Static code analyser for Python3 function calls, string interpolation and variable shadowing
Project description
pystrict3
pystrict3 is a fast plausibility code analyser for Python3.
It checks code for obvious mistakes, such as
calling declared and imported functions with a different number of arguments than they are defined with.
accessing attributes and methods that are never set.
documenting the wrong number of arguments (numpy or google style docstrings).
using variables that were never set.
All this without running your python code!
This tool complements other static analysers such as pyflakes, and can be used alongside linters and code format checkers (such as pylint and flake8).
pystrict3 assumes that no monkey patching of builtin behaviour or magic attributes (__dict__, __local__) alter classes and variables behind the scenes. Python 3.5 and above is required.
Function calls
pystrict3 checks that functions are called with the right number of arguments. This catches bugs before execution, for example when call signatures change to include an additional argument:
def foo(a, b): return a*b foo(1, 2) ## OK foo(123) ## error: wrong number of arguments def bar(a, b=1): return a*b bar(1) ## OK bar(1, 2) ## OK bar(1, 2, 3) ## error: wrong number of arguments # builtin module signatures are verified too: import os, numpy os.mkdir("foo", "bar") ## error: wrong number of arguments (if run with --load-builtin-modules) numpy.exp() ## error: wrong number of arguments (if run with --load-any-modules)
pystrict3 checks that classes are instanciated with the right number of arguments, methods are called with the right number of arguments, and only attributes are accessed which have been assigned somewhere. This catches bugs before execution, for example when call signatures change to include an additional argument:
class Foo(): def __init__(self, a): self.a = a def foo(self): self.b = 3 print(self.a) ## OK def bar(self, c): print(self.b) ## OK return self.c ## error, because never assigned Foo(1, 2) ## error: wrong number of arguments for __init__ foo = Foo(1) ## OK # real example: class Ellipse: def __init__(self,center,radius_x,radius_y,fill_color,line_color,line_width): self.center = center self.radiusx = radius_x self.radiusy = radius_y self.fill_color = fill_color self.line_color = line_color self.line_width = line_width def strarray(self): return [" <ellipse cx=\"%d\" cy=\"%d\" rx=\"%d\" ry=\"%d\"\n" %\ (self.center[0],self.center[1],self.radius_x,self.radius_y), " style=\"fill:%s;stroke:%s;stroke-width:%d\"/>\n" % (colorstr(self.fill_color),colorstr(self.line_color),self.line_width)] # error above: self.radius_x vs self.radiusx
pystrict3 also checks docstrings for documented arguments and returns (numpydoc, rst and google-style is supported). It does not give an error if no docstrings are present. However, if only part of the arguments are documented, it gives an error pointing out the missing arguments to document.
For example:
def compute(num1, num2): """ Combined two integer numbers. Parameters ---------- num1 : int First number to add. Returns ------- sum: int first number plus second number int first number minus second number """: return num1 + num2, num1 - num2, num1
This would raise two warnings:
parameter num2 is not documented
a triple is returned, but a tuple is documented.
Redefined variable
pystrict3 (–allow-redefining disables this behaviour) can enforce that variables are only assigned once. This avoids changing the meaning of variables, and leads to cleaner, more idiomatic code with fewer side-effects.
It also prevents overwriting python builtins. Some examples:
parse = parse(foo) ## bad node = get_node() node.foo() ## ok, modification node += 3 ## ok, modification def format(...): ## bad, format is a python keyword import requests, html html = requests.get(url) ## bad: overwrites imported package name
Contributing
Contributions are welcome.
pystrict3 may not catch all corner cases. It tries hard to avoid unintentional false positives, and has a very high code coverage with integration tests (see runtests.sh and tests/ directory).
Tested on activestate recipes, approximately half of all valid python3 programs are pystrict3 compliant, indicating that its guidelines are already adhered to.
Install
$ pip3 install pystrict3
Synapsis
$ pystrict3.py --help usage: pystrict3.py [-h] [--import-builtin] [--import-any] [--allow-redefining] [--verbose] filenames [filenames ...] pystrict3: a Python code checker. Checks number of arguments in function, class init and method calls. Optionally also checks calls to imported modules. Checks that class attributes accessed are assigned somewhere. Checks that builtin names are not overwritten. Checks that variables are only assigned once. positional arguments: filenames python files to parse options: -h, --help show this help message and exit --import-builtin Also load builtin python modules to check function signatures. (default: False) --import-any Also load any modules specified in import statements to check function signatures. Warning: can execute arbitrary module code. (default: False) --allow-redefining Allow redefining variables. (default: False) --verbose, -v More verbose logging output. (default: False)
Usage
Run with:
$ python3 pystrict3.py <filenames> $ python3 pystrict3.py --import-builtin <filenames> $ python3 pystrict3.py --import-any <filenames>
Running with multiple filenames has the benefit that all function signatures are first recorded and verified across all files.
Running with –import-builtin checks function calls to builtin modules.
Running with –import-any checks function calls to any modules, but this requires pystrict3 to import them, potentially running arbitrary module code.
Example stderr outputs:
tests/expect-fail/recipe-412717.py:32: ERROR: Variable reuse: "Test" tests/expect-fail/recipe-425043.py:13: ERROR: Function "pow" (3..3 arguments) called with 2 arguments tests/expect-fail/recipe-578135.py:184: ERROR: Function "encode" (3..3 arguments) called with 2 arguments Summary: - checked 287 function calls. - checked definition of 469 new and access of 393 variables. - checked 4 docstrings. pystrict3: OK
Return code is non-zero if a error was detected, or 0 otherwise.
For verbose output, pipe stdout to /dev/null.
gendocstr.py tool
gendocstr.py pre-generates numpy-style docstrings.
Say you have a file with this code:
def indicator(r, threshold=42): if r > threshold: return False else: return True
Rewritten by gendocstr.py, the new code is:
def indicator(r, threshold=42): """<summary sentence of function in imperative>. Parameters ----------- r: <TYPE> <MEANING OF r> threshold: int <MEANING OF threshold> Returns ---------- indicator: bool <MEANING OF indicator> """ if r > threshold: return False else: return True
The following command creates a file myfile-new.py with suggested docstrings:
$ python3 gendocstr.py --verbose myfile.py
If you want to overwrite the source code file directly:
$ gendocstr.py --in-place myfile.py
Features:
gendocstr.py can guess the parameter type from keywords and type annotations, if provided.
can guess the return type if it is a input parameter or if it is True/False.
keeps all the existing code formatting as is (thanks to RedBaron).
can be used together with isort and black to force normalised python code.
Licence
BSD 2-clause.
Tipps
It’s OK to have some pystrict3 warnings and errors. Take them as guidance towards cleaner code.
How to write code that does not shadow or override variables:
Use del to actively remove unused variables:
answer = input("Do you want to play? (yes/no)") if answer == "no": sys.exit() del answer answer = int(input("first value")) print(answer * 10):
Name parts of computation explicitly:
# bad: magicnumber = sys.argv[1] magicnumber = int(magicnumber) # better: magicnumberstr = sys.argv[1] magicnumber = int(magicnumberstr) filename = 'foo.pdf' if condition: filename = 'foo.png' # bad # better: if condition: filename = 'foo.png' else: filename = 'foo.pdf' # bad: path = os.path.basename(sys.argv[1]) path = path + filename # bad: variable changes meaning path = path + extension # better: components = [] components.append(os.path.basename(sys.argv[1])) components.append(filename) components.append(extension) path = ''.join(components)
Refactor into functions:
# original: "changes" is being reused. USE_JYTHON = False try: # ... code detecting something, which throws an exception USE_JYTHON = True ## re-assigning: not allowed # could use instead: # USE_JYTHON |= True except: pass # or define a function USE_JYTHON = check_jython() # original: a sorting construct changes = True while changes: changes = False for a in ...: if ...: changes = True break if not changes: break # new: function returns when no further changes are needed def mysort(objs): while True: changes = False for a in ...: if ...: changes = True break if not changes: return objs
Instead of assigning to __doc__, move the docstring to the start of the file.
Release Notes
0.1.0 (2020-03-07)
First version
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