Simplex Queues for Hot-Data Download

04/17/2018
by   Mehmet Fatih Aktas, et al.
0

In cloud storage systems, hot data is usually replicated over multiple nodes in order to accommodate simultaneous access by multiple users as well as increase the fault tolerance of the system. Recent cloud storage research has proposed using availability codes, which is a special class of erasure codes, as a more storage efficient way to store hot data. These codes enable data recovery from multiple, small disjoint groups of servers. The number of the recovery groups is referred to as the availability and the size of each group as the locality of the code. Until now, we have very limited knowledge on how code locality and availability affect data access time. Data download from these systems involves multiple fork-join queues operating in-parallel, making the analysis of access time a very challenging problem. In this paper, we present an approximate analysis of data access time in storage systems that employ simplex codes, which are an important and in certain sense optimal class of availability codes. We consider and compare three strategies in assigning download requests to servers; first one aggressively exploits the storage availability for faster download, second one implements only load balancing, and the last one employs storage availability only for hot data download without incurring any negative impact on the cold data download.

READ FULL TEXT
research
12/20/2019

Analyzing the Download Time of Availability Codes

Availability codes have recently been proposed to facilitate efficient s...
research
05/06/2021

Download time analysis for distributed storage systems with node failures

We consider a distributed storage system which stores several hot (popul...
research
12/13/2021

Academic Storage Cluster

Decentralized storage is still rarely used in an academic and educationa...
research
05/06/2019

Hierarchical Coding to Enable Scalability and Flexibility in Heterogeneous Cloud Storage

In order to accommodate the ever-growing data from various, possibly ind...
research
10/06/2018

Alpha Entanglement Codes: Practical Erasure Codes to Archive Data in Unreliable Environments

Data centres that use consumer-grade disks drives and distributed peer-t...
research
11/01/2019

A Data-Assisted Reliability Model for Carrier-Assisted Cold Data Storage Systems

Cold data storage systems are used to allow long term digital preservati...
research
05/26/2018

Modeling Impact of Human Errors on the Data Unavailability and Data Loss of Storage Systems

Data storage systems and their availability play a crucial role in conte...

Please sign up or login with your details

Forgot password? Click here to reset