Výsledky vyhledávání - General AND reference Cross-computing tools AND techniques

OptiWISE: Combining Sampling and Instrumentation for Granular CPI Analysis Autor Guo, Yuxin, Chadwick, Alex W., Erdos, Marton, Bora, Utpal, Vougioukas, Ilias, Gabrielli, Giacomo, Jones, Timothy M.

“… Existing profiling tools typically either sample hardware performance counters or instrument the program with extra instructions to analyze its execution…”
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MLPerf Inference Benchmark Autor Reddi, Vijay Janapa, Cheng, Christine, Kanter, David, Mattson, Peter, Schmuelling, Guenther, Wu, Carole-Jean, Anderson, Brian, Breughe, Maximilien, Charlebois, Mark, Chou, William, Chukka, Ramesh, Coleman, Cody, Davis, Sam, Deng, Pan, Diamos, Greg, Duke, Jared, Fick, Dave, Gardner, J. Scott, Hubara, Itay, Idgunji, Sachin, Jablin, Thomas B., Jiao, Jeff, John, Tom St, Kanwar, Pankaj, Lee, David, Liao, Jeffery, Lokhmotov, Anton, Massa, Francisco, Meng, Peng, Micikevicius, Paulius, Osborne, Colin, Pekhimenko, Gennady, Rajan, Arun Tejusve Raghunath, Sequeira, Dilip, Sirasao, Ashish, Sun, Fei, Tang, Hanlin, Thomson, Michael, Wei, Frank, Wu, Ephrem, Xu, Lingjie, Yamada, Koichi, Yu, Bing, Yuan, George, Zhong, Aaron, Zhang, Peizhao, Zhou, Yuchen

“…Machine-learning (ML) hardware and software system demand is burgeoning. Driven by ML applications, the number of different ML inference systems has exploded…”
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GPA: A GPU Performance Advisor Based on Instruction Sampling Autor Zhou, Keren, Meng, Xiaozhu, Sai, Ryuichi, Mellor-Crummey, John

“… Existing performance tools only provide coarse-grained tuning advice at the kernel level…”
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White-Box Performance-Influence Models: A Profiling and Learning Approach (Replication Package) Autor Weber, Max, Apel, Sven, Siegmund, Norbert

“… Specifically, we describe the general steps and tools that we have used to implement our approach, the data we have obtained, and the evaluation setup…”
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Revamping Sampling-Based PGO with Context-Sensitivity and Pseudo-instrumentation Autor He, Wenlei, Yu, Hongtao, Wang, Lei, Oh, Taewook

“… Profile-guided optimization (PGO) is a promising technique to improve application performance…”
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Performance Analysis with Bayesian Inference Autor Couderc, Noric, Reichenbach, Christoph, Soderberg, Emma

“… However, for non-statisticians, picking the right statistical tool to answer a research question can be challenging…”
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Performance Characterization of Popular DNN Models on Out-of-Order CPUs Autor Prieto, Pablo, Abad, Pablo, Gregorio, Jose Angel, Puente, Valentin

“… However, the ubiquity of DNN models is rapidly extending the presence of this software to general-purpose CPUs…”
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Bubble-up: Increasing utilization in modern warehouse scale computers via sensible co-locations Autor Mars, Jason, Lingjia Tang, Hundt, Robert, Skadron, Kevin, Soffa, Mary Lou

“…As much of the world's computing continues to move into the cloud, the overprovisioning of computing resources to ensure the performance isolation of…”
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The Architecture value engine: Measuring and delivering sustainable SoC improvement Autor Carballo, Juan-Antonio, Bangqi Xu

“…The value of semiconductor-based systems continues to increase rapidly especially when considering the cost associated with building it. As such, Moore's Law…”
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SLEMI: Equivalence Modulo Input (EMI) Based Mutation of CPS Models for Finding Compiler Bugs in Simulink Autor Chowdhury, Shafiul Azam, Shrestha, Sohil Lal, Johnson, Taylor T., Csallner, Christoph

“… To provide EMI-based mutation for differential testing of cyber-physical system (CPS) development tools, this paper develops several novel mutation techniques…”
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Probing for Requirements Knowledge to Stimulate Architectural Thinking Autor Anish, Preethu Rose, Balasubramaniam, Balaji, Sainani, Abhishek, Cleland-Huang, Jane, Daneva, Maya, Wieringa, Roel J., Ghaisas, Smita

“…Software requirements specifications (SRSs) often lack the detail needed to make informed architectural decisions. Architects therefore either make…”
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White-Box Performance-Influence Models: A Profiling and Learning Approach Autor Weber, Max, Apel, Sven, Siegmund, Norbert

“…Many modern software systems are highly configurable, allowing the user to tune them for performance and more. Current performance modeling approaches aim at…”
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Exploiting Input Sanitization for Regex Denial of Service Autor Barlas, Efe, Du, Xin, Davis, James C.

“…Web services use server-side input sanitization to guard against harmful input. Some web services publish their sanitization logic to make their client…”
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Analyzing and Improving Resilience and Robustness of Autonomous Systems (Invited Paper) Autor Wan, Zishen, Swaminathan, Karthik, Chen, Pin-Yu, Chandramoorthy, Nandhini, Raychowdhury, Arijit

“… Application-aware resilience metrics, holistic fault analysis frameworks, and lightweight fault mitigation techniques are being proposed for accurate and effective resilience and robustness assessment and improvement…”
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MemSeer: Leverage Memory Failure Distinctions and Multi-Grained Prediction in Ultra-Scale Heterogeneous X86/ARM Clusters Autor Gu, Yunfei, Liu, Yixuan, Wu, Xinyuan, Shao, Bo, Wu, Chentao, Li, Shiyi, Zhao, Jieru, Li, Jie, Guo, Minyi, Yang, Kunlin, Zhang, Wengui, Lin, Feilong

“… We introduce MemSeer, an AIOps-integrated tool that utilizes a multi-grained memory failure prediction approach for x86/ARM heterogeneous clusters…”
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Scaler: Efficient and Effective Cross Flow Analysis Autor Tang, Jiaxun, Xiang, Mingcan, Wang, Yang, Wu, Bo, Chen, Jianjun, Liu, Tongping

“…) of a complex system can interact with each other. However, few existing tools focus on understanding such interactions…”
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What Makes Good In-Context Demonstrations for Code Intelligence Tasks with LLMs? Autor Gao, Shuzheng, Wen, Xin-Cheng, Gao, Cuiyun, Wang, Wenxuan, Zhang, Hongyu, Lyu, Michael R.

“…Pre-trained models of source code have gained widespread popularity in many code intelligence tasks. Recently, with the scaling of the model and corpus size,…”
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Can Code Metrics Enhance Documentation Generation for Computational Notebooks? Autor Ghahfarokhi, Mojtaba Mostafavi, Jahantigh, Hamed, Kianiangolafshani, Sepehr, Khademian, Ashkan, Asadi, Alireza, Heydarnoori, Abbas

“…In software development, code documentation is crucial for collaboration and maintenance, especially as projects become more complex. However, it is often…”
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PracMHBench: Re-evaluating Model-Heterogeneous Federated Learning Based on Practical Edge Device Constraints Autor Guo, Yuanchun, Liu, Bingyan, Sha, Yulong, Xian, Zhensheng

“…Federating heterogeneous models on edge devices with diverse resource constraints has been a notable trend in recent years. Compared to traditional federated…”
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Top-Down Microarchitecture Analysis Approximation Based on Performance Counter Architecture for SiFive RISC-V Processors Autor Mou, Chan-Yu, Hsiao, Chao-Chieh, Chou, Jerry

“…Modern Out-of-Order RISC-V CPUs have complex mechanisms, making microarchitecture-level performance analysis challenging. Despite increasing Performance…”
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