Crii: SHF: RUI: a unified LLM-empowered framework for systematic software performance issue testing, localization and optimization
Ended Project Grant Awarded Last action
- Award ID
- 2451553
- Recipient
-
University Of Central Missouri UEI J5HWZ6H6UAK5
- Awarding agency
-
Division of Computing and Communication Foundations
National Science Foundation
- Obligated
- $0
Award facts
- Assistance listing
- 47.070 Computer and Information Science and Engineering
- Completion date
- Funding agency
- National Science Foundation
- Place of performance
- Warrensburg, MO 64093, USA
Award details come from USAspending.gov.
Description
- Abstract
- Software performance is a critical quality attribute influencing system responsiveness, resource utilization, and user satisfaction. However, modern software systems face increasing performance challenges due to their complexity, making traditional performance testing and optimization approaches insufficient. This proposal introduces a unified, large language model (LLM)-empowered framework to systematically address these challenges. The project will improve software performance engineering by advancing automation in performance testing, issue localization, and optimization. Additionally, the project?s research results will be integrated into computer science curriculum and provide online training modules to equip future software engineers with state-of-the-art performance engineering skills. The project will focus on automatic generation and prioritization of performance-centric test cases, leveraging large language models (llms) to generate diverse test cases that specifically target performance issues. IT will also introduce a multi-granularity monitoring framework, integrating dynamic profiling, static analysis, and graph neural networks to accurately detect and localize performance bottlenecks across different system levels. Finally, the project will develop a dependency-aware, graph-based optimization recommendation system, employing llms with retrieval-augmented generation to provide adaptive performance enhancement strategies, from fine-grained code improvements to architectural refactoring. This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the foundation's intellectual merit and broader impacts review criteria.- subawards are not planned for this award.
Transactions
| Action | Obligated | Date |
|---|---|---|
| Amendment | -$174,999 | |
| Original award | $174,999 |
Quick answers
Who received award 2451553?
2451553 was awarded to University Of Central Missouri by Division of Computing and Communication Foundations (National Science Foundation) on May 1, 2025.
How much is award 2451553 worth?
$0 has been obligated on 2451553.
Which agency awarded 2451553?
Division of Computing and Communication Foundations (National Science Foundation) awarded 2451553, with funding from National Science Foundation.
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