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LoopDelta: Embedding Locality-aware Opportunistic Delta Compression in Inline...

Talkat USENIX ATC '23 · 2023-07-10..07-12· [data-engineering]
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name:Dan Feng
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name:Nan Jiang
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name:Wei Huang
linkedin:hweicdl
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LoopDelta embeds delta compression into inline deduplication and implements four concrete techniques: dual-locality-based similarity tracking, locality-aware prefetching, cache-aware filter, and inversed delta compression. It detects many more similar chunks by combining logical and physical locality, prefetches base chunks to avoid extra I/Os on write, filters to avoid extra reads on restore, and rewrites infrequently reused containers to enable inverse deltas. Evaluation on RDB, web, source and synthetic datasets shows 1.24–10.97× higher compression over dedup, 1.2–3.57× faster restores, and no notable backup throughput loss.

AI-written summary · about

  1. 0:00LoopDelta research intro
  2. 0:44Data reduction in backups
  3. 2:10Redundancy locality in dedup
  4. 3:35Sketch indexing overview
  5. 4:16Logic locality indexing limits
  6. 5:24Physical locality indexing limits
  7. 7:32Full indexing advantages
  8. 8:15Dual locality sketch indexing
  9. 8:57Backup throughput challenges
  10. 9:59Restore performance issues
  11. 12:49Inverse compression concept
  12. 14:13Inverse compression example
  13. 15:39LoopDelta solution overview
  14. 16:21Performance datasets
  15. 17:24Chunk detection effectiveness
  16. 18:29Restore performance gains
  17. 18:51Compression ratio analysis
  18. 19:56Comparison with approaches
  19. 21:01Backup throughput results
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