No one (cluster) size fits all: automatic cluster sizing for data-intensive analytics

H Herodotou, F Dong, S Babu - … of the 2nd ACM Symposium on Cloud …, 2011 - dl.acm.org
Infrastructure-as-a-Service (IaaS) cloud platforms have brought two unprecedented changes
to cluster provisioning practices. First, any (nonexpert) user can provision a cluster of any …

TRACON: Interference-aware scheduling for data-intensive applications in virtualized environments

RC Chiang, HH Huang - … of 2011 International Conference for High …, 2011 - dl.acm.org
Large-scale data centers leverage virtualization technology to achieve excellent resource
utilization, scalability, and high availability. Ideally, the performance of an application …

Internal parallelism of flash memory-based solid-state drives

F Chen, B Hou, R Lee - ACM Transactions on Storage (TOS), 2016 - dl.acm.org
A unique merit of a solid-state drive (SSD) is its internal parallelism. In this article, we
present a set of comprehensive studies on understanding and exploiting internal parallelism …

Differentiated storage services

M Mesnier, F Chen, T Luo, JB Akers - … of the twenty-third acm symposium …, 2011 - dl.acm.org
We propose an I/O classification architecture to close the widening semantic gap between
computer systems and storage systems. By classifying I/O, a computer system can request …

Distributed storage resource scheduler and load balancer

A Gulati, I Ahmad, C Kumar - US Patent 8,914,598, 2014 - Google Patents
Distributed storage resources are managed based on data collected from online monitoring
of workloads on the storage resources and performance characteristics of the storage …

Online anomaly prediction for robust cluster systems

X Gu, H Wang - 2009 IEEE 25th International Conference on …, 2009 - ieeexplore.ieee.org
In this paper, we present a stream-based mining algorithm for online anomaly prediction.
Many real-world applications such as data stream analysis requires continuous cluster …

[PDF][PDF] BASIL: Automated IO Load Balancing Across Storage Devices.

A Gulati, C Kumar, I Ahmad, K Kumar - Fast, 2010 - usenix.org
Live migration of virtual hard disks between storage arrays has long been possible.
However, there is a dearth of online tools to perform automated virtual disk placement and …

Pesto: online storage performance management in virtualized datacenters

A Gulati, G Shanmuganathan, I Ahmad… - Proceedings of the 2nd …, 2011 - dl.acm.org
Virtualized datacenters strive to reduce costs through workload consolidation. Workloads
exhibit a diverse set of IO behaviors and varying IO load that makes it difficult to estimate the …

Verifiable resource accounting for cloud computing services

V Sekar, P Maniatis - Proceedings of the 3rd ACM workshop on Cloud …, 2011 - dl.acm.org
Cloud computing offers users the potential to reduce operating and capital expenses by
leveraging the amortization benefits offered by large, managed infrastructures. However, the …

Ironmodel: Robust performance models in the wild

E Thereska, GR Ganger - ACM SIGMETRICS Performance Evaluation …, 2008 - dl.acm.org
Traditional performance models are too brittle to be relied on for continuous capacity
planning and performance debugging in many computer systems. Simply put, a brittle model …