Integrating MATLAB Analytics into Enterprise Applications

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Transcription:

Integrating MATLAB Analytics into Enterprise Applications David Willingham 2015 The MathWorks, Inc. 1

Run this link. http://bit.ly/matlabapp 2

Key Takeaways 1. What is Enterprise Integration 2. What is an Enterprise Application 3. How MATLAB streamlines Enterprise Integration 3

What is Enterprise Integration (Deployment)? Share With Other Users Share With Other People 5

Jaguar Land Rover Standardizes on MATLAB for Developing, Packaging, and Sharing Engineering Tools Challenge Minimize the use of disparate tools and manual processes for data analysis to reduce duplication of effort and increase productivity Solution Standardize on MATLAB for developing engineering data analysis tools and work with MathWorks consultants to develop an app store for sharing and distributing those tools Results Tool quality improved and tool development time reduced Collaboration and engineering productivity increased Reliance on third-party software tools reduced Jaguar Land Rover s MATLAB App Store, which provides one-click download and install of ready-to-use engineering tools, authored by their engineers for their engineers In addition to avoiding duplication of effort, the MATLAB App Store enables engineers to become productive more quickly. New engineers can get the tools they need to do their jobs within minutes. Link to user story 6

Share with other Users - App Packaging Apps are self-contained tools, typically with a User Interface Package your app as single installation file Easy distribution and installation into the apps gallery Automatically includes all necessary files Documents required products 7

Share with other People Desktop / Web app Dashboard Mobile app 8

What is an Enterprise Application? Deploying (or integrating) to an end application or device Deploying to a High Performance Computing (HPC) Server 9

What is an Enterprise Application? MATLAB Enterprise Production Deployment MATLAB Production Server MATLAB High Performance Computing MATLAB Distributed Computing Server 10

Enterprise Technology Stack Data Analytics Business System Databases MATLAB Distributed Computing Server Visualization Cloud Storage Azure Blob MATLAB Production Server Web Request Broker IoT Custom App Public Cloud Platform Private Cloud 12

Run this Link http://bit.ly/spotfirematlab User: jb PW: matlab 13

MATLAB and MATLAB Production Server is the easiest and most productive environment to take your enterprise analytics or IoT solution from idea to production Idea Production 14

Why MATLAB Production Server Matters to You Domain Expert Solution Architect MATLAB Production Server allow you to continue to work in the environment that you love No need to learn another programming language MATLAB Production Server integrates with enterprise IT infrastructure MATLAB Production Server integrates MATLAB code into the enterprise IT fabric that you are comfortable with No need to re-code into another programming language Web and cloud friendly architecture 15

MATLAB Production Server Enterprise Class Framework For Running Packaged MATLAB Programs Server software Manages packaged MATLAB programs and worker pool MATLAB Runtime libraries Single server can use runtimes from different releases RESTful JSON interface and lightweight client library (C/C++,.NET, Python, and Java) Enterprise Application MPS Client Library Enterprise Application RESTful JSON MATLAB Production Server Request Broker & Program Manager MATLAB Runtime 17

Integrating with IT systems MATLAB Compiler SDK Web Applications Web Server MATLAB Production Server Portfolio Optimization Excel Add-in Desktop Applications Application Server Pricing Risk Analytics Database Server 18

Production Deployment Workflow Development MATLAB Developer Initial Test Application Verify data handling and initial behavior Debug Algorithm MATLAB Algorithm MATLAB Compiler SDK Enterprise Application Developer Web Application Function Call Deployable Archive MATLAB Production Server Production MATLAB Production Server. Web Application Function Calls Deployable Archives 19

Customer example: Rabobank MATLAB Production Server Global financial institution with European HQ Request Broker o Saved 2 million annually for an external system Algorithm Developers MATLAB Compiler SDK MATLAB Request Broker o Quicker implementation of adjustments in source code by the quantitative analysts Request Broker o Knowledge + MATLAB = Build your own systems Link to 2016 MATLAB Finance User Conference Slides 20

MATLAB Production Server Live Example 22

Web Management Dashboard New in R2017a 23

What is an Enterprise Application? MATLAB Enterprise Production Deployment MATLAB Production Server MATLAB High Performance Computing MATLAB Distributed Computing Server 24

MATLAB High Performance Computing MATLAB Distributed Computing Server Prototype on the desktop Integrate with existing infrastructure Access directly through MATLAB User Desktop MATLAB Headnode Compute Nodes Parallel Computing Toolbox MATLAB Distributed Computing Server 25

HPC & Big Data capabilities in MATLAB Cloud Cluster Apache Spark on Hadoop 11 26 41 12 27 42 13 28 43 15 30 45 16 31 46 17 32 47 20 35 50 21 36 51 22 37 52 Local Cluster Big Data Cluster 26

Why parallel computing matters Scaling case study with a compute cluster Workers in pool 160e3 values Compute time (minutes) 400 values 25 values 1 140 0.38 0.03 10 15 0.05 0.01 20 8.0 0.03 0.01 40 4.2 0.02 0.01 80 2.1 0.02 0.01 100 1.8 0.02 0.01 Processor: Intel Xeon E5-class v2 16 physical cores per node MATLAB R2016a 27

Example Connecting to a 256 node cluster 28

MATLAB HPC on Azure using MATLAB Distributed Computing Server Running MATLAB Distributed Computing Server on a cluster of Azure VMs provides user-friendly, high performance computing at very low cost compared to the total cost of ownership of providing an equivalent MDCS capability on on-premises servers deployed in our own data centres. James Mann Solution Architect Aberdeen Asset Management PLC Story here 29

MATLAB executing in Spark on Hadoop Local disk Shared folders Databases Run on Compute Clusters for increased performance, or Spark if your data is stored in HDFS Process out-of-memory data on your Desktop to analyze, develop analytics Parallel Computing Toolbox for increased performance HDFS Spark on Hadoop 30

Example: Running on Spark and Hadoop 32

Key Takeaways 1. What is Enterprise Integration 2. What is an Enterprise Application 3. How MATLAB streamlines Enterprise Integration 33

Key Take Away MATLAB Streamlines Enterprise Integration Deploy to clouds, dashboards Deploy to an IoT device Perform High Performance Computing (HPC) 34

Online Resources Documentation Create and Share Toolboxes Website Desktop and Web Deployment Free White Paper Building a Website with MATLAB Analytics Website Using MATLAB With Other Programming Languages 36