A tool for managing dependencies in a modular python project by tracking which dependencies are needed by which sub-modules
Project description
Import Tracker
Import Tracker
is a Python package offering a number of capabilities related to tracking and managing optional dependencies in Python projects. Specifically, this project enables developers to:
-
Track the dependencies of a python project to map each module within the project to the set of dependencies it relies on. This can be useful for debugging of dependencies in large projects.
-
Enable lazy import errors in a python projects to prevent code from crashing when uninstalled imports are imported, but not utilized. This can be helpful in large projects, especially those which incorporate lots of hierarchical wild imports, as importing the top level package of such projects can often bring a lot of heavy dependencies into
sys.modules
. -
Programmatically determine the
install_requires
andextras_require
arguments tosetuptools.setup
where the extras sets are determined by a set of modules that should be optional.
Table of contents
Running Import Tracker
To run import_tracker
against a project, simply invoke the module's main:
python3 -m import_tracker --name <my_module>
The main supports the following additional arguments:
--package
: Allows--name
to be a relative import (seeimportlib.import_module
)--indent
: Indent the output json for pretty printing--log_level
: Set the level of logging (up todebug4
) to debug unexpected behavior--submodules
: List of sub-modules to recurse on (or full recursion when no args given)--track_import_stack
: Store the stack trace of imports belonging to the tracked module--detect_transitive
: Mark each dependency as either "direct" (imported directly) or "transitive" (inherited from a direct import)--full_depth
: Track all dependencies, including transitive dependencies of direct third-party deps--show_optional
: Show whether each dependency is optional or required
Integrating import_tracker
into a project
When using import_tracker
to implement optional dependencies in a project, there are two steps to take:
- Enable
lazy_import_errors
for the set of modules that should be managed as optional - Use
setup_tools.parse_requirements
insetup.py
to determine theinstall_requires
andextras_require
arguments
In the following examples, we'll use a fictitious project with the following structure:
my_module/
├── __init__.py
├── utils.py
└── widgets
├── __init__.py
├── widget1.py
└── widget2.py
Enabling lazy_import_errors
The import_tracker.lazy_import_errors
function can be invoked directly to enable lazy import errors globally, or used as a context manager to enable them only for a selcted set of modules.
To globally enable lazy import errors, my_module/__init__.py
would look like the following:
# Globally enable lazy import errors
from import_tracker import lazy_import_errors
lazy_import_errors()
from . import utils, widgets
Alternately, applying lazy import error semantics only to the widgets
would look like the following:
from import_tracker import lazy_import_errors
# Require all downstream imports from utils to exist
from . import utils
# Enable lazy import errors for widgets
with lazy_import_errors():
from . import widgets
When using lazy import errors, there are two ways to customize the error message that is raised when a failed import is used:
-
- The
get_extras_modules
argument takes a function which returns aSet[str]
of the module names that are tracked as extras. If the import error is triggered within a module that is managed as an extras set, the error message is updated to include instructions on which extras set needs to be installed.
- The
-
The
make_error_message
argument allows the caller to specify a fully custom error message generation function.
Using setup_tools.parse_requirements
To take advantage of the automatic dependency parsing when building a package, the setup.py
would look like the following:
import import_tracker
import os
import setuptools
# Determine the path to the requirements.txt for the project
requirements_file = os.path.join(os.path.dirname(__file__), "requirements.txt")
# Parse the requirement sets
install_requires, extras_require = import_tracker.setup_tools.parse_requirements(
requirements_file=requirements_file,
library_name="my_module",
extras_modules=[
"my_module.widgets.widget1",
"my_module.widgets.widget2",
],
)
# Perform the standard setup call
setuptools.setup(
name="my_module",
author="me",
version="1.2.3",
license="MIT",
install_requires=install_requires,
extras_require=extras_require,
packages=setuptools.find_packages(),
)
Gotchas
Minor issue with zsh
As mentioned before, when using lazy import errors in import_tracker
, if the import error is triggered within a module that is managed as an extras set, the error message is updated to include instructions on which extras set needs to be installed. The error message might look something like this:
ModuleNotFoundError: No module named 'example_module'.
To install the missing dependencies, run `pip install my_module[my_module.example_module]`
There might be an issue when running pip install my_module[my_module.example_module]
within a zsh
environment, since square brackets in zsh
have special meanings. We have to escape them by putting \ (backslash
) before them. So for zsh
, something like this will work:
pip install my_module\[my_module.example_module\]
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