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---
layout: home
paginate: true
alt_title: "ATP"
sub_title: "In-network Aggregation for Multi-tenant Learning"
<!-- image: /assets/ATP_imgs/IMG_1344.jpg -->
introduction: |
ATP uses emerging programmable switch hardware to support in-network aggregation at multiple rack switches in a cluster to speedup DT jobs.
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ATP outperforms existing systems accelerating training throughput by up to 38% - 66% in a multi-rack cluster shared by multiple DT jobs.
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actions:
- label: "Source Code"
icon: github
url: "https://github.com/ATP-NSDI/ATP/"
- label: "Paper"
icon: download
url: "https://laochanlam.com/files/atp.pdf"
---