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Domain Specific Languages (DSLs) increase programmer productivity and provide high performance. Their targeted abstractions allow scientists to express problems at a high level, providing rich details that optimizing compilers can exploit…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-10 George Bisbas , Anton Lydike , Emilien Bauer , Nick Brown , Mathieu Fehr , Lawrence Mitchell , Gabriel Rodriguez-Canal , Maurice Jamieson , Paul H. J. Kelly , Michel Steuwer , Tobias Grosser

In recent years the use of FPGAs to accelerate scientific applications has grown, with numerous applications demonstrating the benefit of FPGAs for high performance workloads. However, whilst High Level Synthesis (HLS) has significantly…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-28 Gabriel Rodriguez-Canal , Nick Brown , Tim Dykes , Jessica R. Jones , Utz-Uwe Haus

Large language models (LLMs) have significantly advanced natural language processing, particularly through the integration of external tools and APIs. However, their effectiveness is frequently hampered by parameter mis-filling during tool…

Computation and Language · Computer Science 2025-06-03 Yue Cui , Liuyi Yao , Shuchang Tao , Weijie Shi , Yaliang Li , Bolin Ding , Xiaofang Zhou

Recent years have witnessed the growing popularity of domain-specific accelerators (DSAs), such as Google's TPUs, for accelerating various applications such as deep learning, search, autonomous driving, etc. To facilitate DSA designs,…

Machine Learning · Computer Science 2023-06-06 Yunsheng Bai , Atefeh Sohrabizadeh , Zongyue Qin , Ziniu Hu , Yizhou Sun , Jason Cong

We present the TyTra-IR, a new intermediate language intended as a compilation target for high-level language compilers and a front-end for HDL code generators. We develop the requirements of this new language based on the design-space of…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-04-20 Syed Waqar Nabi , Wim Vanderbauwhede

Domain-specific languages raise the level of abstraction in software development. While it is evident that programmers can more easily reason about very high-level programs, the same holds for compilers only if the compiler has an accurate…

Programming Languages · Computer Science 2011-09-06 Tiark Rompf , Arvind K. Sujeeth , HyoukJoong Lee , Kevin J. Brown , Hassan Chafi , Martin Odersky , Kunle Olukotun

The pervasive adoption of Deep Learning (DL) and Graph Processing (GP) makes it a de facto requirement to build large-scale clusters of heterogeneous accelerators including GPUs and FPGAs. The OpenCL programming framework can be used on the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-19 Yao Chen , Xin Long , Jiong He , Yuhang Chen , Hongshi Tan , Zhenxiang Zhang , Marianne Winslett , Deming Chen

HEP-Frame is a new C++ package designed to efficiently perform analyses of data sets from a very large number of events, like those available at the Large Hadron Collider (LHC) at CERN, Geneva. It mainly targets high performance servers and…

High Energy Physics - Experiment · Physics 2023-03-10 A. Pereira , A. Onofre , A. Proenca

The growing demand for Domain-Specific Architecture (DSA) has driven the development of Agile Hardware Development Methodology (AHDM). Hardware Construction Language (HCL) like Chisel offers high-level abstraction features, making it an…

Artificial Intelligence · Computer Science 2025-04-29 Bowei Wang , Jiaran Gao , Yelai Feng , Renzhi Chen , Shanshan Li , Lei Wang

In the era of diminishing returns from Moores Law, heterogeneous computing systems have emerged as a vital approach to enhance computational efficiency. This paper introduces a novel MLIR-based dialect, named hyper, designed to optimize…

Cryptography and Security · Computer Science 2025-06-05 Zhiyuan Tan , Liutong Han , Mingjie Xing , Yanjun Wu

Traditionally, parsing has been a laborious and error-prone component of compiler development, and most parsers for full industrial programming languages are still written by hand. The author [Zim22] shows that automatic parser generation…

Programming Languages · Computer Science 2022-09-20 Joe Zimmerman

Modern hardware design starts with specifications provided in natural language. These are then translated by hardware engineers into appropriate Hardware Description Languages (HDLs) such as Verilog before synthesizing circuit elements.…

Machine Learning · Computer Science 2023-11-15 Jason Blocklove , Siddharth Garg , Ramesh Karri , Hammond Pearce

Edge applications increasingly demand custom hardware, yet Field-Programmable Gate Array (FPGA) design requires expertise that domain engineers lack. Large Language Models (LLMs) promise to bridge this gap through zero-knowledge hardware…

Hardware Architecture · Computer Science 2026-04-21 Weimin Fu , Zeng Wang , Minghao Shao , Johann Knechtel , Ozgur Sinanoglu , Ramesh Karri , Muhammad Shafique , Xiaolong Guo

Fully Homomorphic Encryption (FHE) enables the evaluation of programs directly on encrypted data. However, because only basic operations can be performed on ciphertexts, programs must be expressed as boolean or arithmetic circuits. This…

Cryptography and Security · Computer Science 2025-10-10 Anne Müller , Mohd Kashif , Nico Döttling

This paper presents an accuracy-enhanced Hybrid Temporal Computing (E-HTC) framework for ultra-low-power hardware accelerators with deterministic additions. Inspired by the recently proposed HTC architecture, which leverages pulse-rate and…

Hardware Architecture · Computer Science 2025-09-30 Sachin Sachdeva , Jincong Lu , Wantong Li , Sheldon X. -D. Tan

Currently, the most energy-efficient hardware platforms for floating point-intensive calculations (also known as High Performance Computing, or HPC) are graphical processing units (GPUs). However, porting existing scientific codes to GPUs…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-28 Michele Martone , Julia Lawall

A deep-learning inference accelerator is synthesized from a C-language software program parallelized with Pthreads. The software implementation uses the well-known producer/consumer model with parallel threads interconnected by FIFO queues.…

Machine Learning · Computer Science 2018-07-30 Jin Hee Kim , Brett Grady , Ruolong Lian , John Brothers , Jason H. Anderson

Hardware synthesis is a general term used to refer to the processes involved in automatically generating a hardware design from its specification. High-level synthesis (HLS) could be defined as the translation from a behavioral description…

Other Computer Science · Computer Science 2019-05-07 Issam Damaj

This paper discusses the feasibility of using Large Language Models LLM for code generation with a particular application in designing an RISC. The paper also reviews the associated steps such as parsing, tokenization, encoding, attention…

Machine Learning · Computer Science 2024-01-22 Shadeeb Hossain , Aayush Gohil , Yizhou Wang

Among the programming languages for Programmable Logic Controllers (PLCs), Structured Text (ST) is widely adopted for industrial automation due to its expressiveness and flexibility. However, major vendors implement ST with proprietary…

Software Engineering · Computer Science 2025-08-05 Donghao Yang , Aolang Wu , Tianyi Zhang , Li Zhang , Fang Liu , Xiaoli Lian , Yuming Ren , Jiaji Tian , Xiaoyin Che