A rust implementation of dynamic time warping with python bindings!
Project description
![](https://pypi-camo.freetls.fastly.net/1220baa6672fb0030db0ca9c8966ff9338a091b0/68747470733a2f2f6d69726f2e6d656469756d2e636f6d2f6d61782f3930372f312a427a7562633575474658645f2d536a37575f51466a672e706e67)
RustDTW
Python extension backed by a multi-threaded Rust implementation of Dynamic Time Warping (DTW).
⚡️ Quick Installation
To install rustDTW, simply:
pip install rust-dtw
Example Usage
rustDTW was designed for usage with timeseries data from functional brain regions. However any data represented as a numpy matrix can be provided.
import numpy as np
import rust_dtw
rust_dtw.dtw(
s=np.array([0., 1., 2.]),
t=np.array([3., 4., 5.]),
window=50,
distance_mode="euclidean"
)
>>> 5.0990195
Developing
Built With
- PyO3
- Maturin
- rust-numpy
- Rayon
Setting up Dev
Here's a brief intro about what a developer must do in order to start developing the project further:
git clone https://github.com/FL33TW00D/rustDTW.git
cd rust-dtw/
./build.sh
Tests
All tests are implemented using pytest.
poetry run pytest
📈 Performance
How well does the Rust implementation stack up against some other Python/C versions.
⚠️ License
rustDTW
is free and open-source software licensed under the MIT License.
Project details
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