
show_backrefs([chain[-1] for chain in chains], max_depth=max_depth, | |
filter=in_chains, **kw) | |
else: | |
show_refs([chain[0] for chain in chains], max_depth=max_depth, | |
filter=in_chains, **kw) | |
def is_proper_module(obj): | |
""" | |
Returns ``True`` if ``obj`` can be treated like a garbage collector root. | |
That is, if ``obj`` is a module that is in ``sys.modules``. | |
>>> import types | |
>>> is_proper_module([]) | |
False | |
>>> is_proper_module(types) | |
True | |
>>> is_proper_module(types.ModuleType('foo')) | |
False | |
.. versionadded:: 1.8 | |
""" | |
return (inspect.ismodule(obj) and | |
obj is sys.modules.get(getattr(obj, '__name__', None))) | |
# | |
# Internal helpers | |
# | |
def _find_chain(obj, predicate, edge_func, max_depth=20, extra_ignore=()): | |
queue = [obj] | |
depth = {id(obj): 0} | |
parent = {id(obj): None} | |
ignore = set(extra_ignore) | |
ignore.add(id(extra_ignore)) | |
ignore.add(id(queue)) | |
ignore.add(id(depth)) | |
ignore.add(id(parent)) | |
ignore.add(id(ignore)) | |
ignore.add(id(sys._getframe())) # this function | |
ignore.add(id(sys._getframe(1))) # find_chain/find_backref_chain | |
gc.collect() | |
while queue: | |
target = queue.pop(0) | |
if predicate(target): | |
chain = [target] | |
while parent[id(target)] is not None: | |
target = parent[id(target)] | |
chain.append(target) | |
return chain | |
tdepth = depth[id(target)] | |
if tdepth < max_depth: | |
referrers = edge_func(target) | |
ignore.add(id(referrers)) | |
for source in referrers: | |
if id(source) in ignore: | |
continue | |
if id(source) not in depth: | |
depth[id(source)] = tdepth + 1 | |
parent[id(source)] = target | |
queue.append(source) | |
return [obj] # not found | |
def _show_graph(objs, edge_func, swap_source_target, | |
max_depth=3, extra_ignore=(), filter=None, too_many=10, | |
highlight=None, filename=None, extra_info=None, | |
refcounts=False, shortnames=True, output=None, | |
cull_func=None): | |
if not _isinstance(objs, (list, tuple)): | |
objs = [objs] | |
is_interactive = False | |
if filename and output: | |
raise ValueError('Cannot specify both output and filename.') | |
elif output: | |
f = output | |
elif filename and filename.endswith('.dot'): | |
f = codecs.open(filename, 'w', encoding='utf-8') | |
dot_filename = filename | |
elif IS_INTERACTIVE: | |
is_interactive = True | |
f = StringIO() | |
else: | |
fd, dot_filename = tempfile.mkstemp(prefix='objgraph-', | |
suffix='.dot', text=True) | |
f = os.fdopen(fd, "w") | |
if getattr(f, 'encoding', None): | |
# Python 3 will wrap the file in the user's preferred encoding | |
# Re-wrap it for utf-8 | |
import io | |
f = io.TextIOWrapper(f.detach(), 'utf-8') | |
f.write('digraph ObjectGraph {\n' | |
' node[shape=box, style=filled, fillcolor=white];\n') | |
queue = [] | |
depth = {} | |
ignore = set(extra_ignore) | |
ignore.add(id(objs)) | |
ignore.add(id(extra_ignore)) | |
ignore.add(id(queue)) | |
ignore.add(id(depth)) | |
ignore.add(id(ignore)) | |
ignore.add(id(sys._getframe())) # this function | |
ignore.add(id(sys._getframe().f_locals)) | |
ignore.add(id(sys._getframe(1))) # show_refs/show_backrefs | |
ignore.add(id(sys._getframe(1).f_locals)) | |
for obj in objs: | |
f.write(' %s[fontcolor=red];\n' % (_obj_node_id(obj))) | |
depth[id(obj)] = 0 | |
queue.append(obj) | |
del obj | |
gc.collect() | |
nodes = 0 | |
while queue: | |
nodes += 1 | |
# The names "source" and "target" are reversed here because | |
# originally there was just show_backrefs() and we were | |
# traversing the reference graph backwards. | |
target = queue.pop(0) | |
tdepth = depth[id(target)] | |
f.write(' %s[label="%s"];\n' % (_obj_node_id(target), | |
_obj_label(target, extra_info, | |
refcounts, shortnames))) | |
h, s, v = _gradient((0, 0, 1), (0, 0, .3), tdepth, max_depth) | |
if inspect.ismodule(target): | |
h = .3 | |
s = 1 | |
if highlight and highlight(target): | |
h = .6 | |
s = .6 | |
v = 0.5 + v * 0.5 | |
f.write(' %s[fillcolor="%g,%g,%g"];\n' | |
% (_obj_node_id(target), h, s, v)) | |
if v < 0.5: | |
f.write(' %s[fontcolor=white];\n' % (_obj_node_id(target))) | |
if hasattr(getattr(target, '__class__', None), '__del__'): | |
f.write(' %s->%s_has_a_del[color=red,style=dotted,' | |
'len=0.25,weight=10];\n' % (_obj_node_id(target), | |
_obj_node_id(target))) | |
f.write(' %s_has_a_del[label="__del__",shape=doublecircle,' | |
'height=0.25,color=red,fillcolor="0,.5,1",fontsize=6];\n' | |
% (_obj_node_id(target))) | |
if tdepth >= max_depth: | |
continue | |
if cull_func is not None and cull_func(target): | |
continue | |
neighbours = edge_func(target) | |
ignore.add(id(neighbours)) | |
n = 0 | |
skipped = 0 | |
for source in neighbours: | |
if id(source) in ignore: | |
continue | |
if filter and not filter(source): | |
continue | |
if n >= too_many: | |
skipped += 1 | |
continue | |
if swap_source_target: | |
srcnode, tgtnode = target, source | |
else: | |
srcnode, tgtnode = source, target | |
elabel = _edge_label(srcnode, tgtnode, shortnames) | |
f.write(' %s -> %s%s;\n' % (_obj_node_id(srcnode), | |
_obj_node_id(tgtnode), elabel)) | |
if id(source) not in depth: | |
depth[id(source)] = tdepth + 1 | |
queue.append(source) | |
n += 1 | |
del source | |
del neighbours | |
if skipped > 0: | |
h, s, v = _gradient((0, 1, 1), (0, 1, .3), tdepth + 1, max_depth) | |
if swap_source_target: | |
label = "%d more references" % skipped | |
edge = "%s->too_many_%s" % (_obj_node_id(target), | |
_obj_node_id(target)) | |
else: | |
label = "%d more backreferences" % skipped | |
edge = "too_many_%s->%s" % (_obj_node_id(target), | |
_obj_node_id(target)) | |
f.write(' %s[color=red,style=dotted,len=0.25,weight=10];\n' | |
% edge) | |
f.write(' too_many_%s[label="%s",shape=box,height=0.25,' | |
'color=red,fillcolor="%g,%g,%g",fontsize=6];\n' | |
% (_obj_node_id(target), label, h, s, v)) | |
f.write(' too_many_%s[fontcolor=white];\n' | |
% (_obj_node_id(target))) | |
f.write("}\n") | |
if output: | |
return | |
if is_interactive: | |
return graphviz.Source(f.getvalue()) | |
else: | |
# The file should only be closed if this function was in charge of | |
# opening the file. | |
f.close() | |
print("Graph written to %s (%d nodes)" % (dot_filename, nodes)) | |
_present_graph(dot_filename, filename) | |
def _present_graph(dot_filename, filename=None): | |
"""Present a .dot file to the user in the requested fashion. | |
If ``filename`` is provided, runs ``dot`` to convert the .dot file | |
into the desired format, determined by the filename extension. | |
If ``filename`` is not provided, tries to launch ``xdot``, a | |
graphical .dot file viewer. If ``xdot`` is not present on the system, | |
converts the graph to a PNG. | |
""" | |
if filename == dot_filename: | |
# nothing to do, the user asked for a .dot file and got it | |
return | |
if not filename and _program_in_path('xdot'): | |
print("Spawning graph viewer (xdot)") | |
subprocess.Popen(['xdot', dot_filename], close_fds=True) | |
elif _program_in_path('dot'): | |
if not filename: | |
print("Graph viewer (xdot) not found, generating a png instead") | |
filename = dot_filename[:-4] + '.png' | |
stem, ext = os.path.splitext(filename) | |
cmd = ['dot', '-T' + ext[1:], '-o' + filename, dot_filename] | |
dot = subprocess.Popen(cmd, close_fds=False) | |
dot.wait() | |
if dot.returncode != 0: | |
# XXX: shouldn't this go to stderr or a log? | |
print('dot failed (exit code %d) while executing "%s"' | |
% (dot.returncode, ' '.join(cmd))) | |
else: | |
print("Image generated as %s" % filename) | |
else: | |
if not filename: | |
print("Graph viewer (xdot) and image renderer (dot) not found," | |
" not doing anything else") | |
else: | |
print("Image renderer (dot) not found, not doing anything else") | |
def _obj_node_id(obj): | |
return ('o%d' % id(obj)).replace('-', '_') | |
def _obj_label(obj, extra_info=None, refcounts=False, shortnames=True): | |
if shortnames: | |
label = [_short_typename(obj)] | |
else: | |
label = [_long_typename(obj)] | |
if refcounts: | |
label[0] += ' [%d]' % (sys.getrefcount(obj) - 4) | |
# Why -4? To ignore the references coming from | |
# obj_label's frame (obj) | |
# show_graph's frame (target variable) | |
# sys.getrefcount()'s argument | |
# something else that doesn't show up in gc.get_referrers() | |
label.append(_safe_repr(obj)) | |
if extra_info: | |
label.append(str(extra_info(obj))) | |
return _quote('\n'.join(label)) | |
def _quote(s): | |
return (s.replace("\\", "\\\\") | |
.replace("\"", "\\\"") | |
.replace("\n", "\\n") | |
.replace("\0", "\\\\0")) | |
def _get_obj_type(obj): | |
objtype = type(obj) | |
if type(obj) == InstanceType: | |
objtype = obj.__class__ | |
return objtype | |
def _short_typename(obj): | |
return _get_obj_type(obj).__name__ | |
def _long_typename(obj): | |
objtype = _get_obj_type(obj) | |
name = objtype.__name__ | |
module = getattr(objtype, '__module__', None) | |
if module: | |
return '%s.%s' % (module, name) | |
else: | |
return name | |
def _safe_repr(obj): | |
try: | |
return _short_repr(obj) | |
except Exception: | |
return '(unrepresentable)' | |
def _name_or_repr(value): | |
try: | |
result = value.__name__ | |
except AttributeError: | |
result = repr(value)[:40] | |
if _isinstance(result, basestring): | |
return result | |
else: | |
return repr(value)[:40] | |
def _short_repr(obj): | |
if _isinstance(obj, (type, types.ModuleType, types.BuiltinMethodType, | |
types.BuiltinFunctionType)): | |
return _name_or_repr(obj) | |
if _isinstance(obj, types.MethodType): | |
name = _name_or_repr(obj.__func__) | |
if obj.__self__: | |
return name + ' (bound)' | |
else: | |
return name | |
# NB: types.LambdaType is an alias for types.FunctionType! | |
if _isinstance(obj, types.LambdaType) and obj.__name__ == '<lambda>': | |
return 'lambda: %s:%s' % (os.path.basename(obj.__code__.co_filename), | |
obj.__code__.co_firstlineno) | |
if _isinstance(obj, types.FrameType): | |
return '%s:%s' % (obj.f_code.co_filename, obj.f_lineno) | |
if _isinstance(obj, (tuple, list, dict, set)): | |
return '%d items' % len(obj) | |
return repr(obj)[:40] | |
def _gradient(start_color, end_color, depth, max_depth): | |
if max_depth == 0: | |
# avoid division by zero | |
return start_color | |
h1, s1, v1 = start_color | |
h2, s2, v2 = end_color | |
f = float(depth) / max_depth | |
h = h1 * (1-f) + h2 * f | |
s = s1 * (1-f) + s2 * f | |
v = v1 * (1-f) + v2 * f | |
return h, s, v | |
def _edge_label(source, target, shortnames=True): | |
if (_isinstance(target, dict) and | |
target is getattr(source, '__dict__', None)): | |
return ' [label="__dict__",weight=10]' | |
if _isinstance(source, types.FrameType): | |
if target is source.f_locals: | |
return ' [label="f_locals",weight=10]' | |
if target is source.f_globals: | |
return ' [label="f_globals",weight=10]' | |
if _isinstance(source, types.MethodType): | |
try: | |
if target is source.__self__: | |
return ' [label="__self__",weight=10]' | |
if target is source.__func__: | |
return ' [label="__func__",weight=10]' | |
except AttributeError: # pragma: nocover | |
# Python < 2.6 compatibility | |
if target is source.im_self: | |
return ' [label="im_self",weight=10]' | |
if target is source.im_func: | |
return ' [label="im_func",weight=10]' | |
if _isinstance(source, types.FunctionType): | |
for k in dir(source): | |
if target is getattr(source, k): | |
return ' [label="%s",weight=10]' % _quote(k) | |
if _isinstance(source, dict): | |
for k, v in iteritems(source): | |
if v is target: | |
if _isinstance(k, basestring) and _is_identifier(k): | |
return ' [label="%s",weight=2]' % _quote(k) | |
else: | |
if shortnames: | |
tn = _short_typename(k) | |
else: | |
tn = _long_typename(k) | |
return ' [label="%s"]' % _quote(tn + "\n" + _safe_repr(k)) | |
return '' | |
_is_identifier = re.compile('[a-zA-Z_][a-zA-Z_0-9]*$').match | |
def _program_in_path(program): | |
# XXX: Consider using distutils.spawn.find_executable or shutil.which | |
path = os.environ.get("PATH", os.defpath).split(os.pathsep) | |
path = [os.path.join(dir, program) for dir in path] | |
path = [True for file in path | |
if os.path.isfile(file) or os.path.isfile(file + '.exe')] | |
return bool(path) |
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