Python is a great programming language, but packaging is one of its weakest points. It is a well-known fact in the community. Installing, importing, using and creating packages has improved a lot over the years, but it's still not on par with newer languages like Go and Rust that learned a lot from the struggles of Python and other mature languages.
In this tutorial, you'll learn everything you need to know about writing, packaging and distributing your own packages.
How to Write a Python Library
A Python library is a coherent collection of Python modules that is organized as a Python package. In general, that means that all modules live under the same directory and that this directory is on the Python search path.
Let's quickly write a little Python 3 package and illustrate all these concepts.
The Pathology Package
Python 3 has an excellent Path object, which is a huge improvement over Python 2's awkward os.path module. But it's missing one crucial capability—finding the path of the current script. This is very important when you want to locate access files relative to the current script.
In many cases, the script can be installed in any location, so you can't use absolute paths, and the working directory can be set to any value, so you can't use a relative path. If you want to access a file in a sub-directory or parent directory, you must be able to figure out the current script directory.
Here is how you do it in Python:
import pathlib script_dir = pathlib.Path(__file__).parent.resolve()
To access a file called 'file.txt' in a 'data' sub-directory of the current script's directory, you can use the following code:
With the pathology package, you have a built-in script_dir method, and you use it like this:
from pathology.Path import script_dir print(open(str(script_dir()/'data/file.txt').read())
Yep, it's a mouthful. The pathology package is very simple. It derives its own Path class from pathlib's Path and adds a static script_dir() that always returns the path of the calling script.
Here is the implementation:
import pathlib import inspect class Path(type(pathlib.Path())): @staticmethod def script_dir(): print(inspect.stack().filename) p = pathlib.Path(inspect.stack().filename) return p.parent.resolve()
Due to the cross-platform implementation of pathlib.Path, you can derive directly from it and must derive from a specific sub-class (PosixPath or WindowsPath). The script dir resolution uses the inspect module to find the caller and then its filename attribute.
Testing the Pathology Package
Whenever you write something that is more than a throwaway script, you should test it. The pathology module is no exception. Here are the tests using the standard unit test framework:
import os import shutil from unittest import TestCase from pathology.path import Path class PathTest(TestCase): def test_script_dir(self): expected = os.path.abspath(os.path.dirname(__file__)) actual = str(Path.script_dir()) self.assertEqual(expected, actual) def test_file_access(self): script_dir = os.path.abspath(os.path.dirname(__file__)) subdir = os.path.join(script_dir, 'test_data') if Path(subdir).is_dir(): shutil.rmtree(subdir) os.makedirs(subdir) file_path = str(Path(subdir)/'file.txt') content = '123' open(file_path, 'w').write(content) test_path = Path.script_dir()/subdir/'file.txt' actual = open(str(test_path)).read() self.assertEqual(content, actual)
The Python Path
Python packages must be installed somewhere on the Python search path to be imported by Python modules. The Python search path is a list of directories and is always available in
sys.path. Here is my current sys.path:
>>> print('\n'.join(sys.path)) /Users/gigi.sayfan/miniconda3/envs/py3/lib/python36.zip /Users/gigi.sayfan/miniconda3/envs/py3/lib/python3.6 /Users/gigi.sayfan/miniconda3/envs/py3/lib/python3.6/lib-dynload /Users/gigi.sayfan/miniconda3/envs/py3/lib/python3.6/site-packages /Users/gigi.sayfan/miniconda3/envs/py3/lib/python3.6/site-packages/setuptools-27.2.0-py3.6.egg
Note that the first empty line of the output represents the current directory, so you can import modules from the current working directory, whatever it is. You can directly add or remove directories to/from sys.path.
You can also define a PYTHONPATH environment variable, and there a few other ways to control it. The standard
site-packages is included by default, and this is where packages you install using via pip go.
How to Package a Python Library
Now that we have our code and tests, let's package it all into a proper library. Python provides an easy way via the setup module. You create a file called setup.py in your package's root directory. Then, to create a source distribution, you run:
python setup.py sdist
To create a binary distribution called a wheel, you run:
python setup.py bdist_wheel
Here is the setup.py file of the pathology package:
from setuptools import setup, find_packages setup(name='pathology', version='0.1', url='https://github.com/the-gigi/pathology', license='MIT', author='Gigi Sayfan', email@example.com', description='Add static script_dir() method to Path', packages=find_packages(exclude=['tests']), long_description=open('README.md').read(), zip_safe=False)
It includes a lot of metadata in addition to the 'packages' item that uses the
find_packages() function imported from
setuptools to find sub-packages.
Let's build a source distribution:
$ python setup.py sdist running sdist running egg_info creating pathology.egg-info writing pathology.egg-info/PKG-INFO writing dependency_links to pathology.egg-info/dependency_links.txt writing top-level names to pathology.egg-info/top_level.txt writing manifest file 'pathology.egg-info/SOURCES.txt' reading manifest file 'pathology.egg-info/SOURCES.txt' writing manifest file 'pathology.egg-info/SOURCES.txt' warning: sdist: standard file not found: should have one of README, README.rst, README.txt running check creating pathology-0.1 creating pathology-0.1/pathology creating pathology-0.1/pathology.egg-info copying files to pathology-0.1... copying setup.py -> pathology-0.1 copying pathology/__init__.py -> pathology-0.1/pathology copying pathology/path.py -> pathology-0.1/pathology copying pathology.egg-info/PKG-INFO -> pathology-0.1/pathology.egg-info copying pathology.egg-info/SOURCES.txt -> pathology-0.1/pathology.egg-info copying pathology.egg-info/dependency_links.txt -> pathology-0.1/pathology.egg-info copying pathology.egg-info/not-zip-safe -> pathology-0.1/pathology.egg-info copying pathology.egg-info/top_level.txt -> pathology-0.1/pathology.egg-info Writing pathology-0.1/setup.cfg creating dist Creating tar archive removing 'pathology-0.1' (and everything under it)
The warning is because I used a non-standard README.md file. It's safe to ignore. The result is a tar-gzipped file under the dist directory:
$ ls -la dist total 8 drwxr-xr-x 3 gigi.sayfan gigi.sayfan 102 Apr 18 21:20 . drwxr-xr-x 12 gigi.sayfan gigi.sayfan 408 Apr 18 21:20 .. -rw-r--r-- 1 gigi.sayfan gigi.sayfan 1223 Apr 18 21:20 pathology-0.1.tar.gz
And here is a binary distribution:
$ python setup.py bdist_wheel running bdist_wheel running build running build_py creating build creating build/lib creating build/lib/pathology copying pathology/__init__.py -> build/lib/pathology copying pathology/path.py -> build/lib/pathology installing to build/bdist.macosx-10.7-x86_64/wheel running install running install_lib creating build/bdist.macosx-10.7-x86_64 creating build/bdist.macosx-10.7-x86_64/wheel creating build/bdist.macosx-10.7-x86_64/wheel/pathology copying build/lib/pathology/__init__.py -> build/bdist.macosx-10.7-x86_64/wheel/pathology copying build/lib/pathology/path.py -> build/bdist.macosx-10.7-x86_64/wheel/pathology running install_egg_info running egg_info writing pathology.egg-info/PKG-INFO writing dependency_links to pathology.egg-info/dependency_links.txt writing top-level names to pathology.egg-info/top_level.txt reading manifest file 'pathology.egg-info/SOURCES.txt' writing manifest file 'pathology.egg-info/SOURCES.txt' Copying pathology.egg-info to build/bdist.macosx-10.7-x86_64/wheel/pathology-0.1-py3.6.egg-info running install_scripts creating build/bdist.macosx-10.7-x86_64/wheel/pathology-0.1.dist-info/WHEEL
The pathology package contains only pure Python modules, so a universal package can be built. If your package includes C extensions, you'll have to build a separate wheel for each platform:
$ ls -la dist total 16 drwxr-xr-x 4 gigi.sayfan gigi.sayfan 136 Apr 18 21:24 . drwxr-xr-x 13 gigi.sayfan gigi.sayfan 442 Apr 18 21:24 .. -rw-r--r-- 1 gigi.sayfan gigi.sayfan 2695 Apr 18 21:24 pathology-0.1-py3-none-any.whl -rw-r--r-- 1 gigi.sayfan gigi.sayfan 1223 Apr 18 21:20 pathology-0.1.tar.gz
For a deeper dive into the topic of packaging Python libraries, check out How to Write Your Own Python Packages.
How to Distribute a Python Package
Python has a central package repository called PyPI (Python Packages Index). When you install a Python package using pip, it will download the package from PyPI (unless you specify a different repository). To distribute our pathology package, we need to upload it to PyPI and provide some extra metadata PyPI requires. The steps are:
- Create an account on PyPI (just once).
- Register your package.
- Upload your package.
Create an Account
You can create an account on the PyPI website. Then create a .pypirc file in your home directory:
[distutils] index-servers=pypi [pypi] repository = https://pypi.python.org/pypi username = the_gigi
For testing purposes, you can add a "pypitest" index server to your .pypirc file:
[distutils] index-servers= pypi pypitest [pypitest] repository = https://testpypi.python.org/pypi username = the_gigi [pypi] repository = https://pypi.python.org/pypi username = the_gigi
Register Your Package
If this is the first release of your package, you need to register it with PyPI. Use the register command of setup.py. It will ask you for your password. Note that I point it to the test repository here:
$ python setup.py register -r pypitest running register running egg_info writing pathology.egg-info/PKG-INFO writing dependency_links to pathology.egg-info/dependency_links.txt writing top-level names to pathology.egg-info/top_level.txt reading manifest file 'pathology.egg-info/SOURCES.txt' writing manifest file 'pathology.egg-info/SOURCES.txt' running check Password: Registering pathology to https://testpypi.python.org/pypi Server response (200): OK
Upload Your Package
Now that the package is registered, we can upload it. I recommend using twine, which is more secure. Install it as usual using
pip install twine. Then upload your package using twine and provide your password (redacted below):
$ twine upload -r pypitest -p <redacted> dist/* Uploading distributions to https://testpypi.python.org/pypi Uploading pathology-0.1-py3-none-any.whl [================================] 5679/5679 - 00:00:02 Uploading pathology-0.1.tar.gz [================================] 4185/4185 - 00:00:01
For a deeper dive into the topic of distributing your packages, check out How to Share Your Python Packages.
In this tutorial, we went through the fully fledged process of writing a Python library, packaging it, and distributing it through PyPI. At this point, you should have all the tools to write and share your libraries with the world.
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