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python_engineering_signals

Classify fixed-size Python code blocks for whether they exhibit common OSS-style engineering practices (documentation, typing, structured logging, tests, defensive errors).

Conventions

  • has_type_hints: Function or method definitions use PEP 484 annotations (parameters and/or return), or module-level variables use explicit type annotations.
  • has_docstring_or_comment_block: The block includes a docstring (module, class, or function) or a substantial comment block explaining intent (not only # noqa or trivial one-liners).
  • uses_logging_not_print: Uses the logging module (e.g. logger.info, getLogger) for diagnostic output rather than bare print for operational messages.
  • test_or_pytest_artifacts: Test-oriented code: pytest/unittest imports, @pytest.fixture, test_* functions, assert used in a test-like context, or mock/patch from unittest.mock.
  • defensive_error_handling: Explicit failure paths: try/except with handling, raise ValueError/TypeError with a message, assert with a message, or guard clauses that raise early.

Repo: gilpasternak-cm/gliner2_classifier Base model: fastino/gliner2-base-v1

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