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Ansible callback plugin to profile code execution via cProfile
$ ANSIBLE_CALLBACK_WHITELIST=cprofile CPROFILE_FILTERS=ansible.plugins.connection,ansible.executor.task_executor ansible-playbook -i localhosts whoami.yml
PLAY [My Cool Play] **************************************************************************************************************************************************************************************************************************
TASK [Check who I am 1] **********************************************************************************************************************************************************************************************************************
changed: [localhost0]
changed: [localhost1]
TASK [Check who I am 2] **********************************************************************************************************************************************************************************************************************
changed: [localhost0]
changed: [localhost1]
PLAY RECAP ***********************************************************************************************************************************************************************************************************************************
localhost0 : ok=2 changed=2 unreachable=0 failed=0 skipped=0
localhost1 : ok=2 changed=2 unreachable=0 failed=0 skipped=0
262 function calls (154 primitive calls) in 0.017 seconds
Ordered by: cumulative time
ncalls tottime percall cumtime percall filename:lineno(function)
4 0.001 0.000 1.690 0.423 executor/task_executor.py:90(run)
4 0.002 0.000 1.681 0.420 executor/task_executor.py:458(_execute)
20 0.010 0.000 1.131 0.057 plugins/connection/local.py:59(exec_command)
4 0.001 0.000 0.080 0.020 executor/task_executor.py:815(_get_connection)
4 0.000 0.000 0.043 0.011 plugins/connection/__init__.py:66(__init__)
4 0.001 0.000 0.008 0.002 executor/task_executor.py:191(_get_loop_items)
4 0.001 0.000 0.007 0.002 plugins/connection/local.py:5(<module>)
4 0.000 0.000 0.004 0.001 executor/task_executor.py:878(_set_connection_options)
8 0.000 0.000 0.004 0.001 executor/task_executor.py:907(_set_shell_options)
4 0.000 0.000 0.004 0.001 executor/task_executor.py:76(__init__)
4 0.000 0.000 0.003 0.001 plugins/connection/local.py:130(put_file)
24 0.000 0.000 0.001 0.000 plugins/connection/__init__.py:36(wrapped)
4 0.000 0.000 0.001 0.000 executor/task_executor.py:915(_get_action_handler)
4 0.000 0.000 0.001 0.000 plugins/connection/local.py:46(_connect)
112/4 0.000 0.000 0.000 0.000 executor/task_executor.py:151(_clean_res)
1 0.000 0.000 0.000 0.000 plugins/connection/__init__.py:5(<module>)
4 0.000 0.000 0.000 0.000 executor/task_executor.py:40(remove_omit)
1 0.000 0.000 0.000 0.000 plugins/connection/__init__.py:44(ConnectionBase)
4 0.000 0.000 0.000 0.000 executor/task_executor.py:634(_evaluate_changed_when_result)
3 0.000 0.000 0.000 0.000 plugins/connection/__init__.py:35(ensure_connect)
4 0.000 0.000 0.000 0.000 plugins/connection/local.py:40(Connection)
4 0.000 0.000 0.000 0.000 plugins/connection/__init__.py:116(socket_path)
4 0.000 0.000 0.000 0.000 plugins/connection/local.py:153(close)
4 0.000 0.000 0.000 0.000 executor/task_executor.py:640(_evaluate_failed_when_result)
20 0.000 0.000 0.000 0.000 plugins/connection/__init__.py:161(exec_command)
1 0.000 0.000 0.000 0.000 plugins/connection/__init__.py:286(NetworkConnectionBase)
4 0.000 0.000 0.000 0.000 plugins/connection/__init__.py:229(put_file)
# (c) 2018 Matt Martz <matt@sivel.net>
# GNU General Public License v3.0+
# (see COPYING or https://www.gnu.org/licenses/gpl-3.0.txt)
# Make coding more python3-ish
from __future__ import (absolute_import, division, print_function)
__metaclass__ = type
DOCUMENTATION = '''
callback: cprofile
short_description: Uses cProfile to profile the python execution of ansible
description:
- Uses cProfile to profile the python execution of ansible, allowing
for filtering and sorting
type: aggregate
options:
filters:
description: A list of python packages to limit output to,
e.g. C(ansible.plugins.connection)
default:
- ansible
env:
- name: CPROFILE_FILTERS
ini:
- key: filters
section: cprofile_callback
type: list
sort:
description: Sort order of cProfile output
default:
- cumtime
env:
- name: CPROFILE_SORT
ini:
- key: sort
section: cprofile_callback
type: list
strip_dirs:
description: Whether or not to display stripped paths instead of full
paths. This functionality differs slightly from the native
cProfile implementation, as it will only strip the longest
common path.
default: True
env:
- name: CPROFILE_STRIP_DIRS
ini:
- key: strip_dirs
section: cprofile_callback
type: bool
per_host_task:
description: Split output by (host, task) combo
default: False
env:
- name: CPROFILE_PER_HOST_TASK
ini:
- key: per_host_task
section: cprofile_callback
type: bool
'''
import cProfile
import functools
import importlib.util
import json
import os
import pickle
import pstats
import shutil
import tempfile
import time
from contextlib import contextmanager
from glob import iglob
from ansible.errors import AnsibleError
from ansible.executor.process.worker import WorkerProcess
from ansible.module_utils.six import PY3
from ansible.playbook.block import Block
from ansible.plugins.callback import CallbackBase
VALID_SORTS = frozenset(pstats.Stats.sort_arg_dict_default.keys())
class Stats:
"""Class to mimic a pstats.Stats object, for loading"""
def __init__(self, stats):
self.stats = stats
def create_stats(self):
pass
def dump_stats(p, filename):
p.create_stats()
with open(filename, 'wb') as f:
pickle.dump(p.stats, f)
def load_stats(filename):
with open(filename, 'rb') as f:
ps = pstats.Stats(Stats(pickle.load(f)))
return ps
def find_module(module):
"""Find the path to a dotted python module"""
spec = importlib.util.find_spec(module)
if not spec:
raise ImportError(module)
if os.path.splitext(spec.origin)[1] == '.py':
return os.path.dirname(spec.origin)
return spec.origin
def filter_pstats(ps, filters):
"""Filter out stats from pstats based on a path filter"""
for stat in list(ps.stats):
found = False
for f in filters:
if stat[0].startswith(f):
found = True
break
if not found:
ps.total_calls -= ps.stats[stat][1]
ps.prim_calls -= ps.stats[stat][0]
ps.total_tt -= ps.stats[stat][2]
del ps.stats[stat]
return ps
def strip_filter(ps, filters=None):
"""Strip the matching filter from the paths"""
dirname = os.path.dirname
if filters:
path = '%s/' % os.path.commonpath(
[dirname(f) for f in filters]
)
else:
path = '%s/' % os.path.commonpath(
[dirname(key[0]) for key in ps.stats if key[0][0] == '/']
)
for stat, item in list(ps.stats.items()):
index = stat[0].find(path)
if index != 0:
continue
del ps.stats[stat]
end = index + len(path)
stat = (stat[0][end:],) + stat[1:]
ps.stats[stat] = item
return ps
def get_play(task):
obj = task
while obj._parent:
if isinstance(obj._parent, Block):
return obj._parent._play
obj = obj._parent
class CallbackModule(CallbackBase):
CALLBACK_VERSION = 2.0
CALLBACK_TYPE = 'aggregate'
CALLBACK_NAME = 'cprofile'
CALLBACK_NEEDS_WHITELIST = True
def __init__(self, display=None):
super(CallbackModule, self).__init__(display)
if not PY3:
display.warning('The cprofile callback plugin requires Python3')
self.disabled = True
else:
self._worker_tmp = tempfile.mkdtemp()
WorkerProcess.run = self._profile_worker(WorkerProcess.run)
self._p = cProfile.Profile()
self._p.enable()
def _profile_worker(self, func):
"""Closure for profiling ``WorkerProcess.run`` with ``cProfile``
stats are dumped stats to a file for later retrieval
"""
name = getattr(func, '__qualname__', func.__name__)
@functools.wraps(func)
def inner(wp):
host = wp._host
task = wp._task
p = cProfile.Profile()
p.create_stats()
p.enable()
try:
func(wp)
finally:
p.disable()
pstat_file = os.path.join(
self._worker_tmp,
'%s-%s-%s.pstat' % (
name,
os.getpid(),
time.time(),
)
)
with open('%s.json' % pstat_file, 'w+') as f:
json.dump(
{
'host': host.name,
'task_name': task.get_name(),
'task_uuid': task._uuid,
'play': get_play(task).get_name(),
},
f
)
dump_stats(p, pstat_file)
return inner
def set_options(self, *args, **kwargs):
super(CallbackModule, self).set_options(*args, **kwargs)
filters = self.get_option('filters')
sort = self.get_option('sort')
strip_dirs = self.get_option('strip_dirs')
self._per_host_task = self.get_option('per_host_task')
if any(filters):
self._filters = []
for f in filters:
if not f:
continue
try:
self._filters.append(find_module(f))
except ImportError as e:
raise AnsibleError(
'Invalid cprofile callback filter %s: %s' % (f, e)
)
else:
self._filters = None
self._sort = sort
self._strip_dirs = strip_dirs
invalid = set(self._sort).difference(VALID_SORTS)
if invalid:
raise AnsibleError(
'Invalid cProfile sort: %s' % ', '.join(invalid)
)
def v2_playbook_on_stats(self, stats):
self._p.disable()
tmp = self._worker_tmp
if self._per_host_task:
ps = pstats.Stats(self._p)
if self._filters:
filter_pstats(ps, self._filters)
if self._strip_dirs:
strip_filter(ps, self._filters)
self._display.banner('Control')
ps.sort_stats(*self._sort).print_stats()
for item in iglob('%s/*.pstat' % tmp):
ps = load_stats(item)
if self._filters:
filter_pstats(ps, self._filters)
if self._strip_dirs:
strip_filter(ps, self._filters)
with open('%s.json' % (item)) as f:
data = json.load(f)
self._display.banner(
'%(play)s - %(task_name)s - %(host)s' % data
)
ps.sort_stats(*self._sort).print_stats()
else:
ps = pstats.Stats(self._p)
ps.add(
*(load_stats(item) for item in iglob('%s/*.pstat' % tmp))
)
# Prevent ``print_stats`` from printing all files loaded from
# the above ``ps.add``
ps.files[:] = []
if self._filters:
filter_pstats(ps, self._filters)
if self._strip_dirs:
strip_filter(ps, self._filters)
self._display.banner('Profile')
ps.sort_stats(*self._sort).print_stats()
try:
shutil.rmtree(tmp)
except Exception:
pass
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