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Supercompilation is a powerful program transformation technique with numerous interesting applications. Existing methods of supercompilation, however, are often very unpredictable with respect to the size of the resulting programs. We…

编程语言 · 计算机科学 2020-08-12 Dimitur Nikolaev Krustev

Compiler writers typically focus primarily on the performance of the generated program binaries when selecting the passes and the order in which they are applied in the standard optimization levels, such as GCC -O3. In some domains, such as…

性能 · 计算机科学 2018-07-03 Ricardo Nobre , Luís Reis , João M. P. Cardoso

Code velocity, or the speed with which code changes are integrated into a production environment, plays a crucial role in Continuous Integration and Continuous Deployment. Many studies report factors influencing code velocity. However,…

软件工程 · 计算机科学 2022-12-01 Gunnar Kudrjavets , Nachiappan Nagappan , Ayushi Rastogi

Emerging hybrid accelerator architectures for high performance computing are often suited for the use of a data-parallel programming model. Unfortunately, programmers of these architectures face a steep learning curve that frequently…

编程语言 · 计算机科学 2015-02-13 Craig Rasmussen , Matthew Sottile , Daniel Nagle , Soren Rasmussen

System programming languages are typically compiled in a linear pipeline process, which is a completely opaque and isolated to end-users. This limits the possibilities of performing meta-programming in the same language and environment, and…

编程语言 · 计算机科学 2023-09-28 Ronie Salgado

Large Language Models (LLMs) have become extremely potent instruments with exceptional capacities for comprehending and producing human-like text in a wide range of applications. However, the increasing size and complexity of LLMs present…

机器学习 · 计算机科学 2024-06-18 Yingbing Huang , Lily Jiaxin Wan , Hanchen Ye , Manvi Jha , Jinghua Wang , Yuhong Li , Xiaofan Zhang , Deming Chen

Large Language Models (LLMs) encounter challenges in efficiently processing long-text queries, as seen in applications like enterprise document analysis and financial report comprehension. While conventional solutions employ long-context…

计算与语言 · 计算机科学 2025-03-06 Yulong Hui , Yihao Liu , Yao Lu , Huanchen Zhang

In recent years, end-to-end Large Language Model (LLM) technology has shown substantial advantages across various domains. As critical system software and infrastructure, compilers are responsible for transforming source code into target…

机器学习 · 计算机科学 2025-11-07 Hongbin Zhang , Shihao Gao , Yang Liu , Mingjie Xing , Yanjun Wu , Chen Zhao

The increasing size of large language models (LLMs) has led to a surge in memory requirements during training, often exceeding the capacity of high-bandwidth memory (HBM). Swap-based memory optimization incurs neither accuracy loss nor…

分布式、并行与集群计算 · 计算机科学 2025-09-16 Zibo Wang , Yuhang Zhou , Zhibin Wang , Shipeng Li , Xinjing Huang , Chendong Cai , Bingxu Mu , Yuqing Sun , Zhiheng Hu , Bin She , Shu You , Guanghuan Fang , Rong Gu , Wanchun Dou , Guihai Chen , Chen Tian

Within the realm of software engineering, specialized tasks on code, such as program repair, present unique challenges, necessitating fine-tuning Large language models~(LLMs) to unlock state-of-the-art performance. Fine-tuning approaches…

As software projects progress, quality of code assumes paramount importance as it affects reliability, maintainability and security of software. For this reason, static analysis tools are used in developer workflows to flag code quality…

Emerging low-powered architectures like Coarse-Grain Reconfigurable Arrays (CGRAs) are becoming more common. Often included as co-processors, they are used to accelerate compute-intensive workloads like loops. The speedup obtained is…

硬件体系结构 · 计算机科学 2025-12-03 Cristian Tirelli , Laura Pozzi

The Santa Claus Problem is an intricate exercise for concurrent programming. This paper outlines the refinement steps to develop a highly efficient implementation with concurrent objects, starting from a simple specification. The efficiency…

编程语言 · 计算机科学 2018-10-24 Emil Sekerinski , Shucai Yao

In the area of code generation research, the emphasis has transitioned from crafting individual functions to developing class-level method code that integrates contextual information. This shift has brought several benchmarks such as…

软件工程 · 计算机科学 2024-08-28 Zinan Wang

Applications in science and engineering often require huge computational resources for solving problems within a reasonable time frame. Parallel supercomputers provide the computational infrastructure for solving such problems. A…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Rajesh Sudarsan , Calvin J. Ribbens

BACKGROUND: Modern distributed systems replicate data across multiple execution sites. Business requirements and resource constraints often necessitate mixing different languages across replica sites. To facilitate the management of…

分布式、并行与集群计算 · 计算机科学 2025-12-02 Provakar Mondal , Eli Tilevich

The integration of AI-assisted coding tools within development environments drastically reduces development time, and allows developers to focus more on creative and critical aspects of software engineering through the use of Code Large…

软件工程 · 计算机科学 2025-03-26 Kishanthan Thangarajah , Arthur Leung , Boyuan Chen , Ahmed E. Hassan

This research investigates prompt designs of evaluating generated texts using large language models (LLMs). While LLMs are increasingly used for scoring various inputs, creating effective prompts for open-ended text evaluation remains…

计算与语言 · 计算机科学 2024-06-28 KuanChao Chu , Yi-Pei Chen , Hideki Nakayama

Increasing code velocity (or the speed with which code changes are reviewed and merged) is integral to speeding up development and contributes to the work satisfaction of engineers. While factors affecting code change acceptance have been…

软件工程 · 计算机科学 2022-12-01 Gunnar Kudrjavets , Aditya Kumar , Nachiappan Nagappan , Ayushi Rastogi

Register Transfer Level(RTL) code optimization is crucial for achieving high performance and low power consumption in digital circuit design. However, traditional optimization methods often rely on manual tuning and heuristics, which can be…

软件工程 · 计算机科学 2025-07-23 Zhihao Xu , Bixin Li , Lulu Wang