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Tuesday, December 15, 2015
Monday, December 14, 2015
IEEE 2015: Deploying Large-Scale Datasets on-Demand in the Cloud: Treats and Tricks on Data Distribution
Big Data
Abstract: Public clouds have democratised the access to analytics for
virtually any institution in the world. Virtual machines (VMs) can be
provisioned on demand to crunch data after uploading into the VMs. While this
task is trivial for a few tens of VMs, it becomes increasingly complex and time
consuming when the scale grows to hundreds or thousands of VMs crunching tens
or hundreds of TB. Moreover, the elapsed time comes at a price: the cost of
provisioning VMs in the cloud and keeping them waiting to load the data. In
this paper we present a big data provisioning service that incorporates
hierarchical and peer-to-peer data distribution techniques to speed-up data
loading into the VMs used for data processing. The system dynamically mutates
the sources of the data for the VMs to speed-up data loading. We tested this
solution with 1000 VMs and 100 TB of data, reducing time by at least 30 percent
over current state of the art techniques. This dynamic topology mechanism is
tightly coupled with classic declarative machine configuration techniques (the
system takes a single high-level declarative configuration file and configures
both software and data loading). Together, these two techniques simplify the
deployment of big data in the cloud for end users who may not be experts in
infrastructure management.
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