~/talk

Duhu: Shared Disaggregated Memory for Distributed Data Processing Frameworks

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name:Tao Wang
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A system that replaces per-node object copying with a segmented, owner-assigned SDM layout and an in‑SDM ring‑buffer RPC channel, implemented on a prototype CXL-attached memory pool and integrated with Ray. It uses a read‑only owner/borrower model, a get‑ref protocol that updates per‑segment metadata and flushes caches, and a three‑step recovery that replays idempotent RPCs from SDM logs. Evaluation on an emulated 16‑node setup (10 GB/s pool) shows up to 3.39× job completion time improvement on a multi‑stage shuffle and 2.8–4.2× shorter object get latency.

AI-written summary · about

  1. 0:00Duhu introduction
  2. 2:28Duhu architecture
  3. 4:13Duhu design techniques
  4. 8:31Duhu coordination channel
  5. 10:20Duhu failure handling
  6. 11:48Duhu performance
  7. 16:02Duhu future directions
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