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Python bindings for zelll.

Project description

Crates.io PyPI Documentation

Python bindings for zelll

Bindings for zelll with the aim to allow for idiomatic use in Python. The latest release is documented here. Pre-built wheels can be found on PyPI.

Usage

from zelll import CellGrid
import numpy as np

# CellGrid accepts any iterable object and converts its elements if possible.
# Values that can't be interpreted as something like [<float>, <float>, <float>]
# will be silently omitted.
points = np.random.random_sample((10, 3))
cg = CellGrid(points, 0.5)

# rebuild() accepts an optional cutoff parameter
cg.rebuild(points, 1.0)

# CellGrid objects are iterable, so you can use them like any other Iterable in Python:
pairs = list(cg)
pairs = [(p, q) for p, q in cg]
pairs = []
for p, q in cg:
    pairs.append((p, q))

# Note that while CellGrid produces unique ordered index pairs, it visits its cells in arbitrary order.
# So if you want to check whether the index pairs after `rebuild()` changed,
# prefer `set(cg)` over `list(cg)` 

# you can keep a CellGridIter object:
it = iter(cg)
# however, CellGrid can't be mutated while there are iterators of it alive
# i.e. `cg.rebuild(...)` throws a RuntimeError as long as `it` is alive
# either use `del it` or just use iterators implicitly/in local scopes
# (see above for examples)
# Additionally, CellGridIter is not thread-safe 
# but CellGrid is and can be sent between threads instead.

# The index pairs produced by CellGridIter also contain pairs
# with distance > cutoff.
# Here's an example dropping pairs with distance > cutoff.
# Note that there are faster ways to compute the (squared) euclidean distance.
pairs = [((i, p), (j, q)) for (i, p), (j, q) in cg 
    if np.linalg.norm(np.array(p) - np.array(q)) <= 0.5]

Case Study

examples/psssh.py illustrates how the bindings can be used for prototyping purposes by replicating the core design implemented in surface-sampling/:

maturin develop --release
uv venv examples/.venv
source examples/.venv/bin/activate
uv pip install -r examples/requirements.txt
# download some protein structures to test
# e.g. from here:
# https://dockground.compbio.ku.edu/unbound/unbound-docking-benchmarks.php
python psssh.py <PDB> -o psssh.pdb
# you can visualize the output file using e.g. PyMol

Building

The following steps assume a working Rust toolchain.

  1. clone this repository and cd ./zelll/python/
  2. install maturin
  3. create and activate a virtual environment, eg. python3 -m venv .venv && source .venv/bin/activate
  4. (optionally install numpy in your environment for testing purposes)
  5. run maturin develop --release to build and install an optimized .whl into the current virtual environment

Project details


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