Bump gensim from 4.1.0 to 4.1.1

[dependabot]

Bumps gensim from 4.1.0 to 4.1.1.

Release notes

Sourced from gensim's releases.

4.1.1, 2021-09-14

This is a bugfix release that addresses compatibility issues with older versions of numpy.

4.1.0, 2021-08-15

Gensim 4.1 brings two major new functionalities:

• Ensemble LDA for robust training, selection and comparison of LDA models.
• FastSS module for super fast Levenshtein "fuzzy search" queries. Used e.g. for "soft term similarity" calculations.

There are several minor changes that are not backwards compatible with previous versions of Gensim. The affected functionality is relatively less used, so it is unlikely to affect most users, so we have opted to not require a major version bump. Nevertheless, we describe them below.

Improved parameter edge-case handling in KeyedVectors most_similar and most_similar_cosmul methods

We now handle both positive and negative keyword parameters consistently. They may now be either:

1. A string, in which case the value is reinterpreted as a list of one element (the string value)
2. A vector, in which case the value is reinterpreted as a list of one element (the vector)
3. A list of strings
4. A list of vectors

So you can now simply do:

    model.most_similar(positive='war', negative='peace')

instead of the slightly more involved

model.most_similar(positive=['war'], negative=['peace'])

Both invocations remain correct, so you can use whichever is most convenient. If you were somehow expecting gensim to interpret the strings as a list of characters, e.g.

model.most_similar(positive=['w', 'a', 'r'], negative=['p', 'e', 'a', 'c', 'e'])

then you will need to specify the lists explicitly in gensim 4.1.

Deprecated obsolete step parameter from doc2vec

With the newer version, do this:

</tr></table> 

... (truncated)

Changelog

Sourced from gensim's changelog.

4.1.1, 2021-09-14

This is a bugfix release that addresses compatibility issues with older versions of numpy.

Commits

• 3d72896 Merge branch 'release-4.1.1'
• 1d2af3a patch conf.py
• 4c751f1 updated CHANGELOG.md for version 4.1.1
• 5e258c8 bumped version to 4.1.1
• 96add7f fix typo in build matrix
• 83a67af tweak push.sh release script
• fae805d always upload wheels, if possible
• 3de23ce expand build matrix to specify numpy version explicitly
• 7494910 ok, maybe not that much verbosity
• 6388245 increase verbosity of commands
• Additional commits viewable in compare view

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[dependabot]

Superseded by #6.