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logical-unification

Logical unification in Python

Worth itPyPI LibrariesReleased Oct 20251.3M downloads / moBSD-3-ClausePure Python

Decision gist · record as of 2026-08-14

pure-Python wheel — logical_unification-0.4.7-py3-none-any.whl
v0.4.7 · released 2025-10-20 · Python >=3.9 · 2 runtime deps: toolz, multipledispatch

Yes. The package is actively maintained, has no known vulnerabilities, installs with low friction, and offers a unique capability for pattern matching and logical unification that is not easily replicated with standard Python. It is well-suited for logic programming, symbolic computation, and complex pattern-based dispatch. The BSD-3-Clause license is permissive and poses no barrier.AI-flagged interpretation of the facts on this page — verify before relying

Before you install

  • Requires Python 3.9 or later.
  • Low install friction with a pure Python wheel and only two lightweight runtime dependencies.
  • Active maintenance with a recent commit on 2026-02-25 and stable production status.

License · maintenance · safety

BSD-3-Clause (permissive) — BSD-3-Clause permissive license allows use in most projects, including commercial, with minimal restrictions beyond attribution.

last release 2025-10-20 (298 days) · last repo commit 2026-02-25 · 53 stars

0 known vulnerabilities (OSV.dev, 2026-08-14) · 1,268,792 downloads/mo, #4,133 on PyPI

Verify before relying

pip install logical-unification

from unification import var, unify, reify

x = var()
result = unify((1, x), (1, 2))
print(result)  # {~x: 2}
print(reify((1, x), {x: 2}))  # (1, 2)
  • Whether the package is actively maintained beyond the latest release date (2025-10-20); last commit is 2026-02-25 but days_since_release is 298.
  • Performance characteristics for very large unification problems beyond the benchmarked nested list scenarios.
Same gist for agents: .md · .json

What it is and what it does

Logical unification is a computer science technique for finding substitutions that make different terms equivalent. This package implements unification in Python, allowing you to match patterns against data structures and extract variable bindings. It supports built-in Python types (tuples, dicts, namedtuples) and can be extended to custom classes via the @unifiable decorator.

The package also provides pattern-matching dispatch, letting you define multiple function implementations that are selected based on pattern matching against arguments. It uses a generator-based design to handle deeply nested structures without hitting Python's recursion limit, making it suitable for symbolic computation, logic programming, and complex pattern-based control flow.

Use it for

  • Extract values from nested data structures using pattern matching with logic variables instead of manual traversal.
  • Implement logic-programming-style algorithms like recursive pattern matching (e.g., Fibonacci via pattern dispatch).
  • Route or dispatch function calls based on complex structural patterns in dictionaries or custom objects.
  • Unify and reify custom domain objects (e.g., Account records) to find matching instances or extract fields.
  • Build symbolic computation systems where you need to reason about term equivalence and substitution.

Worth the install?

AI-flagged interpretation of the facts on this page. Verify before relying on it.

Worth it

Yes.

The package is actively maintained, has no known vulnerabilities, installs with low friction, and offers a unique capability for pattern matching and logical unification that is not easily replicated with standard Python. It is well-suited for logic programming, symbolic computation, and complex pattern-based dispatch. The BSD-3-Clause license is permissive and poses no barrier.

Install

logical-unification on PyPI

Before you install

Low install friction with a pure Python wheel and only two lightweight runtime dependencies. Active maintenance with a recent commit on 2026-02-25 and stable production status.

Requires Python 3.9 or later.

License in practice

BSD-3-Clause permissive license allows use in most projects, including commercial, with minimal restrictions beyond attribution.

Quickstart

pip install logical-unification

from unification import var, unify, reify

x = var()
result = unify((1, x), (1, 2))
print(result)  # {~x: 2}
print(reify((1, x), {x: 2}))  # (1, 2)

Verify before relying

  • Whether the package is actively maintained beyond the latest release date (2025-10-20); last commit is 2026-02-25 but days_since_release is 298.
  • Performance characteristics for very large unification problems beyond the benchmarked nested list scenarios.

Package facts

LicenseBSD-3-Clause permissive
Python supportSupports the current Python release >=3.9
Install frictionLow. Pure-Python wheel
Runtime dependencies
2 packages
toolzmultipledispatch
MaintenanceActively maintained 298 days since the last release
Last repo commit
First released
Downloads1,268,792 / month, #4,133 on PyPI 30-day window, as of 2026-08-14
Known vulnerabilitiesNone known OSV.dev, checked 2026-08-14
Classifiers
Development Status :: 5 - Production/StableIntended Audience :: DevelopersIntended Audience :: Science/ResearchOperating System :: OS IndependentProgramming Language :: PythonProgramming Language :: Python :: 3Programming Language :: Python :: 3.10Programming Language :: Python :: 3.9Programming Language :: Python :: Implementation :: CPythonProgramming Language :: Python :: Implementation :: PyPyTopic :: Software Development :: Libraries

Evidence: logical_unification-0.4.7-py3-none-any.whl

Tags

Capabilities
logical unification pattern matchingunify variables in data structureslogic programming pythonpattern matching dispatchunification reificationlogic variable bindingsymbolic pattern matching
Topics
logic-programmingpattern-matchingsymbolic-computation
PyPI keywords
unificationlogic-programmingdispatch

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See also orderings · dep-logic · overloading · cons · multipledispatch · json-logic · methoddispatch · fastuuid · classes