{"library":"pyspark-stubs","type":"library","category":null,"description":"PySpark Stubs (pyspark-stubs) provides automatically generated type stubs for the Apache PySpark library. These stubs enable IDEs and static type checkers like MyPy to provide intelligent code completion, detect common programming errors, and improve code quality by enforcing type safety in PySpark applications. The current version is 3.0.0.post3, typically updated to align with major PySpark releases, often with `post` versions for stub refinements.","language":"python","status":"active","version":"3.0.0.post3","tags":["pyspark","type hints","stubs","typing","mypy","static analysis"],"install":[{"cmd":"pip install pyspark-stubs","imports":["from pyspark.sql import SparkSession"]},{"cmd":"pip install 'pyspark-stubs==3.0.*'","imports":[]}],"homepage":null,"github":"https://github.com/zero323/pyspark-stubs","docs":null,"changelog":null,"pypi":"https://pypi.org/project/pyspark-stubs/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"compatibility":{"summary":{"python_range":"3.10–3.9","success_rate":100,"avg_install_s":15.4,"avg_import_s":0.25,"wheel_type":"sdist"},"url":"https://checklist.day/v1/registry/pyspark-stubs/compatibility"},"provenance":{"verified_status":"import_fail","verified_at":"Fri Jul 03","last_verified":"Fri Jul 03","next_check":"Fri Jul 10","install_tag":null}}