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by Xinyu Yao, Daniel Bourgeois, Abhinav Jain, Yuxin Tang, Jiawen Yao, Zhimin Ding, Arlei Silva, Chris Jermaine • Published May 31, 2025 at 04:00 AM
Research
DOPPLER: Dual-Policy Learning for Device Assignment in Asynchronous Dataflow Graphs
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The paper introduces Doppler, a three-stage framework employing dual-policy networks to optimize operation placement in dataflow graphs, reducing execution time for machine learning workloads. Unlike previous methods, Doppler addresses limitations of bulk-synchronous systems, system scheduling awareness, and reliance solely on reinforcement learning, leading to improved efficiency and training performance.
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🏷️ Topics
#Machine Learning
🏷️ Topics
#Machine Learning