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hi everyone my name is ho chiang huang today i'm glad to present our work on py live on the fly code change for python based online services this is joint work with my collaborators from uc niagara today one more important back-end services with high-ability requirements are written in languages like python many companies use python to build their main online platforms for example youtube front-end server is built using python so do instagram and current main web services there are also various open source services in python such as web framework and e-commerce these online services have high requirements on availability a recent survey shows that four lines of uptime has become the minimum availability standard for most services this news also showed that one hour server downtime can cost millions of dollars however high ability becomes challenging when there are code changes to apply to systems and these code changes are necessary first engineers need underflight logging when

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