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The	
  role	
  of	
  cloud	
  compu.ng	
  in	
  big	
  biology
Deepak	
  Singh
Via Reavel under a CC-BY-NC-ND license
life science industry
Credit: Bosco Ho
By ~Prescott under a CC-BY-NC license
context
analysis methods
technology
?


?   technology   ?


        ?
back of the room
technology



technology                technology



             technology
technology
                                       tec
                    y                        hn
             o   log                           olo
           hn                                     gy
         c
    te




technology                           technology
                                                                y
                                                           nolog
                                                       tech
                  gy
             nolo




                        technology
         tech
Image: Keith Allison under a CC-BY-SA license
inherent characteristics
data driven
multi-dimensional
collaborative
distributed
<amazon web services>
the cloud
has_many :definitions
infrastructure as a service
precursors
virtualization
service oriented architecure
distributed computing
Compute                          Storage
    Amazon Elastic Compute                                   Database
                                       Amazon Simple        Amazon RDS and
         Cloud (EC2)                 Storage Service (S3)
-       Elastic Load Balancing                                 SimpleDB
                                 -      AWS Import/Export
-            Auto Scaling
Payments          On-Demand
Parallel Processing                                     Messaging
                           Content Delivery                                Amazon Flexible      Workforce
     Amazon Elastic                                   Amazon Simple
                          Amazon CloudFront                               Payments Service   Amazon Mechanical
      MapReduce                                     Queue Service (SQS)
                                                                               (FPS)               Turk




          Compute                                     Storage
    Amazon Elastic Compute                                                               Database
                                                    Amazon Simple                       Amazon RDS and
         Cloud (EC2)                              Storage Service (S3)
-        Elastic Load Balancing                                                            SimpleDB
                                              -      AWS Import/Export
-             Auto Scaling
Isolated Networks
         Monitoring                    Management                         Tools
                                                                                                Amazon Virtual Private
     Amazon CloudWatch            AWS Management Console         AWS Toolkit for Eclipse
                                                                                                       Cloud



                                                                                  Payments             On-Demand
Parallel Processing                                     Messaging
                           Content Delivery                                   Amazon Flexible           Workforce
     Amazon Elastic                                   Amazon Simple
                          Amazon CloudFront                                  Payments Service       Amazon Mechanical
      MapReduce                                     Queue Service (SQS)
                                                                                  (FPS)                   Turk




          Compute                                     Storage
    Amazon Elastic Compute                                                                    Database
                                                    Amazon Simple                            Amazon RDS and
         Cloud (EC2)                              Storage Service (S3)
-        Elastic Load Balancing                                                                 SimpleDB
                                              -      AWS Import/Export
-             Auto Scaling
Your Custom Applications and Services

                                                                                                 Isolated Networks
         Monitoring                    Management                         Tools
                                                                                                Amazon Virtual Private
     Amazon CloudWatch            AWS Management Console         AWS Toolkit for Eclipse
                                                                                                       Cloud



                                                                                  Payments             On-Demand
Parallel Processing                                     Messaging
                           Content Delivery                                   Amazon Flexible           Workforce
     Amazon Elastic                                   Amazon Simple
                          Amazon CloudFront                                  Payments Service       Amazon Mechanical
      MapReduce                                     Queue Service (SQS)
                                                                                  (FPS)                   Turk




          Compute                                     Storage
    Amazon Elastic Compute                                                                    Database
                                                    Amazon Simple                            Amazon RDS and
         Cloud (EC2)                              Storage Service (S3)
-        Elastic Load Balancing                                                                 SimpleDB
                                              -      AWS Import/Export
-             Auto Scaling
scalable
scalable
cost effective
go
                        o u
                  s y
  scalable ay    a
            P
cost effective
scalable
cost effective
   reliable
scalable
cost effective
   reliable
   secure
Amazon EC2
servers on demand
highly scalable
3000 CPU’s for one firm’s risk management application
     3444JJ'
!"#$%&'()'*+,'-./01.2%/'




                                                                    344'+567/'(.'
                                                                    8%%9%.:/'




            344'JJ'



                           I%:.%/:1='    ;<"&/:1='     A&B:1='     C10"&:1='    C".:1='      E(.:1='      ;"%/:1='
                           >?,,?,44@'   >?,3?,44@'   >?,>?,44@'   >?,H?,44@'   >?,D?,44@'   >?,F?,44@'   >?,G?,44@'
design for failure
“Everything fails, all the time”
                   -- Werner Vogels
assume failure
assume failure

design backwards
assume failure

design backwards

  nothing fails
highly available systems
elastic block store
elastic IP
SQS
US East Region



Availability     Availability
 Zone A           Zone B



Availability     Availability
 Zone C           Zone D
data storage
one size does not fit all
Amazon S3
distributed object store
durable
available
!"#$%&'()*+


T                 T




     T
scalable
fast
simple
structured data anyone?
Amazon SimpleDB
zero administration
highly available
schema less
key-value store
Amazon Relational Data Service
single API call
MySQL database
automatic backup
scale up with API call
e s
    ur
  t
fu
e s
            ur
          t
        fu
master-slave replication
  data center failover
what do people do?
solve problems
> 1PB of data in S3
provide platforms & services
Platform as a Service




http://heroku.com
Computation as a Service




http://cyclecomputing.com
Computational Platforms




                                                   sudo gem install cloud-crowd

     http://cyclecomputing.com
http://wiki.github.com/documentcloud/cloud-crowd
http://cyclecomputing.com
http://wiki.github.com/documentcloud/cloud-crowd
they do science



Image: Matt Wood
3.7 million classifications in just over three days
~15 million in less than a month
>2.6 million clicks in 100 hours
Image	
  via	
  image	
  editor	
  under	
  a	
  CC-­‐BY	
  License
Protein Docking @ Pfizer




http://bioteam.net
http://aws.amazon.com/publicdatasets/
</amazon web services>
anecdote
collaborative project
800 GB
Image: Wikipedia Commons
weeks to get started
Image: Matt Wood
Image: Chris Dagdigian
gigabytes
terabytes
petabytes
really fast
constant flux
Image: Chris Dagdigian
data management is not
     data storage
masterclass
Big data & Biology: The implications of
          petascale science
             Tuesday November 17

                  1:30PM - 3:00PM
              Room: PB253-254-257-258
“science data platform”
deliver data to applications
deliver data to people
typical informatics workflow
Via Christolakis under a CC-BY-NC-ND license
Via Argonne National Labs under a CC-BY-SA license
p p
                                                             r a
                                                       il le
                                                     k




Via Argonne National Labs under a CC-BY-SA license
Da
            ta




Ap
     ps
Data Platform




App Platform
Data Platform




App Platform
Data Platform




App Platform
Data Platform




data services
application services

       App Platform
Scalable Data Platform


                Services


                  APIs


Getters         Filters            Savers




            WORK
must accommodate change
must scale
highly available
loosely coupled
dynamic
task-based resources
one project
one set of resources
no waiting
Protein Docking @ Pfizer




http://bioteam.net
distributed mindset
one approach
disk read/writes
slow & expensive
data processing
 fast & cheap
distribute data
parallelize reads
map/reduce
distributed data processing
          at scale
abstracting away hadoop
apache hive



 http://hadoop.apache.org/hive/
apache pig



http://hadoop.apache.org/pig/
cascading



http://www.cascading.org/
hosted hadoop service
hadoop easy & simple
Amazon Elastic
                                    MapReduce

                                     Amazon EC2 Instances
                                                                                                     End
Deploy Application
                                    Hadoop                Hadoop     Hadoop
                         Elastic                                                         Elastic
                       MapReduce                                                       MapReduce
                                    Hadoop                Hadoop     Hadoop                        Notify
Web Console, Command
      line tools                    Input                                    output
                                   dataset                                   results



                                        Input	
  S3	
              Output	
  S3	
                   Get Results
   Input Data
                                         bucket                     bucket



                                      Amazon S3
developers
develop & distribute
scientists/analysts
     consume
CloudBurst




Catalog k-mers     Collect seeds   End-to-end alignment
Mike Schatz, University of Maryland
Scalable Data Platform


                Services


                  APIs


Getters         Filters            Savers




            WORK
IN CONCLUSION
large scale biology
complex multidimensional data
whole lot of data
distributed collaborations
new computing and data
     architectures
a solution: cloud services
distributed
scalable
economical
here today
Thank	
  you!




deesingh@amazon.com	
  Twi<er:@mndoci	
  
     Presenta?on	
  ideas	
  from	
  @mza,	
  James	
  Hamilton,	
  and	
  @lessig

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