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song's Introduction

SONG

This Repository Contains the Source Code for the Python Implementation of Self Organizing Nebulous Growths.

*NOTE: This implementation has several improvements not described in the publication https://ieeexplore.ieee.org/document/9210032 *

Installation

SONG is now available in the Python Packaging Index (PyPI). You can simply install the stable version (current release 1.0.0) via pip using the following command.

$ pip install song-vis

If you would like the bleeding edge version, you can simply download it via the github source code. To install this package, download the zip file, extract it, and run the following command on the commandline

$ cd <extracted_location>

$ python setup.py install

Alternatively, you can use pip to install this package as follows

$ cd <extracted_location>

$ pip install .

Running The Algorithm

In python, after installation, run the following.

from song.song import SONG

This will import the libraries. To execute the algorithm run the following

Y = SONG().fit_transform(X)

To retain a model after training it, use a variable to store the model

model = SONG()
model.fit(X)

song's People

Contributors

damithsenanayake avatar

Stargazers

Mensur Dlakic avatar Givanna Putri avatar Stephen Zhang avatar Deshani Geethika avatar fronx (ableton) avatar Tamasha Malepathirana avatar world4jason avatar Amit Chaudhari avatar Anuradha avatar Maneesha Perera avatar Nikola Simidjievski avatar Joshua Levy avatar Priyanga Dilini Talagala avatar Kenta Shinzato avatar Georvic Tur avatar Xingjian Du avatar Matthew Turnshek avatar saw avatar Nanduni Indeewaree Nimalsiri avatar  avatar Joseph Wright avatar  avatar

Watchers

 avatar Rajith Vidanaarachchi avatar Tamasha Malepathirana avatar Rashindrie Perera avatar

Forkers

zsteve

song's Issues

random_seed doesn't help to get the same result

I am launching the same script two times in a row:

sng = SONG(n_components=2, n_neighbors=10, random_seed=42)
emb = sng.fit(data)
tr = emb.tranform(data)

and I get different values for tr, despite using fixed random seed

Can this be fixed somehow?

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