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Context: Just-in-Time (JIT) compilers are able to specialize the code they generate according to a continuous profiling of the running programs. This gives them an advantage when compared to Ahead-of-Time (AoT) compilers that must choose…

编程语言 · 计算机科学 2025-03-03 Aurore Poirier , Erven Rohou , Manuel Serrano

Micro-core architectures combine many simple, low memory, low power-consuming CPU cores onto a single chip. Potentially providing significant performance and low power consumption, this technology is not only of great interest in embedded,…

编程语言 · 计算机科学 2021-02-04 Maurice Jamieson , Nick Brown

Modern, powerful virtual machines such as those running Java or JavaScript support multi-tier JIT compilation and optimization features to achieve their high performance. However, implementing and maintaining several compilers/optimizers…

编程语言 · 计算机科学 2022-01-25 Yusuke Izawa , Hidehiko Masuhara , Carl Friedrich Bolz-Tereick

Just-in-time (JIT) compilers are key components for many popular programming languages with managed runtimes (e.g., Java and JavaScript). JIT compilers perform optimizations and generate native code at runtime based on dynamic profiling…

软件工程 · 计算机科学 2026-03-09 Zijian Yi , Cheng Ding , August Shi , Milos Gligoric

General purpose CPUs used in high performance computing (HPC) support a vector instruction set and an out-of-order engine dedicated to increase the instruction level parallelism. Hence, related optimizations are currently critical to…

性能 · 计算机科学 2014-12-23 Nassim A. Halli , Henri-Pierre Charles , Jean-François Mehaut

Python has become the de facto language for scientific computing. Programming in Python is highly productive, mainly due to its rich science-oriented software ecosystem built around the NumPy module. As a result, the demand for Python…

Python has emerged as one of the most popular programming languages, extensively utilized in domains such as machine learning, data analysis, and web applications. Python's dynamic nature and extensive usage make it an attractive candidate…

软件工程 · 计算机科学 2024-03-04 Islem Bouzenia , Bajaj Piyush Krishan , Michael Pradel

Just-in-time (JIT) compilation coupled with code caching are widely used to improve performance in dynamic programming language implementations. These code caches, along with the associated profiling data for the hot code, however, consume…

编程语言 · 计算机科学 2018-10-24 Xiaoran Xu , Keith Cooper , Jacob Brock , Yan Zhang , Handong Ye

Dynamic typing is an important feature of dynamic programming languages. Primitive operators such as those for performing arithmetic and comparisons typically operate on a wide variety of in put value types, and as such, must internally…

编程语言 · 计算机科学 2014-01-15 Maxime Chevalier-Boisvert , Marc Feeley

Dynamic code, i.e., code that is created or modified at runtime, is ubiquitous in today's world. The behavior of dynamic code can depend on the logic of the dynamic code generator in subtle and non-obvious ways, with significant security…

密码学与安全 · 计算机科学 2019-10-31 Jesse Bartels , Jon Stephens , Saumya Debray

Dynamic Translation (DT) is a sophisticated technique that allows the implementation of high-performance emulators and high-level-language virtual machines. In this technique, the guest code is compiled dynamically at runtime. Consequently,…

编程语言 · 计算机科学 2020-09-01 Vanderson Martins do Rosario , Raphael Zinsly , Sandro Rigo , Edson Borin

Different bitstring representations can yield varying computational performance. This work compares three bitstring implementations in C++: std::bitset, boost::dynamic_bitset, and a custom direct implementation. Their performance is…

神经与进化计算 · 计算机科学 2025-11-06 Clyde Meli , Vitezslav Nezval , Zuzana Kominkova Oplatkova , Victor Buttigieg , Anthony Spiteri Staines

Vipera provides a compiler and runtime framework for implementing dynamic Domain-Specific Languages on micro-core architectures. The performance and code size of the generated code is critical on these architectures. In this paper we…

分布式、并行与集群计算 · 计算机科学 2022-09-05 Maurice Jamieson , Nick Brown

Virtual Machines (VMs) combine interpreters and just-in-time (JIT) compiled code to achieve good performance. However, implementing different execution engines increases the cost of developing and maintaining such solutions. JIT compilers…

编程语言 · 计算机科学 2025-03-03 Nahuel Palumbo , Guillermo Polito , Stéphane Ducasse , Pablo Tesone

This paper presents a performance study of transformer language models under different hardware configurations and accuracy requirements and derives empirical observations about these resource/accuracy trade-offs. In particular, we study…

This paper presents the current state of an ongoing research project to improve the performance of the OCaml byte-code interpreter using Just-In-Time native code generation. Our JIT engine OCamlJIT2 currently runs on x86-64 processors,…

编程语言 · 计算机科学 2011-09-28 Benedikt Meurer

In the field of data science, and for academics in general, the Python programming language is a popular choice, mainly because of its libraries for storing, manipulating, and gaining insight from data. Evidence includes the versatile set…

There is a tension in dynamic language runtime design between speed and correctness: state-of-the-art JIT compilation, the result of enormous industrial investment and significant research, achieves heroic speedups at the cost of complexity…

编程语言 · 计算机科学 2024-11-19 Chris Fallin , Maxwell Bernstein

As part of a research on a novel in-process multiprogramming-language interoperability system, this study investigates the interoperability and usage of multiple programming languages within a large dataset of GitHub projects and Stack…

编程语言 · 计算机科学 2024-11-14 Tsvi Cherny-Shahar , Amiram Yehudai

Modern Just-in-Time compilers (or JITs) typically interleave several mechanisms to execute a program. For faster startup times and to observe the initial behavior of an execution, interpretation can be initially used. But after a while,…

编程语言 · 计算机科学 2022-12-07 Aurèle Barrière , Sandrine Blazy , David Pichardie
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