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Pregel and GraphX

Dale Wong - Spark GraphX Demo

GraphX: Graph Analytics in Apache Spark (AMPCamp 5, 2014-11-20)

Apache Spark GraphX & GraphFrame Synthetic ID Fraud Use Case

The Pregel Programming Model with Spark GraphX

SPARK ON HIPERGATOR - help.rc.ufl.edu · SPARK SQL AND DATAFRAMES • SparkSQL • Allows SQL-like commands on distributed data sets • Spark DataFrames • Developed in Spark 2.0

THE MISSING PIECE IN COMPLEX ANALYTICS: SCALABLE, LOW ...jegonzal/assets/slides/velox-cidr... · BERKELEY DATA ANALYTICS STACK (BDAS) Spark Spark Streaming Spark SQL BlinkDB GraphX

UTILIZING ACCELERATORS TO SPEEDUP ETL, ML, AND DL … · Spark SQL/DF GraphX Streaming MLlib. 7 SPARK 3.X IS A UNIFIED AI PLATFORM END-TO-END APACHE SPARK 3.0 PIPELINE CLUSTER MANAGEMENT/DEPLOYMENT

Spark SQL and DataFrames Spark GraphX Spark Mlib Spark ...Spark GraphX! Spark Mlib! Spark Streaming Lightning-fast cluster computing. Chaining transformations 2. ... Covert RDD to

Traitement de données en mémoire : Introduc2on à Sparklig-membres.imag.fr/.../sites/125/2016/11/Spark_fr.pdfStreaming Spark SQL MLlib & ML (machine learning) GraphX (graph) Resilient

Gephi, Graphx, and Giraph

Apache Spark Notes · SparkSQL is a library that runs on top of the Apache Spark Core and provides DataFrame API. The Spark DataFrames use a relational optimizer called the Catalyst

Spark - Texas A&M Universitycourses.cse.tamu.edu/chiache/csce678/s19/slides/spark.pdf · SparkSQL & Dataframe Catalyst Optimizer Spark Streaming Mllib (Machine learning) GraphX (Graph

What is Spark? - Stanford University Talks/stanford-seminar.pdf · What is Spark? apps > ve s > stems I > aph, … Spark SQL Streaming MLlib GraphX . wth une 2013 6 Lines of code

CS 744: GRAPHX

7 Steps for a Developer to Learn Apache Spark · Learning GraphX Graph Computation Spark R R on Spark Environments Applications Data Sources DataFrames / SQL / Datasets APIs RDD API

In-Memory Processing with Apache Spark - harschalig-membres.imag.fr/.../uploads/sites/125/2016/11/Spark.pdfStreaming Spark SQL MLlib & ML (machine learning) GraphX (graph) Resilient

GraphX : Graph Analytics on Spark

Cost Model for Pregel on GraphXrohit13k.github.io/doc/main_cost_model.pdfMany distributed graph computing (DGC) systems like PowerGraph [4] and Spark-GraphX [14] provide implementations

Implementing Near-Realtime Datacenter Health Analytics using Model-driven Vertex-centric Programming on Spark Streaming and GraphX by Cheuk Lam and David Ohsie