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pyRDF2Vec 0.1.0
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@rememberYou rememberYou released this 02 Nov 12:26
0.1.0
20b2ba4
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rememberYou Terencio Agozzino
GPG key ID: 208FCDBB98190562
Learn about vigilant mode.

Features

  • Add a verbose (default to False) hyper-parameter for the fit method.
  • Add basic support for remote Knowledge Graphs through SPARQL endpoint.
  • Add configuration for Embedding Techniques through the Embedder abstract class (currently only Word2Vec is included).
  • Add online documentation.
  • Add sampling strategies (default to UniformSampler) from Cochez et al. to better deal with larger Knowledge Graphs.
  • Add static typing for methods.
  • Add support for Python 3.6 and 3.7.
  • Add the Google Style Python Docstrings.
  • Add the extract_random_walks_dfs and extract_random_walks_bfs methods for the RamdomWalker class.
  • Add the get_hops method along with the private _get_rhops and _get_shops methods in the KG class.
  • Add three examples (examples/countries.py, examples/mutag.py and examples/samplers.py) for pyRDF2vec.

Changed

  • Replace graph for kg in the fit and fit_transform methods of the RDF2VecTransformer class.
  • Replace instance for entities in the transform and fit_transform methods of the RDF2VecTransformer class.
  • Replace default values of hyper-parameters of Word2Vec to match with the default ones of the gensim implementation.
  • Replace the KnowledgeGraph class for KG.
  • Replace the Walker class to be abstract.
  • Replace the _rdf2vec.py file for rdf2vec.py.
  • Replace the extract_random_community_walks method in the CommunityWalker to be private.
  • Replace the extract methods in walkers to be private.
  • Replace the graph.py file for graphs/kg.py.
  • Replace the rdf2vec module for pyrdf2vec.
  • Replace the imec licence for an MIT licence.
  • Remove graph hyper-parameter in the transform method of the RDF2VecTransformer class.
  • Remove hyper-parameters of RDF2VecTransformer for embedder and walkers ones.
  • Remove the WildcardWalker walking strategy.
  • Remove the converter.py file.
  • Remove the create_kg, endpoint_to_kg, rdflib_to_kg functions for the location, file_type, is_remote hyper-parameters in KG with the read_file private method.
  • Replace Vertex.vertex_count for itertools.count in the Vertex class.
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