641 research outputs found
DKVF: A Framework for Rapid Prototyping and Evaluating Distributed Key-value Stores
We present our framework DKVF that enables one to quickly prototype and
evaluate new protocols for key-value stores and compare them with existing
protocols based on selected benchmarks. Due to limitations of CAP theorem, new
protocols must be developed that achieve the desired trade-off between
consistency and availability for the given application at hand. Hence, both
academic and industrial communities focus on developing new protocols that
identify a different (and hopefully better in one or more aspect) point on this
trade-off curve. While these protocols are often based on a simple intuition,
evaluating them to ensure that they indeed provide increased availability,
consistency, or performance is a tedious task. Our framework, DKVF, enables one
to quickly prototype a new protocol as well as identify how it performs
compared to existing protocols for pre-specified benchmarks. Our framework
relies on YCSB (Yahoo! Cloud Servicing Benchmark) for benchmarking. We
demonstrate DKVF by implementing four existing protocols --eventual
consistency, COPS, GentleRain and CausalSpartan-- with it. We compare the
performance of these protocols against different loading conditions. We find
that the performance is similar to our implementation of these protocols from
scratch. And, the comparison of these protocols is consistent with what has
been reported in the literature. Moreover, implementation of these protocols
was much more natural as we only needed to translate the pseudocode into Java
(and add the necessary error handling). Hence, it was possible to achieve this
in just 1-2 days per protocol. Finally, our framework is extensible. It is
possible to replace individual components in the framework (e.g., the storage
component)
Cloud Services Brokerage: A Survey and Research Roadmap
A Cloud Services Brokerage (CSB) acts as an intermediary between cloud
service providers (e.g., Amazon and Google) and cloud service end users,
providing a number of value adding services. CSBs as a research topic are in
there infancy. The goal of this paper is to provide a concise survey of
existing CSB technologies in a variety of areas and highlight a roadmap, which
details five future opportunities for research.Comment: Paper published in the 8th IEEE International Conference on Cloud
Computing (CLOUD 2015
Performance Benchmarking of Key-Value Store NoSQL Databases
Increasing requirements for scalability and elasticity of data storage for web applications has made Not Structured Query Language NoSQL databases more invaluable to web developers. One of such NoSQL Database solutions is Redis. A budding alternative to Redis database is the SSDB database, which is also a key-value store but is disk-based. The aim of this research work is to benchmark both databases (Redis and SSDB) using the Yahoo Cloud Serving Benchmark (YCSB). YCSB is a platform that has been used to compare and benchmark similar NoSQL database systems. Both databases were given variable workloads to identify the throughput of all given operations. The results obtained shows that SSDB gives a better throughput for majority of operations to Redis’s performance
- …