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数据库自动调优工具-ottertune-论文笔记 - 知乎
ottertune则是聚焦在参数调优上面，通过对参数、参数组合的调优来实现性能的提升。随着数据库的参数越来越多，相互之间的关联关系越来越复杂，参数调优工作变得很复杂。
GitHub - cmu-db ottertune: The automatic DBMS configuration tool
OtterTune is a new tool developed by students and researchers in the Carnegie Mellon Database Group that can automatically find good settings for a database management system's configuration knobs
OtterTune - Carnegie Mellon Database Group
B Zhang, D V Aken, J Wang, T Dai, S Jiang, J Lao, S Sheng, A Pavlo, and G J Gordon, "A Demonstration of the OtterTune Automatic Database Management System Tuning Service," PVLDB, vol 11, iss 12, pp 1910-1913, 2018
【机器学习化DBMS】——ottertune系统原理-CSDN博客
文章浏览阅读3 2k次，点赞5次，收藏18次。 OtterTune是一款由卡耐基梅隆大学研发的数据库管理系统 (DBMS)自动调优工具，利用机器学习减少人工调优需求。它通过收集运行时指标，识别关键旋钮并推荐配置，显著提升MySQL和Postgres的性能。
OtterTune is Dead (2020-2024)
OtterTune was an automated database tuning service out of Carnegie Mellon University It is dead
OtterTune：数据库性能调优的瑞士军刀-百度开发者中心
总结 OtterTune作为一个开源的数据库参数调优工具，其独特的C S架构和基于机器学习的优化算法，使其成为了数据库性能调优的强有力工具。通过理解并应用OtterTune，开发者和DBA可以更加高效地提升数据库性能，为大数据应用提供坚实的支撑。
破案了，最后背刺 OtterTune 的是这家数据库厂商 - 知乎
之前我们提到「数据库调优厂商 OtterTune 宣布停止运营」，OtterTune 的 CEO CMU 数据库实验室教授 Andy Pavlo 在 X 上官宣时也留下了一段耐人寻味的话。 I can't got into details of what happened but we got screwed over by a PE Postgres company on an acquisition offer
A Demonstration of the OtterTune Automatic Database Management System . . .
OtterTune leverages data collected from previous tuning efforts to train machine learning models, and recommends new configurations that are as good as or better than ones generated by existing tools or a human expert
深入解析 OtterTune GitHub 项目：数据库自动调优的未来
OtterTune 作为一个强大的数据库自动调优工具，能够显著提升数据库的性能和管理效率。通过简单的安装和使用过程，用户可以快速受益于这一技术带来的便捷与高效。在未来，随着数据库技术的进一步发展，OtterTune 也将不断迭代和完善，为用户提供更优质的
推荐开源项目：OtterTune - 智能数据库调优利器-CSDN博客
文章浏览阅读518次，点赞4次，收藏4次。推荐开源项目：OtterTune - 智能数据库调优利器OtterTune 是一个由卡内基梅隆大学数据库团队开发的创新工具，它旨在自动为数据库管理系统（DBMS）的配置参数找到最佳设置，使部署DBMS变得简单，无需深入的数据库管理知识。