GraphAware Framework Intro

•

1 like•1,379 views

The document discusses the GraphAware Framework, which allows developers to build custom APIs, transaction-driven behavior, and asynchronous computations for Neo4j. It provides examples like the TimeTree module for storing and querying time series data and a change feed module for tracking graph changes. The framework makes it easy to build, test, and deploy these advanced functionalities for Neo4j.

Software

GraphAware Framework
advanced Neo4j use cases
!
!
Michal Bachman
@graph_aware
SAN FRANCISCO | 10.22.2014
powered by
GraphAwareTM

Advanced Use Cases
GraphAware Framework (implementing advanced functionality)
GraphAware Framework Modules (built by us, used by you)
GraphAwareTM
About this Talk

GraphAwareTM
Advanced Use Cases
Custom APIs
Transaction-Driven Behaviour
Asynchronous Computation

GraphAwareTM
Custom APIs - What?
a.k.a. “unmanaged extensions”
“Stored procedures” on steroids
Implemented and tested (!) in Java
Deployed with Neo4j (same lifecycle)

GraphAwareTM
Custom APIs - Why?
Access to native Neo4j API (Java)
Performance
Locking
Too complex for Cypher
Functions missing in Cypher
Custom input/output format
Limit to read-only
Code to Data
…

GraphAware Framework makes it extremely easy
to build, test, and deploy custom Neo4j APIs.
GraphAwareTM
Custom APIs (How?)

Custom APIs - How? (GraphAware)
GraphAwareTM
pure Spring MVC
test with GraphUnit
drop to plugins
restart Neo

GraphAwareTM
Custom APIs - Example
representing time in Neo4j
storing and querying time series data
GraphAware TimeTree

Email
Month
from: "..@.."
to: "..@.."
text: "…"
Year
Day
value: 24
SENT_ON
Month
value: 4
Day
value: 23
Day
value: 22
CHILD
NEXT NEXT
value: 5
FIRST NEXT
LAST
CHILD
CHILD
value: 2014
FIRST
LAST
CHILD
CHILD
TimeTreeRoot
CHILD
FIRST
LAST

Transaction-Driven Behaviour - What?
GraphAwareTM
Neo4j is fully ACID
“Triggers” on steroids
Implemented and tested (!) in Java

Transaction-Driven Behaviour - Why?
GraphAwareTM
Integrations with other systems
In-graph indexing
Additional modifications
Schema enforcement

Transaction-Driven Behaviour (How?)
GraphAware Framework makes it extremely easy
to build, test, and deploy custom Transaction-
Driven functionality.
GraphAwareTM

Transaction-Driven Behaviour - Examples
GraphAwareTM
Tracking changes in your graph (demo)
Assigning a UUID to each node (demo)
Defining and enforcing constraints (wip)
Auditing
…

Transaction-Driven Behaviour - Demo
GraphAwareTM

Asynchronous Computation - What?
GraphAwareTM
Neo4j is primarily OLTP
Requests drive transactions
How about background computation?

Asynchronous Computation - Why?
GraphAwareTM
Interesting graph algorithms
Expensive in real-time
Can be approximate
Can be approximated
There are quiet periods / dedicated slaves

Asynchronous Computation (How?)
GraphAware Framework makes it possible to
build, test, and deploy functionality executed in
the background during quiet periods.
GraphAwareTM

Asynchronous Computation - Examples
GraphAwareTM
Page Rank
Recommendations
Similarities
Centralities
Statistics
…

GraphAwareTM
Asynchronous Computation - Demo

GraphAware Framework makes it easy to build,
test, and deploy generic as well as domain-specific
functionality for Neo4j.
GraphAwareTM
GraphAware Framework

GraphAwareTM
GraphAware Framework
TimeTree
Algorithms
ChangeFeed
UUID
NodeRank

GraphAwareTM
GraphAware Framework
GraphUnit & RestTest
RelCount
WarmUp
Schema (wip)
Recommendation Engine (wip)

GraphAwareTM
GraphAware Framework
Open Source (GPL)
Active
Production Ready
Github (http://github.com/graphaware)
Our Web (http://graphaware.com)
Maven Central

GraphAwareTM
GraphAware Framework
Try it
Give us feedback
Contribute
Build Own Modules
Get in touch for consultancy / support
info@graphaware.com / @graph_aware

Thank You!
www.graphaware.com
@graph_aware
@bachmanm
GraphAwareTM

What's hot

JIRA Performance After 300,000 Issues

Atlassian

LT: Enterprise integration with camel

Pablo Neves Machado

What is Machine Learning and how does it work? But even more importantly, what problems can ML solve for you and your company? Once you have understood the potential use cases, we will briefly describe the main challenges in the world of Big Data. Why is deploying ML models so hard and how can Cloud Computing help? Many MLaaS options are available on the market (AWS, Google, Azure, BigML, etc.). We will see how they compare to each other and which may best fit your needs. Whenever MLaaS is not enough, you can build your own ML models. We will briefly explain why Serverless is a great deployment strategy for this use case and what problems and limitation arise with it. Furthermore, we will put these ideas into practice and build a model for Sentiment Analysis, based on Python (scikit-learn), and trained with a public dataset by Stanford University.

Serverless Machine Learning Workshop

Alex Casalboni

Cloud powered search

Codecamp Romania

Windows Workflow Foundation Introduction

ukdpe

NewWave - Workflow engine

ESUG

Non-Microsoft Technologies Which Microsoft is Embracing

Elton Stoneman

How to Join the "1M JIRA Issues" Club

Atlassian

Highly anticipated Scilab 5.5.0 provides better management of interaction in general and in graphics in particular. Whether from the perspective of a developer or of an end user from the world of industry, Scilab 5.5.0 facilitates the development, deployment and implementation of business applications through extensive creation capabilities of user interfaces. Consult the presentation given during ScilabTEC 2014.

What's new in Scilab 5.5.0

Scilab

The Dark arts of building your own framework (Andrey Glashenko)

Юрий Артамонов

How to Develop Highly Customizable Off-the-Shelf Software (Aleksey Stukalov)

Юрий Артамонов

What's hot (11)

JIRA Performance After 300,000 Issues

LT: Enterprise integration with camel

Serverless Machine Learning Workshop

Cloud powered search

Windows Workflow Foundation Introduction

NewWave - Workflow engine

Non-Microsoft Technologies Which Microsoft is Embracing

How to Join the "1M JIRA Issues" Club

What's new in Scilab 5.5.0

The Dark arts of building your own framework (Andrey Glashenko)

How to Develop Highly Customizable Off-the-Shelf Software (Aleksey Stukalov)

Viewers also liked

Neo4j Introduction at Imperial College London

Michal Bachman

WebExpo Prague 2012 - Introduction to Neo4j (Czech)

Michal Bachman

Intro to Neo4j (CZ)

Michal Bachman

Neo4j - Tales from the Trenches

Michal Bachman

Modelling Data in Neo4j (plus a few tips)

Michal Bachman

Recommendations with Neo4j (FOSDEM 2015)

Michal Bachman

(Big) Data Science

Michal Bachman

Viewers also liked (7)

Neo4j Introduction at Imperial College London

WebExpo Prague 2012 - Introduction to Neo4j (Czech)

Intro to Neo4j (CZ)

Neo4j - Tales from the Trenches

Modelling Data in Neo4j (plus a few tips)

Recommendations with Neo4j (FOSDEM 2015)

(Big) Data Science

Similar to GraphAware Framework Intro

GraphAware Framework Intro

GraphAware

Advanced Neo4j Use Cases with the GraphAware Framework

GraphAware

apidays LIVE Hong Kong 2021 - GraphQL : Beyond APIs, graph your enterprise by...

apidays

Airavata_Architecture_xsede16

Shameera Rathnayaka

TAG17 - O'Zapft is - Daten zapfen leicht gemacht?

SbgMartin

Let's Jira do the work

Frank Ittermann

This presentation provides a brief overview of APM solutions for the Azure cloud computing platform. We identify three challenges unique to cloud computing which APM can address, and we summarize which APM techniques can be applied in IaaS, PaaS, and SaaS application architectures. To illustrate APM techniques for IaaS and PaaS we look at a variety APM offers in the Azure marketplace, including Riverbed AppInternals, Microsoft Application Insights, and NewRelic. To illustrate APM techniques for SaaS, we look at how SharePoint Online can be instrumented using JavaScript injection. This presentation was prepared and delivered by Ian Downard to the Portland Azure User Group on March 28th, 2016.

Why and How to Monitor Application Performance in Azure

Riverbed Technology

This presentation provides a brief overview of APM solutions for the Azure cloud computing platform. We discuss three challenges unique to cloud computing which APM can address, and we summarize which APM techniques can be applied in IaaS, PaaS, and SaaS application architectures. To illustrate APM techniques for IaaS and PaaS we look at a variety APM offers in the Azure marketplace, including Riverbed AppInternals, Microsoft Application Insights, and New Relic. To illustrate APM techniques for SaaS, we look at how SharePoint Online can be instrumented using JavaScript injection. This presentation was prepared and delivered by Ian Downard to the Portland Azure User Group on March 28th, 2016, in Portland Oregon.

Why and How to Monitor App Performance in Azure

Ian Downard

OSMC 2022 | The Power of Metrics, Logs & Traces with Open Source by Emil-Andr...

NETWAYS

Get going with CakePHP Framework at gnuNify 2010

Abbas Ali

BetterCode API, März 2023, Sonja Wegner (Lead Software Architect @QAware) == Dokument bitte herunterladen, falls unscharf! Please download slides if blurred! == With GraphQL a modern and flexible way of providing APIs for our data is emerging. The clients specify which data they need, the provisioning of data becomes more flexible and dynamic. Over-fetching or under-fetching are history. But does this mean we have to rewrite all APIs to benefit? How can we retrofit a GraphQL API onto our existing API landscape? In this talk we explore three different alternatives: - The Developer Way: Writing a GraphQL API layer by hand - The Cloud-native Way: Using lightweight API gateways such as Gloo or Tyk - The Serverless Way: Using Cloud Provider native services We will look at all three approaches conceptually and justify when and why each makes sense. Additionally, we will show in a live demo how GraphQL APIs can be added to an existing REST API.

Your API on Steroids

QAware GmbH

Diese Session zeigt Ihnen, welche Automatisierungsoptionen zur Überwachung bestimmter Sicherheitsaspekte in der agilen Softwareentwicklung bestehen. Ausgehend von dem etablierten DevOps-Konzept, mit dem im Übergang von Entwicklung zu Betrieb Prozesse automatisiert und verzahnt werden, wird mit "Security-DevOps" dieser Antrieb aufgegriffen und auf die Absicherung von Anwendungen gegen Hackerangriffe übertragen.

Security DevOps: Wie Sie in agilen Projekten trotzdem sicher bleiben // JAX 2015

Christian Schneider

Sap tutorial[1](1)

patilrahul

Sap tutorial

Hemanth Kumar

Onion Architecture with S#arp

Gary Pedretti

DevOpsDays Taipei 2019 - Mastering IaC the DevOps Way

smalltown

How easy (or hard) it is to monitor your graph ql service performance

Red Hat

Enabling .NET Apps with Monitoring and Management Using Steeltoe

VMware Tanzu

2015 Java update and roadmap, JUG sevilla

Trisha Gee

SAP PI and SOA Overview

Sascha Wenninger

Similar to GraphAware Framework Intro (20)

GraphAware Framework Intro

Advanced Neo4j Use Cases with the GraphAware Framework

apidays LIVE Hong Kong 2021 - GraphQL : Beyond APIs, graph your enterprise by...

Airavata_Architecture_xsede16

TAG17 - O'Zapft is - Daten zapfen leicht gemacht?

Let's Jira do the work

Why and How to Monitor Application Performance in Azure

Why and How to Monitor App Performance in Azure

OSMC 2022 | The Power of Metrics, Logs & Traces with Open Source by Emil-Andr...

Get going with CakePHP Framework at gnuNify 2010

Your API on Steroids

Security DevOps: Wie Sie in agilen Projekten trotzdem sicher bleiben // JAX 2015

Sap tutorial[1](1)

Sap tutorial

Onion Architecture with S#arp

DevOpsDays Taipei 2019 - Mastering IaC the DevOps Way

How easy (or hard) it is to monitor your graph ql service performance

Enabling .NET Apps with Monitoring and Management Using Steeltoe

2015 Java update and roadmap, JUG sevilla

SAP PI and SOA Overview

Recently uploaded

%in kaalfontein+277-882-255-28 abortion pills for sale in kaalfontein

masabamasaba

%in Soweto+277-882-255-28 abortion pills for sale in soweto

masabamasaba

We specialize in Psychic Readings, Psychic Love Spells, Binding Love Spells, Obsession Spells, Voodoo Spells, Lottery Spells, Marriage Spells, Black Magic Spells, Palm Readings & much more. Are you depressed? We perform this come-to-me love spell that works instantly with the aim of bringing back the victim to the person performing the magic. Have you lost your lover? We perform this come-to-me love spell that works instantly with the aim of bringing back the victim to the person performing the magic. Have you lost your lover? Do u need to solve any relationship problem? Contact the powerful spells caster chief kule with love spells that work overnight and love spells that really work. Have you found yourself infatuated with a special someone you think could be the one? Are you looking for a spell to provide them with a nudge in the right direction? Or maybe the spell you cast didn’t achieve the results you were hoping for? Whether you’re new or versed in the ways of spell casting, we’re here to help. Today we’re going to provide you with a detailed guide on the types of love spells to cast. Not only that but there’s something for those who wish to find outside advice from more advanced spell casters. We’re also going to provide you with the top sites available to help you with your dilemma. Let’s begin our journey by educating ourselves on love magic and what a real love caster looks like. Love Magic and Love Casters Love magic made its first appearance back in Ancient Egypt and has been an active practice since. This type of magic is a branch of traditional magic and can be practiced in various ways. Typically the more common use of love magic is through the work of spells, but other methods look like Charms Rituals-LOVE Potions-Dolls and even Amulets If you are interested in becoming a love caster, be prepared for what’s to come. A genuine love caster knows that the art of love casting is no easy feat and shouldn’t be done casually. You should know that not only does it require you to be gifted spiritually, but you must be ready to serve others. Someone who is considered a real love caster has experience in all manner of spells, no matter the difficulty. Training yourself in attraction, commitment, and marriage spells is an excellent place to start. But this by no means will make you a professional. Practice your craft and expand your knowledge; understand that you will possess the ability to help others in time truly. Types of Love Spells What better way to start broadening your experiences with love spells than by learning more about them? These spells work like just about any other spell. Simply apply your intention, use a medium (sigils, mantras, candles, or charm bags), and top it off with establishing the belief that you will receive what you want. So what kind of spells are available and which ones suit your needs the best? Let’s take a look at the many options you have at your disposal.

%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...

masabamasaba

%in ivory park+277-882-255-28 abortion pills for sale in ivory park

masabamasaba

WSO2CON2024 - It's time to go Platformless

WSO2

8257 interfacing 2 in microprocessor for btech students

HimanshiGarg82

The title is not connected to what is inside

shinachiaurasa2

%+27788225528 love spells in new york Psychic Readings, Attraction spells,Bri...

masabamasaba

Looking for an efficient way to manage your finances? Look no further than our money management app. With easy-to-use features, you can track your expenses, create budgets, and monitor your savings goals all in one place. Our app provides real-time updates on your spending habits and helps you make smarter financial decisions. Take control of your finances today with our user-friendly money management app.

Right Money Management App For Your Financial Goals

Jhone kinadey

Craft an AI & Machine Learning Pitch with our Editable Professional PowerPoint Template. Ignite your AI & Machine Learning pitch with our cutting-edge PowerPoint template tailored for the industry. Perfect for AI conferences, investor presentations, sales pitches to tech-focused companies, training sessions, and educational programs. - 20+ editable slides: Get a variety of options to choose from for your presentation. - Time-saving solution: Download, replace text/images with a few clicks. - User-friendly customization: Easy to use and personalize. - Modern and attractive design: Captivating visuals, sleek layout. - Tailored to your requirements: Fully alterable for customization. - Well-organized slides: Complete control over content. - Thematic specificity: Reflects healthcare industry with relevant graphics. - Showcase your business idea: Communicate value proposition effectively.

AI & Machine Learning Presentation Template

Presentation.STUDIO

VTU technical seminar 8Th Sem on Scikit-learn

AmarnathKambale

tonesoftg

lanshi9

In the past six months, the AI landscape has undergone a massive transformation, ushering in a new era of productivity with the latest in Large Language Models (LLMs) and AI technology. This deep dive unlocks how to: Create CustomGPT Models: No coding needed to tailor AI for your unique projects. Integrate your own data, including PDFs and Excel sheets, making information handling a breeze. Plus, discover how to call your own actions/integrations for even more personalized utility. Navigate Advanced Prompting: Overcome AI's memory limits and utilize Retrieval-Augmented Generation for accessing your personalized data, streamlining how you interact with AI. Stay Ahead with AI Trends: Peek into the evolving world of LLMs, featuring newcomers like Google Gemini, Anthropic Claude, Open Sora, and Twitter Grok, and understand what their advancements mean for your productivity. Witness Real-Life Transformations: Through examples and prompt demonstrations, see firsthand how these AI strategies revolutionize routine tasks, from data analysis to content creation. Learn to leverage image output and input for advanced practical use cases, adding a new dimension to your productivity toolkit. No previous coding or AI experience is needed for this talk. Stay ahead in the fast-evolving world of work. Embrace the AI revolution and transform your workflow with advanced LLM techniques. Join us to ensure you're not left behind in the productivity race.

AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques

VictorSzoltysek

%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...

masabamasaba

WSO2Con2024 - From Code To Cloud: Fast Track Your Cloud Native Journey with C...

WSO2

Data spaces in distributed environments should be allowed to evolve in agile ways providing data space owners with large flexibility about which data they store. Agility and heterogeneity, however, jeopardize data exchanges because representations may build on varying ontologies and data consumers may not rely on the semantic correctness of their queries in the context of semantically heterogeneous, evolving data spaces. Graph data spaces are one example of a powerful model for representing and querying data whose semantics may change over time. To assert and enforce conditions on individual graph data spaces, shape languages (e.g SHACL) have been developed. We investigate the question of how querying and programming can be guarded by reasoning over SHACL constraints in a distributed setting and we sketch a picture of how a future landscape based on semantically heterogeneous data spaces might look like.

Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...

Steffen Staab

Abortion Pill Prices Tembisa [(+27832195400*)] 🏥 Women's Abortion Clinic in Tembisa ● Abortion Pills For Sale in Tembisa ● Tembisa 🏥🚑!! Abortion Clinic Near Me Cost, Price, Women's Clinic Near Me, Abortion Clinic Near, Abortion Doctors Near me, Abortion Services Near Me, Abortion Pills Over The Counter, Abortion Pill Doctors' Offices, Abortion Clinics, Abortion Places Near Me, Cheap Abortion Places Near Me, Medical Abortion & Surgical Abortion, approved cyctotec pills and womb cleaning pills too plus all the instructions needed This Discrete women’s Termination Clinic offers same day services that are safe and pain free, we use approved pills and we clean the womb so that no side effects are present. Our main goal is that of preventing unintended pregnancies and unwanted births every day to enable more women to have children by choice, not chance. We offer Terminations by Pill and The Morning After Pill.” Our Private VIP Abortion Service offers the ultimate in privacy, efficiency and discretion. we do safe and same day termination and we do also womb cleaning as well its done from 1 week up to 28 weeks. We do delivery of our services world wide SAFE ABORTION CLINICS/PILLS ON SALE WE DO DELIVERY OF PILLS ALSO Abortion clinic at very low costs, 100% Guaranteed and it’s safe, pain free and a same day service. It Is A 45 Minutes Procedure, we use tested abortion pills and we do womb cleaning as well. Alternatively the medical abortion pill and womb cleansing !!!

Abortion Pill Prices Tembisa [(+27832195400*)] 🏥 Women's Abortion Clinic in T...

Medical / Health Care (+971588192166) Mifepristone and Misoprostol tablets 200mg

We specialize in Psychic Readings, Psychic Love Spells, Binding Love Spells, Obsession Spells, Voodoo Spells, Lottery Spells, Marriage Spells, Black Magic Spells, Palm Readings & much more. Are you depressed? We perform this come-to-me love spell that works instantly with the aim of Winnipeg back the victim to the person performing the magic. Have you lost your lover? We perform this come-to-me love spell that works instantly with the aim of bringing back the victim to the person performing the magic. Have you lost your lover? Do u need to solve any relationship problem? Contact the powerful spells caster chief kule with love spells that work overnight and love spells that really work. Have you found yourself infatuated with a special someone you think could be the one? Are you looking for a spell to provide them with a nudge in the right direction? Or maybe the spell you cast didn’t achieve the results you were hoping for? Whether you’re new or versed in the ways of spell casting, we’re here to help. Today we’re going to provide you with a detailed guide on the types of love spells to cast. Not only that but there’s something for those who wish to find outside advice from more advanced spell casters. We’re also going to provide you with the top sites available to help you with your dilemma. Let’s begin our journey by educating ourselves on love magic and what a real love caster looks like. Love Magic and Love Casters Love magic made its first appearance back in Ancient Egypt and has been an active practice since. This type of magic is a branch of traditional magic and can be practiced in various ways. Typically the more common use of love magic is through the work of spells, but other methods look like Charms Rituals-LOVE Potions-Dolls and even Amulets If you are interested in becoming a love caster, be prepared for what’s to come. A genuine love caster knows that the art of love casting is no easy feat and shouldn’t be done casually. You should know that not only does it require you to be gifted spiritually, but you must be ready to serve others. Someone who is considered a real love caster has experience in all manner of spells, no matter the difficulty. Training yourself in attraction, commitment, and marriage spells is an excellent place to start. But this by no means will make you a professional. Practice your craft and expand your knowledge; understand that you will possess the ability to help others in time truly. Types of Love Spells What better way to start broadening your experiences with love spells than by learning more about them? These spells work like just about any other spell. Simply apply your intention, use a medium (sigils, mantras, candles, or charm bags), and top it off with establishing the belief that you will receive what you want. So what kind of spells are available and which ones suit your needs the best? Let’s take a look at the many options you have at your disposal. Attraction Spells

%+27788225528 love spells in Huntington Beach Psychic Readings, Attraction sp...

masabamasaba

OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...

Shane Coughlan

WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation

WSO2

Recently uploaded (20)