An exploration of fast Rust sorting algorithms in Python.
Project description
fastsort
An exploration of fast Rust sorting algorithms in Python.
Run pip install fastsort to install the package.
import numpy as np
from fastsort import sort, argsort
arr = np.random.randn(1000, 1000)
sort_idx = argsort(arr, axis=-1)
sort_arr = np.take_along_axis(arr, sort_idx, axis=-1)
assert (sort_arr - sort(arr)).sum() == 0
Only two functions are exported: sort and argsort. Both functions take an n-dimensional NumPy array as input, along with an optional axis. If the axis is None, the flattened array is sorted. The sorting is unstable and utilizes Rust's sort_unstable for parallel slices of arrays or par_sort_unstable for vectors.
The library is in its early stages, and while further performance optimizations may be possible, it already achieves state-of-the-art performance, particularly on larger arrays, thanks to improved resource utilization.
How to develop
- Use
uv syncto install dependencies from the lock file. - Use
uv lockto update the lock file if necessary given the pinned dependencies. - Use
uv lock --upgradeto upgrade the lock file the latest valid dependencies. - Use
uv buildto build the package. - Use
uv pip install --editable .to install the package. - Use
uv run pytest teststo test the local package.
During development its useful to run uv build && uv pip install --no-deps --force-reinstall --editable ., which builds and re-installs the built package.
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