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AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Accelerating Research with AWS
Steve Halliwell
shall@amazon.com
Jamie Kinney
jkinney@amazon.com
Angel Pizarro
pizarroa@amazon.com
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Why?
• “Work hard, have fun, make history”
• Accelerate the pace of scientific discovery
What?
• Motivations, Theory, and Practice
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
AWS Research Grants
• Apply for credits to teach advanced courses,
tackle research endeavors, and explore new
projects
• Bootstrap projects that previously would have
required expensive up-front and ongoing
investments in infrastructure
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
http://aws.amazon.com/solutions/case-studies/university-of-california-berkeley-amp-lab-carat-project/
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Some more examples
• MIT, Mark Pearrow, McGovern Institute
– Genetic and computational analysis,
electrophysiological recordings, and non-invasive
brain imaging
• University of Illinois Urbana-Champaign,
Indranil Gupta, Computer Science
– Research issues in loosely federated clouds
• Singapore Management University, Ming Jiang
– New techniques in malware analysis
• Technion, Israel Institute of Technology, Alex
Zlotnik
– Systems for efficient execution of scientific
workloads
• University of Maryland, Michael Schatz, Center
for Bioinformatics and Computational Biology
– Assembly of large genomes using cloud
computing
• ETH Zurich, Till Quack, Computer Vision Lab
– Large scale annotation of photo collections
• University of Pennsylvania, Zachary Ives,
Computer and Information Science Department
– Orchestra, collaborative data sharing system on
the cloud
• Monash University, Blair Bethwaite, eScience
and Grid Engineering Laboratory
– Mixing grids and clouds for high throughput
science
• Harvard University, Vinothan N. Manoharan,
SEAS, Department of Physics
– Exploring the physics of self-organization with
digital holographic microscopy
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Take home message
AWS Research Grants are a great way to
bootstrap a project, or experiment on AWS
http://aws.amazon.com/grants
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Scientific Computing
Initiatives
Y0L0!
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
UCSF,
UCSC, UCB
BGI
University of
Cape Town
UT/MD
Anderson
Seven
Bridges
Genomics
Caltech
Monash
Universit
y
Sanger
Institute
Wellcome
Trust
Fred
Hutchinson
Cancer
Research
Center & Sage
Bionetworkks
Broad
Institute
OIC
R
U. Chicago
Plus hundreds of other sites
around the world for
Co-Is and ColleaguesCancer
Researc
h UK
OHSU
RIKE
NIndian Society
of Human
Genetics
Global Alliance for Genomics &
Health
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
1+ Million Cancer Genome
Data Warehouse
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Enable collaboration
• Easily and securely share data and
applications across institutions
• Publish preconfigured resources
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Data to the
compute
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Compute to the
data
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Download and Copy
S3Amazon RDS
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Amazon
RDS
Access in the Cloud
S3
RDS
RDS
RDS
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Compute in
the Cloud
S3
Amazon
RDS
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Baylor College of MedicineA platform built by Baylor College of Medicine Human Genome
Sequencing Center and DNANexus using the Mercury Pipeline for the
Cohorts for Heart and Aging Research in Genomic Epidemiology
(CHARGE) Consortium
Supports 300+ researchers around the world
Analyzed the genomes of over 14,000 individuals, encompassing 3,751
whole genomes and 10,940 whole exomes (~1PB of data)
Used 3.3 million core hours over 4 weeks to complete the job 5.7x faster
than what could have been accomplished on-premise
The outcomes?
1. Easier collaboration
2. Faster time to science
3. Cost-effective: On-premise was prohibitively expensive
4. No longer constrained by on-premise capacity
5. Scientists focusing on Science as opposed to infrastructure
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
• A centralized repository of public
datasets
• Seamless integration with cloud
based applications
• No charge to the community
• Tell us what else you’d like for us to
host …
AWS Public Data Sets
1000 Genomes Project
Ensembl, GenBank, UniGene, PubChem
NASA NEX: Earth science data sets
The Cannabis Sativa Genome
US Census Data: US demographic data from 1980,
1990, and 2000 US Censuses
Freebase Data Dump: A data dump of all the current
facts and assertions in the Freebase system, an open
database covering millions of topics
Google Books n-grams
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Technical computing: Why AWS?
The IT infrastructure needed for technical computing is:
Large, complex, expensive
Poorly utilized due to project cycles
Rapidly obsolete due to technology advances
Big simulations can require days or weeks per iteration
“Time in the queue” is a growing problem in larger firms
Result? Engineering innovation is slowed
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Big JOB to do …
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
… with little resources to do it.
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Use a large shared resource …
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
?
… but there is a queue.
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
The hidden cost of queues
• HPC users seek fastest possible time-to-results
and must compete for scarce cluster resources
• IT support team seeks highest possibility
utilization of expensive cluster resources
• Result:
• The job queue becomes the buffer for
managing IT capacity
• Time needed to complete simulations is too
long and hard to predict?
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Properly size your clusters …
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
… from small …
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
… to large …
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
… and lots of them!
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Computational compound analysis
Solar panel material
Estimated serial computation time 264 years
156,314 core cluster across 8 regions
1.21 petaFLOPS (Rpeak)
Simulated 205,000 materials
18 hours for $33,000 16¢ per molecule
http://news.cnet.com/8301-1001_3-57611919-92/supercomputing-simulation-employs-156000-amazon-processor-cores/
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Time: +00h
<10 cores
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Time: +24h
>1500 cores
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Time: +72h
<10 cores
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
AWS value for HPC
• Security: Deploy applications and store data in a secure, highly
configurable VPC environment
• Agility: Deploy the right infrastructure for each technical computing job,
at the right time
• Scalability: Add and subtract servers in minutes to optimize time-to-
results
• Cost Savings: Pay only for what you use, don’t pay for idle or outdated
servers
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Experiment
often
Fail quickly,
at low cost
More
Innovation
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
HPC Partners and Apps
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Kyushu University
Support seasonal demand for engineering and science
computational resources.
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Downstream Analysis
Compute Analytics ToolsDatabasesStorage
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Questions
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
http://aws.amazon.com/solutions/case-studies/baylor/
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Elastic Map Reduce
S3 Amazon EMRVery high,
non-blocking,
parallel bandwidth
2. Start a cluster
(Hadoop, SGE, custom)1. Put data in S3
3. Get the results
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Easily scale to more
computational nodes
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Use Spot instances to
save $$$
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Amazon EC2
AWS Government, Education, and Nonprofits Symposium
Washington, DC | June 24, 2014 - June 26, 2014
Launch in VPC for
secure computing

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Time to Science, Time to Results: Accelerating Research with AWS - AWS Symposium 2014 - Washington D.C.

  • 1. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Accelerating Research with AWS Steve Halliwell shall@amazon.com Jamie Kinney jkinney@amazon.com Angel Pizarro pizarroa@amazon.com
  • 2. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Why? • “Work hard, have fun, make history” • Accelerate the pace of scientific discovery What? • Motivations, Theory, and Practice
  • 3. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 AWS Research Grants • Apply for credits to teach advanced courses, tackle research endeavors, and explore new projects • Bootstrap projects that previously would have required expensive up-front and ongoing investments in infrastructure
  • 4. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 http://aws.amazon.com/solutions/case-studies/university-of-california-berkeley-amp-lab-carat-project/
  • 5. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Some more examples • MIT, Mark Pearrow, McGovern Institute – Genetic and computational analysis, electrophysiological recordings, and non-invasive brain imaging • University of Illinois Urbana-Champaign, Indranil Gupta, Computer Science – Research issues in loosely federated clouds • Singapore Management University, Ming Jiang – New techniques in malware analysis • Technion, Israel Institute of Technology, Alex Zlotnik – Systems for efficient execution of scientific workloads • University of Maryland, Michael Schatz, Center for Bioinformatics and Computational Biology – Assembly of large genomes using cloud computing • ETH Zurich, Till Quack, Computer Vision Lab – Large scale annotation of photo collections • University of Pennsylvania, Zachary Ives, Computer and Information Science Department – Orchestra, collaborative data sharing system on the cloud • Monash University, Blair Bethwaite, eScience and Grid Engineering Laboratory – Mixing grids and clouds for high throughput science • Harvard University, Vinothan N. Manoharan, SEAS, Department of Physics – Exploring the physics of self-organization with digital holographic microscopy
  • 6. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Take home message AWS Research Grants are a great way to bootstrap a project, or experiment on AWS http://aws.amazon.com/grants
  • 7. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Scientific Computing Initiatives Y0L0!
  • 8. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 UCSF, UCSC, UCB BGI University of Cape Town UT/MD Anderson Seven Bridges Genomics Caltech Monash Universit y Sanger Institute Wellcome Trust Fred Hutchinson Cancer Research Center & Sage Bionetworkks Broad Institute OIC R U. Chicago Plus hundreds of other sites around the world for Co-Is and ColleaguesCancer Researc h UK OHSU RIKE NIndian Society of Human Genetics Global Alliance for Genomics & Health
  • 9. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 1+ Million Cancer Genome Data Warehouse
  • 10. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Enable collaboration • Easily and securely share data and applications across institutions • Publish preconfigured resources
  • 11. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Data to the compute
  • 12. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Compute to the data
  • 13. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Download and Copy S3Amazon RDS
  • 14. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Amazon RDS Access in the Cloud S3 RDS RDS RDS
  • 15. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Compute in the Cloud S3 Amazon RDS
  • 16. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Baylor College of MedicineA platform built by Baylor College of Medicine Human Genome Sequencing Center and DNANexus using the Mercury Pipeline for the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium Supports 300+ researchers around the world Analyzed the genomes of over 14,000 individuals, encompassing 3,751 whole genomes and 10,940 whole exomes (~1PB of data) Used 3.3 million core hours over 4 weeks to complete the job 5.7x faster than what could have been accomplished on-premise The outcomes? 1. Easier collaboration 2. Faster time to science 3. Cost-effective: On-premise was prohibitively expensive 4. No longer constrained by on-premise capacity 5. Scientists focusing on Science as opposed to infrastructure
  • 17. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 • A centralized repository of public datasets • Seamless integration with cloud based applications • No charge to the community • Tell us what else you’d like for us to host … AWS Public Data Sets 1000 Genomes Project Ensembl, GenBank, UniGene, PubChem NASA NEX: Earth science data sets The Cannabis Sativa Genome US Census Data: US demographic data from 1980, 1990, and 2000 US Censuses Freebase Data Dump: A data dump of all the current facts and assertions in the Freebase system, an open database covering millions of topics Google Books n-grams
  • 18. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Technical computing: Why AWS? The IT infrastructure needed for technical computing is: Large, complex, expensive Poorly utilized due to project cycles Rapidly obsolete due to technology advances Big simulations can require days or weeks per iteration “Time in the queue” is a growing problem in larger firms Result? Engineering innovation is slowed
  • 19. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Big JOB to do …
  • 20. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 … with little resources to do it.
  • 21. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Use a large shared resource …
  • 22. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 ? … but there is a queue.
  • 23. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 The hidden cost of queues • HPC users seek fastest possible time-to-results and must compete for scarce cluster resources • IT support team seeks highest possibility utilization of expensive cluster resources • Result: • The job queue becomes the buffer for managing IT capacity • Time needed to complete simulations is too long and hard to predict?
  • 24. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Properly size your clusters …
  • 25. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 … from small …
  • 26. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 … to large …
  • 27. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 … and lots of them!
  • 28. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Computational compound analysis Solar panel material Estimated serial computation time 264 years 156,314 core cluster across 8 regions 1.21 petaFLOPS (Rpeak) Simulated 205,000 materials 18 hours for $33,000 16¢ per molecule http://news.cnet.com/8301-1001_3-57611919-92/supercomputing-simulation-employs-156000-amazon-processor-cores/
  • 29. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Time: +00h <10 cores
  • 30. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Time: +24h >1500 cores
  • 31. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Time: +72h <10 cores
  • 32. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 AWS value for HPC • Security: Deploy applications and store data in a secure, highly configurable VPC environment • Agility: Deploy the right infrastructure for each technical computing job, at the right time • Scalability: Add and subtract servers in minutes to optimize time-to- results • Cost Savings: Pay only for what you use, don’t pay for idle or outdated servers
  • 33. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Experiment often Fail quickly, at low cost More Innovation
  • 34. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 HPC Partners and Apps
  • 35. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Kyushu University Support seasonal demand for engineering and science computational resources.
  • 36. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Downstream Analysis Compute Analytics ToolsDatabasesStorage
  • 37. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Questions
  • 38. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 http://aws.amazon.com/solutions/case-studies/baylor/
  • 39. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Elastic Map Reduce S3 Amazon EMRVery high, non-blocking, parallel bandwidth 2. Start a cluster (Hadoop, SGE, custom)1. Put data in S3 3. Get the results
  • 40. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Easily scale to more computational nodes
  • 41. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Use Spot instances to save $$$
  • 42. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014
  • 43. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Amazon EC2
  • 44. AWS Government, Education, and Nonprofits Symposium Washington, DC | June 24, 2014 - June 26, 2014 Launch in VPC for secure computing

Notas del editor

  1. Carat is a free app that tells you what is using up the battery of your mobile device Personalized actionable recommendations to increase battery life Over 700,000 users
  2. Research the old way: Move data around Difficult with today’s Big Data
  3. Research the old way: Move data around Difficult with today’s Big Data
  4. Leverage a large ecosystem of tools
  5. Cohorts for Heart and Aging Research in Genomic Epidemiology project (CHARGE) 200 hundred researchers across 5 intitutions Working to identify genes that contribute to aging and heart disease DNA sequence of 14,000 individuals -- 3,751 whole genomes and 10,771 whole exomes 2.4 million core-hours of computational time generated 440 TB (terabytes) of results Nearly a petabyte of total storage
  6. Ever growing ecosystem of tools and HPC partners
  7. Cohorts for Heart and Aging Research in Genomic Epidemiology project (CHARGE) 200 hundred researchers across 5 intitutions Working to identify genes that contribute to aging and heart disease DNA sequence of 14,000 individuals -- 3,751 whole genomes and 10,771 whole exomes 2.4 million core-hours of computational time generated 440 TB (terabytes) of results Nearly a petabyte of total storage