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feat: improve memory management in GraphX #686

@SemyonSinchenko

Description

@SemyonSinchenko

Is your feature request related to a problem? Please describe.
At the moment there are two main problems:

  • potential memory leaks in Pregel
  • overall huge memory consumption

Describe the solution you would like
.

Component

  • Scala Core Internal
  • Scala API
  • Spark Connect Plugin
  • Infrastructure
  • PySpark Classic
  • PySpark Connect
  • GraphX

Additional context

Are you planning on creating a PR?

  • I'm willing to make a pull-request

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