Application of C++ in Cancer Modeling • The speaker (Ruibo) • University of Washington, department of applied mathematics • Cancer Modeling Group: Evolution of cancer initiation • Group leader:

Computing Resource CPU GPU PCI Bus (or other fabric) NIC - Historically, network comm. was CPU-centric 1) Direct GPU access to Infiniband allows GPU-to-GPU network transfers 2) Fast in-node fabrics Resource CPU GPU PCI Bus (or other fabric) NIC Data - Historically, network comm. was CPU-centric 1) Direct GPU access to Infiniband allows GPU-to-GPU network transfers 2) Fast in-node fabrics Resource CPU GPU PCI Bus (or other fabric) NIC Data - Historically, network comm. was CPU-centric 1) Direct GPU access to Infiniband allows GPU-to-GPU network transfers 2) Fast in-node fabrics

notesABOUT ME • Programming in C++ since 1999 (Professionally since 2005) • Worked in Embedded and Application Development • Since 2013 in AAA Game Development • Representing myself • Examples in this talk compress • Developer iteration time 7Key differences between game and data building Game Code Frame centric Minimise frame time - fast frame rate Eliminate frame time spikes - remove jitter Lag & jitter break the job system to synchronise instead 35Next optimisation technique Avoid blocking with thread-centric sync in jobs Mutex, SpinLock, blocking IO Worst thing to wait on lock Prevents other jobs from running

Independent Code”, relocation tables for dynamically linked libraries, … • It is about the application of Data Orientation techniques with an emphasis of being able to move the data. • Why would data where it leads to the best performanceData Orientation • In 2021 I explained, in a very C++ centric way, about Data Orientation techniques, the benefits to be obtained and how to apply them. •

and business environment that enable companies to adapt and thrive in the new landscape of data centric business operations. We achieve this by not only providing data solutions but incorporating these solutions into strategic data consulting solutions that bring about effective and actionable data centric practices that are integrated throughout the business operations. ABOUT US EXECUTIVE SUMMARY 02

feedback, and then adjust what they have produced. As a result, the code can be developed in a user-centric way and match the enterprise’s needs precisely. Risk is low, because the team is constantly adjusting

RequestHandler): def get(self): self.write("Hello, world") def make_app(): return tornado.web.Application([ (r"/", MainHandler), ]) async def main(): app = make_app() app.listen(8888) await asyncio.Event() generally causes some work to happen in the background before triggering some future action in the application (as opposed to normal synchronous functions, which do every- thing they are going to do before run(main()) 6.1.5 Structure of a Tornado web application A Tornado web application generally consists of one or more RequestHandler subclasses, an Application object which routes incoming requests to handlers

def get(self): self.write("Hello, world") def make_app(): return tornado.web.Application([ (r"/", MainHandler), ]) async def main(): app = make_app() app.listen(8888) spider Structure of a Tornado web application Templates and UI Authentication and security Running and deploying Web framework tornado.web — RequestHandler and Application classes tornado.template — Flexible background Queue example - a concurrent web spider Structure of a Tornado web application The main coroutine The Application object Subclassing RequestHandler Handling request input Overriding RequestHandler

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is a modern web publishing platform built with Django [https://www.djangoproject.com], the web application framework “for perfectionists with deadlines”. django CMS offers out-of-the-box support for the documentation easy and comprehensive integration into existing projects - django CMS isn’t a monolithic application a healthy, active and supportive developer community a strong culture of good code, including an toolbar 7. Extending the navigation menu 8. Content creation wizards 9. Integrating a third-party application If you want to install django CMS into an existing project, or prefer to configure django CMS by