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Changelog

All notable changes to the ManyTypes4Py dataset will be documented in this file. Each version of the dataset can be downloaded on zenodo.

[0.7] 2021-08-24

  • The dataset now contains clean and complete versions. The clean version has type-checked Python projects by mypy. The complete version contains all Python projects in the dataset same as v0.6.
  • A list of type-checked Python source files are included in type_checked_files.txt (using mypy).

[0.6] 2021-04-26

  • Processed projects have now the type of variables inferred by Pyre.
  • Visible type hints are added for the whole dataset. They are extracted recursively from the dataset's projects and their dependencies.

[0.5] 2021-03-12

  • Added name-based visible type hints for processed projects in the extracted_visible_types folder.

[0.4] - 2021-03-01

  • Added type annotations coverage for processed projects and their source code files. See the type_annot_cove field in JSON files.

[0.3] - 2021-01-29

  • Fixed the path issue in dataset_split.csv file for some file paths that contains non-ASCII characters.
  • With the new fixes to the LibSA4py tool, more source code files were processed for included Python projects.

[0.2] - 2021-01-14

  • Using the LibSA4py tool, all the Python projects were processed in JSON-formatted files.
  • Using the CD4Py tool, the list of duplicate files in the dataset is provided in duplicate_files.txt file.
  • The dataset is split into train, validation and test sets by source code files. The list of files and their corresponding set is provided in dataset_split.csv file.

[0.1] - 2020-09-22

  • Added a manifest file (ManyTypes4PyDataset.spec) that contains the URL and hash commits of 5.4K Python projects that were cloned on Sep. 17th 2020 from GitHub.