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DTSTART;TZID=America/Chicago:20221113T134000
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UID:submissions.supercomputing.org_SC22_sess435_misc189@linklings.com
SUMMARY:ROSS – Opening Invited Talk: Heterogeneous Serverless Computing
DESCRIPTION:Workshop\n\nROSS – Opening Invited Talk: Heterogeneous Serverl
 ess Computing\n\nMilojicic\n\nThe high performance computing is evolving r
 apidly, shaped by the confluence of three trends: a) traditional simulatio
 n and modeling workloads are converging with massive data analytic and AI/
 ML workflows; b) the efficiency of special purpose heterogeneous hardware 
 is increasing; and c) the demand for flexible delivery models that blend t
 raditional on-premises deployments with cloud-like as-a-service models con
 tinues to grow. Heterogeneity is driven by the end of Moore's Law, growth 
 of data, and by the emergence of broad AI adoption that is well-suited for
  special-purpose hardware. To date, serverless computing abstracts the com
 plexity of the underlying infrastructure by leveraging homogeneity and is 
 motivated by simplified DevOps experience for new composable and scalable 
 applications. Delivering the efficiency of heterogeneity, the productivity
  of serverless, and the granularity of Functions-as-a-Service demands a ne
 w architecture.\n\nThe Heterogeneous Serverless Computing (HSC) aims to en
 able development and delivery of HPC, HPDA, and AI (H2A) workloads with th
 e ease and efficiency of the Cloud and with higher scale and more fluidity
  than supercomputers.  HSC is a software-hardware co-designed infrastructu
 re supporting H2A workflow execution economically and securely at fine gra
 nularity using Functions as a Service (FaaS). HSC targets the changeover e
 volution to H2A workflows with flexible consumption models, the edge-to-ex
 ascale deployment, and embraces a more maintainable, scalable, and re-usab
 le development model. We focus on innovative uses of accelerators, such as
  in SmartNICs and Fabric Attached Memories, to improve performance of H2A 
 applications and efficiency of hardware, but without compromising ease of 
 development.\n\nSession Format: Recorded\n\nTag: Runtime Systems, System S
 oftware\n\nRegistration Category: Workshop Reg Pass
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