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[SPARK-17025][ML][PYTHON] Persistence for Pipelines with Python-only Stages
## What changes were proposed in this pull request? Implemented a Python-only persistence framework for pipelines containing stages that cannot be saved using Java. ## How was this patch tested? Created a custom Python-only UnaryTransformer, included it in a Pipeline, and saved/loaded the pipeline. The loaded pipeline was compared against the original using _compare_pipelines() in tests.py. Author: Ajay Saini <ajays725@gmail.com> Closes #18888 from ajaysaini725/PythonPipelines.
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