Morpheus: Towards automated {SLOs} for enterprise clusters

SA Jyothi, C Curino, I Menache… - … USENIX symposium on …, 2016 - usenix.org
Modern resource management frameworks for largescale analytics leave unresolved the
problematic tension between high cluster utilization and job's performance predictability …

Reservation-based scheduling: If you're late don't blame us!

C Curino, DE Difallah, C Douglas, S Krishnan… - Proceedings of the …, 2014 - dl.acm.org
The continuous shift towards data-driven approaches to business, and a growing attention to
improving return on investments (ROI) for cluster infrastructures is generating new …

A survey of scheduling frameworks in big data systems

J Liu, E Pacitti, P Valduriez - International Journal of Cloud …, 2018 - inderscienceonline.com
Cloud and big data technologies are now converging to enable organisations to outsource
data in the cloud and get value from data. Big data systems typically exploit computer …

UBIS: Utilization-aware cluster scheduling

K Kambatla, V Yarlagadda, Í Goiri… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
Data center costs are among the major enterprise expenses, and any improvement in data
center resource utilization corresponds to significant savings in true dollars. We focus on the …

Optimistic scheduling with service guarantees

K Kambatla, V Yarlagadda, Í Goiri, A Grama - Journal of Parallel and …, 2020 - Elsevier
Data centers form the core of current information and commercial enterprise. At current
scale, any improvement in data center resource utilization leads to substantial savings. We …

[PDF][PDF] Scheduling with Space-Time Soft Constraints In Heterogeneous Cloud Datacenters

A Tumanov - 2016 - kilthub.cmu.edu
Heterogeneity in modern datacenters is on the rise, in hardware resource characteristics, in
workload characteristics, and in dynamic characteristics (eg, a memoryresident copy of input …

Methods to improve applicability and efficiency of distributed data-centric compute frameworks

KS Kambatla - 2016 - search.proquest.com
The success of modern applications depends on the insights they collect from their data
repositories. Data repositories for such applications currently exceed exabytes and are …

[PDF][PDF] Reservation-based Scheduling: If You're Late Don't Blame Us!(Microsoft Tech-Report: MSR-TR-2013-108)

C Curinom, DE Difallahu, C Douglasm, S Krishnanm… - microsoft.com
The continuous shift towards data-driven approaches to business, and a growing attention to
improving return on investments (ROI) for cluster infrastructures is generating new …

[PDF][PDF] Reservation-based Scheduling

B Us - exascale.info
The continuous shift towards data-driven approaches to business, and a growing attention to
improving return on investments (ROI) for cluster infrastructures is generating new …