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- FusionANNS: An Efficient CPU GPU Cooperative Processing Architecture . . .
We present FusionANNS, a high-throughput, low-latency, cost-efficient, and high-accuracy ANNS system for billion-scale datasets using SSDs and only one entry-level GPU
- Towards High-throughput and Low-latency Billion-scale Vector Search via . . .
In this paper, we present FusionANNS, a high-throughput, low-latency, cost-efficient, and high-accuracy ANNS system for billion-scale datasets using SSDs and only one entry-level GPU
- FusionANNS: A Next-Gen ANNS Solution that Combines CPU GPU Cooperative . . .
Researchers from Huazhong University of Science and Technology and Huawei Technologies Co , Ltd introduced FusionANNS, a new CPU GPU collaborative processing architecture designed specifically for billion-scale datasets to tackle these challenges
- FusionANNS：面向十亿级数据集的高效ANNS架构设计 - 知乎
来自华中科技大学和华为技术有限公司的研究人员推出了 FusionANNS，这是一种新的 CPU GPU 协同处理架构，专为十亿级数据集而设计，旨在应对这些挑战。 FusionANNS 利用创新的多层索引结构来利用 CPU 和 GPU 的优势。 这种架构允许使用单个入门级 GPU 进行高吞吐量和低延迟的近似最近邻搜索，使其成为一种经济高效的解决方案。 研究人员的方法围绕三个核心创新：多层索引、启发式重新排序和冗余感知 I O 去重，它们最大限度地减少了 CPU、GPU 和 SSD 之间的数据传输，从而消除了性能瓶颈。
- FusionANNS:下一代大规模向量检索系统解决方案！ - 墨天轮
FusionANNS利用入门级的GPU来加速基于SSD的大规模向量检索，通过精心设计的多层级索引在GPU CPU SSD的布局和一系列IO优化机制，从而实现了高吞吐、低延迟、低成本和高精度的全面优势。
- FusionANNS: A Next-Gen ANNS Solution that Combines CPU GPU Cooperative . . .
In conclusion, FusionANNS represents a breakthrough in ANNS technology by delivering high throughput, low latency, and superior cost efficiency The researchers’ novel approach to CPU GPU collaboration and multi-tiered indexing offers a practical solution for scaling ANNS to support large datasets
- FusionANNS: Efficient CPU GPU ANNS Architecture
FusionANNS is an innovative CPU GPU cooperative architecture for billion-scale ANNS, achieving high throughput, low latency, and enhanced cost efficiency
- Breaking the Storage-Compute Bottleneck in Billion-Scale ANNS: A GPU . . .
We implement FlashANNS and compare it with state-of-the-art out-of-core ANNS systems (SPANN, DiskANN) and a GPU-accelerated out-of-core ANNS system (FusionANNS)
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