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Using Pivotal Cloud Foundry with
Google BigQuery and Vision API
Joshua McKenty, Pivotal
Tino Tereshko, Google
Michael Goddard, Pivotal
We believe transforming how the
world builds software will shape
the future of our world
2
“A company’s core advantage is in
the applications it builds.”
Diane Greene, Google
Infoworld Q&A, May 23, 2016
Both speed and safety are required
• Addressing customer needs faster, with
less downtime retains your customers
• Protecting market share from disruptors
or something unforeseen
• Being able to make quick experiments
(that aren’t destabilizing) gives you
more chances at success
• The first to successfully rollout the
innovation tends to win, defines the
category
Enterprise Pattern: Cloud Native
Cloud Native
DevOps Continuous
Delivery
ContainersMicro services
Why Go Cloud Native?
▪ Cloud Portability
▪ Operational Efficiencies
▪ Autoscaling
▪ Automated Patching & Upgrading
▪ Standardization of Tooling & Platform-Provided Services
▪ Management & Monitoring through the platform
▪ Runtime consolidation
▪ Reduction of multiple vendors
Cloud Native
• Microservices architecture
• API-first design
• Fault-tolerant and resilient design
• Cloud-agnostic runtime implementation
• Bundled metrics and monitoring
• Proactive failure testing
Cloud Resilient
Cloud Friendly
Cloud Ready
• No permanent disk access
• Self-contained application
• Platform-managed ports and networking
• Consumes platform-managed backing services
• 12 Factor App methodology
• Horizontally scalable
• Leverages platform for high availability
A Cloud Application Maturity Model
Cloud native and microservice models
are moving into the Fortune 500
“Two people built an app and got it
into the App Store in five weeks”
“I said to my vendors, I don’t want five
years ago. I want five years from now.
“The adopters we speak to today, like GE, HP, Equinix, PayPal, Capital
One, Goldman Sachs, Airbnb, Medallia, Square, and Xoom say that
microservices are well worth the tradeoffs.”
Application Framework
Infrastructure Automation
Platform Runtime
Language framework for microservice-based architectures including
components for service discovery, metrics, and circuit breakers.
Application container runtime with attachable backing services,
automated CI/CD, routing, health management and logging.
A single deployment API for provisioning for bit-for-bit, consistent,
self-healing deployments across any private or public cloud.
Dev
Dev Ops
Ops
Spring
Cloud
Spring
Boot
BOSH
Cloud Foundry
Pivotal
Cloud Foundry
Pivotal
Contract: 12 Factor Application
Contract: BOSH Release
Cloud Native with Pivotal
Connect to Data-Driven
Business Apps with the
service broker for GCP:
• Cloud SQL
• BigQuery
• Cloud PubSub
• Google Cloud Storage
• Vision API
• Speech API
• Natural Language API
• Translate API
Service
Broker
Pivotal Cloud Foundry with GCP Services
Enterprise Pattern: Extending Cloud Native
with Data & Analytics
Google Cloud Platform Services
VIRTUAL NETWORK
LOAD BALANCING
CDN
DNS
INTERCONNECT
Management Compute Storage Networking Data
Machine
Learning
STACKDRIVER
IDENTITY AND
ACCESS
MANAGEMENT
CLOUD ML
SPEECH API
VISION API
TRANSLATE API
NATURAL
LANGUAGE API
Google Cloud Platform Services
VIRTUAL NETWORK
LOAD BALANCING
CDN
DNS
INTERCONNECT
Management Compute Storage Networking Data
Machine
Learning
STACKDRIVER
IDENTITY AND
ACCESS
MANAGEMENT
CLOUD ML
SPEECH API
VISION API
TRANSLATE API
NATURAL
LANGUAGE API
Google BigQuery
1616
Demo
Most importantly, complexity is hidden from end user
We only paid $20
We just rented ~3000 cores from Google for ~20 seconds1
2
3
BigQuery - explained
@thetinot
18
What is BigQuery?
Durable and Highly Available
Convenience of SQL
Petabyte-Scale and Fast
Fully Managed, No-Ops Data Warehouse
19
BigQuery: 5 years of seamless innovation
2010 2011 2012 2013 2014
Public launch
Large query results
2015 2016
900
300
0
1,200
Code Submits
Beta Release at Google I/O
Dremel X
Big JOIN support
Dynamic Execution
Capacitor
Faster shuffle
100k qps streaming
User-defined functions
BigQuery - The Database is The Data Center(s)
@thetinot
Machine Learning for Everyone
22
Android
Apps
Gmail
Maps
Photos
Speech
Search
Translation
YouTube
and many others ...
Used across products:
2012 2013 2014 2015
1500
1000
500
0
Number of directories containing model description files
Rapidly accelerating use of deep learning at
Google
Google confidential | Do not distribute
Applications that can see, hear and understand
Google Cloud Platform 24
AlphaBeta
Cloud
Natural Language
Pre-Trained Machine Learning Models
BetaGAGA
Cloud
Speech
Cloud
Translate
Cloud
Vision
CloudML
Fully trained ML models from Google that allow a developer to easily
take advantage of rich machine learning capabilities.
Custom ML
Managed TensorFlow service
to train and predict custom
models on customer-provided
datasets.
Using Pivotal Cloud Foundry with Google’s BigQuery and Cloud Vision API
Sample App: Landmark Vanguard
App
Data &
Analytics
Platform
Infrastructure
Sample App: Landmark Vanguard
Demo
Thanks - Questions?
Overview of PCF on GCP
http://www.pivotal.io/google
Download a trial of PCF for GCP
https://network.pivotal.io/products/ops-manager
GCP Service Broker for PCF
https://network.pivotal.io/products/gcp-service-broker/
Free trial of Pivotal Web Services
http://run.pivotal.io
Landmark Vanguard Sample App
https://github.com/cf-platform-eng/gcp-ml-sentiment
Image resizing service
https://github.com/cf-platform-eng/image-resizing-service
30

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Using Pivotal Cloud Foundry with Google’s BigQuery and Cloud Vision API

  • 1. Using Pivotal Cloud Foundry with Google BigQuery and Vision API Joshua McKenty, Pivotal Tino Tereshko, Google Michael Goddard, Pivotal
  • 2. We believe transforming how the world builds software will shape the future of our world 2
  • 3. “A company’s core advantage is in the applications it builds.” Diane Greene, Google Infoworld Q&A, May 23, 2016
  • 4. Both speed and safety are required • Addressing customer needs faster, with less downtime retains your customers • Protecting market share from disruptors or something unforeseen • Being able to make quick experiments (that aren’t destabilizing) gives you more chances at success • The first to successfully rollout the innovation tends to win, defines the category
  • 7. Why Go Cloud Native? ▪ Cloud Portability ▪ Operational Efficiencies ▪ Autoscaling ▪ Automated Patching & Upgrading ▪ Standardization of Tooling & Platform-Provided Services ▪ Management & Monitoring through the platform ▪ Runtime consolidation ▪ Reduction of multiple vendors
  • 8. Cloud Native • Microservices architecture • API-first design • Fault-tolerant and resilient design • Cloud-agnostic runtime implementation • Bundled metrics and monitoring • Proactive failure testing Cloud Resilient Cloud Friendly Cloud Ready • No permanent disk access • Self-contained application • Platform-managed ports and networking • Consumes platform-managed backing services • 12 Factor App methodology • Horizontally scalable • Leverages platform for high availability A Cloud Application Maturity Model
  • 9. Cloud native and microservice models are moving into the Fortune 500 “Two people built an app and got it into the App Store in five weeks” “I said to my vendors, I don’t want five years ago. I want five years from now. “The adopters we speak to today, like GE, HP, Equinix, PayPal, Capital One, Goldman Sachs, Airbnb, Medallia, Square, and Xoom say that microservices are well worth the tradeoffs.”
  • 10. Application Framework Infrastructure Automation Platform Runtime Language framework for microservice-based architectures including components for service discovery, metrics, and circuit breakers. Application container runtime with attachable backing services, automated CI/CD, routing, health management and logging. A single deployment API for provisioning for bit-for-bit, consistent, self-healing deployments across any private or public cloud. Dev Dev Ops Ops Spring Cloud Spring Boot BOSH Cloud Foundry Pivotal Cloud Foundry Pivotal Contract: 12 Factor Application Contract: BOSH Release Cloud Native with Pivotal
  • 11. Connect to Data-Driven Business Apps with the service broker for GCP: • Cloud SQL • BigQuery • Cloud PubSub • Google Cloud Storage • Vision API • Speech API • Natural Language API • Translate API Service Broker Pivotal Cloud Foundry with GCP Services
  • 12. Enterprise Pattern: Extending Cloud Native with Data & Analytics
  • 13. Google Cloud Platform Services VIRTUAL NETWORK LOAD BALANCING CDN DNS INTERCONNECT Management Compute Storage Networking Data Machine Learning STACKDRIVER IDENTITY AND ACCESS MANAGEMENT CLOUD ML SPEECH API VISION API TRANSLATE API NATURAL LANGUAGE API
  • 14. Google Cloud Platform Services VIRTUAL NETWORK LOAD BALANCING CDN DNS INTERCONNECT Management Compute Storage Networking Data Machine Learning STACKDRIVER IDENTITY AND ACCESS MANAGEMENT CLOUD ML SPEECH API VISION API TRANSLATE API NATURAL LANGUAGE API
  • 17. Most importantly, complexity is hidden from end user We only paid $20 We just rented ~3000 cores from Google for ~20 seconds1 2 3 BigQuery - explained @thetinot
  • 18. 18 What is BigQuery? Durable and Highly Available Convenience of SQL Petabyte-Scale and Fast Fully Managed, No-Ops Data Warehouse
  • 19. 19 BigQuery: 5 years of seamless innovation 2010 2011 2012 2013 2014 Public launch Large query results 2015 2016 900 300 0 1,200 Code Submits Beta Release at Google I/O Dremel X Big JOIN support Dynamic Execution Capacitor Faster shuffle 100k qps streaming User-defined functions
  • 20. BigQuery - The Database is The Data Center(s) @thetinot
  • 22. 22 Android Apps Gmail Maps Photos Speech Search Translation YouTube and many others ... Used across products: 2012 2013 2014 2015 1500 1000 500 0 Number of directories containing model description files Rapidly accelerating use of deep learning at Google
  • 23. Google confidential | Do not distribute Applications that can see, hear and understand
  • 24. Google Cloud Platform 24 AlphaBeta Cloud Natural Language Pre-Trained Machine Learning Models BetaGAGA Cloud Speech Cloud Translate Cloud Vision CloudML Fully trained ML models from Google that allow a developer to easily take advantage of rich machine learning capabilities. Custom ML Managed TensorFlow service to train and predict custom models on customer-provided datasets.
  • 28. Demo
  • 29. Thanks - Questions? Overview of PCF on GCP http://www.pivotal.io/google Download a trial of PCF for GCP https://network.pivotal.io/products/ops-manager GCP Service Broker for PCF https://network.pivotal.io/products/gcp-service-broker/ Free trial of Pivotal Web Services http://run.pivotal.io Landmark Vanguard Sample App https://github.com/cf-platform-eng/gcp-ml-sentiment Image resizing service https://github.com/cf-platform-eng/image-resizing-service
  • 30. 30