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Free, publicly-accessible full text available April 3, 2026
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Kurniawan, Daniar H; Putri, Rani Ayu; Qin, Peiran; Zulkifli, Kahfi S; Sinurat, Ray_A O; Bhimani, Janki; Madireddy, Sandeep; Kistijantoro, Achmad Imam; Gunawi, Haryadi S (, ACM)Free, publicly-accessible full text available March 30, 2026
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Wang, Meng; Waldspurger, Gus; Ananda, Naufal; Huang, Yuyang; Wiharja, Kemas; Bent, John; Sundararaman, Swaminathan; Chidambaram, Vijay; Gunawi, Haryadi S (, Proceedings of the VLDB Endowment)Deep learning (DL) system research is often impeded by the limited availability and expensive costs of GPUs. In this paper, we introduce GPEmu, a GPU emulator for faster and cheaper prototyping and evaluation of deep learning system research without using real GPUs. GPEmu comes with four novel features: time emulation, memory emulation, distributed system support, and sharing support. We support over 30 DL models and 6 GPU models, the largest scale to date. We demonstrate the power of GPEmu by successfully reproducing the main results of nine recent publications and easily prototyping three new micro-optimizations.more » « lessFree, publicly-accessible full text available February 1, 2026
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Saha, Manoj P.; Kim, Bryan S.; Gunawi, Haryadi S.; Bhimani, Janki (, ACM)
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Kurniawan, Daniar H; Wang, Ruipu; Zulkifli, Kahfi S; Wiranata, Fandi A; Bent, John; Vigfusson, Ymir; Gunawi, Haryadi S (, ACM)
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Zhang, Xu; Sen, Siddhartha; Kurniawan, Daniar; Gunawi, Haryadi; Jiang, Junchen (, SIGCOMM '19: Proceedings of the ACM Special Interest Group on Data Communication)
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