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https://doi.org/10.1145/375942...
Article . 2025 . Peer-reviewed
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Dynamic and Static Code Analysis for Java Programs on Heterogeneous Hardware

Authors: Athanasios Stratikopoulos; Tianyu Zuo; Umut Sarp Harbalioglu; Juan Fumero; Michail Papadimitriou; Orion Papadakis; Maria Xekalaki; +1 Authors

Dynamic and Static Code Analysis for Java Programs on Heterogeneous Hardware

Abstract

The increasing prevalence of heterogeneous computing systems, incorporating accelerators like GPUs, has spurred the development of advanced frameworks to bring high performance capabilities to managed languages. TornadoVM is a state-of-the-art, open-source framework for accelerating Java programs. It enables Java applications to offload computation onto GPUs and other accelerators, thereby bridging the gap between the high-level abstractions of the Java Virtual Machine (JVM) and the low-level, performance-oriented world of parallel programming models, such as OpenCL and CUDA. However, this bridging comes with inherent tradeoffs. The semantic and operational mismatch between these two worlds - such as managed memory versus explicit memory control, or dynamic JIT compilation versus static kernel generation - TornadoVM to limit or exclude support for certain Java features. These limitations can hinder developer productivity and make it difficult to identify and resolve compatibility issues during development.This paper introduces TornadoInsight, a tool that simplifies development with TornadoVM by detecting incompatible Java constructs through static and dynamic analysis. TornadoInsight is developed as an open-source IntelliJ IDEA plugin that provides immediate, source-linked feedback within the developer’s workflow. We present the architecture of TornadoInsight, detail its inspection mechanisms, and evaluate its effectiveness in improving the development workflow for TornadoVM users. TornadoInsight is publicly available and offers a practical solution for enhancing developer experience and productivity in heterogeneous managed runtime environments.

Country
United Kingdom
Related Organizations
Keywords

Program Analysis, Heterogeneous Hardware, Tool, Java

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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