This article shares a collaborative initiative between two open-source software, Intel Analytics Zoo and Alluxio, in accelerating deep learning on Apache Spark in the cloud environment. We propose a new architecture for training deep learning models in a hybrid cloud environment and demonstrate its performance benefits through standardized benchmarks
Tag: aws s3
Many organizations are leveraging EMR to run big data analytics on public cloud. However, reading and writing data to S3 directly can result in slow and inconsistent performance. Alluxio is a data orchestration layer for the cloud, and in this use case it caches data for S3, ensuring high and predictable performance as well as reduced network traffic.
This is a guest blog by Ashwin Sinha with an original blog source. This blog introduces Wormhole— open source Dockerized solution for deploying Presto & Alluxio clusters for blazing fast analytics on file system (we use S3, GCS, OSS). When it comes to analytics, generally people are hands-on in writing SQL queries and love to analyse data which resides in a warehouse (e.g. MySQL database). But as data grows, these … Continued
How do WANdisco and Alluxio hybrid solutions stack up? Learn more.
This online meetup shows why and how we solve some challenging technical issues, improve the speed, and reduce the costs of our AWS EMR Hadoop & Presto -Backend with Alluxio to an awesome level.
In this talk, we present: trends and challenges in the data ecosystem in cloud era; Data engineering in the cloud with data orchestration; Use cases of using tech stacks (Presto or Tensorflow) with Alluxio on S3.
This tutorial describes steps to set up an EMR cluster with Alluxio as a distributed caching layer for Hive, and run sample queries to access data in S3 through Alluxio.
This tech talk will share approaches to burst data to the cloud along with
how Alluxio can enable “zero-copy” bursting of Spark workloads to cloud data services like EMR and Dataproc. Learn how DBS bank uses Alluxio to solve for limited on-prem compute capacity.
Learn more about Bazaarvoice’s use case leveraging Apache Spark, Hive, and Alluxio on S3. Along with how to set up Hive with Alluxio so that Hive jobs can seamlessly read from/write to S3.