Python bindings for the rstar R*-tree spatial index
Project description
rstar-python
Python bindings for the rstar R*-tree spatial index library.
Installation
pip install rstar-python
Usage
from rstar_python import PyRTree
# Create a 3D R-tree
tree = PyRTree(dims=3)
# Insert points
tree.insert([1.0, 2.0, 3.0])
tree.insert([4.0, 5.0, 6.0])
# Bulk load points
points = [
[1.0, 2.0, 3.0],
[4.0, 5.0, 6.0],
[7.0, 8.0, 9.0]
]
tree.bulk_load(points)
# Find nearest neighbor
nearest = tree.nearest_neighbor([1.1, 2.1, 3.1])
# Find k nearest neighbors
k_nearest = tree.k_nearest_neighbors([1.1, 2.1, 3.1], k=2)
# Find neighbors within radius
neighbors = tree.neighbors_within_radius([1.0, 2.0, 3.0], radius=1.0)
# Query points within a bounding box
points = tree.locate_in_envelope(
min_corner=[0.0, 0.0, 0.0],
max_corner=[2.0, 2.0, 2.0]
)
# Get tree size
size = tree.size()
# Remove a point
tree.remove([1.0, 2.0, 3.0])
Features
- Supports 1D to 4D points
- Fast nearest neighbor queries
- Radius search
- Bounding box queries
- Bulk loading for faster initialization
- Built on top of the fast Rust rstar library
Development
Requirements:
- Rust
- Python 3.7+
- maturin
# Clone repository
git clone https://github.com/kephale/rstar-python
cd rstar-python
# Create virtual environment
python -m venv venv
source venv/bin/activate # or `venv\Scripts\activate` on Windows
# Install development dependencies
pip install maturin pytest
# Build and install in development mode
maturin develop
# Run tests
pytest
License
This project is licensed under the MIT License - see the LICENSE file for details.
Project details
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