{"id":1925,"date":"2020-05-08T11:58:24","date_gmt":"2020-05-08T15:58:24","guid":{"rendered":"https:\/\/www.bu.edu\/rhcollab\/?page_id=1925"},"modified":"2021-12-03T15:56:41","modified_gmt":"2021-12-03T20:56:41","slug":"performance-management-for-serverless-computing","status":"publish","type":"page","link":"https:\/\/www.bu.edu\/rhcollab\/projects\/distributed-systems\/performance-management-for-serverless-computing\/","title":{"rendered":"Performance Management for Serverless Computing"},"content":{"rendered":"<p><span>Serverless computing provides developers the freedom to build and deploy applications without worrying about infrastructure. Resources (memory, cpu, location) specified for a function can affect performance, as well as cost, of a serverless platform, so configuring these resources properly is critical to both performance and cost. COSE uses a statistical learning approach to dynamically adapt the configurations of serverless functions while meeting QoS\/SLA metrics and lowering the cost of cloud usage. This project evaluates COSE on a commercial serverless platform (AWS Lambda) as well as in multiple simulated scenarios, proving its efficacy.<\/span><\/p>\n<h3>Additional Information<\/h3>\n<p>Please visit the project page at <a href=\"https:\/\/research.redhat.com\/blog\/research_project\/perf-mgt-serverless\/\" target=\"_blank\" rel=\"noopener noreferrer\">Red Hat Research<\/a> for additional information.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Serverless computing provides developers the freedom to build and deploy applications without worrying about infrastructure. Resources (memory, cpu, location) specified for a function can affect performance, as well as cost, of a serverless platform, so configuring these resources properly is critical to both performance and cost. COSE uses a statistical learning approach to dynamically adapt [&hellip;]<\/p>\n","protected":false},"author":3047,"featured_media":0,"parent":2262,"menu_order":6,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/www.bu.edu\/rhcollab\/wp-json\/wp\/v2\/pages\/1925"}],"collection":[{"href":"https:\/\/www.bu.edu\/rhcollab\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.bu.edu\/rhcollab\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/rhcollab\/wp-json\/wp\/v2\/users\/3047"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/rhcollab\/wp-json\/wp\/v2\/comments?post=1925"}],"version-history":[{"count":2,"href":"https:\/\/www.bu.edu\/rhcollab\/wp-json\/wp\/v2\/pages\/1925\/revisions"}],"predecessor-version":[{"id":2296,"href":"https:\/\/www.bu.edu\/rhcollab\/wp-json\/wp\/v2\/pages\/1925\/revisions\/2296"}],"up":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/rhcollab\/wp-json\/wp\/v2\/pages\/2262"}],"wp:attachment":[{"href":"https:\/\/www.bu.edu\/rhcollab\/wp-json\/wp\/v2\/media?parent=1925"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}