Black-box cost model for RocksDB

This project aims to understand the performance characteristics of RocksDB, a high-performance embedded database, by analyzing the latency of its core operations (Put, Get, and Seek) under various configurations. The primary objective of this project is to explore and evaluate developing a cost mode...

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Bibliographic Details
Main Author: Lim, Wesley Cher Fong
Other Authors: Luo Siqiang
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2025
Subjects:
Online Access:https://hdl.handle.net/10356/184155
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Institution: Nanyang Technological University
Language: English
Description
Summary:This project aims to understand the performance characteristics of RocksDB, a high-performance embedded database, by analyzing the latency of its core operations (Put, Get, and Seek) under various configurations. The primary objective of this project is to explore and evaluate developing a cost model while treating RocksDB as a blackbox. That is, the model should predict the latency of RocksDB operations based on external factors like workload characteristics.