Utilities to work with Scala/Java code with py4j
Project description
A set of compatibility routines for making it easier to interact with Scala from Python.
Occasionally Python-focused data shops need to use JVM languages for performance reasons. Generally this necessitates throwing away whole repositories of Python code and starting over or resorting to service architectures (e.g., Apache thrift) which increase system complexity.
You don’t have to.
Using py4j and Spylon you can readily interact with Scala code for more performance critical sections of your whilst leaving the rest unmodified.
Alternatively you can use it as a bridge to allow building wrappers for a Scala/Java codebase.
Installation
Spylon can be installed either from pip or conda-forge
Usage
The simplest way to use spylon is to use it to help with writing PySpark jobs. If you want to supply your own jars to load for usage as Spark user defined functions, you’d want to supply the jar with the udf implementation to spark via spark-submit.
For an easier interactive experience you can make use of the supplied Apache Spark launcher to make it simpler to instantiate a PySpark application from inside a python Jupyter notebook.
Extensions
Spylon is designed as an easy to extend toolkit. Since Apache Spark is a major user or Py4J, some special use cases have been implemented for that and its an example of some use cases for Spylon.
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