reasonable (Python bindings)

Python bindings for Reasonable — a reasonably fast OWL 2 RL reasoner implemented in Rust. This package exposes a small, typed API over rdflib terms to run materialization on RDF graphs or files.

Quick Usage

Load from files (Turtle/N3) and materialize inferred triples:

import reasonable

r = reasonable.PyReasoner()
r.load_file("../example_models/ontologies/Brick.n3")
r.load_file("../example_models/small1.n3")
out = r.reason()  # list[tuple[rdflib.term.Node, Node, Node]]
print(len(out))

Reason directly over an rdflib Graph:

import rdflib
import reasonable
from rdflib.term import URIRef

g = rdflib.Graph()
g.add((URIRef("urn:s"), URIRef("urn:p"), URIRef("urn:o")))

r = reasonable.PyReasoner()
r.from_graph(g)
triples = r.reason()

# Optionally collect into a new Graph
g_out = rdflib.Graph()
for s, p, o in triples:
    g_out.add((s, p, o))
print(len(g_out))

Incremental Reasoning with Retraction

Use update_graph() to replace the reasoner's base triples when your graph changes. The reasoner automatically computes a diff and selects incremental materialization (additions only) or full re-materialization (if removals detected):

import rdflib
import reasonable
from rdflib import URIRef, RDF

ontology = rdflib.Graph()
ontology.parse("my_ontology.ttl")

data = rdflib.Graph()
data.add((URIRef("urn:sensor1"), RDF.type, URIRef("urn:TemperatureSensor")))

r = reasonable.PyReasoner()
r.from_graph(ontology + data)
triples = r.reason()  # full materialization

# Later, data changes...
data.remove((URIRef("urn:sensor1"), RDF.type, URIRef("urn:TemperatureSensor")))
data.add((URIRef("urn:sensor2"), RDF.type, URIRef("urn:HumiditySensor")))

r.update_graph(ontology + data)  # replaces base, auto-detects diff
triples = r.reason()             # full re-mat (removals detected)

Install

Runtime dependency: rdflib
If you have a prebuilt wheel: pip install dist/reasonable-*.whl
Build from source (see below) if no wheel is available for your platform.

Developer Install (from source)

Using uv (recommended for local dev):

cd python
# Install project dependencies (including dev tools) into a managed venv
uv sync --group dev

# Build and develop-install the extension module
uv run maturin develop -b pyo3 --release

# Sanity check
uv run python -c "import reasonable; print(reasonable.__version__)"

Without uv (system/venv):

cd python
python -m venv .venv && . .venv/bin/activate  # or use your env
pip install -U maturin
maturin develop -b pyo3 --release
python -c "import reasonable; print(reasonable.__version__)"

API Reference

reasonable.PyReasoner()
- load_file(path: str) -> None
  - Load triples from a Turtle or N3 file. Appends to existing base triples. Raises OSError on missing/invalid paths.
- from_graph(graph_or_iterable) -> None
  - Appends triples from an rdflib Graph (or any iterable of 3-tuples) to the base. Use update_graph() instead if you need retraction support.
- update_graph(graph_or_iterable) -> bool
  - Replaces the base triples with the contents of the given graph. Computes a diff against the current base: if only additions are found, the next reason() uses incremental materialization; if any removals are detected, it triggers a full re-materialization. Returns True if removals were detected, False otherwise.
- reason() -> list[tuple[Node, Node, Node]]
  - Runs OWL 2 RL materialization and returns all known triples (base + inferred) as rdflib nodes. After the first call, subsequent calls are incremental (only processing newly added triples) unless removals were detected via update_graph().
- reason_full() -> list[tuple[Node, Node, Node]]
  - Forces a full re-materialization from base triples, ignoring any incremental state. Equivalent to clear() followed by reason().
- clear() -> None
  - Resets all inferred state while keeping base triples. The next reason() call will perform a full re-materialization.
- get_base_triples() -> list[tuple[Node, Node, Node]]
  - Returns the current base (non-inferred) triples as rdflib nodes. Useful for debugging.

Building Wheels

Build release wheels into dist/:

cd python
uv run maturin build --release --out dist

Install the built wheel:

pip install dist/reasonable-*.whl

Requirements

Python 3.9+ (ABI3, built with pyo3/abi3-py39)
Rust toolchain (rustup, cargo) for local builds
maturin for building wheels
rdflib (runtime dependency)

Testing

Run the Python test suite (uses pytest and rdflib):

cd python
uv run pytest -q

Alternatively, with a local venv:

cd python
pip install -U maturin pytest rdflib
maturin develop -b pyo3 --release
pytest -q

Compatibility Notes

Python: 3.9+ is required due to the ABI3 setting in the Rust crate (abi3-py39).
Platforms: macOS, Linux, and Windows are supported by PyO3/maturin; building from source requires a Rust toolchain.

Troubleshooting

ModuleNotFoundError: No module named 'reasonable':
- Ensure you ran maturin develop in the same environment you’re importing from.
Build/link errors on macOS (Xcode/SDK):
- Install Command Line Tools: xcode-select --install.
OSError when calling load_file(...):
- Check the path and file format (Turtle/N3). Use absolute paths when in doubt.

Contributing (Python bindings)

Keep tests under python/tests/ minimal and representative. Prefer inputs from example_models/.
Format/lint Python with standard tooling; Rust code follows cargo fmt/cargo clippy.
For broader project info (CLI, library, benchmarks), see the repository root README.md.

Metadata

Release files for reasonable 0.4.4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for reasonable 0.4.4
File	Size	Uploaded
reasonable-0.4.4.tar.gz	56.0 kB	May 28, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for reasonable 0.4.4
File	Interpreter	ABI	Platform	Reset
reasonable-0.4.4-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 5.9 MB May 28, 2026	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ x86-64	Details
reasonable-0.4.4-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 5.2 MB May 28, 2026	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ ARM64	Details
reasonable-0.4.4-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 5.9 MB May 28, 2026	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ x86-64	Details
reasonable-0.4.4-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 5.2 MB May 28, 2026	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ ARM64	Details
reasonable-0.4.4-cp312-cp312-musllinux_1_2_x86_64.whl 5.4 MB May 28, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
reasonable-0.4.4-cp312-cp312-musllinux_1_2_aarch64.whl 5.3 MB May 28, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
reasonable-0.4.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 5.9 MB May 28, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
reasonable-0.4.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 5.2 MB May 28, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
reasonable-0.4.4-cp311-cp311-musllinux_1_2_x86_64.whl 5.4 MB May 28, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
reasonable-0.4.4-cp311-cp311-musllinux_1_2_aarch64.whl 5.3 MB May 28, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
reasonable-0.4.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 5.9 MB May 28, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
reasonable-0.4.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 5.2 MB May 28, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
reasonable-0.4.4-cp310-cp310-musllinux_1_2_x86_64.whl 5.4 MB May 28, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
reasonable-0.4.4-cp310-cp310-musllinux_1_2_aarch64.whl 5.3 MB May 28, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
reasonable-0.4.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 5.9 MB May 28, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
reasonable-0.4.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 5.2 MB May 28, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
reasonable-0.4.4-cp39-cp39-musllinux_1_2_x86_64.whl 5.4 MB May 28, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
reasonable-0.4.4-cp39-cp39-musllinux_1_2_aarch64.whl 5.3 MB May 28, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ ARM64	Details
reasonable-0.4.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 5.9 MB May 28, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details
reasonable-0.4.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 5.2 MB May 28, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details
reasonable-0.4.4-cp39-abi3-win_amd64.whl 389.8 kB May 28, 2026	CPython 3.9	abi3	Windows x86-64	Details
reasonable-0.4.4-cp39-abi3-musllinux_1_2_x86_64.whl 5.4 MB May 28, 2026	CPython 3.9	abi3	Linux musl 1.2+ x86-64	Details
reasonable-0.4.4-cp39-abi3-musllinux_1_2_aarch64.whl 5.2 MB May 28, 2026	CPython 3.9	abi3	Linux musl 1.2+ ARM64	Details
reasonable-0.4.4-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 5.9 MB May 28, 2026	CPython 3.9	abi3	Linux glibc 2.17+ x86-64	Details
reasonable-0.4.4-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 5.2 MB May 28, 2026	CPython 3.9	abi3	Linux glibc 2.17+ ARM64	Details
reasonable-0.4.4-cp39-abi3-macosx_11_0_arm64.whl 509.8 kB May 28, 2026	CPython 3.9	abi3	macOS 11.0+ ARM64	Details
reasonable-0.4.4-cp39-abi3-macosx_10_14_x86_64.whl 527.2 kB May 28, 2026	CPython 3.9	abi3	macOS 10.14+ x86-64	Details
reasonable-0.4.4-cp39-abi3-macosx_10_14_x86_64.macosx_11_0_arm64.macosx_10_14_universal2.whl 1.0 MB May 28, 2026	CPython 3.9	abi3	macOS 10.14+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64, macOS 10.14+ x86-64	Details
reasonable-0.4.4-cp38-cp38-musllinux_1_2_x86_64.whl 5.4 MB May 28, 2026	CPython 3.8	CPython 3.8	Linux musl 1.2+ x86-64	Details
reasonable-0.4.4-cp38-cp38-musllinux_1_2_aarch64.whl 5.3 MB May 28, 2026	CPython 3.8	CPython 3.8	Linux musl 1.2+ ARM64	Details
reasonable-0.4.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 5.9 MB May 28, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64	Details
reasonable-0.4.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 5.2 MB May 28, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARM64	Details

Total release size: 155.4 MB

Release files / reasonable-0.4.4.tar.gz

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Release files / reasonable-0.4.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Size	5.9 MB
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Upload date	May 28, 2026
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Release files / reasonable-0.4.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / reasonable-0.4.4-cp39-cp39-musllinux_1_2_x86_64.whl

Download URL	reasonable-0.4.4-cp39-cp39-musllinux_1_2_x86_64.whl
Size	5.4 MB
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Release files / reasonable-0.4.4-cp39-cp39-musllinux_1_2_aarch64.whl

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Release files / reasonable-0.4.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	reasonable-0.4.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / reasonable-0.4.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / reasonable-0.4.4-cp39-abi3-win_amd64.whl

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Release files / reasonable-0.4.4-cp39-abi3-musllinux_1_2_x86_64.whl

Download URL	reasonable-0.4.4-cp39-abi3-musllinux_1_2_x86_64.whl
Size	5.4 MB
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Release files / reasonable-0.4.4-cp39-abi3-musllinux_1_2_aarch64.whl

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Size	5.2 MB
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Release files / reasonable-0.4.4-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	reasonable-0.4.4-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / reasonable-0.4.4-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	reasonable-0.4.4-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / reasonable-0.4.4-cp39-abi3-macosx_11_0_arm64.whl

Download URL	reasonable-0.4.4-cp39-abi3-macosx_11_0_arm64.whl
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Release files / reasonable-0.4.4-cp39-abi3-macosx_10_14_x86_64.whl

Download URL	reasonable-0.4.4-cp39-abi3-macosx_10_14_x86_64.whl
Size	527.2 kB
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Release files / reasonable-0.4.4-cp39-abi3-macosx_10_14_x86_64.macosx_11_0_arm64.macosx_10_14_universal2.whl

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Size	1.0 MB
Tags	CPython 3.9 abi3 macOS 10.14+ universal2 (ARM64, x86-64) macOS 10.14+ x86-64 macOS 11.0+ ARM64
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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Release files / reasonable-0.4.4-cp38-cp38-musllinux_1_2_x86_64.whl

Download URL	reasonable-0.4.4-cp38-cp38-musllinux_1_2_x86_64.whl
Size	5.4 MB
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Release files / reasonable-0.4.4-cp38-cp38-musllinux_1_2_aarch64.whl

Download URL	reasonable-0.4.4-cp38-cp38-musllinux_1_2_aarch64.whl
Size	5.3 MB
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Release files / reasonable-0.4.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	reasonable-0.4.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	5.9 MB
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Release files / reasonable-0.4.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	reasonable-0.4.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	5.2 MB
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