Cheap & Fast File-aaS for AI by Combining Scale-out Virtiofs, Block layouts and Delegations

File service Supply & Demand forces are changing: on the demand side, AI has significantly increased single-tenant File-aaS performance requirements. On the supply side, economic forces are moving the clients from traditional servers to rack-scale computers. Rack-scale computers encourage heterogeneous compute and are equipped with DPUs (Data-Processing Unit, also known as Smart NIC). DPUs offer higher efficiency, but may be over utilized at times. For this reason we would like our software to be flexible and run on general purpose compute when DPU utilization is high.

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Publication Details

Published
2024-09-16
DOI
https://doi.org/10.1145/3688351.3689167
Primary Topic
Handwritten Text Recognition Techniques
Type
article
Field-Weighted Citation Impact
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article

Cheap & Fast File-aaS for AI by Combining Scale-out Virtiofs, Block layouts and Delegations

Amit Golander, Sagi Manole
Handwritten Text Recognition Techniques
article

Cheap & Fast File-aaS for AI by Combining Scale-out Virtiofs, Block layouts and Delegations

Amit Golander, Sagi Manole
article en

Abstract

File service Supply & Demand forces are changing: on the demand side, AI has significantly increased single-tenant File-aaS performance requirements. On the supply side, economic forces are moving the clients from traditional servers to rack-scale computers. Rack-scale computers encourage heterogeneous compute and are equipped with DPUs (Data-Processing Unit, also known as Smart NIC). DPUs offer higher efficiency, but may be over utilized at times. For this reason we would like our software to be flexible and run on general purpose compute when DPU utilization is high.

Openalex Percentile: Top 84%
Handwritten Text Recognition Techniques
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Cheap & Fast File-aaS for AI by Combining Scale-out Virtiofs, Block layouts and Delegations — Amit Golander, Sagi Manole · (2024) | TGRS Research Map | TGRS