From any python3 source code, generate Control Flow Graph (CFG).
Project description
py2cfg
Python3 control flow graph generator
py2cfg is a package that can be used to produce control flow graphs (CFGs) for Python 3 programs.
The CFGs it generates can be easily visualised with graphviz.
That graphical analysis is the main purpose of the module.
Examples
Below is an example of a piece of code that generates the Fibonacci sequence and the CFG produced for it with py2cfg:
# fib.py
def fib():
a, b = 0, 1
while True:
yield a
a, b = b, a + b
fib_gen = fib()
for _ in range(10):
next(fib_gen)
See the ast:
class Sort:
def merge(self, l, r):
i = 0
j = 0
arr = []
size = len(l) + len(r)
for k in range(0, size):
lSentinel = i == len(l)
rSentinel = j == len(r)
if i == len(l):
arr.append(r[j])
j += 1
elif j == len(r):
arr.append(l[i])
i += 1
elif l[i] <= r[j]:
arr.append(l[i])
i += 1
else:
arr.append(r[j])
j += 1
return arr
def merge_sort(self, src):
n = len(src) / 2
l = src[0:n]
r = src[n:]
if len(l) > 1:
l = self.merge_sort(l)
if len(r) > 1:
r = self.merge_sort(r)
src = self.merge(l, r)
return src
def insertion_sort(self, src):
j = 1
for j in range(1, len(src)):
i = j - 1
key = src[j]
while i >= 0 and src[i] >= key:
src[i + 1] = src[i]
i = i - 1
src[i + 1] = key
return src
See the ast:
It can also be used interactively with python's pudb debugger,
which opens a browser to view the CFG,
which then changes as you step through the code.
More examples
After cloning, see ./examples/ for some code snippets to run this on.
To generate .svg or .png or .pdf images for each example, clone this repo and run the following command in the repo root directory:
git clone repourl
cd intorepodirectory
./generate_examples.sh
Installation via pip3
Note: installation is not required, but is handy.
To install simply run
pip3 install py2cfg --user
or clone this repo and pip install locally
git clone <url>
cd intoprojectdirectory
pip3 install . --user
# or to hack on this project:
pip3 install --editable . --user
Usage
#!/bin/bash
# Install
pip3 install py2cfg --user
# Generage flow-chart
py2cfg <yourcode.py> --short --format svg --outfile <filename>
# To also generate a diffable ast file (can help in grading, for example):
py2cfg <yourcode.py> --short --diffable --format svg --outfile <filename>
# To trace code in pudb while stepping through flow-char:
py2cfg <yourcode.py> --debug
It can be used three ways:
Run via shell command
If you have installed, then the default command is py2cfg:
py2cfg <file.py> --outfile <filename>
This will create a <file>.svg file, which contains the colored cfg of the file.
If you don't want to install via pip, the innards of the py2cfg command can be run right from the repo:
Run with pudb3
py2cfg <file.py> --debug
Via wrapper
If you have not installed, then you can run a script present in the repo, py2cfg/_runner.py, to directly generate a CFG of a Python program and visualise it:
cd intoreporootdir
python3 py2cfg/_runner.py <path_to_my_code.py> --outfile <filename>
Via import
Whether or not you have installed (easier if you have), to use py2cfg in your own python code, simply import the module in your Python interpreter or program.
Then use the py2cfg.CFGBuilder class to build CFGs.
For example, to build the CFG of a program defined in a file with the path ./example.py, the following code can be used:
from py2cfg import CFGBuilder
cfg = CFGBuilder().build_from_file('example', './example.py')
This returns the CFG for the code in ./example.py in the cfg variable.
The first parameter of build_from_file is the desired name for the CFG, and the second one is the path to the file containing the source code.
The produced CFG can then be visualised with:
cfg.build_visual('exampleCFG', 'pdf')
The first paramter of build_visual is the desired name for the DOT file produced by the method, and the second one is the format to use for the visualisation.
Contributing
Issues
Modifications and improvements to this project are driven via Gitlab-Issues. Check them out to create one, or fix one.
Unit tests
Our minimal tests are run via Gitlab-CI. Make sure you don't break them!
Type hinting
Note: any new additions to the project should adhere to type-hinting standards enforced by:
mypy --strict --disallow-any-explicit *.py
- This is a current issue -- yes we need to fix some things...
Style
To maximize the ability of version control to pin down changes, and keep the style consistent, before you make any commit to the project, run this strict code auto-formatter:
black py2cfg/*.py
Do so automatically with pre-commit: https://black.readthedocs.io/en/stable/version_control_integration.html
Project history
Note: py2cfg took it's original inspiration from an older cfg project, though has long since diverged:
Project details
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