grafial 0.2.1

Python bindings for Grafial - Bayesian belief graph inference DSL

Grafial Python Bindings

Python bindings for Grafial using PyO3 and maturin.

Install (end users)

pip install grafial

Requires CPython 3.11–3.13. Release CI publishes matching wheels for Linux (manylinux_2_17), macOS, and Windows for each of those interpreters (plus an sdist). After install:

import pathlib
import grafial

source = pathlib.Path("program.grafial").read_text()
program = grafial.compile(source)
ctx = grafial.run_flow(program, "MinimalFlow")
print(ctx.metrics)
print(ctx.inference_diagnostics)  # infer_beliefs convergence events, if any

---

Contributor / development build

Prerequisites

• Rust toolchain (install via rustup)
• Python 3.11 or later
• maturin (pip install maturin or cargo install maturin)
• Or uv for environment management (recommended)

Development Installation

Option 1: Using uv (recommended)

cd crates/grafial-python

# Create virtual environment
uv venv --python 3.11

# Activate virtual environment
source .venv/bin/activate  # On Windows: .venv\Scripts\activate

# Install in development mode (builds and installs the package)
uv pip install -e .

Option 2: Using maturin directly

cd crates/grafial-python

# Create virtual environment (or use existing)
python3 -m venv .venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate

# Install maturin if not already installed
pip install maturin

# Build and install in development mode
maturin develop --release

Option 3: Using nix-shell

If you're using the project's shell.nix:

# Enter nix shell (from project root)
nix-shell

# Then follow Option 1 or 2 above
cd crates/grafial-python
uv pip install -e .  # or maturin develop --release

Running Tests

After installation, you can run Python tests:

# From crates/grafial-python directory
.venv/bin/pytest tests/

# Or run specific test file
.venv/bin/pytest tests/test_basic.py -v

You can also run Rust lint checks for the bindings crate:

# From project root
cargo clippy -p grafial-python --all-targets -- -D warnings

Using in Python

Once installed, you can import and use Grafial:

import grafial

# Compile a Grafial program
source = """
schema Test {
    node Person { }
    edge KNOWS { }
}
belief_model TestBeliefs on Test {
    edge KNOWS { exist ~ Bernoulli(prior=0.5, weight=2.0) }
}
"""
program = grafial.compile(source)

# Check what's in the program
print(f"Schemas: {program.get_schema_names()}")
print(f"Models: {program.get_belief_model_names()}")

Building for Distribution

Building Wheels

To build Python wheels for distribution:

cd crates/grafial-python

# Build wheels for current platform
maturin build --release

# Build wheels for multiple platforms (requires cross-compilation setup)
maturin build --release --out dist

This creates .whl files in the dist/ directory that can be installed with pip.

Installing from Wheel

pip install dist/grafial-*.whl

Building Source Distribution

maturin sdist

This creates a source distribution that can be built on any platform.

Publishing to PyPI

Prerequisites

1. Create accounts on PyPI and TestPyPI
2. Configure credentials (using twine or maturin)

Publishing

1. Test on TestPyPI first:

maturin publish --test-pypi

2. Publish to PyPI:

maturin publish

Maturin will automatically:

• Build wheels for multiple Python versions
• Build source distribution
• Upload to PyPI

Installing from PyPI (after publishing)

pip install grafial

Using in Other Python Projects

Option 1: Install from Local Path

# In your Python project
pip install /path/to/grafial/crates/grafial-python

Option 2: Install from Git Repository

pip install git+https://github.com/iridae-dev/grafial.git#subdirectory=crates/grafial-python

Option 3: Add as Dependency in pyproject.toml

[project]
dependencies = [
    "grafial @ git+https://github.com/iridae-dev/grafial.git#subdirectory=crates/grafial-python",
]

Option 4: Development Editable Install

For active development on both projects:

# In your Python project's virtual environment
pip install -e /path/to/grafial/crates/grafial-python

This installs in "editable" mode, so changes to the Rust code will be reflected after rebuilding (run maturin develop again).

Troubleshooting

Build Errors

"Can't find Python"

• Set PYO3_PYTHON environment variable: export PYO3_PYTHON=$(which python3)
• Or use maturin develop --python python3 to specify Python version

"Missing Rust toolchain"

• Install Rust: curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
• Ensure cargo is in your PATH

"maturin not found"

• Install maturin: pip install maturin or cargo install maturin
• Or use uv pip install maturin if using uv

Import Errors

"ModuleNotFoundError: No module named 'grafial'"

• Ensure you've installed the package: pip install -e . or maturin develop
• Check you're using the correct virtual environment
• Verify installation: pip list | grep grafial

"ImportError: dynamic module does not define module export function"

• Rebuild the extension: maturin develop --release
• This usually happens when Rust code changed but wasn't rebuilt

Testing Issues

Tests fail with "library not loaded" errors

• Rebuild: maturin develop --release
• Ensure Python version matches the one used to build

Development Workflow

Making Changes

1. Edit Rust code in src/lib.rs
2. Rebuild: maturin develop --release (or uv pip install -e .)
3. Test: .venv/bin/pytest tests/
4. Iterate

Debugging

For faster iteration during development, use debug builds:

maturin develop  # Without --release (faster, but slower runtime)

For production-like testing:

maturin develop --release  # Optimized build (slower build, faster runtime)

Code Generation

Maturin automatically:

• Compiles Rust code to a Python extension module
• Generates Python type stubs (.pyi files) if configured
• Handles linking and platform-specific details

Project Structure

crates/grafial-python/
├── Cargo.toml          # Rust package configuration
├── pyproject.toml      # Python package configuration (maturin)
├── src/
│   └── lib.rs          # PyO3 bindings code
├── tests/              # Python tests
│   ├── test_basic.py
│   ├── test_flow_minimal.py
│   └── ...
└── README.md           # This file

Resources

• PyO3 Documentation
• Maturin Documentation
• PyO3 User Guide
• Python Packaging Guide