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projlib's Introduction

Installation

The numpy and cython modules must be manually installed before the rest of the dependencies.

pip install numpy cython

The requirements.txt file will handle most of the dependencies, but some of them are a bit trickier.

  • FIt-SNE: requires FFTW (http://www.fftw.org/) to be installed.

    • For OSX you can use brew install fftw; for Debian-based distros you can use sudo apt install libfftw3-dev.
  • OptSNE: will be downloaded and installed from the git repo (https://github.com/rafaelmessias/Multicore-opt-SNE) automatically by pip, but first you must check the extra dependencies below.

    • CMake: For OSX you can use brew install cmake; for Debian-based distros you can use sudo apt install cmake.
  • CUDA t-SNE: so far only worked when installed with Conda, as described in https://github.com/CannyLab/tsne-cuda/wiki/Installation. Setting up the actual CUDA libraries is beyond the scope of this document.

You can install everything else with:

pip install -r requirements.txt

Finally, make sure that projlib is in the path to be imported by python.

cd projlib
export PYTHONPATH=$PYTHONPATH:$(dirname $(pwd))

Usage

The main features that are currently available are listed below. Click on any of them to see the respective README and learn more about how to use them. Keep in mind that this library is very much a work in progress and will change/grow a lot in the near future!

projlib's People

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projlib's Issues

Datashader-based Scatterplot

Datashader (https://datashader.org/) makes it possible to visualize even billions of points at the same time by rasterizing the image in the backend. Would it be possible to have a simple and straightforward method for large scale projections that would generate a scatterplot using datashader? It should be transparent to the user and hopefully use a well-known API, like plt.scatter maybe.

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