Essays about: "Data Parallelism"

Showing result 21 - 25 of 77 essays containing the words Data Parallelism.

  1. 21. Parallelization in Rust with fork-join and friends: Creating the fork-join framework

    University essay from

    Author : Linus Färnstrand; [2019-07-03T13:42:24Z 2019-07-03T13:42:24Z 2015]
    Keywords : Data- och informationsvetenskap; Computer and Information Science;

    Abstract : This thesis describes the design, implementation and benchmarking of a work stealing fork-join library, called ForkJoin, for the new language Rust. Rust is a programming language with a novel approach to memory safety and concurrency, and guarantees memory safety through zero-cost abstractions and thorough checks at compile time rather than run time. READ MORE

  3. 22. Hudi on Hops : Incremental Processing and Fast Data Ingestion for Hops

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Netsanet Gebretsadkan Kidane; [2019]
    Keywords : Hudi; Hadoop; Hops; Upsert; SQL; Spark; Kafka; Hudi; Hadoop; Hops; Upsert; SQL; Spark; Kafka;

    Abstract : In the era of big data, data is flooding from numerous data sources and many companies have been utilizing different types of tools to load and process data from various sources in a data lake. The major challenges where different companies are facing these days are how to update data into an existing dataset without having to read the entire dataset and overwriting it to accommodate the changes which have a negative impact on the performance. READ MORE

  4. 23. Scalable Gaussian Process Regression for Time Series Modelling

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Vidhyarthi Boopathi; [2019]
    Keywords : Distributed Machine learning; Spark; Gaussian Processes; Regression; Time series; Distribuerad maskininlärning; Spark; Gaussiska processer; Regression; Sensormodellering; Tidsserier;

    Abstract : Machine learning algorithms has its applications in almost all areas of our daily lives. This is mainly due to its ability to learn complex patterns and insights from massive datasets. With the increase in the data at a high rate, it is becoming necessary that the algorithms are resource-efficient and scalable. READ MORE

  5. 24. Verification of linear scalability of a business Big Data platform against the Queueing Networks model

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Magdalena Matczak; [2019]
    Keywords : ;

    Abstract : Ensuring that software built on top of distributed systems for Big Data has good scalability properties is crucial for the design of long-lasting and reliable products. The purpose of this Master Thesis is to investigate and characterize scalability of a business Big Data platform, URights, developed by IBM in cooperation with a French association, SACEM. READ MORE

  6. 25. Using Graphical Processors to Implement Radio Base Station Control Plane Functions

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Noak Ringman; [2019]
    Keywords : Mobile networks; Radio base stations; Control plane; GPU; GPGPU; CUDA; OpenCL;

    Abstract : Today more devices are being connected to the Internet via mobile networks. With more devices in mobile networks, the workload on radio base stations increases. Radio base stations must be energy efficient and cheap which makes high-performance central processing units (CPUs) a bad alternative to meet the increasing workload. READ MORE