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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Snowball Edge and AWS
Greengrass for Fun and Profit
Tom Jones
Segment Architect, Industrial Software
Amazon Web Services
S T G 3 8 8
Michael Weitzel
Solutions Developer
Amazon Web Services
Fortune favors the bold
The Flaming Carrot
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Agenda
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Service features announced
• 40TB of S3 Compatible Storage
• Optional NVIDIA Tesla V100 GPU Card
• sbe1, sbe-c, and sbe-g instances feature
2.2 GHz AMD Naples processors, up to 54
vCPUs, 208 GiB of memory
• Clusterable with other AWS Snowball
Edge compute optimized devices
• Up to 6.5TB disk volumes
• 1 and 3-year discounted pricing options
AWS Snowball Edge compute optimized
AWS Snowball Edge
compute optimized
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Snowball Edge key features
S3-compatible endpoint
File interface (NFS)
Clustering
Run AWS Lambda functions
Faster data transfer
Encryption
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Snowball Edge can…
Extend of your
data center
Process data Expedite
move
Encrypted, secure,
and embedded
compute
Write data directly
as data is generated
Offers a fast and
cost effective way to
ensure data can be
quickly transferred
to and from the
cloud
Simplify
data transfer
Uses standard
and familiar tools
for the data
transfer process
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Collect data Create job Copy data Moved to S3
Hybrid capabilities beyond data migrationMIGRATIONCOLLECTION
Create job Copy data Moved to S3
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Going beyond bulk data migration
Collect & Process dataCreate job Ship to AWS Moved to S3
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Snowball asks VM Import/Export
to convert AMI to KVM
How Amazon EC2 instances work on AWS Snowball Edge
Customer AWS Snowball Edge VM Import/ExportPlaces order using Console/CLI/SDK
Provides AMI
Snowball accepts job and provides job id
Provides amis with s-ami.*
Snowball installs KVM
images on device
Device is shipped to customer
customer can use EC2 commands to manage instances
VM Import/Export
provides KVM images
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Clustering Features
• Scale from 5 to 10 nodes in a
AWS Snowball Edge cluster
• Clusters support aggregate
storage and compute with
leaderless nodes
• Increase durability for S3 object
storage on-premises
• Easily swap nodes for
maintenance
AWS Snowball Edge clustering for scale
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Where is edge computing in effect?
Various industries ranging from research to transportation necessitate edge
computing capabilities to help cope with environments where data generation is
decentralized, data volumes are significant and network connectivity is either
inaccessible or intermittent.
Research Industrial Healthcare Transportation
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Emerging use cases for edge compute
Transportation
Advanced driver application
systems where growing volumes of
instrument data require localized
processing and sequencing prior to
storage ingest
Aerospace
Commercial drone applications with
inline capture, transformation and
transcoding of imagery/video content
Industrial
Industrial IoT applications where
significant data volumes require
filtration and pre-processing prior to
storage ingest
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Common use cases for data pre-processing
Lambda functions can be invoked using AWS Greengrass on AWS
Snowball Edge for stateless data processing such image and video file
indexing and transformation prior to import.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Can we bring benefits of cloud to IoT Edge?
Development
• APIs
• Infrastructure as software
• Frequent releases
• Adapts to business
Big Data Analytics
• Immediately available
• Broad & deep capabilities
• Trusted & secure
• Partners
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Local
Lambda
Local
Device Shadows
Local
Security
Greengrass
is…
Local
Broker
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Respond
quickly
to local events
Operate
offline
Simplified
device
programming
Reduce the
cost of
IoT
applications
AWS-grade
security
Benefits
AWS Greengrass
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Greengrass components
AWS Greengrass is software, not
hardware (you bring your own)
2 components that work together:
• AWS Greengrass Core
• IoT Device SDK
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Video
Frames
MQTT
Message
Camera
Lambda copies
the file from s3
to /tmp/upload
ML for pose estimation
Input folder
output folder
Raw framesJSON output files
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Snowball Edge
OpenPose
AMI
Translate
OpenPose
geometry to
Sumerian
coordinates
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Accounts
By engaging in this workshop, you acknowledge that the AWS
account used for the AWS Snowball Edge and AWS Greengrass
for Fun and Profit may be used only for this workshop.
All accounts used during the workshop will be closed
immediately at the conclusion of the workshop. Any content in
this AWS account will not be retrievable by you or any other
workshop participants after the workshop has finished.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Connecting to the lab
https://portal.awsworkshop.io
https://sbe.awsworkshop.io
Thank you!
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
the DOGHOUSE
5.0
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.

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AWS Snowball Edge and AWS Greengrass for Fun and Profit (STG388) - AWS re:Invent 2018

  • 1.
  • 2. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Snowball Edge and AWS Greengrass for Fun and Profit Tom Jones Segment Architect, Industrial Software Amazon Web Services S T G 3 8 8 Michael Weitzel Solutions Developer Amazon Web Services
  • 3. Fortune favors the bold The Flaming Carrot
  • 4. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Agenda
  • 5. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 6. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Service features announced • 40TB of S3 Compatible Storage • Optional NVIDIA Tesla V100 GPU Card • sbe1, sbe-c, and sbe-g instances feature 2.2 GHz AMD Naples processors, up to 54 vCPUs, 208 GiB of memory • Clusterable with other AWS Snowball Edge compute optimized devices • Up to 6.5TB disk volumes • 1 and 3-year discounted pricing options AWS Snowball Edge compute optimized AWS Snowball Edge compute optimized
  • 7. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Snowball Edge key features S3-compatible endpoint File interface (NFS) Clustering Run AWS Lambda functions Faster data transfer Encryption
  • 8. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Snowball Edge can… Extend of your data center Process data Expedite move Encrypted, secure, and embedded compute Write data directly as data is generated Offers a fast and cost effective way to ensure data can be quickly transferred to and from the cloud Simplify data transfer Uses standard and familiar tools for the data transfer process
  • 9. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Collect data Create job Copy data Moved to S3 Hybrid capabilities beyond data migrationMIGRATIONCOLLECTION Create job Copy data Moved to S3
  • 10. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Going beyond bulk data migration Collect & Process dataCreate job Ship to AWS Moved to S3
  • 11. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Snowball asks VM Import/Export to convert AMI to KVM How Amazon EC2 instances work on AWS Snowball Edge Customer AWS Snowball Edge VM Import/ExportPlaces order using Console/CLI/SDK Provides AMI Snowball accepts job and provides job id Provides amis with s-ami.* Snowball installs KVM images on device Device is shipped to customer customer can use EC2 commands to manage instances VM Import/Export provides KVM images
  • 12. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Clustering Features • Scale from 5 to 10 nodes in a AWS Snowball Edge cluster • Clusters support aggregate storage and compute with leaderless nodes • Increase durability for S3 object storage on-premises • Easily swap nodes for maintenance AWS Snowball Edge clustering for scale
  • 13. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Where is edge computing in effect? Various industries ranging from research to transportation necessitate edge computing capabilities to help cope with environments where data generation is decentralized, data volumes are significant and network connectivity is either inaccessible or intermittent. Research Industrial Healthcare Transportation
  • 14. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Emerging use cases for edge compute Transportation Advanced driver application systems where growing volumes of instrument data require localized processing and sequencing prior to storage ingest Aerospace Commercial drone applications with inline capture, transformation and transcoding of imagery/video content Industrial Industrial IoT applications where significant data volumes require filtration and pre-processing prior to storage ingest
  • 15. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Common use cases for data pre-processing Lambda functions can be invoked using AWS Greengrass on AWS Snowball Edge for stateless data processing such image and video file indexing and transformation prior to import.
  • 16. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 17. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 18. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Can we bring benefits of cloud to IoT Edge? Development • APIs • Infrastructure as software • Frequent releases • Adapts to business Big Data Analytics • Immediately available • Broad & deep capabilities • Trusted & secure • Partners
  • 19. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Local Lambda Local Device Shadows Local Security Greengrass is… Local Broker
  • 20. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Respond quickly to local events Operate offline Simplified device programming Reduce the cost of IoT applications AWS-grade security Benefits AWS Greengrass
  • 21. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Greengrass components AWS Greengrass is software, not hardware (you bring your own) 2 components that work together: • AWS Greengrass Core • IoT Device SDK
  • 22. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 23. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Video Frames MQTT Message Camera Lambda copies the file from s3 to /tmp/upload ML for pose estimation Input folder output folder Raw framesJSON output files
  • 24. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Snowball Edge OpenPose AMI Translate OpenPose geometry to Sumerian coordinates
  • 25. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 26. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Accounts By engaging in this workshop, you acknowledge that the AWS account used for the AWS Snowball Edge and AWS Greengrass for Fun and Profit may be used only for this workshop. All accounts used during the workshop will be closed immediately at the conclusion of the workshop. Any content in this AWS account will not be retrievable by you or any other workshop participants after the workshop has finished.
  • 27. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Connecting to the lab https://portal.awsworkshop.io https://sbe.awsworkshop.io
  • 28. Thank you! © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 29. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 30. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. the DOGHOUSE 5.0
  • 31. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.