Given the raw power provided by 100s of cores various data parallel
applications could now take advantage of this massively parallel hardware.
Field-Programmable Gate Arrays (FPGA), which have the characteristics of both an application-specific integrated circuit (ASIC) and a general chip, have the ability to do data parallel
and task parallel computing simultaneously, which allows them to be more efficient in dealing with specific applications.
So, the efforts have made course data parallel
program, minimum communication between the data (only for distribution of the data and receiving the results) and nearly equal computational efforts.
GPUs are highly parallel, computationally powerful, very fast floating point number crunchers, designed for data parallel
, task parallel or pipelined parallel programming--the sort of programming needed for scientific computing, simulation, animation.
Similarly, C++ data parallel
extensions, such as Thrust, are generic enough to provide some degree of comfort that future versions will be implemented for other platforms like OpenCL.
Fujitsu's new software includes a product called Interstage Big Data Parallel
Processing Server, which expands on the open-source Apache Hadoop platform for building filesystems across networks of independent servers.
Highly reliable parallel distributed processing - Interstage Big Data Parallel
Processing Server V1 (available since February)
A data parallel
algorithm can be divided into three phases : data partition, local computation, and result collection.
These guys are highly respected experts in data parallel
He then covers pipeline design and vector processors, data parallel
architectures, and multiprocessor systems.
Scientific applications are, in general, large, computationally intensive and data parallel
This data parallel
approach requires the creation and management of data partitions and replicas that are used by the compute nodes.