Actian VectorH architecture and Amazon Redshift benchmark papers
Actian Vector in Hadoop (VectorH for short) is a new SQL-on-Hadoop system built on top of the fast Vectorwise analytical database system. VectorH achieves fault tolerance and storage scalability by relying on HDFS, and extends the state-of-the-art in SQL-on-Hadoop systems by instrumenting the HDFS replication policy to optimize read locality.
VectorH integrates with YARN for workload management, achieving a high degree of elasticity. Even though HDFS is an append-only filesystem, and VectorH supports (update-averse) ordered tables, trickle updates are possible thanks to Positional Delta Trees (PDTs), a differential update structure that can be queried efficiently. The paper describes the changes made to single-server Vectorwise to turn it into a Hadoop-based MPP system, encompassing workload management, parallel query optimization and execution, HDFS storage, transaction processing and Spark integration. The paper evaluates VectorH against HAWQ, Impala, SparkSQL and Hive, showing orders of magnitude better performance.
Actian VectorH architecture
https://event.cwi.nl/lsde/papers/vortex-sigmod2016.pdf
Amazon Redshift benchmark
https://www.actian.com/wp-content/uploads/2018/02/Actian-Vector-vs-Redshift-Benchmark-Report-Feb-2018.pdf
VectorH integrates with YARN for workload management, achieving a high degree of elasticity. Even though HDFS is an append-only filesystem, and VectorH supports (update-averse) ordered tables, trickle updates are possible thanks to Positional Delta Trees (PDTs), a differential update structure that can be queried efficiently. The paper describes the changes made to single-server Vectorwise to turn it into a Hadoop-based MPP system, encompassing workload management, parallel query optimization and execution, HDFS storage, transaction processing and Spark integration. The paper evaluates VectorH against HAWQ, Impala, SparkSQL and Hive, showing orders of magnitude better performance.
Actian VectorH architecture
https://event.cwi.nl/lsde/papers/vortex-sigmod2016.pdf
Amazon Redshift benchmark
https://www.actian.com/wp-content/uploads/2018/02/Actian-Vector-vs-Redshift-Benchmark-Report-Feb-2018.pdf
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