Code for the Industrial Internet
This article examines instructions to developers from Predix, GE’s brand name for their “Industrial Internet”.
This duplicates much of the material on predix.io, so that PROTIPs and NOTEs can be added in context.
I want you to feel confident that you’ve mastered this skill. That’s why this takes a hands-on approach where you type in commands and we explain the responses and possible troubleshooting. This is a “deep dive” because all details are presented.
Like a good music DJ, I’ve carefully arranged the presentation of concepts into a sequence for easy learning, so you don’t have to spend as much time as me making sense of the flood of material around this subject.
Sentences that begin with PROTIP are a high point of this website to point out wisdom and advice from experience. NOTE point out observations that many miss. Search for them if you only want “TL;DR” (Too Long Didn’t Read) highlights.
Stuck? Contact me and I or one of my friends will help you.
GE’s #Current sponsors a “City-changing” and enterprises hackathon based on Predix until August 2, 2016 on http://intelligentworld.devpost.com
This integration diagram from Programmableweb is a great example of what is possible.
Predix provide its public GitHub for developers at
- Maurice Williams @morficus
### Git SSH #
- Add ssh-key to GitHub SSH
https://github.com/PredixDev/predix-seed The Dashboard Seed app uses Px Web Components and Px UI Elements inside an Angular application.
API End-point Login
Within programs, calls to APIs can be one of two end-points:
for those under the “Basic” plan.
for those under the “Select” plan.
Login is to one of these end points, such as:
cf login -a https://api.system.aws-usw02-pr.ice.predix.io
PROTIP: Create a shell script with a short name to login to one of these.
TODO: Edget starter with Raspberry Pi?
Jayson Delancy, Dev. Evangelist interviews Tom Turner of the Adoption team about Getting Started 10 Jun 2016.
Jayson Delancy, Dev. Evangelist interviews developer Tom Turner on User Account and Authentication 29 Jun 2016. includes SAML in SSO.
REMEMBER: Up to 10 instances of UAA service in your space.
Jayson Delancy, Dev. Evangelist interviews Jeff Barrows, Cloud Services (CF, RabitMQ, LogStash, Redis, sys automation, monitoring) Cloud Foundry 20 Jun 2016 PaaS makes it easy for devs to deploy production-grade apps. by abstracting infrastructure functions for several languages (Go, Ruby, Java, Ruby). Embraces DevOps methodology to build out a load balancer, create database instance, etc. Difference vs. Kubernetes are both container models in a separate ecosystem. CF has “build pack” that bundles apps and other underpinnings. 12 Factor Apps pioneered by Heroku cloud apps using environment variables.
Pivotal is the custodian for
Cloud Foundry open-source repositories at
https://github.com/cloudfoundry and maintains additional services.
Check out predix.io/docs/ deploy a “hello world” application.
Eclipse v3.2 (2010) has annotation support used by OpenJPA. defined in javax.persistence: which is left to the JPA vendor to implement. (OpenJPA implements it through a table sequence.)
OpenJPA is a library to manage persistence and object/relational mapping (ORM) for Java EE and Java SE environments to store data in a database.
It implements the Java Persistence 2.0 spec at https://jcp.org/en/jsr/detail?id=317 that went final in 2009.
Three artifacts to implement a JPA-compliant program:
- An entity class
- A persistence.xml file
- A class through which you will insert, update, or find an entity.
QUESTION: XML? In 2016. Really?
JPA supports SQL, but OpenJPA has a canonical query language named Java Persistence Query Language (JPQL).
Some rants about JPA:
http://www.jpab.org/OpenJPA.html is not the fastest ORM/DB.
The Wikipedia article on OpenJPA notes the source code is the basis for the core persistence engine of BEA Weblogic Server, IBM WebSphere, and the Apache Geronimo Application Server.
- https://dzone.com/articles/openjpa-introductory-tutorial provides a sample Geronimo site.
This notes The JPA specification was first introduced as part of JSR 220: EJB 3.0, with the goal of “simplifying” the EJB entity beans programming model. Although it all started with entity beans and is packaged with Java EE 5.0, JPA can be used outside the container in a Java SE environment.
QUESTION: Why is such advanced ML tech based on such old techology? Well, have you seen what’s in Java 8? Spring Boot?
Spring Boot are microservices, the “next chapter” of Spring Framework. Spring Boot has a CLI based on the Cloud Foundry CLI Actuator
Task modules in Spring Cloud Data Flow enables “data ingestion” with Spring Cloud Streams rather than batch like ETL for data warehouses,
The above uses Apache Maven commands.
By default, all the fields are of type @Basic, which are persisted as-is in the database.
@Enitity signifies that a particular class is an entity class. If the entity name is different from the table name, then the @Table annotation is used; otherwise, it isn’t required.
@Column provides the name of the column in a table if it is different from the attribute name. (By default, the two names are assumed to be the same.)
@Id signifies the primary key.
@Version signifies a version field in an entity. JPA uses a version field to detect concurrent modifications to a data store record. When the JPA runtime detects multiple attempts to concurrently modify the same record, it throws an exception to the transaction attempting to commit last. This prevents you from overwriting the previous commit with stale data.
@GeneratedValue signifies a strategy to assign a unique value to your identity fields automatically. The types of strategies available are IDENTITY, SEQUENCE, TABLE, and AUTO. The default strategy is auto
https://www.youtube.com/watch?v=74-J5nH4jlo Meetup + Slides: GE IOT Predix Time Series & Data Ingestion Service Using Apache Apex (Hadoop) DataTorrent 539 views
https://www.predix.io/blog/article.html?article_id=1906 goes into Time Series service.
This is one of several related topics: