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Update links to the GNU LGPL v2.1 license
The license was superseded by the LGPL v3 and consequently the URL of the LGPL v2.1 has changed. Also update existing correct links to https. Fixes: commit beb04ea
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continuous_integration/check_wheels.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2019 RaRe Technologies s.r.o.
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Print available wheels for a particular Python package."""
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import re
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import sys

docs/src/_index.rst.unused

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Availability
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------------
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Gensim is licensed under the OSI-approved `GNU LGPLv2.1 license <http://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html>`_ and can be downloaded either from its `github repository <https://github.com/piskvorky/gensim/>`_ or from the `Python Package Index <http://pypi.python.org/pypi/gensim>`_.
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Gensim is licensed under the OSI-approved `GNU LGPLv2.1 license <https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html>`_ and can be downloaded either from its `github repository <https://github.com/piskvorky/gensim/>`_ or from the `Python Package Index <http://pypi.python.org/pypi/gensim>`_.
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.. seealso::
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docs/src/_license.rst.unused

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Licensing
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---------
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Gensim is licensed under the OSI-approved `GNU LGPLv2.1 license <http://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html>`_.
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Gensim is licensed under the OSI-approved `GNU LGPLv2.1 license <https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html>`_.
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This means that it's free for both personal and commercial use, but if you make any
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modification to Gensim that you distribute to other people, you have to disclose

docs/src/intro.rst

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gensim/corpora/bleicorpus.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Сorpus in Blei's LDA-C format."""

gensim/corpora/csvcorpus.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2013 Zygmunt Zając <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Corpus in CSV format."""
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gensim/corpora/dictionary.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""This module implements the concept of a Dictionary -- a mapping between words and their integer ids."""
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gensim/corpora/hashdictionary.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2012 Homer Strong, Radim Rehurek
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Implements the `"hashing trick" <http://en.wikipedia.org/wiki/Hashing-Trick>`_ -- a mapping between words
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and their integer ids using a fixed, static mapping (hash function).

gensim/corpora/indexedcorpus.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Base Indexed Corpus class."""

gensim/corpora/lowcorpus.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Corpus in `GibbsLda++ format <http://gibbslda.sourceforge.net/>`_."""
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gensim/corpora/malletcorpus.py

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#!/usr/bin/env python
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# -*- coding: utf-8 -*-
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#
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Corpus in `Mallet format <http://mallet.cs.umass.edu/import.php>`_."""
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gensim/corpora/mmcorpus.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Corpus in the `Matrix Market format <https://math.nist.gov/MatrixMarket/formats.html>`_."""
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gensim/corpora/opinosiscorpus.py

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#
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# Author: Tobias B <[email protected]>
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# Copyright (C) 2021 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Creates a corpus and dictionary from the Opinosis dataset.

gensim/corpora/sharded_corpus.py

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#
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# Original author: Jan Hajic jr.
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# Copyright (C) 2015 Radim Rehurek and gensim team.
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""
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This module implements a corpus class that stores its data in separate files called

gensim/corpora/svmlightcorpus.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Corpus in SVMlight format."""

gensim/corpora/textcorpus.py

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#!/usr/bin/env python
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# -*- coding: utf-8 -*-
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#
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Module provides some code scaffolding to simplify use of built dictionary for constructing BoW vectors.
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gensim/corpora/ucicorpus.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2012 Jonathan Esterhazy <jonathan.esterhazy at gmail.com>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Corpus in `UCI format <http://archive.ics.uci.edu/ml/datasets/Bag+of+Words>`_."""

gensim/corpora/wikicorpus.py

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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Copyright (C) 2012 Lars Buitinck <[email protected]>
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# Copyright (C) 2018 Emmanouil Stergiadis <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Construct a corpus from a Wikipedia (or other MediaWiki-based) database dump.
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gensim/examples/dmlcz/dmlcorpus.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""

gensim/examples/dmlcz/gensim_build.py

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#!/usr/bin/env python
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""
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USAGE: %(program)s LANGUAGE

gensim/examples/dmlcz/gensim_genmodel.py

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#!/usr/bin/env python
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""
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USAGE: %(program)s LANGUAGE METHOD

gensim/examples/dmlcz/gensim_xml.py

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#!/usr/bin/env python
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""
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USAGE: %(program)s LANGUAGE METHOD

gensim/examples/dmlcz/sources.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""
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This module contains implementations (= different classes) which encapsulate the

gensim/interfaces.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Basic interfaces used across the whole Gensim package.
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gensim/matutils.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2011 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Math helper functions."""
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gensim/models/_fasttext_bin.py

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#
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# Authors: Michael Penkov <[email protected]>
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# Copyright (C) 2019 RaRe Technologies s.r.o.
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Load models from the native binary format released by Facebook.
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gensim/models/atmodel.py

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#
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# Copyright (C) 2016 Radim Rehurek <[email protected]>
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# Copyright (C) 2016 Olavur Mortensen <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Author-topic model.

gensim/models/callbacks.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2018 RARE Technologies <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Callbacks can be used to observe the training process.

gensim/models/coherencemodel.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Calculate topic coherence for topic models. This is the implementation of the four stage topic coherence pipeline
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from the paper `Michael Roeder, Andreas Both and Alexander Hinneburg: "Exploring the space of topic coherence measures"

gensim/models/doc2vec.py

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#
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# Author: Gensim Contributors
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# Copyright (C) 2018 RaRe Technologies s.r.o.
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""
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Introduction

gensim/models/doc2vec_corpusfile.pyx

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# coding: utf-8
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#
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# Copyright (C) 2018 Dmitry Persiyanov <[email protected]>
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Optimized cython functions for file-based training :class:`~gensim.models.doc2vec.Doc2Vec` model."""
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gensim/models/doc2vec_inner.pxd

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# used from doc2vec_corpusfile
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#
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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import numpy as np
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cimport numpy as np

gensim/models/doc2vec_inner.pyx

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# coding: utf-8
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#
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# Copyright (C) 2013 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Optimized cython functions for training :class:`~gensim.models.doc2vec.Doc2Vec` model."""
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gensim/models/ensemblelda.py

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# Authors: Tobias Brigl <github.com/sezanzeb>, Alex Salles <[email protected]>,
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# Alex Loosley <[email protected]>, Data Reply Munich
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# Copyright (C) 2021 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Ensemble Latent Dirichlet Allocation (eLDA), an algorithm for extracting reliable topics.

gensim/models/fasttext.py

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#
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# Authors: Gensim Contributors
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# Copyright (C) 2018 RaRe Technologies s.r.o.
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""
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Introduction

gensim/models/fasttext_corpusfile.pyx

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# coding: utf-8
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#
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Optimized cython functions for file-based training :class:`~gensim.models.fasttext.FastText` model."""
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gensim/models/hdpmodel.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2012 Jonathan Esterhazy <jonathan.esterhazy at gmail.com>
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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#
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# HDP inference code is adapted from the onlinehdp.py script by
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# Chong Wang (chongw at cs.princeton.edu).

gensim/models/keyedvectors.py

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#
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# Author: Gensim Contributors
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""This module implements word vectors, and more generally sets of vectors keyed by lookup tokens/ints,
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and various similarity look-ups.

gensim/models/lda_dispatcher.py

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# -*- coding: utf-8 -*-
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#
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# Copyright (C) 2010 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Dispatcher process which orchestrates distributed Latent Dirichlet Allocation
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(LDA, :class:`~gensim.models.ldamodel.LdaModel`) computations.

gensim/models/lda_worker.py

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# -*- coding: utf-8 -*-
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#
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Worker ("slave") process used in computing distributed Latent Dirichlet Allocation
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(LDA, :class:`~gensim.models.ldamodel.LdaModel`).

gensim/models/ldamodel.py

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# -*- coding: utf-8 -*-
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#
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Optimized `Latent Dirichlet Allocation (LDA) <https://en.wikipedia.org/wiki/Latent_Dirichlet_allocation>`_ in Python.
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gensim/models/ldamulticore.py

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#
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# Author: Jan Zikes, Radim Rehurek
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# Copyright (C) 2014 Radim Rehurek <[email protected]>
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""Online Latent Dirichlet Allocation (LDA) in Python, using all CPU cores to parallelize and speed up model training.
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gensim/models/ldaseqmodel.py

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#!/usr/bin/env python
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# -*- coding: utf-8 -*-
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#
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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# Based on Copyright (C) 2016 Radim Rehurek <[email protected]>
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"""Lda Sequence model, inspired by

gensim/models/logentropy_model.py

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#!/usr/bin/env python
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# -*- coding: utf-8 -*-
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#
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# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html
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# Licensed under the GNU LGPL v2.1 - https://www.gnu.org/licenses/old-licenses/lgpl-2.1.en.html
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"""This module allows simple Bag of Words (BoW) represented corpus to be transformed into log entropy space.
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It implements Log Entropy Model that produces entropy-weighted logarithmic term frequency representation.

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