#6696: add documentation for the Profile objects, and improve profile/cProfile docs. Patch by Tom Pinckney.
This commit is contained in:
Ezio Melotti
parent
c2ecac4787
commit
075d87cf05
|
|
@ -4,11 +4,6 @@
|
|||
The Python Profilers
|
||||
********************
|
||||
|
||||
.. sectionauthor:: James Roskind
|
||||
|
||||
.. module:: profile
|
||||
:synopsis: Python source profiler.
|
||||
|
||||
**Source code:** :source:`Lib/profile.py` and :source:`Lib/pstats.py`
|
||||
|
||||
--------------
|
||||
|
|
@ -22,14 +17,13 @@ Introduction to the profilers
|
|||
single: deterministic profiling
|
||||
single: profiling, deterministic
|
||||
|
||||
A :dfn:`profiler` is a program that describes the run time performance of a
|
||||
program, providing a variety of statistics. This documentation describes the
|
||||
profiler functionality provided in the modules :mod:`cProfile`, :mod:`profile`
|
||||
and :mod:`pstats`. This profiler provides :dfn:`deterministic profiling` of
|
||||
Python programs. It also provides a series of report generation tools to allow
|
||||
users to rapidly examine the results of a profile operation.
|
||||
:mod:`cProfile` and :mod:`profile` provide :dfn:`deterministic profiling` of
|
||||
Python programs. A :dfn:`profile` is a set of statistics that describes how
|
||||
often and for how long various parts of the program executed. These statistics
|
||||
can be formatted into reports via the :mod:`pstats` module.
|
||||
|
||||
The Python standard library provides two different profilers:
|
||||
The Python standard library provides two different implementations of the same
|
||||
profiling interface:
|
||||
|
||||
1. :mod:`cProfile` is recommended for most users; it's a C extension with
|
||||
reasonable overhead that makes it suitable for profiling long-running
|
||||
|
|
@ -37,14 +31,9 @@ The Python standard library provides two different profilers:
|
|||
Czotter.
|
||||
|
||||
2. :mod:`profile`, a pure Python module whose interface is imitated by
|
||||
:mod:`cProfile`. Adds significant overhead to profiled programs. If you're
|
||||
trying to extend the profiler in some way, the task might be easier with this
|
||||
module.
|
||||
|
||||
The :mod:`profile` and :mod:`cProfile` modules export the same interface, so
|
||||
they are mostly interchangeable; :mod:`cProfile` has a much lower overhead but
|
||||
is newer and might not be available on all systems. :mod:`cProfile` is really a
|
||||
compatibility layer on top of the internal :mod:`_lsprof` module.
|
||||
:mod:`cProfile`, but which adds significant overhead to profiled programs.
|
||||
If you're trying to extend the profiler in some way, the task might be easier
|
||||
with this module.
|
||||
|
||||
.. note::
|
||||
|
||||
|
|
@ -65,57 +54,94 @@ This section is provided for users that "don't want to read the manual." It
|
|||
provides a very brief overview, and allows a user to rapidly perform profiling
|
||||
on an existing application.
|
||||
|
||||
To profile an application with a main entry point of :func:`foo`, you would add
|
||||
the following to your module::
|
||||
To profile a function that takes a single argument, you can do::
|
||||
|
||||
import cProfile
|
||||
cProfile.run('foo()')
|
||||
import re
|
||||
cProfile.run('re.compile("foo|bar")')
|
||||
|
||||
(Use :mod:`profile` instead of :mod:`cProfile` if the latter is not available on
|
||||
your system.)
|
||||
|
||||
The above action would cause :func:`foo` to be run, and a series of informative
|
||||
lines (the profile) to be printed. The above approach is most useful when
|
||||
working with the interpreter. If you would like to save the results of a
|
||||
profile into a file for later examination, you can supply a file name as the
|
||||
second argument to the :func:`run` function::
|
||||
The above action would run :func:`re.compile` and print profile results like
|
||||
the following::
|
||||
|
||||
197 function calls (192 primitive calls) in 0.002 seconds
|
||||
|
||||
Ordered by: standard name
|
||||
|
||||
ncalls tottime percall cumtime percall filename:lineno(function)
|
||||
1 0.000 0.000 0.001 0.001 <string>:1(<module>)
|
||||
1 0.000 0.000 0.001 0.001 re.py:212(compile)
|
||||
1 0.000 0.000 0.001 0.001 re.py:268(_compile)
|
||||
1 0.000 0.000 0.000 0.000 sre_compile.py:172(_compile_charset)
|
||||
1 0.000 0.000 0.000 0.000 sre_compile.py:201(_optimize_charset)
|
||||
4 0.000 0.000 0.000 0.000 sre_compile.py:25(_identityfunction)
|
||||
3/1 0.000 0.000 0.000 0.000 sre_compile.py:33(_compile)
|
||||
|
||||
The first line indicates that 197 calls were monitored. Of those calls, 192
|
||||
were :dfn:`primitive`, meaning that the call was not induced via recursion. The
|
||||
next line: ``Ordered by: standard name``, indicates that the text string in the
|
||||
far right column was used to sort the output. The column headings include:
|
||||
|
||||
ncalls
|
||||
for the number of calls,
|
||||
|
||||
tottime
|
||||
for the total time spent in the given function (and excluding time made in
|
||||
calls to sub-functions)
|
||||
|
||||
percall
|
||||
is the quotient of ``tottime`` divided by ``ncalls``
|
||||
|
||||
cumtime
|
||||
is the cumulative time spent in this and all subfunctions (from invocation
|
||||
till exit). This figure is accurate *even* for recursive functions.
|
||||
|
||||
percall
|
||||
is the quotient of ``cumtime`` divided by primitive calls
|
||||
|
||||
filename:lineno(function)
|
||||
provides the respective data of each function
|
||||
|
||||
When there are two numbers in the first column (for example ``3/1``), it means
|
||||
that the function recursed. The second value is the number of primitive calls
|
||||
and the former is the total number of calls. Note that when the function does
|
||||
not recurse, these two values are the same, and only the single figure is
|
||||
printed.
|
||||
|
||||
Instead of printing the output at the end of the profile run, you can save the
|
||||
results to a file by specifying a filename to the :func:`run` function::
|
||||
|
||||
import cProfile
|
||||
cProfile.run('foo()', 'fooprof')
|
||||
import re
|
||||
cProfile.run('re.compile("foo|bar")', 'restats')
|
||||
|
||||
The file :file:`cProfile.py` can also be invoked as a script to profile another
|
||||
The :class:`pstats.Stats` class reads profile results from a file and formats
|
||||
them in various ways.
|
||||
|
||||
The file :mod:`cProfile` can also be invoked as a script to profile another
|
||||
script. For example::
|
||||
|
||||
python -m cProfile myscript.py
|
||||
python -m cProfile [-o output_file] [-s sort_order] myscript.py
|
||||
|
||||
:file:`cProfile.py` accepts two optional arguments on the command line::
|
||||
``-o`` writes the profile results to a file instead of to stdout
|
||||
|
||||
cProfile.py [-o output_file] [-s sort_order]
|
||||
``-s`` specifies one of the :func:`~pstats.Stats.sort_stats` sort values to sort
|
||||
the output by. This only applies when ``-o`` is not supplied.
|
||||
|
||||
``-s`` only applies to standard output (``-o`` is not supplied).
|
||||
Look in the :class:`Stats` documentation for valid sort values.
|
||||
|
||||
When you wish to review the profile, you should use the methods in the
|
||||
:mod:`pstats` module. Typically you would load the statistics data as follows::
|
||||
The :mod:`pstats` module's :class:`~pstats.Stats` class has a variety of methods
|
||||
for manipulating and printing the data saved into a profile results file::
|
||||
|
||||
import pstats
|
||||
p = pstats.Stats('fooprof')
|
||||
|
||||
The class :class:`Stats` (the above code just created an instance of this class)
|
||||
has a variety of methods for manipulating and printing the data that was just
|
||||
read into ``p``. When you ran :func:`cProfile.run` above, what was printed was
|
||||
the result of three method calls::
|
||||
|
||||
p = pstats.Stats('restats')
|
||||
p.strip_dirs().sort_stats(-1).print_stats()
|
||||
|
||||
The first method removed the extraneous path from all the module names. The
|
||||
second method sorted all the entries according to the standard module/line/name
|
||||
string that is printed. The third method printed out all the statistics. You
|
||||
might try the following sort calls:
|
||||
|
||||
.. (this is to comply with the semantics of the old profiler).
|
||||
|
||||
::
|
||||
The :meth:`~pstats.Stats.strip_dirs` method removed the extraneous path from all
|
||||
the module names. The :meth:`~pstats.Stats.sort_stats` method sorted all the
|
||||
entries according to the standard module/line/name string that is printed. The
|
||||
:meth:`~pstats.Stats.print_stats` method printed out all the statistics. You
|
||||
might try the following sort calls::
|
||||
|
||||
p.sort_stats('name')
|
||||
p.print_stats()
|
||||
|
|
@ -164,12 +190,301 @@ If you want more functionality, you're going to have to read the manual, or
|
|||
guess what the following functions do::
|
||||
|
||||
p.print_callees()
|
||||
p.add('fooprof')
|
||||
p.add('restats')
|
||||
|
||||
Invoked as a script, the :mod:`pstats` module is a statistics browser for
|
||||
reading and examining profile dumps. It has a simple line-oriented interface
|
||||
(implemented using :mod:`cmd`) and interactive help.
|
||||
|
||||
:mod:`profile` and :mod:`cProfile` Module Reference
|
||||
=======================================================
|
||||
|
||||
.. module:: cProfile
|
||||
.. module:: profile
|
||||
:synopsis: Python source profiler.
|
||||
|
||||
Both the :mod:`profile` and :mod:`cProfile` modules provide the following
|
||||
functions:
|
||||
|
||||
.. function:: run(command, filename=None, sort=-1)
|
||||
|
||||
This function takes a single argument that can be passed to the :func:`exec`
|
||||
function, and an optional file name. In all cases this routine executes::
|
||||
|
||||
exec(command, __main__.__dict__, __main__.__dict__)
|
||||
|
||||
and gathers profiling statistics from the execution. If no file name is
|
||||
present, then this function automatically creates a :class:`~pstats.Stats`
|
||||
instance and prints a simple profiling report. If the sort value is specified
|
||||
it is passed to this :class:`~pstats.Stats` instance to control how the
|
||||
results are sorted.
|
||||
|
||||
.. function:: runctx(command, globals, locals, filename=None)
|
||||
|
||||
This function is similar to :func:`run`, with added arguments to supply the
|
||||
globals and locals dictionaries for the *command* string. This routine
|
||||
executes::
|
||||
|
||||
exec(command, globals, locals)
|
||||
|
||||
and gathers profiling statistics as in the :func:`run` function above.
|
||||
|
||||
.. class:: Profile(timer=None, timeunit=0.0, subcalls=True, builtins=True)
|
||||
|
||||
This class is normally only used if more precise control over profiling is
|
||||
needed than what the :func:`cProfile.run` function provides.
|
||||
|
||||
A custom timer can be supplied for measuring how long code takes to run via
|
||||
the *timer* argument. This must be a function that returns a single number
|
||||
representing the current time. If the number is an integer, the *timeunit*
|
||||
specifies a multiplier that specifies the duration of each unit of time. For
|
||||
example, if the timer returns times measured in thousands of seconds, the
|
||||
time unit would be ``.001``.
|
||||
|
||||
Directly using the :class:`Profile` class allows formatting profile results
|
||||
without writing the profile data to a file::
|
||||
|
||||
import cProfile, pstats, io
|
||||
pr = cProfile.Profile()
|
||||
pr.enable()
|
||||
... do something ...
|
||||
pr.disable()
|
||||
s = io.StringIO()
|
||||
ps = pstats.Stats(pr, stream=s)
|
||||
ps.print_results()
|
||||
|
||||
.. method:: enable()
|
||||
|
||||
Start collecting profiling data.
|
||||
|
||||
.. method:: disable()
|
||||
|
||||
Stop collecting profiling data.
|
||||
|
||||
.. method:: create_stats()
|
||||
|
||||
Stop collecting profiling data and record the results internally
|
||||
as the current profile.
|
||||
|
||||
.. method:: print_stats(sort=-1)
|
||||
|
||||
Create a :class:`~pstats.Stats` object based on the current
|
||||
profile and print the results to stdout.
|
||||
|
||||
.. method:: dump_stats(filename)
|
||||
|
||||
Write the results of the current profile to *filename*.
|
||||
|
||||
.. method:: run(cmd)
|
||||
|
||||
Profile the cmd via :func:`exec`.
|
||||
|
||||
.. method:: runctx(cmd, globals, locals)
|
||||
|
||||
Profile the cmd via :func:`exec` with the specified global and
|
||||
local environment.
|
||||
|
||||
.. method:: runcall(func, *args, **kwargs)
|
||||
|
||||
Profile ``func(*args, **kwargs)``
|
||||
|
||||
.. _profile-stats:
|
||||
|
||||
The :class:`Stats` Class
|
||||
========================
|
||||
|
||||
Analysis of the profiler data is done using the :class:`~pstats.Stats` class.
|
||||
|
||||
.. module:: pstats
|
||||
:synopsis: Statistics object for use with the profiler.
|
||||
|
||||
.. class:: Stats(*filenames or profile, stream=sys.stdout)
|
||||
|
||||
This class constructor creates an instance of a "statistics object" from a
|
||||
*filename* (or list of filenames) or from a :class:`Profile` instance. Output
|
||||
will be printed to the stream specified by *stream*.
|
||||
|
||||
The file selected by the above constructor must have been created by the
|
||||
corresponding version of :mod:`profile` or :mod:`cProfile`. To be specific,
|
||||
there is *no* file compatibility guaranteed with future versions of this
|
||||
profiler, and there is no compatibility with files produced by other
|
||||
profilers. If several files are provided, all the statistics for identical
|
||||
functions will be coalesced, so that an overall view of several processes can
|
||||
be considered in a single report. If additional files need to be combined
|
||||
with data in an existing :class:`~pstats.Stats` object, the
|
||||
:meth:`~pstats.Stats.add` method can be used.
|
||||
|
||||
Instead of reading the profile data from a file, a :class:`cProfile.Profile`
|
||||
or :class:`profile.Profile` object can be used as the profile data source.
|
||||
|
||||
:class:`Stats` objects have the following methods:
|
||||
|
||||
.. method:: strip_dirs()
|
||||
|
||||
This method for the :class:`Stats` class removes all leading path
|
||||
information from file names. It is very useful in reducing the size of
|
||||
the printout to fit within (close to) 80 columns. This method modifies
|
||||
the object, and the stripped information is lost. After performing a
|
||||
strip operation, the object is considered to have its entries in a
|
||||
"random" order, as it was just after object initialization and loading.
|
||||
If :meth:`~pstats.Stats.strip_dirs` causes two function names to be
|
||||
indistinguishable (they are on the same line of the same filename, and
|
||||
have the same function name), then the statistics for these two entries
|
||||
are accumulated into a single entry.
|
||||
|
||||
|
||||
.. method:: add(*filenames)
|
||||
|
||||
This method of the :class:`Stats` class accumulates additional profiling
|
||||
information into the current profiling object. Its arguments should refer
|
||||
to filenames created by the corresponding version of :func:`profile.run`
|
||||
or :func:`cProfile.run`. Statistics for identically named (re: file, line,
|
||||
name) functions are automatically accumulated into single function
|
||||
statistics.
|
||||
|
||||
|
||||
.. method:: dump_stats(filename)
|
||||
|
||||
Save the data loaded into the :class:`Stats` object to a file named
|
||||
*filename*. The file is created if it does not exist, and is overwritten
|
||||
if it already exists. This is equivalent to the method of the same name
|
||||
on the :class:`profile.Profile` and :class:`cProfile.Profile` classes.
|
||||
|
||||
|
||||
.. method:: sort_stats(*keys)
|
||||
|
||||
This method modifies the :class:`Stats` object by sorting it according to
|
||||
the supplied criteria. The argument is typically a string identifying the
|
||||
basis of a sort (example: ``'time'`` or ``'name'``).
|
||||
|
||||
When more than one key is provided, then additional keys are used as
|
||||
secondary criteria when there is equality in all keys selected before
|
||||
them. For example, ``sort_stats('name', 'file')`` will sort all the
|
||||
entries according to their function name, and resolve all ties (identical
|
||||
function names) by sorting by file name.
|
||||
|
||||
Abbreviations can be used for any key names, as long as the abbreviation
|
||||
is unambiguous. The following are the keys currently defined:
|
||||
|
||||
+------------------+----------------------+
|
||||
| Valid Arg | Meaning |
|
||||
+==================+======================+
|
||||
| ``'calls'`` | call count |
|
||||
+------------------+----------------------+
|
||||
| ``'cumulative'`` | cumulative time |
|
||||
+------------------+----------------------+
|
||||
| ``'cumtime'`` | cumulative time |
|
||||
+------------------+----------------------+
|
||||
| ``'file'`` | file name |
|
||||
+------------------+----------------------+
|
||||
| ``'filename'`` | file name |
|
||||
+------------------+----------------------+
|
||||
| ``'module'`` | file name |
|
||||
+------------------+----------------------+
|
||||
| ``'ncalls'`` | call count |
|
||||
+------------------+----------------------+
|
||||
| ``'pcalls'`` | primitive call count |
|
||||
+------------------+----------------------+
|
||||
| ``'line'`` | line number |
|
||||
+------------------+----------------------+
|
||||
| ``'name'`` | function name |
|
||||
+------------------+----------------------+
|
||||
| ``'nfl'`` | name/file/line |
|
||||
+------------------+----------------------+
|
||||
| ``'stdname'`` | standard name |
|
||||
+------------------+----------------------+
|
||||
| ``'time'`` | internal time |
|
||||
+------------------+----------------------+
|
||||
| ``'tottime'`` | internal time |
|
||||
+------------------+----------------------+
|
||||
|
||||
Note that all sorts on statistics are in descending order (placing most
|
||||
time consuming items first), where as name, file, and line number searches
|
||||
are in ascending order (alphabetical). The subtle distinction between
|
||||
``'nfl'`` and ``'stdname'`` is that the standard name is a sort of the
|
||||
name as printed, which means that the embedded line numbers get compared
|
||||
in an odd way. For example, lines 3, 20, and 40 would (if the file names
|
||||
were the same) appear in the string order 20, 3 and 40. In contrast,
|
||||
``'nfl'`` does a numeric compare of the line numbers. In fact,
|
||||
``sort_stats('nfl')`` is the same as ``sort_stats('name', 'file',
|
||||
'line')``.
|
||||
|
||||
For backward-compatibility reasons, the numeric arguments ``-1``, ``0``,
|
||||
``1``, and ``2`` are permitted. They are interpreted as ``'stdname'``,
|
||||
``'calls'``, ``'time'``, and ``'cumulative'`` respectively. If this old
|
||||
style format (numeric) is used, only one sort key (the numeric key) will
|
||||
be used, and additional arguments will be silently ignored.
|
||||
|
||||
.. For compatibility with the old profiler.
|
||||
|
||||
|
||||
.. method:: reverse_order()
|
||||
|
||||
This method for the :class:`Stats` class reverses the ordering of the
|
||||
basic list within the object. Note that by default ascending vs
|
||||
descending order is properly selected based on the sort key of choice.
|
||||
|
||||
.. This method is provided primarily for compatibility with the old
|
||||
profiler.
|
||||
|
||||
|
||||
.. method:: print_stats(*restrictions)
|
||||
|
||||
This method for the :class:`Stats` class prints out a report as described
|
||||
in the :func:`profile.run` definition.
|
||||
|
||||
The order of the printing is based on the last
|
||||
:meth:`~pstats.Stats.sort_stats` operation done on the object (subject to
|
||||
caveats in :meth:`~pstats.Stats.add` and
|
||||
:meth:`~pstats.Stats.strip_dirs`).
|
||||
|
||||
The arguments provided (if any) can be used to limit the list down to the
|
||||
significant entries. Initially, the list is taken to be the complete set
|
||||
of profiled functions. Each restriction is either an integer (to select a
|
||||
count of lines), or a decimal fraction between 0.0 and 1.0 inclusive (to
|
||||
select a percentage of lines), or a regular expression (to pattern match
|
||||
the standard name that is printed. If several restrictions are provided,
|
||||
then they are applied sequentially. For example::
|
||||
|
||||
print_stats(.1, 'foo:')
|
||||
|
||||
would first limit the printing to first 10% of list, and then only print
|
||||
functions that were part of filename :file:`.\*foo:`. In contrast, the
|
||||
command::
|
||||
|
||||
print_stats('foo:', .1)
|
||||
|
||||
would limit the list to all functions having file names :file:`.\*foo:`,
|
||||
and then proceed to only print the first 10% of them.
|
||||
|
||||
|
||||
.. method:: print_callers(*restrictions)
|
||||
|
||||
This method for the :class:`Stats` class prints a list of all functions
|
||||
that called each function in the profiled database. The ordering is
|
||||
identical to that provided by :meth:`~pstats.Stats.print_stats`, and the
|
||||
definition of the restricting argument is also identical. Each caller is
|
||||
reported on its own line. The format differs slightly depending on the
|
||||
profiler that produced the stats:
|
||||
|
||||
* With :mod:`profile`, a number is shown in parentheses after each caller
|
||||
to show how many times this specific call was made. For convenience, a
|
||||
second non-parenthesized number repeats the cumulative time spent in the
|
||||
function at the right.
|
||||
|
||||
* With :mod:`cProfile`, each caller is preceded by three numbers: the
|
||||
number of times this specific call was made, and the total and
|
||||
cumulative times spent in the current function while it was invoked by
|
||||
this specific caller.
|
||||
|
||||
|
||||
.. method:: print_callees(*restrictions)
|
||||
|
||||
This method for the :class:`Stats` class prints a list of all function
|
||||
that were called by the indicated function. Aside from this reversal of
|
||||
direction of calls (re: called vs was called by), the arguments and
|
||||
ordering are identical to the :meth:`~pstats.Stats.print_callers` method.
|
||||
|
||||
|
||||
.. _deterministic-profiling:
|
||||
|
||||
|
|
@ -204,296 +519,7 @@ implementations of algorithms to be directly compared to iterative
|
|||
implementations.
|
||||
|
||||
|
||||
Reference Manual -- :mod:`profile` and :mod:`cProfile`
|
||||
======================================================
|
||||
|
||||
.. module:: cProfile
|
||||
:synopsis: Python profiler
|
||||
|
||||
|
||||
The primary entry point for the profiler is the global function
|
||||
:func:`profile.run` (resp. :func:`cProfile.run`). It is typically used to create
|
||||
any profile information. The reports are formatted and printed using methods of
|
||||
the class :class:`pstats.Stats`. The following is a description of all of these
|
||||
standard entry points and functions. For a more in-depth view of some of the
|
||||
code, consider reading the later section on Profiler Extensions, which includes
|
||||
discussion of how to derive "better" profilers from the classes presented, or
|
||||
reading the source code for these modules.
|
||||
|
||||
|
||||
.. function:: run(command, filename=None, sort=-1)
|
||||
|
||||
This function takes a single argument that can be passed to the :func:`exec`
|
||||
function, and an optional file name. In all cases this routine attempts to
|
||||
:func:`exec` its first argument, and gather profiling statistics from the
|
||||
execution. If no file name is present, then this function automatically
|
||||
prints a simple profiling report, sorted by the standard name string
|
||||
(file/line/function-name) that is presented in each line. The following is a
|
||||
typical output from such a call::
|
||||
|
||||
2706 function calls (2004 primitive calls) in 4.504 CPU seconds
|
||||
|
||||
Ordered by: standard name
|
||||
|
||||
ncalls tottime percall cumtime percall filename:lineno(function)
|
||||
2 0.006 0.003 0.953 0.477 pobject.py:75(save_objects)
|
||||
43/3 0.533 0.012 0.749 0.250 pobject.py:99(evaluate)
|
||||
...
|
||||
|
||||
The first line indicates that 2706 calls were monitored. Of those
|
||||
calls, 2004 were :dfn:`primitive`. We define :dfn:`primitive` to
|
||||
mean that the call was not induced via recursion. The next line:
|
||||
``Ordered by: standard name``, indicates that the text string in
|
||||
the far right column was used to sort the output. The column
|
||||
headings include:
|
||||
|
||||
ncalls
|
||||
for the number of calls,
|
||||
|
||||
tottime
|
||||
for the total time spent in the given function (and excluding time made in
|
||||
calls to sub-functions),
|
||||
|
||||
percall
|
||||
is the quotient of ``tottime`` divided by ``ncalls``
|
||||
|
||||
cumtime
|
||||
is the total time spent in this and all subfunctions (from invocation till
|
||||
exit). This figure is accurate *even* for recursive functions.
|
||||
|
||||
percall
|
||||
is the quotient of ``cumtime`` divided by primitive calls
|
||||
|
||||
filename:lineno(function)
|
||||
provides the respective data of each function
|
||||
|
||||
When there are two numbers in the first column (for example,
|
||||
``43/3``), then the latter is the number of primitive calls, and
|
||||
the former is the actual number of calls. Note that when the
|
||||
function does not recurse, these two values are the same, and only
|
||||
the single figure is printed.
|
||||
|
||||
If *sort* is given, it can be one of values allowed for *key*
|
||||
parameter from :meth:`pstats.Stats.sort_stats`.
|
||||
|
||||
|
||||
.. function:: runctx(command, globals, locals, filename=None)
|
||||
|
||||
This function is similar to :func:`run`, with added arguments to supply the
|
||||
globals and locals dictionaries for the *command* string.
|
||||
|
||||
|
||||
Analysis of the profiler data is done using the :class:`pstats.Stats` class.
|
||||
|
||||
|
||||
.. module:: pstats
|
||||
:synopsis: Statistics object for use with the profiler.
|
||||
|
||||
|
||||
.. class:: Stats(*filenames, stream=sys.stdout)
|
||||
|
||||
This class constructor creates an instance of a "statistics object"
|
||||
from a *filename* (or set of filenames). :class:`Stats` objects
|
||||
are manipulated by methods, in order to print useful reports. You
|
||||
may specify an alternate output stream by giving the keyword
|
||||
argument, ``stream``.
|
||||
|
||||
The file selected by the above constructor must have been created
|
||||
by the corresponding version of :mod:`profile` or :mod:`cProfile`.
|
||||
To be specific, there is *no* file compatibility guaranteed with
|
||||
future versions of this profiler, and there is no compatibility
|
||||
with files produced by other profilers. If several files are
|
||||
provided, all the statistics for identical functions will be
|
||||
coalesced, so that an overall view of several processes can be
|
||||
considered in a single report. If additional files need to be
|
||||
combined with data in an existing :class:`Stats` object, the
|
||||
:meth:`add` method can be used.
|
||||
|
||||
.. (such as the old system profiler).
|
||||
|
||||
|
||||
.. _profile-stats:
|
||||
|
||||
The :class:`Stats` Class
|
||||
------------------------
|
||||
|
||||
:class:`Stats` objects have the following methods:
|
||||
|
||||
|
||||
.. method:: Stats.strip_dirs()
|
||||
|
||||
This method for the :class:`Stats` class removes all leading path
|
||||
information from file names. It is very useful in reducing the
|
||||
size of the printout to fit within (close to) 80 columns. This
|
||||
method modifies the object, and the stripped information is lost.
|
||||
After performing a strip operation, the object is considered to
|
||||
have its entries in a "random" order, as it was just after object
|
||||
initialization and loading. If :meth:`strip_dirs` causes two
|
||||
function names to be indistinguishable (they are on the same line
|
||||
of the same filename, and have the same function name), then the
|
||||
statistics for these two entries are accumulated into a single
|
||||
entry.
|
||||
|
||||
|
||||
.. method:: Stats.add(*filenames)
|
||||
|
||||
This method of the :class:`Stats` class accumulates additional profiling
|
||||
information into the current profiling object. Its arguments should refer to
|
||||
filenames created by the corresponding version of :func:`profile.run` or
|
||||
:func:`cProfile.run`. Statistics for identically named (re: file, line, name)
|
||||
functions are automatically accumulated into single function statistics.
|
||||
|
||||
|
||||
.. method:: Stats.dump_stats(filename)
|
||||
|
||||
Save the data loaded into the :class:`Stats` object to a file named
|
||||
*filename*. The file is created if it does not exist, and is
|
||||
overwritten if it already exists. This is equivalent to the method
|
||||
of the same name on the :class:`profile.Profile` and
|
||||
:class:`cProfile.Profile` classes.
|
||||
|
||||
|
||||
.. method:: Stats.sort_stats(*keys)
|
||||
|
||||
This method modifies the :class:`Stats` object by sorting it
|
||||
according to the supplied criteria. The argument is typically a
|
||||
string identifying the basis of a sort (example: ``'time'`` or
|
||||
``'name'``).
|
||||
|
||||
When more than one key is provided, then additional keys are used
|
||||
as secondary criteria when there is equality in all keys selected
|
||||
before them. For example, ``sort_stats('name', 'file')`` will sort
|
||||
all the entries according to their function name, and resolve all
|
||||
ties (identical function names) by sorting by file name.
|
||||
|
||||
Abbreviations can be used for any key names, as long as the abbreviation is
|
||||
unambiguous. The following are the keys currently defined:
|
||||
|
||||
+------------------+----------------------+
|
||||
| Valid Arg | Meaning |
|
||||
+==================+======================+
|
||||
| ``'calls'`` | call count |
|
||||
+------------------+----------------------+
|
||||
| ``'cumulative'`` | cumulative time |
|
||||
+------------------+----------------------+
|
||||
| ``'cumtime'`` | cumulative time |
|
||||
+------------------+----------------------+
|
||||
| ``'file'`` | file name |
|
||||
+------------------+----------------------+
|
||||
| ``'filename'`` | file name |
|
||||
+------------------+----------------------+
|
||||
| ``'module'`` | file name |
|
||||
+------------------+----------------------+
|
||||
| ``'ncalls'`` | call count |
|
||||
+------------------+----------------------+
|
||||
| ``'pcalls'`` | primitive call count |
|
||||
+------------------+----------------------+
|
||||
| ``'line'`` | line number |
|
||||
+------------------+----------------------+
|
||||
| ``'name'`` | function name |
|
||||
+------------------+----------------------+
|
||||
| ``'nfl'`` | name/file/line |
|
||||
+------------------+----------------------+
|
||||
| ``'stdname'`` | standard name |
|
||||
+------------------+----------------------+
|
||||
| ``'time'`` | internal time |
|
||||
+------------------+----------------------+
|
||||
| ``'tottime'`` | internal time |
|
||||
+------------------+----------------------+
|
||||
|
||||
Note that all sorts on statistics are in descending order (placing
|
||||
most time consuming items first), where as name, file, and line
|
||||
number searches are in ascending order (alphabetical). The subtle
|
||||
distinction between ``'nfl'`` and ``'stdname'`` is that the
|
||||
standard name is a sort of the name as printed, which means that
|
||||
the embedded line numbers get compared in an odd way. For example,
|
||||
lines 3, 20, and 40 would (if the file names were the same) appear
|
||||
in the string order 20, 3 and 40. In contrast, ``'nfl'`` does a
|
||||
numeric compare of the line numbers. In fact,
|
||||
``sort_stats('nfl')`` is the same as ``sort_stats('name', 'file',
|
||||
'line')``.
|
||||
|
||||
For backward-compatibility reasons, the numeric arguments ``-1``,
|
||||
``0``, ``1``, and ``2`` are permitted. They are interpreted as
|
||||
``'stdname'``, ``'calls'``, ``'time'``, and ``'cumulative'``
|
||||
respectively. If this old style format (numeric) is used, only one
|
||||
sort key (the numeric key) will be used, and additional arguments
|
||||
will be silently ignored.
|
||||
|
||||
.. For compatibility with the old profiler,
|
||||
|
||||
|
||||
.. method:: Stats.reverse_order()
|
||||
|
||||
This method for the :class:`Stats` class reverses the ordering of
|
||||
the basic list within the object. Note that by default ascending
|
||||
vs descending order is properly selected based on the sort key of
|
||||
choice.
|
||||
|
||||
.. This method is provided primarily for compatibility with the old profiler.
|
||||
|
||||
|
||||
.. method:: Stats.print_stats(*restrictions)
|
||||
|
||||
This method for the :class:`Stats` class prints out a report as
|
||||
described in the :func:`profile.run` definition.
|
||||
|
||||
The order of the printing is based on the last :meth:`sort_stats`
|
||||
operation done on the object (subject to caveats in :meth:`add` and
|
||||
:meth:`strip_dirs`).
|
||||
|
||||
The arguments provided (if any) can be used to limit the list down
|
||||
to the significant entries. Initially, the list is taken to be the
|
||||
complete set of profiled functions. Each restriction is either an
|
||||
integer (to select a count of lines), or a decimal fraction between
|
||||
0.0 and 1.0 inclusive (to select a percentage of lines), or a
|
||||
regular expression (to pattern match the standard name that is
|
||||
printed; as of Python 1.5b1, this uses the Perl-style regular
|
||||
expression syntax defined by the :mod:`re` module). If several
|
||||
restrictions are provided, then they are applied sequentially. For
|
||||
example::
|
||||
|
||||
print_stats(.1, 'foo:')
|
||||
|
||||
would first limit the printing to first 10% of list, and then only print
|
||||
functions that were part of filename :file:`.\*foo:`. In contrast, the
|
||||
command::
|
||||
|
||||
print_stats('foo:', .1)
|
||||
|
||||
would limit the list to all functions having file names :file:`.\*foo:`, and
|
||||
then proceed to only print the first 10% of them.
|
||||
|
||||
|
||||
.. method:: Stats.print_callers(*restrictions)
|
||||
|
||||
This method for the :class:`Stats` class prints a list of all functions that
|
||||
called each function in the profiled database. The ordering is identical to
|
||||
that provided by :meth:`print_stats`, and the definition of the restricting
|
||||
argument is also identical. Each caller is reported on its own line. The
|
||||
format differs slightly depending on the profiler that produced the stats:
|
||||
|
||||
* With :mod:`profile`, a number is shown in parentheses after each caller to
|
||||
show how many times this specific call was made. For convenience, a second
|
||||
non-parenthesized number repeats the cumulative time spent in the function
|
||||
at the right.
|
||||
|
||||
* With :mod:`cProfile`, each caller is preceded by three numbers:
|
||||
the number of times this specific call was made, and the total
|
||||
and cumulative times spent in the current function while it was
|
||||
invoked by this specific caller.
|
||||
|
||||
|
||||
.. method:: Stats.print_callees(*restrictions)
|
||||
|
||||
This method for the :class:`Stats` class prints a list of all
|
||||
function that were called by the indicated function. Aside from
|
||||
this reversal of direction of calls (re: called vs was called by),
|
||||
the arguments and ordering are identical to the
|
||||
:meth:`print_callers` method.
|
||||
|
||||
|
||||
.. _profile-limits:
|
||||
.. _profile-limitations:
|
||||
|
||||
Limitations
|
||||
===========
|
||||
|
|
@ -536,7 +562,7 @@ The profiler of the :mod:`profile` module subtracts a constant from each event
|
|||
handling time to compensate for the overhead of calling the time function, and
|
||||
socking away the results. By default, the constant is 0. The following
|
||||
procedure can be used to obtain a better constant for a given platform (see
|
||||
discussion in section Limitations above). ::
|
||||
:ref:`profile-limitations`). ::
|
||||
|
||||
import profile
|
||||
pr = profile.Profile()
|
||||
|
|
@ -546,8 +572,8 @@ discussion in section Limitations above). ::
|
|||
The method executes the number of Python calls given by the argument, directly
|
||||
and again under the profiler, measuring the time for both. It then computes the
|
||||
hidden overhead per profiler event, and returns that as a float. For example,
|
||||
on an 800 MHz Pentium running Windows 2000, and using Python's time.clock() as
|
||||
the timer, the magical number is about 12.5e-6.
|
||||
on a 1.8Ghz Intel Core i5 running Mac OS X, and using Python's time.clock() as
|
||||
the timer, the magical number is about 4.04e-6.
|
||||
|
||||
The object of this exercise is to get a fairly consistent result. If your
|
||||
computer is *very* fast, or your timer function has poor resolution, you might
|
||||
|
|
@ -570,54 +596,51 @@ When you have a consistent answer, there are three ways you can use it::
|
|||
If you have a choice, you are better off choosing a smaller constant, and then
|
||||
your results will "less often" show up as negative in profile statistics.
|
||||
|
||||
.. _profile-timers:
|
||||
|
||||
.. _profiler-extensions:
|
||||
Using a customer timer
|
||||
======================
|
||||
|
||||
Extensions --- Deriving Better Profilers
|
||||
========================================
|
||||
If you want to change how current time is determined (for example, to force use
|
||||
of wall-clock time or elapsed process time), pass the timing function you want
|
||||
to the :class:`Profile` class constructor::
|
||||
|
||||
The :class:`Profile` class of both modules, :mod:`profile` and :mod:`cProfile`,
|
||||
were written so that derived classes could be developed to extend the profiler.
|
||||
The details are not described here, as doing this successfully requires an
|
||||
expert understanding of how the :class:`Profile` class works internally. Study
|
||||
the source code of the module carefully if you want to pursue this.
|
||||
pr = profile.Profile(your_time_func)
|
||||
|
||||
If all you want to do is change how current time is determined (for example, to
|
||||
force use of wall-clock time or elapsed process time), pass the timing function
|
||||
you want to the :class:`Profile` class constructor::
|
||||
|
||||
pr = profile.Profile(your_time_func)
|
||||
|
||||
The resulting profiler will then call :func:`your_time_func`.
|
||||
The resulting profiler will then call ``your_time_func``. Depending on whether
|
||||
you are using :class:`profile.Profile` or :class:`cProfile.Profile`,
|
||||
``your_time_func``'s return value will be interpreted differently:
|
||||
|
||||
:class:`profile.Profile`
|
||||
:func:`your_time_func` should return a single number, or a list of
|
||||
numbers whose sum is the current time (like what :func:`os.times`
|
||||
returns). If the function returns a single time number, or the
|
||||
list of returned numbers has length 2, then you will get an
|
||||
especially fast version of the dispatch routine.
|
||||
``your_time_func`` should return a single number, or a list of numbers whose
|
||||
sum is the current time (like what :func:`os.times` returns). If the
|
||||
function returns a single time number, or the list of returned numbers has
|
||||
length 2, then you will get an especially fast version of the dispatch
|
||||
routine.
|
||||
|
||||
Be warned that you should calibrate the profiler class for the
|
||||
timer function that you choose. For most machines, a timer that
|
||||
returns a lone integer value will provide the best results in terms
|
||||
of low overhead during profiling. (:func:`os.times` is *pretty*
|
||||
bad, as it returns a tuple of floating point values). If you want
|
||||
to substitute a better timer in the cleanest fashion, derive a
|
||||
class and hardwire a replacement dispatch method that best handles
|
||||
your timer call, along with the appropriate calibration constant.
|
||||
Be warned that you should calibrate the profiler class for the timer function
|
||||
that you choose (see :ref:`profile-calibration`). For most machines, a timer
|
||||
that returns a lone integer value will provide the best results in terms of
|
||||
low overhead during profiling. (:func:`os.times` is *pretty* bad, as it
|
||||
returns a tuple of floating point values). If you want to substitute a
|
||||
better timer in the cleanest fashion, derive a class and hardwire a
|
||||
replacement dispatch method that best handles your timer call, along with the
|
||||
appropriate calibration constant.
|
||||
|
||||
:class:`cProfile.Profile`
|
||||
:func:`your_time_func` should return a single number. If it
|
||||
returns integers, you can also invoke the class constructor with a
|
||||
second argument specifying the real duration of one unit of time.
|
||||
For example, if :func:`your_integer_time_func` returns times
|
||||
measured in thousands of seconds, you would construct the
|
||||
:class:`Profile` instance as follows::
|
||||
``your_time_func`` should return a single number. If it returns integers,
|
||||
you can also invoke the class constructor with a second argument specifying
|
||||
the real duration of one unit of time. For example, if
|
||||
``your_integer_time_func`` returns times measured in thousands of seconds,
|
||||
you would construct the :class:`Profile` instance as follows::
|
||||
|
||||
pr = profile.Profile(your_integer_time_func, 0.001)
|
||||
pr = cProfile.Profile(your_integer_time_func, 0.001)
|
||||
|
||||
As the :mod:`cProfile.Profile` class cannot be calibrated, custom
|
||||
timer functions should be used with care and should be as fast as
|
||||
possible. For the best results with a custom timer, it might be
|
||||
necessary to hard-code it in the C source of the internal
|
||||
:mod:`_lsprof` module.
|
||||
As the :mod:`cProfile.Profile` class cannot be calibrated, custom timer
|
||||
functions should be used with care and should be as fast as possible. For
|
||||
the best results with a custom timer, it might be necessary to hard-code it
|
||||
in the C source of the internal :mod:`_lsprof` module.
|
||||
|
||||
Python 3.3 adds several new functions in :mod:`time` that can be used to make
|
||||
precise measurements of process or wall-clock time. For example, see
|
||||
:func:`time.perf_counter`.
|
||||
|
|
|
|||
|
|
@ -943,6 +943,7 @@ Dan Pierson
|
|||
Martijn Pieters
|
||||
Anand B. Pillai
|
||||
François Pinard
|
||||
Tom Pinckney
|
||||
Zach Pincus
|
||||
Michael Piotrowski
|
||||
Antoine Pitrou
|
||||
|
|
|
|||
Loading…
Reference in New Issue