Identify unused dependencies and avoid a bloated virtual environment.
Project description
creosote
Identify unused dependencies and avoid a bloated virtual environment.
🌀 Migration guide: creosote 2.x to 3.x
Expand me to read the guide.
Creosote was updated to 3.0.0 because the way arguments were supplied has now changed. This also brings pyproject.toml
configuration support.
Argument name change
The argument naming has changed:
2.x argument name | 3.x argument name |
---|---|
--exclude-deps |
--exclude-dep |
--paths |
--path |
--sections |
--section |
Multiple argument values
With creosote 2.x, you were able to provide multiple values following some arguments, example:
creosote -p file1.py file2.py
With creosote 3.x, you must now provide multiple arguments as a key/value pair:
creosote -p file1.py -p file2.py
This new creosote 3.x behavior applies to the following 3.x CLI arguments:
--venv
--exclude-dep
-p
or--path
-s
or--section
⚡️ Quickstart
Install creosote in separate virtual environment (using e.g. pipx
):
pipx install creosote
Scan virtual environment for unused dependencies (PEP-621 example below, but Poetry, Pipenv, PDM and requirements.txt
files are also supported, see this table):
$ creosote
Found dependencies in pyproject.toml: dotty-dict, loguru, pip-requirements-parser, requests, toml
Oh no, bloated venv! 🤢 🪣
Unused dependencies found: requests
And after having removed/uninstalled requests
:
$ creosote
Found dependencies in pyproject.toml: dotty-dict, loguru, pip-requirements-parser, toml
No unused dependencies found! ✨
✋ Note that you will likely not be able to run creosote
as-is, but will have to configure it so it understands your project structure.
Get help:
creosote --help
⚙️ Configuration
You can configure creosote using commandline arguments or in your pyproject.toml
.
Using commandline arguments
Required arguments
Argument | Default value | Description |
---|---|---|
--venv |
Path to activated virtual environment or .venv |
The path(s) to your virtual environment or site-packages folder. |
--path |
src |
The path(s) to your source code, one or more files/folders. |
--deps-file |
pyproject.toml |
The path to the file specifying your dependencies, like pyproject.toml , requirements_*.txt | .in . |
--section |
project.dependencies |
The toml section(s) to parse, e.g. project.dependencies . |
Optional arguments
Argument | Default value | Description |
---|---|---|
--exclude-dep |
Dependencies you wish to not scan for. | |
--format |
default |
The output format, valid values are default , no-color or porcelain . |
Using pyproject.toml
[tool.creosote]
venvs=[".venv"]
paths=["src"]
deps-file="pyproject.toml"
sections=["project.dependencies"]
exclude-deps =[
"pyodbc",
"pg8000",
]
🤔 How this works
The creosote tool will first scan the given python file(s) for all its imports. Then it fetches all dependency names (from the dependencies spec file). Finally, all imports are associated with their corresponding dependency name (requires the virtual environment for resolving and the ability to read the dependency's RECORD
or top_level.txt
file). If a dependency does not have any imports associated, it is considered unused.
See the main
function in cli.py
for a terse overview of the logic.
🌶️ Features
These optional features enable new/experimental functionality, that may be backward incompatible and may be removed/changed at any time. Some features may become mandatory for a target release version e.g. the next major release. Enable using --use-feature <FEATURE>
. Use at your own risk!
Feature | Description | Target version |
---|---|---|
fail-excluded-and-not-installed |
When excluding a dependency from the scan (using --exclude-dep ) and if the dependency is removed from the dependency specification file (e.g. pyproject.toml ), return with exit code 1. |
N/A |
😤 Known limitations
importlib
imports are not detected by the AST parser (a great first contribution for anyone inclined 😄, reach out or start looking atparsers.py:get_module_info_from_python_file
.
🥧 History and ambition
This project was inspired by security vulnerability reports about production dependencies that were shipped into production but turned out to be unused. Creosote aims to help prevent such occurrences and reduce noise from bots like Dependabot or Renovate for simply unused dependencies.
The intent is to run Creosote in CI (or with pre-commit) to detect cases where developers forget to remove unused dependencies, especially during refactorings. Creosote can identify both unused production dependencies and developer dependencies, depending on your objectives.
🤨 FAQ
Which dependency specification tooling/standards are supported?
Tool/standard | Supported | --deps-file value |
Example --section values |
---|---|---|---|
PDM and PEP-582 | ✅ | pyproject.toml |
project.dependencies ,project.optional-dependencies.<GROUP> ,tool.pdm.dev-dependencies |
Pipenv | ✅ | pyproject.toml |
packages ,dev-packages |
Poetry | ✅ | pyproject.toml |
tool.poetry.dependencies ,tool.poetry.dev-dependencies (legacy),tool.poetry.group.<GROUP>.dependencies |
Legacy Setuptools (setup.py ) |
❌ | ||
PEP-508 (requirements.txt , pip-tools) |
✅ | *.[txt|in] |
N/A |
PEP-621 | ✅ | pyproject.toml |
project.dependencies ,project.optional-dependencies.<GROUP> |
📔 Notes on PEP-508 (requirements.txt
)
When using requirements.txt
files to specify dependencies, there is no way to tell which part of requirements.txt
specifies production vs developer dependencies. Therefore, you have to break your requirements.txt
file into e.g. requirements-prod.txt
and requirements-dev.txt
and use any of them as input. When using pip-tools, you likely want to point Creosote to scan your *.in
file(s).
📓 Notes on PEP-582 (__pypackages__
)
Creosote supports the __pypackages__
folder, although PEP-582 was rejected. There is no reason to remove support for this today, but in case supporting this becomes cumbersome in the future, supporting PEP-582 might be dropped.
creosote --venv __pypackages__
Can I specify multiple toml sections?
Yes, you can specify a list of sections after the --section
argument. It all depends on what your setup looks like and what you set out to achieve.
$ creosote --section project.dependencies --section project.optional-dependencies.lint --section project.optional-dependencies.test
Can I exclude dependencies from the scan?
Yes, you can use the --exclude-dep
argument to specify one or more dependencies you do not wish to get warnings for.
This feature is intended for dependencies you must specify in your dependencies spec file, but which you don't import in your source code. An example of such a dependency are database drivers, which are commonly only defined in connection strings and will signal to the ORM which driver to use.
$ creosote --exclude-dep pyodbc --exclude-dep pg8000
Can I run Creosote on Jupyter notebook (*.ipynb) files?
Yes, any Jupyter notebook files will be temporarily converted to python files using nbconvert and then Creosote will run on those.
Can I run Creosote in a GitHub Action workflow?
Yes, please see the action
job example in .github/workflows/test.yml
.
Can I run Creosote with pre-commit?
Yes, see example in .pre-commit-config.yaml
.
Here's another example setup, if already have Creosote installed onto $PATH (via e.g. pipx).
# .pre-commit-config.yaml
repos:
- repo: local
hooks:
- id: system
name: creosote
entry: creosote --venv .venv --path src --deps-file pyproject.toml --section project.dependencies
pass_filenames: false
files: \.(py|toml|txt|in|lock)$
language: system
What's with the name "creosote"?
This tool has borrowed its name from the Monty Python scene about Mr. Creosote.
📰 Creosote in the "news"
Because it makes me happy to see this tool can help others! 🥰
👩🔬 Development/debugging info
Install in-development builds
You can run in-development versions of Creosote. Examples below:
# Creosote build from main branch
$ pipx install --suffix=@main --force git+https://github.com/fredrikaverpil/creosote.git@main
$ creosote@main --venv .venv ...
$ pipx uninstall creosote@main
# Creosote build from PR #123
$ pipx install --suffix=@123 --force git+https://github.com/fredrikaverpil/creosote.git@refs/pull/123/head
$ creosote@123 --venv .venv ...
$ pipx uninstall creosote@123
You can also clone down the repo and run creosote from the git repo:
$ python -m venv .venv
$ source .venv/bin/activate # linux/macOS syntax
$ pip install -e '.[dev]' # install the dependencies group 'dev'
$ creosote -venv .venv ...
🚀 Releasing
- Bump version in
src/creosote/__about__.py
and.pre-commit-config.yaml
. - GitHub Action will run automatically on creating a release and deploy the release onto PyPi.
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