Dependency Cache

🚧 Work In Progress 🚧

Description

Dependency Cache is a caching layer for object methods, with invalidation driven by a dependency graph. Rather than re-running expensive, deeply nested calculations on every call, it stores each method's result and only recomputes (and marks downstream methods for recalculation) when one of its declared dependencies actually changes. Under the hood, this project is written in Rust using pyo3 and built with maturin.

Installation

Install the latest stable version from PyPI:

pip install dependency-cache

API Overview

Export What it's for
DependencyCacheBase Base class to inherit from. Gives your instance a cache and a dependency graph.
dependency_cached(use_cache=True, dependencies=[...], track_runtime_dependencies=False, serialisable=False) A footgun-enabled decorator for a method where you explicitly declare all direct dependencies.
automagically_dependency_cached(use_cache=True, dependencies=[...], track_runtime_dependencies=True, serialisable=False) A decorator which automagically infers the direct dependencies. Optionally override the defaults and inference using the dependencies parameter.
plot_dependency_graph(obj, **kwargs) Visualizes an instance's dependency graph, for inspection/debugging.

Setup

This project uses (and requires) uv as a package manager and maturin to compile.

To set up a local dev environment:

  • install python dependencies
uv sync
  • generate local development file for testing (and update pyi file for accurate typechecking)
maturin develop --generate-stubs
maturin develop -r --generate-stubs
  • run python tests
uv run pytest
uv run pytest -vv
  • run rust tests
cargo test
  • temporary fix: generate stubs currently produces a file that is incorrectly formatted, use ruff to format the pyi file immediately
maturin develop --generate-stubs | uv run ruff format ./python/dependency_cache/dependency_cache.pyi

Quick Example

from dependency_cache import DependencyCacheBase, automagically_dependency_cached


class ExampleCalculation(DependencyCacheBase):
    """   C
        //  \\
       A      B
    """

    def __init__(self, x, y):
        super().__init__()
        self.x = x
        self.y = y

    @automagically_dependency_cached()
    def A(self):
        print("calculating A")
        return self.x

    @automagically_dependency_cached()
    def B(self):
        print("calculating B")
        return self.y

    @automagically_dependency_cached()
    def C(self):
        print("calculating C")
        return self.B() + self.A()


c = ExampleCalculation(3, 5)
print(c.C())  # calculates A, B, C -> 8
print(c.C())  # hits cache -> 8

c.update_cached_value("A", 0)  # invalidates C (but not B)
print(c.C())  # recalculates C -> 5

This example can be found here with more runnable examples and use cases provided in the python/examples folder.

uv run ./python/examples/example.py

TODOs

This project is still a work in progress, with everything from API to underlying design subject to change on my whim.

Current TODO list (in no particular order):

  • scenario analysis capability (add temporary cache to base)
  • add validation to static dependencies, ensure methods are of decorator class
  • improve plot_dependency_graph (maybe to GUI?) with moveable nodes
  • add object thread safety for python 3.14+
  • work out how best to handle nested objects

Project links

Data verified by PyPI on Sep 10, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (0.4.1)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for XtdWt from gravatar.com XtdWt

GitHub Statistics

Data verified by PyPI on Sep 10, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

MIT

Requires

Python >=3.8

Tags

caching dependency-graph invalidation

Classifiers

Report project as malware

Release files for dependency_cache 0.2.4

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dependency_cache-0.2.4-cp314-cp314t-win_amd64.whl 189.9 kB CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details
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dependency_cache-0.2.4-cp314-cp314t-musllinux_1_2_x86_64.whl 518.0 kB CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
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