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ASTRA-sim2.0: Modeling Hierarchical Networks and Disaggregated Systems for Large-model Training at Scale
Won, William, Heo, Taekyung, Rashidi, Saeed, Sridharan, Srinivas, Srinivasan, Sudarshan, Krishna, Tushar
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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TransPimLib: Efficient Transcendental Functions for Processing-in-Memory Systems
Item, Maurus, Oliveira, Geraldo F., Gomez-Luna, Juan, Sadrosadati, Mohammad, Guo, Yuxin, Mutlu, Onur
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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AMPeD: An Analytical Model for Performance in Distributed Training of Transformers
Moolchandani, Diksha, Kundu, Joyjit, Ruelens, Frederik, Vrancx, Peter, Evenblij, Timon, Perumkunnil, Manu
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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CFU Playground: Full-Stack Open-Source Framework for Tiny Machine Learning (TinyML) Acceleration on FPGAs
Prakash, Shvetank, Callahan, Tim, Bushagour, Joseph, Banbury, Colby, Green, Alan V., Warden, Pete, Ansell, Tim, Reddi, Vijay Janapa
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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LoopTree: Enabling Exploration of Fused-layer Dataflow Accelerators
Gilbert, Michael, Wu, Yannan Nellie, Parashar, Angshuman, Sze, Vivienne, Emer, Joel S.
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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RPU: The Ring Processing Unit
Soni, Deepraj, Neda, Negar, Zhang, Naifeng, Reynwar, Benedict, Gamil, Homer, Heyman, Benjamin, Nabeel, Mohammed, Badawi, Ahmad Al, Polyakov, Yuriy, Canida, Kellie, Pedram, Massoud, Maniatakos, Michail, Cousins, David Bruce, Franchetti, Franz, French, Matthew, Schmidt, Andrew, Reagen, Brandon
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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MergePath-SpMM: Parallel Sparse Matrix-Matrix Algorithm for Graph Neural Network Acceleration
Shan, Mohsin, Gurevin, Deniz, Nye, Jared, Ding, Caiwen, Khan, Omer
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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Is the Future Cold or Tall? Design Space Exploration of Cryogenic and 3D Embedded Cache Memory
Hankin, Alexander, Pentecost, Lillian, Min, Dongmoon, Brooks, David, Wei, Gu-Yeon
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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Stream: A Modeling Framework for Fine-grained Layer Fusion on Multi-core DNN Accelerators
Symons, Arne, Mei, Linyan, Colleman, Steven, Houshmand, Pouya, Karl, Sebastian, Verhelst, Marian
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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Sieve: Stratified GPU-Compute Workload Sampling
Naderan-Tahan, Mahmood, SeyyedAghaei, Hossein, Eeckhout, Lieven
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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KORDI: A Framework for Real-Time Performance and Cost Optimization of Apache Spark Streaming
Kordelas, Athanasios, Spyrou, Thanasis, Voulgaris, Spyros, Megalooikonomou, Vasileios, Deligiannis, Nikos
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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A Characterization of the Effects of Software Instruction Prefetching on an Aggressive Front-end
Chacon, Gino, Gober, Nathan, Nathella, Krishnendra, Gratz, Paul V., Jimenez, Daniel A.
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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A Regression-based Model for End-to-End Latency Prediction for DNN Execution on GPUs
Li, Ying, Sun, Yifan, Jog, Adwait
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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Exploring the Efficiency of Data-Oblivious Programs
Biernacki, Lauren, Tiruye, Biniyam Mengist, Demissie, Meron Zerihun, Andargie, Fitsum Assamnew, Reagen, Brandon, Austin, Todd
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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Sunstone: A Scalable and Versatile Scheduler for Mapping Tensor Algebra on Spatial Accelerators
Olyaiy, MohammadHossein, Ng, Christopher, Fedorova, Alexandra Sasha, Lis, Mieszko
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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Analysis of Conventional, Near-Memory, and In-Memory DNN Accelerators
Glint, Tom, Jha, Chandan Kumar, Awasthi, Manu, Mekie, Joycee
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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MQL: ML-Assisted Queuing Latency Analysis for Data Center Networks
Narayana, Shruti Yadav, Tong, Jie, Krishnakumar, Anish, Yildirim, Nuriye, Shriver, Emily, Ketkar, Mahesh, Ogras, Umit Y.
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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An Application-Oriented Approach to Designing Hybrid CPU Architectures
Yue, Anna, Mehta, Sanyam
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
Published in 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.04.2023)
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