[HTML][HTML] From DevOps to MLOps: Overview and application to electricity market forecasting

R Subramanya, S Sierla, V Vyatkin - Applied Sciences, 2022 - mdpi.com
In the Software Development Life Cycle (SDLC), Development and Operations (DevOps)
has been proven to deliver reliable, scalable software within a shorter time. Due to the …

Prediction-based scheduling techniques for cloud data center's workload: a systematic review

S Kashyap, A Singh - Cluster Computing, 2023 - Springer
A cloud data center provides various facilities such as storage, data accessibility, and
running many specific applications on cloud resources. The unpredictable demand for …

esDNN: deep neural network based multivariate workload prediction in cloud computing environments

M Xu, C Song, H Wu, SS Gill, K Ye, C Xu - ACM Transactions on Internet …, 2022 - dl.acm.org
Cloud computing has been regarded as a successful paradigm for IT industry by providing
benefits for both service providers and customers. In spite of the advantages, cloud …

CoScal: Multifaceted scaling of microservices with reinforcement learning

M Xu, C Song, S Ilager, SS Gill, J Zhao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The emerging trend towards moving from monolithic applications to microservices has
raised new performance challenges in cloud computing environments. Compared with …

Containerized microservices: A survey of resource management frameworks

LM Al Qassem, T Stouraitis, E Damiani… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The growing adoption of microservice architectures (MSAs) has led to major research and
development efforts to address their challenges and improve their performance, reliability …

Characteristics of co-allocated online services and batch jobs in internet data centers: a case study from Alibaba cloud

C Jiang, G Han, J Lin, G Jia, W Shi, J Wan - IEEE Access, 2019 - ieeexplore.ieee.org
In order to reduce power and energy costs, giant cloud providers now mix online and batch
jobs on the same cluster. Although the co-allocation of such jobs improves machine …

CLR-DRAM: A low-cost DRAM architecture enabling dynamic capacity-latency trade-off

H Luo, T Shahroodi, H Hassan, M Patel… - 2020 ACM/IEEE 47th …, 2020 - ieeexplore.ieee.org
DRAM is the prevalent main memory technology, but its long access latency can limit the
performance of many workloads. Although prior works provide DRAM designs that reduce …

Practice of Alibaba cloud on elastic resource provisioning for large‐scale microservices cluster

M Xu, L Yang, Y Wang, C Gao, L Wen… - Software: Practice …, 2024 - Wiley Online Library
Cloud‐native architecture is becoming increasingly crucial for today's cloud computing
environments due to the need for speed and flexibility in develo** applications. It utilizes …

The saturated multiserver job queuing model with two classes of jobs: Exact and approximate results

D Olliaro, MA Marsan, S Balsamo, A Marin - Performance Evaluation, 2023 - Elsevier
We consider a multiserver queue where jobs request for a varying number of servers for a
random service time. The requested number of servers is assigned to each job following a …

Characterizing co-located workloads in alibaba cloud datacenters

C Jiang, Y Qiu, W Shi, Z Ge, J Wang… - … on Cloud Computing, 2020 - ieeexplore.ieee.org
Workload characteristics are vital for both data center operation and job scheduling in co-
located data centers, where online services and batch jobs are deployed on the same …