Searched for: contributor%253A%2522van%2520Deursen%252C%2520A.%2520%2528mentor%2529%2522
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Nijkamp, Nienke (author)Integrating Artificial Intelligence (AI) into software systems has significantly enhanced their capabilities while escalating energy demands. Ensemble learning, combining predictions from multiple models to form a single prediction, intensifies this problem due to cumulative energy consumption. <br/><br/>This paper presents a novel approach to...master thesis 2024
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de Graaf, Daan (author)Graph databases are systems to efficiently store and query large graphs. As graph databases grow in popularity, they are used to answer increasingly diverse and complex queries. However, graph databases typically have a very limited query language that cannot express arbitrary algorithms. As a result, many users treat the database as a storage...master thesis 2023
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LIU, ZHIYANG (author)Atomics is an important primitive for programming languages like C++ to develop concurrent software. Atomic variables, together with weak memory models allow for a bigger space for instruction reordering and compiler optimizations. However, the current compilers like LLVM do not support many transformations of atomics, which may lose chances of...master thesis 2023
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Mekkes, Erik (author)Large Language Models of code have seen significant jumps in performance recently. However, these jumps tend to accompany a notable and perhaps concerning increase in scale and costs. We contribute an evaluation of prediction performance with respect to model size by assessing the layer-wise progression for language and user-defined elements in...bachelor thesis 2023
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Keeler, Miranda (author)We present an investigation into the relationship between the average depth of the first correct prediction and the performance of CodeGen. This was done on a dataset comprised of code files comprised of C++, Go, Java, Julia, Kotlin, and Python. The analysis involved investigating the model's predictions at different layers using a Tuned Lens,...bachelor thesis 2023
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Kuo, Nadine (author)The development of contemporary source code auto-completion tools have significantly boosted productivity and efficiency of developers. In 2021, the GPT-2-based Transformer CodeGPT was developed to support code completion and text-to-code generation. Similarly to most code models however, CodeGPT was trained on a limited set of widely-used...bachelor thesis 2023
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Malmsten, Emil (author)The application of large language models (LLMs) for programming tasks, such as automatic code completion, has seen a significant upswing in recent years. However, due to their computational demands, they have to operate on servers. This both requires users to have a steady internet connection and raises potential privacy concerns. Therefore,...bachelor thesis 2023
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Sochirca, Dan (author)Code generation models have become more popular recently, due to the fact that they assist developers in writing code in a more productive manner. While these large models deliver impressive performance, they require significant computational resources and memory, making them difficult to deploy and expensive to train. Additionally, their large...bachelor thesis 2023
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Storti, Mauro (author)The significant advancements in large language models have enabled their use in various applications, such as in code auto-completion. However, the deployment of such models often encounters challenges due to their large size and prohibitive running costs. In this research, we investigate the effectiveness of post-training quantization...bachelor thesis 2023
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de Moor, Aral (author)Large language models are powerful because of their state-of-the-art language processing abilities. But, they come at the cost of being extremely resource-intensive, and are steadily growing in size. As a result, compressing such models for resource- constrained devices is an active and promising re- search area. In spite of their current...bachelor thesis 2023
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Popescu, Popescu (author)In recent years, deep learning techniques, particularly transformer models, have demonstrated remarkable advancements in the accuracy and efficiency of language models. These models provide the foundation for many natural language processing tasks, including code completion. The effectiveness of code completion models has been the subject of a...bachelor thesis 2023
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Qiu, Jingxuan (author)Distributed databases often struggle to fulfill their transactional isolation guarantees due to sharding and replication. As a result, the problem of checking isolation levels is consistently receiving attention from academia and industries. Transactional dependency graphs form a useful abstraction to analyze the transactions’ dependencies and...master thesis 2023
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Blokland, Erik (author)This thesis was written in during my internship at Adyen as the final project of the Master’s program in Computer Science at the TU Delft. In my Bachelor’s thesis, I compared the energy consumption of three Android UI frameworks, and I chose to continue working on the subject of energy consumption on Android as it is relevant both to Adyen and...master thesis 2023
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Brouwer, Jonathan (author)Static type systems can greatly enhance the quality of programs, but implementing a type checker for them is challenging and error-prone. The Statix meta-language (part of the Spoofax language workbench) aims to make this task easier by automatically deriving a type checker from a declarative specification of the type system. However, so far...master thesis 2023
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Meijhuis, Mark (author)Technical debt is a term that describes the consequences of taking shortcuts or quick-and-dirty solutions in the software engineering process, in order to gain short term advantages in the development process of software projects. In this paper, we investigate the technical debt present at the fintech company Adyen, and the developers'...master thesis 2023
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de Krieger, Max (author)The front-end of a compiler reads the source program and performs analyses such as type checking. The goal of the front-end is to check for the presence of syntactic and semantic errors before the program is passed to the back-end of the compiler for tasks such as optimization and code generation.<br/><br/>WebDSL is a domain-specific language...master thesis 2022
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Gao, Mingyu (author)The Probabilistic Concurrency Testing (PCT) algorithm provides theoretical guarantees for the probability of detecting concurrency bugs in a sequential consistency memory model, but its theoretical guarantees do not apply to weak memory concurrency. The weak memory concurrency refers to the modern compiler’s optimization that relaxes the...master thesis 2022
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Al-Kaswan, Ali (author)Reverse engineering binaries is required to understand and analyse programs for which the source code is unavailable. Decompilers can transform the largely unreadable binaries into a more readable source code-like representation. However, many aspects of source code, such as variable names and comments, are lost during the compilation and...master thesis 2022
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Zhang, Haiyin (author)The popularity of machine learning has wildly expanded in recent years. Machine learning techniques have been heatedly studied in academia and applied in the industry to create business value. However, there is a lack of guidelines for code quality in machine learning applications. Although machine learning code is usually integrated as a small...master thesis 2022
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Hullegien, Nils (author)Microservice architectures (MSA) have become a dominant architectural style choice in the service oriented software industry. Because of this, as with any other system, some unoptimized approaches might creep into architectures. These are what we call anti-patterns, they can be considered the opposite of design patterns. Furthermore, a...master thesis 2022
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