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PilotANN: A Hybrid CPU-GPU System For Graph-based ANNS

  • Researchers have proposed a hybrid CPU-GPU system called PilotANN for graph-based Approximate Nearest Neighbor Search (ANNS).
  • PilotANN addresses the limitations of existing ANNS implementations by utilizing both CPU and GPU resources.
  • The system employs a three-stage graph traversal process, combining GPU-accelerated subgraph traversal, CPU refinement, and precise search with complete vectors.
  • Experimental results show that PilotANN achieves significant speedups and cost-effectiveness compared to CPU-only approaches, making high-performance ANNS more accessible on common hardware configurations.

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