Machine learning-based orchestration of containers: A taxonomy and future directions
Containerization is a lightweight application virtualization technology, providing high
environmental consistency, operating system distribution portability, and resource isolation …
environmental consistency, operating system distribution portability, and resource isolation …
Serverless computing: a survey of opportunities, challenges, and applications
The emerging serverless computing paradigm has attracted attention from both academia
and industry. This paradigm brings benefits such as less operational complexity, a pay-as …
and industry. This paradigm brings benefits such as less operational complexity, a pay-as …
Icebreaker: Warming serverless functions better with heterogeneity
Serverless computing, an emerging computing model, relies on" warming up" functions prior
to its anticipated execution for faster and cost-effective service to users. Unfortunately …
to its anticipated execution for faster and cost-effective service to users. Unfortunately …
[HTML][HTML] {SONIC}: Application-aware data passing for chained serverless applications
The conference papers and full proceedings are available to registered attendees now and
will be available to everyone beginning Wednesday, July 14, 2021. Paper abstracts and …
will be available to everyone beginning Wednesday, July 14, 2021. Paper abstracts and …
INFless: a native serverless system for low-latency, high-throughput inference
Modern websites increasingly rely on machine learning (ML) to improve their business
efficiency. Developing and maintaining ML services incurs high costs for developers …
efficiency. Developing and maintaining ML services incurs high costs for developers …
A holistic view on resource management in serverless computing environments: Taxonomy and future directions
Serverless computing has emerged as an attractive deployment option for cloud
applications in recent times. The unique features of this computing model include rapid auto …
applications in recent times. The unique features of this computing model include rapid auto …
Llama: A heterogeneous & serverless framework for auto-tuning video analytics pipelines
The proliferation of camera-enabled devices and large video repositories has led to a
diverse set of video analytics applications. These applications rely on video pipelines …
diverse set of video analytics applications. These applications rely on video pipelines …
Kraken: Adaptive container provisioning for deploying dynamic dags in serverless platforms
The growing popularity of microservices has led to the proliferation of online cloud service-
based applications, which are typically modelled as Directed Acyclic Graphs (DAGs) …
based applications, which are typically modelled as Directed Acyclic Graphs (DAGs) …
Mitigating cold start problem in serverless computing: A reinforcement learning approach
P Vahidinia, B Farahani, FS Aliee - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Serverless computing has revolutionized the world of cloud-based and event-driven
applications with the introduction of Function as a Service (FaaS) as the latest cloud …
applications with the introduction of Function as a Service (FaaS) as the latest cloud …
Cocktail: A multidimensional optimization for model serving in cloud
With a growing demand for adopting ML models for a variety of application services, it is vital
that the frameworks serving these models are capable of delivering highly accurate …
that the frameworks serving these models are capable of delivering highly accurate …