Controlling Memory Footprint of Stateful Streaming Graph Processing

Controlling Memory Footprint of Stateful Streaming Graph Processing

USENIX via YouTube Direct link

Intro

1 of 14

1 of 14

Intro

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Controlling Memory Footprint of Stateful Streaming Graph Processing

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  1. 1 Intro
  2. 2 Graph Analytics
  3. 3 Streaming Graph Processing
  4. 4 Stateful Iterative Processing Model
  5. 5 Streaming Graph Systems: GraphBolt & DZIG
  6. 6 Memory-Efficient Stateful Iterative Models
  7. 7 Selective Stateful Iterative Model: Challenges
  8. 8 Selectively Tracking Intermediate State
  9. 9 Selective Incremental Processing
  10. 10 Distributive Update Property • Computation distributed into sub-computations on subsets of inputs
  11. 11 Minimal Stateful Iterative Model
  12. 12 Experimental Setup
  13. 13 Other Experiments
  14. 14 Conclusion

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