Of course! Let's dive deep into pkg_resources, a powerful but now legacy module from Python's setuptools library.

What is pkg_resources?
pkg_resources is a part of the setuptools library that provides a rich API for discovering and managing Python packages and their resources at runtime.
Think of it as a bridge between your running Python code and the metadata and data files associated with the installed packages.
Its core capabilities include:
- Package Discovery: Finding out what packages are installed and their versions.
- Resource Management: Accessing data files (like images, configuration files, JSON, etc.) that are included with a package, regardless of where the package is installed (e.g., in a standard site-packages directory, inside a
.zipfile, or an egg). - Version Comparison: Easily comparing package versions.
- Entry Points: Finding plugins or console scripts defined by other packages.
Key Use Cases and Examples
Let's look at the most common use cases for pkg_resources.

Accessing Package Data (The Most Common Use)
This is pkg_resources killer feature. You have a package structure like this:
my_package/
├── my_package/
│ ├── __init__.py
│ └── data/
│ ├── config.json
│ └── banner.txt
└── setup.py
In setup.py, you declare the data files:
# setup.py
from setuptools import setup, find_packages
setup(
name="my_package",
version="0.1.0",
packages=find_packages(),
include_package_data=True, # Important!
package_data={
'my_package': ['data/*.txt', 'data/*.json'],
}
)
Now, from within your code (e.g., in my_package/__init__.py), you can access config.json reliably:
# my_package/__init__.py
import pkg_resources
import json
def get_config():
"""Loads the package's config.json file."""
try:
# 'my_package.data.config.json' is the "resource path"
# It's the path relative to the top-level package directory.
config_path = pkg_resources.resource_filename('my_package', 'data/config.json')
# The resource_string() or resource_stream() methods are often better
# as they work even if the package is zipped.
with open(config_path, 'r') as f:
return json.load(f)
except (FileNotFoundError, pkg_resources.DistributionNotFound):
print("Could not find the config file.")
return None
# --- Alternative, often better method using resource_stream() ---
def get_config_stream():
"""Returns a file-like stream to the config.json."""
try:
# resource_stream returns a file-like object
config_stream = pkg_resources.resource_stream('my_package', 'data/config.json')
return json.load(config_stream)
except pkg_resources.DistributionNotFound:
print("Could not find the config file.")
return None
# How to use it
if __name__ == '__main__':
config = get_config()
if config:
print("Config loaded successfully:", config)
Why is this better than a simple open()?

- Location Independence: It works whether
my_packageis installed insite-packages, run from a source checkout, or even loaded from a.zipor.eggfile. A simpleopen()would fail in the latter cases. - Robustness: It's the standard, idiomatic way to access package data in a complex Python environment.
Discovering Installed Packages and Versions
You can check what's installed and its version.
import pkg_resources
# Get a list of all installed distributions (packages)
distributions = pkg_resources.working_set
print(f"Found {len(distributions)} installed packages.")
# Find a specific package
try:
# Get a Distribution object for a specific package
requests_dist = pkg_resources.get_distribution('requests')
print(f"Requests version: {requests_dist.version}")
print(f"Requests location: {requests_dist.location}")
print(f"Requires: {[str(req) for req in requests_dist.requires()]}")
except pkg_resources.DistributionNotFound:
print("The 'requests' package is not installed.")
Version Comparison
Comparing version strings (like '1.2.3' vs '1.10.0') can be tricky. pkg_resources makes it easy.
import pkg_resources
v1 = pkg_resources.parse_version('1.2.3')
v2 = pkg_resources.parse_version('1.10.0')
v3 = pkg_resources.parse_version('1.2.3b1') # Also handles beta/alpha releases
print(f"v1 ({v1}) < v2 ({v2})? {v1 < v2}") # True
print(f"v1 ({v1}) == v3 ({v3})? {v1 == v3}") # False
print(f"v3 ({v3}) < v1 ({v1})? {v3 < v1}") # True (1.2.3b1 is older than 1.2.3)
Working with Entry Points (Plugin Systems)
This is a powerful pattern for creating extensible applications. Many tools (like pytest, flake8, setuptools itself) use entry points to discover plugins.
A package can declare an entry point in its setup.py:
# setup.py for a plugin package
setup(
name="my_plugin",
# ...
entry_points={
'my_app.plugins': [
'my_first_plugin = my_plugin.plugins:first',
'my_second_plugin = my_plugin.plugins:second',
]
}
)
Your main application can then find all registered plugins:
# In your main application
import pkg_resources
def load_plugins():
"""Finds and loads all plugins for 'my_app.plugins'."""
for entry_point in pkg_resources.iter_entry_points('my_app.plugins'):
print(f"Loading plugin: {entry_point.name}")
# entry_point.load() returns the object/function referenced
plugin = entry_point.load()
# Now you can call the plugin
plugin()
# You would call load_plugins() in your application's startup logic.
The Modern Alternative: importlib.metadata and importlib.resources
pkg_resources is powerful but has significant drawbacks:
- Performance: It's notoriously slow. Scanning for packages and parsing metadata can add noticeable overhead to application startup.
- Overhead: It pulls in a large amount of
setuptoolscode just for a few utility functions. - Legacy: It's considered the "old way" of doing things. The Python standard library now provides modern, faster, and more focused alternatives.
Since Python 3.8, the recommended replacements are in the standard library:
pkg_resources Functionality |
Modern importlib Equivalent |
Notes |
|---|---|---|
| Accessing Package Data | importlib.resources |
The direct replacement. Part of the standard library since Python 3.7 (backported). |
| Finding Installed Packages | importlib.metadata |
The direct replacement. Part of the standard library since Python 3.8. |
| Version Comparison | packaging.version |
The packaging library is the new standard for parsing and comparing versions. |
Example: Modern Package Data Access with importlib.resources
Using the same package structure as before:
# my_package/__init__.py
import importlib.resources
import json
def get_config_modern():
"""Loads the package's config.json using the modern approach."""
try:
# Use the 'files()' API (recommended)
# The path is relative to the package
config_file = importlib.resources.files('my_package').joinpath('data/config.json')
# config_file is a Traversable object. You can open it directly.
with config_file.open('r') as f:
return json.load(f)
except FileNotFoundError:
print("Could not find the config file.")
return None
# How to use it
if __name__ == '__main__':
config = get_config_modern()
if config:
print("Config loaded successfully (modern way):", config)
Example: Modern Package Discovery with importlib.metadata
import importlib.metadata
# Get a list of all distributions
distributions = importlib.metadata.distributions()
print(f"Found {len(list(distributions))} installed packages.")
# Find a specific package
try:
requests_version = importlib.metadata.version('requests')
print(f"Requests version (modern way): {requests_version}")
# Get more metadata
metadata = importlib.metadata.metadata('requests')
print(f"Requests Summary: {metadata['Summary']}")
except importlib.metadata.PackageNotFoundError:
print("The 'requests' package is not installed.")
Summary: pkg_resources vs. Modern Alternatives
| Feature | pkg_resources |
importlib.metadata + importlib.resources |
|---|
