A Python wrapper for the `Rust` `corrosiff` library
Project description
Corrosiff-Python
A hybrid Python and Rust package that wraps the
corrosiff library for reading .siff files and
presents a Python API.
Installation
Installation with a package manager
I'm starting to host things on PyPI and a private
conda channel (maimon-forge on the Rockefeller
server). Watch this space for updates...
For now, this is hosted on the TEST PyPI repository, and can be reached with
pip install --index-url https://test.pypi.org/legacy corrosiffpy
Installation from source
Everyone has a bunch of different Python
installations and different solutions for
managing them. Because this package relies on
Rust, if you're installing from source
you need a Rust compiler. The main way to manage
Rust and its dependencies is cargo.
Once you have cargo you can install with pip or
maturin.
Install to a local environment
pip
You can use your interpreter's pip with
the pyproject.toml location in corrosiff-python.
(venv) cd path/to/corrosiff-python
(venv) pip install .
Maturin
This can be installed using maturin, the
current preferred PyO3 installation tool. It's
a Python package that can be installed from PyPI
with pip.
pip install maturin
To use maturin, you can navigate to the corrosiff-python
directly and then execute
maturin develop --release
in the command line, which will use the system Python
distribution to install this library.
Example use
import corrosiffpy
siffio : 'corrosiffpy.SiffIO' = corrosiffpy.open_file(
'path_to_my_file'
)
frames = siffio.get_frames(frames=list(range(200)))
print(frames.shape, frame.dtype)
>>> ((200, 256, 256), np.uint16)
lifetime, intensity, _ = siffio.flim_map(frames = list(range(200)))
print(lifetime.shape, lifetime.dtype, intensity.shape, intensity.dtype)
>>> ((200,256,256), np.float64, (200,256,256), np.uint16)
masks = np.ones((4, 256, 256), dtype= bool)
masks[:,:128,:] = False
masked_rois = siffio.sum_rois(masks, frames = list(range(200)))
print(masked_rois.shape, masked_rois.dtype)
>> ((4, 200), np.uint64)
Python API
The module contains only a few functions:
-
siff_to_tiffA currently-unimplemented function to convert.sifffiles to.tiffdata, sacrificing the arrival time information -
open_fileA function that returns theSiffIOclass, the primaryPythoninterface to thecorrosifflibrary.
SiffIO
The SiffIO class wraps the methods of the SiffReader struct in Rust,
returning Python versions of the various arrays, strings, and metadata.
Most functions read frames from the file stream, so you never have to actually
load the file into memory (which can be good -- many resonant scanning imaging
files are very large), and return numpy arrays.
Testing
Testing in this module, right now, is intended mostly to test that
the C++ and Rust implementations agree on all files. As such
the tests are all built around loading the same file with
corrosiffpy and siffreadermodule and ensuring they return the same
results. The benchmarks are concentrated around comparing how each
implementation differs in terms of speed when calling exactly the same function.
Tests can be run with pytest. From the main repository directory:
pytest compatibility_tests
To test new features in corrosiff, use the corrosiff test suite in Rust. As
I start to develop new features selectively in corrosiff, I will also start making
tests that are specific to the corrosiffpy module and actually test functionality
instead of just comparing the C++ backend. Note that these tests require
pytest and siffpy, so you'll need to install the test optional dependencies.
They are far from exhaustive and do not test every possible error condition, nor do they test corrupt files (yet).
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Details for the file corrosiffpy-0.1.1-cp39-cp39-macosx_11_0_arm64.whl.
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