Code

Implement Soft Cosine Measure#1827

Code

Merged

menshikh-iv merged 40 commits intopiskvorky:developpiskvorky/gensim:developfrom Witiko:softcossimWitiko/gensim:softcossimCopy head branch name to clipboardFeb 8, 2018

+1,041-48

Commits

Commits on Jan 7, 2018

• Implement Soft Cosine Similarity

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• Added numpy-style documentation for Soft Cosine Similarity

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• Added unit tests for Soft Cosine Similarity

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• Make WmdSimilarity and SoftCosineSimilarity handle empty queries

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Commits on Jan 28, 2018

• Merge remote-tracking branch 'upstream/develop' into softcossim

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  81cb81b

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• Rename Soft Cosine Similarity to Soft Cosine Measure

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• Add links to Soft Cosine Measure papers

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• Remove unused variables and parameters for Soft Cosine Measure

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• Replace explicit timers with magic %time in Soft Cosine Measure notebook

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• Rename var in term similarity matrix construction to reflect symmetry

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• Update SoftCosineSimilarity class example to define all variables

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• Make the code in Soft Cosine Measure notebook more compact

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• Use hanging indents in EuclideanKeyedVectors.similarity_matrix

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• Simplified expressions in WmdSimilarity and SoftCosineSimilarity

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• Extract the sparse2coo function to the global scope

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• Fix __str__ of SoftCosineSimilarity

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• Use hanging indents in SoftCossim.__init__

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Commits on Jan 29, 2018

• Fix formatting of the matutils module

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Commits on Feb 2, 2018

• Make similarity matrix info messages appear at fixed frequency

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• Construct term similarity matrix rows for important terms first

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• Optimize softcossim for an estimated 100-fold constant speed increase

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• Merge remote-tracking branch 'upstream/develop' into HEAD

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• Remove unused import in gensim.similarities.docsim

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• Fix imports in gensim.models.keyedvectors

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Commits on Feb 5, 2018

• replace reference to anonymous link

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• Update "See Also" references to new *2vec implementation

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• Fix formatting error in gensim.models.keyedvectors

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  640795e

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• Update Soft Cosine Measure tutorial notebook

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• Update Soft Cosine Measure tutorial notebook

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Commits on Feb 6, 2018

• Use smaller glove-wiki-gigaword-50 model in Soft Cosine Measure notebook

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• Use gensim-data to load SemEval datasets in Soft Cosine Measure notebook

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• Use backwards-compatible syntax in Soft Cosine Similarity notebook

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• Remove unnecessary package requirements in Soft Cosine Measure notebook

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• Fix Soft Cosine Measure notebook to use true gensim-data dataset names

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Commits on Feb 8, 2018

• fix docs[1]

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• fix docs[2]

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• fix docs[3]

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• small fixes

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• small fixes[2]

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• Merge remote-tracking branch 'origin/softcossim' into softcossim

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