~/talk

Demystifying Flink Memory Allocation and tuning

Talkat Flink Forward Europe 2019 · 2019-10-07..10-09· [data-engineering]
links:none on file
slides:none on file

Explains the different Flink memory categories (task manager, network, JVM heaps, etc.), shows the calculations used to determine how much memory is assigned to each category, and gives tuning guidance for configuring those memory regions based on specific use cases.

AI-written summary · about

  1. 0:00Intro
  2. 0:11important to know how much data can be stored in
  3. 1:50TaskMgr Container Memory Layout
  4. 3:27"Cut Off" Space
  5. 4:51On or Outside JVM Heap
  6. 5:50Configs & Formulas
  7. 8:29Hints to Simplify Calculations
  8. 11:58Cheat Sheet - Memory/FS state backend
  9. 13:24Cheat Sheet - RocksDB state backend
  10. 16:07Validating with TM Metrics
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