Start Flying with Python & Apache TinkerPop

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This document summarizes a presentation about using Python and Apache TinkerPop to work with graph databases. It discusses Gremlin, a graph traversal language, and how Gremlin has been incorporated into Python through Gremlin-Python. It provides an example of building a small web application and APIs to work with an air routes graph stored in a graph database, and deploying the application and database to the cloud.

Software

Start Flying with Python &
Apache TinkerPop
Graph Day SF
Jason Plurad • pluradj@us.ibm.com • @pluradj
IBM Open Technology • Apache TinkerPop • JanusGraph
Saturday, June 17, 2017

©2017 IBM Corporation 19 June 20172
@pluradj
Open source • Graph computing
Dev @IBM • PMC @ApacheTinkerPop • TSC @JanusGraph
Food truck chaser
Jason Plurad

©2017 IBM Corporation 19 June 20173
Agenda
Apache TinkerPop
Gremlin + Python
- Jupyter
- Flask
- IBM Cloud
House of Mirrors: Ketrina Yim @KetrinaYim

©2017 IBM Corporation 19 June 20174
Founded 2009 • Marko Rodriguez @twarko
Apache Top-Level Project 2016 • PMC Chair: Stephen Mallette @spmallette
Committers: 16 • Contributors: 67 • Graph Systems: 20
https://tinkerpop.apache.org

©2017 IBM Corporation 19 June 20175
Apache TinkerPop: Graph Computing Framework
§ Defines graph structure and process
§ Core framework is written in Java
§ Provider implementations
– Azure Cosmos DB
– Blazegraph
– DataStax Enterprise Graph
– GRAKN.AI
– HGraphDB
– IBM Graph
– JanusGraph
– Neo4j
– OrientDB
– Sqlg
– Stardog

©2017 IBM Corporation 19 June 20176
Gremlin Traversal Language
sql2gremlin: Daniel Kuppitz @dkuppitz
Recursively show all employees and their supervisors

©2017 IBM Corporation 19 June 20177
Graph Application Architecture
Gremlin Server Graph DatabaseApplication

©2017 IBM Corporation 19 June 20178
Gremlin Language Drivers
gremlin-javascript: Jean-Baptiste Musso @jbmusso
Gremlin Bindings

©2017 IBM Corporation 19 June 20179
Gremlin Language Variants (GLV)
§ Elevate Gremlin to a top-level citizen in the programming language of choice
§ GLV can work with any modern language
– Function composition
– Function nesting
§ Java and Groovy (native)
§ Python is the first non-JVM GLV
§ Others are coming soon (JavaScript, C#)
§ SPARQL-Gremlin and SQL-Gremlin
http://tinkerpop.apache.org/docs/current/tutorials/gremlin-language-variants

©2017 IBM Corporation 19 June 201710
Gremlin Bytecode
http://www.datastax.com/dev/blog/the-benefits-of-the-gremlin-graph-traversal-machine
[ ['V'], ['range', 0, 5],
['out', 'created'],
['values', 'name'] ]
g.V().range(0, 5).
out('created').
values('name')

©2017 IBM Corporation 19 June 201712
Programming Language Popularity
TIOBE Index
PYPL Popularity RedMonk Rankings

©2017 IBM Corporation 19 June 201713
Example Python Application Architecture
Graph DatabaseClients
Web browser
Data notebook
Gremlin Bytecode
Gremlin
Bytecode
HTTP
HTTP
ipython-gremlin
Gremlin-Python
Application Server

©2017 IBM Corporation 19 June 201715
Gremlin-Python (GLV)
§ Directly incorporated and tested by Apache TinkerPop
§ Implements core pieces found in Gremlin-Java
– Graph Traversal
– Graph Traversal Source
– __
§ Install via pip package manager
§ Gremlin-Python sugar
– g.V().both()[1:3].toList()
– g.V().both().name.toList()
§ Bindings
– g.V(('id',4)).out('created').name.toList()
http://tinkerpop.apache.org/docs/current/reference/#gremlin-python

©2017 IBM Corporation 19 June 201717
ipython-gremlin: Gremlin Magic
ipython-gremlin: David Michael Brown @davebshow
Line Magic CellMagic

©2017 IBM Corporation 19 June 201718
ipython-gremlin: Python integrations
ipython-gremlin: David Michael Brown @davebshow
pandas, matplotlib NetworkX

©2017 IBM Corporation 19 June 201719
Air Routes Graph
Air Routes Graph: Kelvin Lawrence @gfxman

©2017 IBM Corporation 19 June 201720
Air Routes Web Application
§ Build a small set of APIs as a microservice to power the app
§ APIs can be used to
– Serve data to the app
– Serve data to other services
– Serve data to the Jupyter notebook
§ Example API for routes
– GET /routes/<orig>
– GET /routes/<orig>/<dest>
– GET /routes/<orig>/<dest>?maxhops=2
§ Graph (TinkerPop + Gremlin) is an implementation detail

©2017 IBM Corporation 19 June 201724
Flying into the cloud
§ Graphs are most useful when they are large
§ Operating distributed clusters
– Security
– Availability
– Scalability
§ Sharing is caring

©2017 IBM Corporation 19 June 201725
Python Application Architecture (Local)
Graph DatabaseClients
Web browser
Data notebook
Gremlin Bytecode
Gremlin
Bytecode
HTTP
HTTP
ipython-gremlin
Gremlin-Python
Application Server

©2017 IBM Corporation 19 June 201726
Python Application Architecture (IBM Cloud)
Graph Database
Application Server
Clients
Web browser
Data notebook
Gremlin Bytecode
Gremlin
Bytecode
HTTP
HTTP
ipython-gremlin
Gremlin-Python

©2017 IBM Corporation 19 June 201727
https://www.compose.com/janusgraph

©2017 IBM Corporation 19 June 201728
Thank You: Open Source Foundations

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Start Flying with Python & Apache TinkerPop

1. Start Flying with Python & Apache TinkerPop Graph Day SF Jason Plurad • pluradj@us.ibm.com • @pluradj IBM Open Technology • Apache TinkerPop • JanusGraph Saturday, June 17, 2017

4. ©2017 IBM Corporation 19 June 20174 Founded 2009 • Marko Rodriguez @twarko Apache Top-Level Project 2016 • PMC Chair: Stephen Mallette @spmallette Committers: 16 • Contributors: 67 • Graph Systems: 20 https://tinkerpop.apache.org

5. ©2017 IBM Corporation 19 June 20175 Apache TinkerPop: Graph Computing Framework § Defines graph structure and process § Core framework is written in Java § Provider implementations – Azure Cosmos DB – Blazegraph – DataStax Enterprise Graph – GRAKN.AI – HGraphDB – IBM Graph – JanusGraph – Neo4j – OrientDB – Sqlg – Stardog

9. ©2017 IBM Corporation 19 June 20179 Gremlin Language Variants (GLV) § Elevate Gremlin to a top-level citizen in the programming language of choice § GLV can work with any modern language – Function composition – Function nesting § Java and Groovy (native) § Python is the first non-JVM GLV § Others are coming soon (JavaScript, C#) § SPARQL-Gremlin and SQL-Gremlin http://tinkerpop.apache.org/docs/current/tutorials/gremlin-language-variants

10. ©2017 IBM Corporation 19 June 201710 Gremlin Bytecode http://www.datastax.com/dev/blog/the-benefits-of-the-gremlin-graph-traversal-machine [ ['V'], ['range', 0, 5], ['out', 'created'], ['values', 'name'] ] g.V().range(0, 5). out('created'). values('name')

13. ©2017 IBM Corporation 19 June 201713 Example Python Application Architecture Graph DatabaseClients Web browser Data notebook Gremlin Bytecode Gremlin Bytecode HTTP HTTP ipython-gremlin Gremlin-Python Application Server

15. ©2017 IBM Corporation 19 June 201715 Gremlin-Python (GLV) § Directly incorporated and tested by Apache TinkerPop § Implements core pieces found in Gremlin-Java – Graph Traversal – Graph Traversal Source – __ § Install via pip package manager § Gremlin-Python sugar – g.V().both()[1:3].toList() – g.V().both().name.toList() § Bindings – g.V(('id',4)).out('created').name.toList() http://tinkerpop.apache.org/docs/current/reference/#gremlin-python

20. ©2017 IBM Corporation 19 June 201720 Air Routes Web Application § Build a small set of APIs as a microservice to power the app § APIs can be used to – Serve data to the app – Serve data to other services – Serve data to the Jupyter notebook § Example API for routes – GET /routes/<orig> – GET /routes/<orig>/<dest> – GET /routes/<orig>/<dest>?maxhops=2 § Graph (TinkerPop + Gremlin) is an implementation detail

25. ©2017 IBM Corporation 19 June 201725 Python Application Architecture (Local) Graph DatabaseClients Web browser Data notebook Gremlin Bytecode Gremlin Bytecode HTTP HTTP ipython-gremlin Gremlin-Python Application Server

26. ©2017 IBM Corporation 19 June 201726 Python Application Architecture (IBM Cloud) Graph Database Application Server Clients Web browser Data notebook Gremlin Bytecode Gremlin Bytecode HTTP HTTP ipython-gremlin Gremlin-Python

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