Search Results for author: Alireza Sanaee

Found 2 papers, 2 papers with code

IPA: Inference Pipeline Adaptation to Achieve High Accuracy and Cost-Efficiency

1 code implementation • 24 Aug 2023 • Saeid Ghafouri, Kamran Razavi, Mehran Salmani, Alireza Sanaee, Tania Lorido-Botran, Lin Wang, Joseph Doyle, Pooyan Jamshidi

Model variants are different versions of pre-trained models for the same deep learning task with variations in resource requirements, latency, and accuracy.

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Code

Reconciling High Accuracy, Cost-Efficiency, and Low Latency of Inference Serving Systems

1 code implementation • EuroMLSys 2023 • Mehran Salmani, Saeid Ghafouri, Alireza Sanaee, Kamran Razavi, Max Mühlhäuser, Joseph Doyle, Pooyan Jamshidi, Mohsen Sharifi

Adapting to dynamic workloads considering all the pillars of accuracy, latency, and resource cost is challenging.

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Code

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