SlideShare a Scribd company logo
1 of 32
Download to read offline
Bionimbus: A Cloud-Based Infrastructure for Managing, Analyzing and Sharing Genomics Data  March 29, 2011 Robert Grossman Institute for Genomics & Systems Biology Computation InstituteUniversity of Chicago and Open Cloud Consortium
Part 1Biology, Big Data & Clouds 2 Two of the 14 high throughput sequencers at the Ontario Institute for Cancer Research (OICR).
Source: Lincoln Stein
The Challenge is to Support Cubes of Next Gen Sequence Data Each cell in data cube can be ChIP-chip, ChIP-seq, RNA-seq,  movie, etc. data set. Different developmental stages Different pathologies Perturb the environment
Genomics as a Big Data Science
What is a new about clouds? 6
7 Scale is New
Elastic, On-Demand Computing with Usage Based Pricing Is New 8 costs the same as 1 computer in a rack for 120 hours 120 computers in  three racks for 1 hour
Part 2.  What is Bionimbus? www.bionimbus.org
Bionimbus is a community cloud for storing, analyzing and sharing genomics and related data.
Step 2. Send sample tobe sequenced. Step 1. Get Bionimbus ID (BID), assign project, private/community, public cloud, etc. IGSBSequencers BID Generator External Sequencers Step 5.  Cloud based analysis using IGSB and 3rd party tools and applications.  Step 3a. Return rawreads. Step 3b. Returnvariant calls, CNV, annotation… Bionimbus Private Cloud UC Bionimbus Community Cloud Step 4. Secure datarouting to appropriatecloud based upon BID. Bionimbus Private Cloud XY Amazon dbGaP
What is a good unit to understand data intensive computing of biological data?
Bionimbus & OSDC Today The NIH in the U.S. currently makes available for download approximately 2PB of data. Bionimbus 2010 consists of 6 racks, 212 nodes, 1568 cores and 0.9 PB of storage. Bionimbus is part of the POC Open Science Data Cloud that consists of 14 racks, 472 nodes, 3776 cores and 3+ PB of storage.
GWT-based Front End Elastic Cloud Services Database Services Analysis Pipelines & Re-analysis Services Intercloud Services Large Data Cloud Services Data Ingestion Services
Bionimbus Deployment Options Bionimbus Community Cloudwww.bionimbus.org BionimbusAMIs & Amazon hosted applications Bionimbus Private Clouds
Part 3. Some Bionimbus Case
Case Study: Public Datasets in Bionimbus
Case Study:  ModENCODE Bionimbus is used to process the modENCODE data from the White lab (over 1000 experiments). BionimbusVMs were used for some of the integrative analysis. Bionimbus is used as a backup for the modENCODE DCC
Case Study: IGSB All samples processed by the Institute for Genomics & Systems Biology High-Throughput Genome Analysis Core (HGAC) at the University of Chicago use Bionimbus.
Bionimbus Virtual Machine Releases  20
Part 4 What is the OSDC?
Open Science Data Cloud Astronomical data Biological data (Bionimbus) NSF-PIRE OSDC Data Challenge Earth science data (& disaster relief)
23 ,[object Object]
Manages cloud computing infrastructure to support scientific research: Open Science Data Cloud.
Manages cloud computing testbeds: Open Cloud Testbed.
Develop reference implementations, benchmarks and standards.www.opencloudconsortium.org
OCC Members Companies: Cisco, Citrix, Yahoo!, … Universities:  University of Chicago, Calit2, Johns Hopkins, Northwestern Univ., ORNL, University of Illinois at Chicago, … Federal agencies: NASA Other: National Lambda Rail Adding international partnersin 2011. 24
Infrastructure 2010 Proof-of-Concept Infrastructure 450+ nodes 3000+ cores 3+ PB Four data centers (two more to come in 2011) Data centers have 10G network connections (some 100G links in 2011) Plan to add approximately 1 PB of data in 2011. With current funding, we will refresh 1/3 of the infrastructure in 2011 and 2012.
Towards a Long Term, Sustainable Model Cap Exp about $1M/year Op Exp about $1M/year Moore Foundation providing $1M/year for 2011 and 2012 to support the Cap Exp.
Variety of analysis Scientist with laptop Wide Open Science Data Cloud Med Sequencing centers, LHC, LSST Low Data Size Medium to Large  Small Very Large Dedicated infrastructure No infrastructure General infrastructure
Persistent data Large data clouds Med databases HPC Small Cycles Large & spec. clusters Small to medium clusters Single workstations
Bionimbus Team* David Hanley, Nicolas Negre, Elizabeth Bartom, Nicholas Bild, Christopher D. Brown, Marc Domanus, , Robert L Grossman,  A. Jason Grundstad, Xiangjun Liu, Michal Sabala, Parantu K Shah, Kevin P White Institute for Genomics & Systems BiologyUniversity of Chicago Jia Chen, YunhongGu and Damian Roqueiro University of Illinois at Chicago Lincoln Stein and ZhengZha Ontario Institute for Cancer Research *In alphabetical order

More Related Content

What's hot

OCC Overview OMG Clouds Meeting 07-13-09 v3
OCC Overview OMG Clouds Meeting 07-13-09 v3OCC Overview OMG Clouds Meeting 07-13-09 v3
OCC Overview OMG Clouds Meeting 07-13-09 v3Robert Grossman
 
Bioclouds CAMDA (Robert Grossman) 09-v9p
Bioclouds CAMDA (Robert Grossman) 09-v9pBioclouds CAMDA (Robert Grossman) 09-v9p
Bioclouds CAMDA (Robert Grossman) 09-v9pRobert Grossman
 
Project Matsu: Elastic Clouds for Disaster Relief
Project Matsu: Elastic Clouds for Disaster ReliefProject Matsu: Elastic Clouds for Disaster Relief
Project Matsu: Elastic Clouds for Disaster ReliefRobert Grossman
 
What Are Science Clouds?
What Are Science Clouds?What Are Science Clouds?
What Are Science Clouds?Robert Grossman
 
Bionimbus - Northwestern CGI Workshop 4-21-2011
Bionimbus - Northwestern CGI Workshop 4-21-2011Bionimbus - Northwestern CGI Workshop 4-21-2011
Bionimbus - Northwestern CGI Workshop 4-21-2011Robert Grossman
 
Stanford/SLAC Cryo-EM Computing and Storage, Yee-Ting Li
Stanford/SLAC Cryo-EM Computing and Storage, Yee-Ting LiStanford/SLAC Cryo-EM Computing and Storage, Yee-Ting Li
Stanford/SLAC Cryo-EM Computing and Storage, Yee-Ting LiPacificResearchPlatform
 
NERSC, AI and the Superfacility, Debbie Bard
NERSC, AI and the Superfacility, Debbie BardNERSC, AI and the Superfacility, Debbie Bard
NERSC, AI and the Superfacility, Debbie BardPacificResearchPlatform
 
The Open Science Data Cloud: Empowering the Long Tail of Science
The Open Science Data Cloud: Empowering the Long Tail of ScienceThe Open Science Data Cloud: Empowering the Long Tail of Science
The Open Science Data Cloud: Empowering the Long Tail of ScienceRobert Grossman
 
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)Robert Grossman
 
Learning Systems for Science
Learning Systems for ScienceLearning Systems for Science
Learning Systems for ScienceIan Foster
 
Open Science Data Cloud (June 21, 2010)
Open Science Data Cloud (June 21, 2010)Open Science Data Cloud (June 21, 2010)
Open Science Data Cloud (June 21, 2010)Robert Grossman
 
Coding the Continuum
Coding the ContinuumCoding the Continuum
Coding the ContinuumIan Foster
 
Using the Open Science Data Cloud for Data Science Research
Using the Open Science Data Cloud for Data Science ResearchUsing the Open Science Data Cloud for Data Science Research
Using the Open Science Data Cloud for Data Science ResearchRobert Grossman
 
The Matsu Project - Open Source Software for Processing Satellite Imagery Data
The Matsu Project - Open Source Software for Processing Satellite Imagery DataThe Matsu Project - Open Source Software for Processing Satellite Imagery Data
The Matsu Project - Open Source Software for Processing Satellite Imagery DataRobert Grossman
 
What is a Data Commons and Why Should You Care?
What is a Data Commons and Why Should You Care? What is a Data Commons and Why Should You Care?
What is a Data Commons and Why Should You Care? Robert Grossman
 
Computing Just What You Need: Online Data Analysis and Reduction at Extreme ...
Computing Just What You Need: Online Data Analysis and Reduction  at Extreme ...Computing Just What You Need: Online Data Analysis and Reduction  at Extreme ...
Computing Just What You Need: Online Data Analysis and Reduction at Extreme ...Ian Foster
 
Big Data, Big Computing, AI, and Environmental Science
Big Data, Big Computing, AI, and Environmental ScienceBig Data, Big Computing, AI, and Environmental Science
Big Data, Big Computing, AI, and Environmental ScienceIan Foster
 
Networking Materials Data
Networking Materials DataNetworking Materials Data
Networking Materials DataIan Foster
 
PIC Tier-1 (LHCP Conference / Barcelona)
PIC Tier-1 (LHCP Conference / Barcelona)PIC Tier-1 (LHCP Conference / Barcelona)
PIC Tier-1 (LHCP Conference / Barcelona)Josep Flix
 

What's hot (20)

OCC Overview OMG Clouds Meeting 07-13-09 v3
OCC Overview OMG Clouds Meeting 07-13-09 v3OCC Overview OMG Clouds Meeting 07-13-09 v3
OCC Overview OMG Clouds Meeting 07-13-09 v3
 
Bioclouds CAMDA (Robert Grossman) 09-v9p
Bioclouds CAMDA (Robert Grossman) 09-v9pBioclouds CAMDA (Robert Grossman) 09-v9p
Bioclouds CAMDA (Robert Grossman) 09-v9p
 
Project Matsu: Elastic Clouds for Disaster Relief
Project Matsu: Elastic Clouds for Disaster ReliefProject Matsu: Elastic Clouds for Disaster Relief
Project Matsu: Elastic Clouds for Disaster Relief
 
What Are Science Clouds?
What Are Science Clouds?What Are Science Clouds?
What Are Science Clouds?
 
Bionimbus - Northwestern CGI Workshop 4-21-2011
Bionimbus - Northwestern CGI Workshop 4-21-2011Bionimbus - Northwestern CGI Workshop 4-21-2011
Bionimbus - Northwestern CGI Workshop 4-21-2011
 
Stanford/SLAC Cryo-EM Computing and Storage, Yee-Ting Li
Stanford/SLAC Cryo-EM Computing and Storage, Yee-Ting LiStanford/SLAC Cryo-EM Computing and Storage, Yee-Ting Li
Stanford/SLAC Cryo-EM Computing and Storage, Yee-Ting Li
 
NERSC, AI and the Superfacility, Debbie Bard
NERSC, AI and the Superfacility, Debbie BardNERSC, AI and the Superfacility, Debbie Bard
NERSC, AI and the Superfacility, Debbie Bard
 
The Open Science Data Cloud: Empowering the Long Tail of Science
The Open Science Data Cloud: Empowering the Long Tail of ScienceThe Open Science Data Cloud: Empowering the Long Tail of Science
The Open Science Data Cloud: Empowering the Long Tail of Science
 
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)
Introduction to Big Data and Science Clouds (Chapter 1, SC 11 Tutorial)
 
Learning Systems for Science
Learning Systems for ScienceLearning Systems for Science
Learning Systems for Science
 
Open Science Data Cloud (June 21, 2010)
Open Science Data Cloud (June 21, 2010)Open Science Data Cloud (June 21, 2010)
Open Science Data Cloud (June 21, 2010)
 
Coding the Continuum
Coding the ContinuumCoding the Continuum
Coding the Continuum
 
Using the Open Science Data Cloud for Data Science Research
Using the Open Science Data Cloud for Data Science ResearchUsing the Open Science Data Cloud for Data Science Research
Using the Open Science Data Cloud for Data Science Research
 
ieee cloud 2015 keynote talk
ieee cloud 2015 keynote talkieee cloud 2015 keynote talk
ieee cloud 2015 keynote talk
 
The Matsu Project - Open Source Software for Processing Satellite Imagery Data
The Matsu Project - Open Source Software for Processing Satellite Imagery DataThe Matsu Project - Open Source Software for Processing Satellite Imagery Data
The Matsu Project - Open Source Software for Processing Satellite Imagery Data
 
What is a Data Commons and Why Should You Care?
What is a Data Commons and Why Should You Care? What is a Data Commons and Why Should You Care?
What is a Data Commons and Why Should You Care?
 
Computing Just What You Need: Online Data Analysis and Reduction at Extreme ...
Computing Just What You Need: Online Data Analysis and Reduction  at Extreme ...Computing Just What You Need: Online Data Analysis and Reduction  at Extreme ...
Computing Just What You Need: Online Data Analysis and Reduction at Extreme ...
 
Big Data, Big Computing, AI, and Environmental Science
Big Data, Big Computing, AI, and Environmental ScienceBig Data, Big Computing, AI, and Environmental Science
Big Data, Big Computing, AI, and Environmental Science
 
Networking Materials Data
Networking Materials DataNetworking Materials Data
Networking Materials Data
 
PIC Tier-1 (LHCP Conference / Barcelona)
PIC Tier-1 (LHCP Conference / Barcelona)PIC Tier-1 (LHCP Conference / Barcelona)
PIC Tier-1 (LHCP Conference / Barcelona)
 

Viewers also liked (9)

In the street of fruit stalls
In the street of fruit stallsIn the street of fruit stalls
In the street of fruit stalls
 
O where are you going?
O where are you going?O where are you going?
O where are you going?
 
FPSC Biodata form 2015 (1)
FPSC Biodata form 2015 (1)FPSC Biodata form 2015 (1)
FPSC Biodata form 2015 (1)
 
God's attributes
God's attributesGod's attributes
God's attributes
 
A man of words and not of deeds
A man of words and not of deedsA man of words and not of deeds
A man of words and not of deeds
 
Ozymandias
OzymandiasOzymandias
Ozymandias
 
Love-An Essence of All Religions
Love-An Essence of All ReligionsLove-An Essence of All Religions
Love-An Essence of All Religions
 
Book notes- Book-I & Book-III
Book notes- Book-I & Book-IIIBook notes- Book-I & Book-III
Book notes- Book-I & Book-III
 
Good-bye Mr.Chips by Muhammad Azam
Good-bye Mr.Chips  by Muhammad AzamGood-bye Mr.Chips  by Muhammad Azam
Good-bye Mr.Chips by Muhammad Azam
 

Similar to Bionimbus Cambridge Workshop (3-28-11, v7)

2015 04 bio it world
2015 04 bio it world2015 04 bio it world
2015 04 bio it worldChris Dwan
 
Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)Robert Grossman
 
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...Larry Smarr
 
Computation and Knowledge
Computation and KnowledgeComputation and Knowledge
Computation and KnowledgeIan Foster
 
Aaas Data Intensive Science And Grid
Aaas Data Intensive Science And GridAaas Data Intensive Science And Grid
Aaas Data Intensive Science And GridIan Foster
 
Foundations for the Future of Science
Foundations for the Future of ScienceFoundations for the Future of Science
Foundations for the Future of ScienceGlobus
 
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...Bonnie Hurwitz
 
Open Cloud Consortium: An Update (04-23-10, v9)
Open Cloud Consortium: An Update (04-23-10, v9)Open Cloud Consortium: An Update (04-23-10, v9)
Open Cloud Consortium: An Update (04-23-10, v9)Robert Grossman
 
2013 bio it world
2013 bio it world2013 bio it world
2013 bio it worldChris Dwan
 
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...Larry Smarr
 
Kave Salamatian, Universite de Savoie and Eiko Yoneki, University of Cambridg...
Kave Salamatian, Universite de Savoie and Eiko Yoneki, University of Cambridg...Kave Salamatian, Universite de Savoie and Eiko Yoneki, University of Cambridg...
Kave Salamatian, Universite de Savoie and Eiko Yoneki, University of Cambridg...i_scienceEU
 
The Transformation of Systems Biology Into A Large Data Science
The Transformation of Systems Biology Into A Large Data ScienceThe Transformation of Systems Biology Into A Large Data Science
The Transformation of Systems Biology Into A Large Data ScienceRobert Grossman
 
The pulse of cloud computing with bioinformatics as an example
The pulse of cloud computing with bioinformatics as an exampleThe pulse of cloud computing with bioinformatics as an example
The pulse of cloud computing with bioinformatics as an exampleEnis Afgan
 
Clouds, Grids and Data
Clouds, Grids and DataClouds, Grids and Data
Clouds, Grids and DataGuy Coates
 
HPC and Precision Medicine: A New Framework for Alzheimer's and Parkinson's
HPC and Precision Medicine: A New Framework for Alzheimer's and Parkinson'sHPC and Precision Medicine: A New Framework for Alzheimer's and Parkinson's
HPC and Precision Medicine: A New Framework for Alzheimer's and Parkinson'sinside-BigData.com
 

Similar to Bionimbus Cambridge Workshop (3-28-11, v7) (20)

2015 04 bio it world
2015 04 bio it world2015 04 bio it world
2015 04 bio it world
 
Cifar
CifarCifar
Cifar
 
Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)
 
Climb bath
Climb bathClimb bath
Climb bath
 
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
 
Computation and Knowledge
Computation and KnowledgeComputation and Knowledge
Computation and Knowledge
 
Aaas Data Intensive Science And Grid
Aaas Data Intensive Science And GridAaas Data Intensive Science And Grid
Aaas Data Intensive Science And Grid
 
Foundations for the Future of Science
Foundations for the Future of ScienceFoundations for the Future of Science
Foundations for the Future of Science
 
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...
iMicrobe and iVirus: Extending the iPlant cyberinfrastructure from plants to ...
 
Open Cloud Consortium: An Update (04-23-10, v9)
Open Cloud Consortium: An Update (04-23-10, v9)Open Cloud Consortium: An Update (04-23-10, v9)
Open Cloud Consortium: An Update (04-23-10, v9)
 
2013 bio it world
2013 bio it world2013 bio it world
2013 bio it world
 
2015 genome-center
2015 genome-center2015 genome-center
2015 genome-center
 
Big Data
Big Data Big Data
Big Data
 
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...
 
Kave Salamatian, Universite de Savoie and Eiko Yoneki, University of Cambridg...
Kave Salamatian, Universite de Savoie and Eiko Yoneki, University of Cambridg...Kave Salamatian, Universite de Savoie and Eiko Yoneki, University of Cambridg...
Kave Salamatian, Universite de Savoie and Eiko Yoneki, University of Cambridg...
 
The Transformation of Systems Biology Into A Large Data Science
The Transformation of Systems Biology Into A Large Data ScienceThe Transformation of Systems Biology Into A Large Data Science
The Transformation of Systems Biology Into A Large Data Science
 
The pulse of cloud computing with bioinformatics as an example
The pulse of cloud computing with bioinformatics as an exampleThe pulse of cloud computing with bioinformatics as an example
The pulse of cloud computing with bioinformatics as an example
 
Clouds, Grids and Data
Clouds, Grids and DataClouds, Grids and Data
Clouds, Grids and Data
 
Ogf27 Ligo
Ogf27 LigoOgf27 Ligo
Ogf27 Ligo
 
HPC and Precision Medicine: A New Framework for Alzheimer's and Parkinson's
HPC and Precision Medicine: A New Framework for Alzheimer's and Parkinson'sHPC and Precision Medicine: A New Framework for Alzheimer's and Parkinson's
HPC and Precision Medicine: A New Framework for Alzheimer's and Parkinson's
 

More from Robert Grossman

Some Frameworks for Improving Analytic Operations at Your Company
Some Frameworks for Improving Analytic Operations at Your CompanySome Frameworks for Improving Analytic Operations at Your Company
Some Frameworks for Improving Analytic Operations at Your CompanyRobert Grossman
 
Some Proposed Principles for Interoperating Cloud Based Data Platforms
Some Proposed Principles for Interoperating Cloud Based Data PlatformsSome Proposed Principles for Interoperating Cloud Based Data Platforms
Some Proposed Principles for Interoperating Cloud Based Data PlatformsRobert Grossman
 
A Gen3 Perspective of Disparate Data
A Gen3 Perspective of Disparate DataA Gen3 Perspective of Disparate Data
A Gen3 Perspective of Disparate DataRobert Grossman
 
Crossing the Analytics Chasm and Getting the Models You Developed Deployed
Crossing the Analytics Chasm and Getting the Models You Developed DeployedCrossing the Analytics Chasm and Getting the Models You Developed Deployed
Crossing the Analytics Chasm and Getting the Models You Developed DeployedRobert Grossman
 
A Data Biosphere for Biomedical Research
A Data Biosphere for Biomedical ResearchA Data Biosphere for Biomedical Research
A Data Biosphere for Biomedical ResearchRobert Grossman
 
What is Data Commons and How Can Your Organization Build One?
What is Data Commons and How Can Your Organization Build One?What is Data Commons and How Can Your Organization Build One?
What is Data Commons and How Can Your Organization Build One?Robert Grossman
 
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...Robert Grossman
 
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...Robert Grossman
 
AnalyticOps - Chicago PAW 2016
AnalyticOps - Chicago PAW 2016AnalyticOps - Chicago PAW 2016
AnalyticOps - Chicago PAW 2016Robert Grossman
 
Keynote on 2015 Yale Day of Data
Keynote on 2015 Yale Day of Data Keynote on 2015 Yale Day of Data
Keynote on 2015 Yale Day of Data Robert Grossman
 
How to Lower the Cost of Deploying Analytics: An Introduction to the Portable...
How to Lower the Cost of Deploying Analytics: An Introduction to the Portable...How to Lower the Cost of Deploying Analytics: An Introduction to the Portable...
How to Lower the Cost of Deploying Analytics: An Introduction to the Portable...Robert Grossman
 
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...Robert Grossman
 
Clouds and Commons for the Data Intensive Science Community (June 8, 2015)
Clouds and Commons for the Data Intensive Science Community (June 8, 2015)Clouds and Commons for the Data Intensive Science Community (June 8, 2015)
Clouds and Commons for the Data Intensive Science Community (June 8, 2015)Robert Grossman
 
Architectures for Data Commons (XLDB 15 Lightning Talk)
Architectures for Data Commons (XLDB 15 Lightning Talk)Architectures for Data Commons (XLDB 15 Lightning Talk)
Architectures for Data Commons (XLDB 15 Lightning Talk)Robert Grossman
 
Practical Methods for Identifying Anomalies That Matter in Large Datasets
Practical Methods for Identifying Anomalies That Matter in Large DatasetsPractical Methods for Identifying Anomalies That Matter in Large Datasets
Practical Methods for Identifying Anomalies That Matter in Large DatasetsRobert Grossman
 
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014Robert Grossman
 
Adversarial Analytics - 2013 Strata & Hadoop World Talk
Adversarial Analytics - 2013 Strata & Hadoop World TalkAdversarial Analytics - 2013 Strata & Hadoop World Talk
Adversarial Analytics - 2013 Strata & Hadoop World TalkRobert Grossman
 
Bionimbus: Towards One Million Genomes (XLDB 2012 Lecture)
Bionimbus: Towards One Million Genomes (XLDB 2012 Lecture)Bionimbus: Towards One Million Genomes (XLDB 2012 Lecture)
Bionimbus: Towards One Million Genomes (XLDB 2012 Lecture)Robert Grossman
 
Big Data - Lab A1 (SC 11 Tutorial)
Big Data - Lab A1 (SC 11 Tutorial)Big Data - Lab A1 (SC 11 Tutorial)
Big Data - Lab A1 (SC 11 Tutorial)Robert Grossman
 
Managing Big Data (Chapter 2, SC 11 Tutorial)
Managing Big Data (Chapter 2, SC 11 Tutorial)Managing Big Data (Chapter 2, SC 11 Tutorial)
Managing Big Data (Chapter 2, SC 11 Tutorial)Robert Grossman
 

More from Robert Grossman (20)

Some Frameworks for Improving Analytic Operations at Your Company
Some Frameworks for Improving Analytic Operations at Your CompanySome Frameworks for Improving Analytic Operations at Your Company
Some Frameworks for Improving Analytic Operations at Your Company
 
Some Proposed Principles for Interoperating Cloud Based Data Platforms
Some Proposed Principles for Interoperating Cloud Based Data PlatformsSome Proposed Principles for Interoperating Cloud Based Data Platforms
Some Proposed Principles for Interoperating Cloud Based Data Platforms
 
A Gen3 Perspective of Disparate Data
A Gen3 Perspective of Disparate DataA Gen3 Perspective of Disparate Data
A Gen3 Perspective of Disparate Data
 
Crossing the Analytics Chasm and Getting the Models You Developed Deployed
Crossing the Analytics Chasm and Getting the Models You Developed DeployedCrossing the Analytics Chasm and Getting the Models You Developed Deployed
Crossing the Analytics Chasm and Getting the Models You Developed Deployed
 
A Data Biosphere for Biomedical Research
A Data Biosphere for Biomedical ResearchA Data Biosphere for Biomedical Research
A Data Biosphere for Biomedical Research
 
What is Data Commons and How Can Your Organization Build One?
What is Data Commons and How Can Your Organization Build One?What is Data Commons and How Can Your Organization Build One?
What is Data Commons and How Can Your Organization Build One?
 
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
 
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
 
AnalyticOps - Chicago PAW 2016
AnalyticOps - Chicago PAW 2016AnalyticOps - Chicago PAW 2016
AnalyticOps - Chicago PAW 2016
 
Keynote on 2015 Yale Day of Data
Keynote on 2015 Yale Day of Data Keynote on 2015 Yale Day of Data
Keynote on 2015 Yale Day of Data
 
How to Lower the Cost of Deploying Analytics: An Introduction to the Portable...
How to Lower the Cost of Deploying Analytics: An Introduction to the Portable...How to Lower the Cost of Deploying Analytics: An Introduction to the Portable...
How to Lower the Cost of Deploying Analytics: An Introduction to the Portable...
 
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...
 
Clouds and Commons for the Data Intensive Science Community (June 8, 2015)
Clouds and Commons for the Data Intensive Science Community (June 8, 2015)Clouds and Commons for the Data Intensive Science Community (June 8, 2015)
Clouds and Commons for the Data Intensive Science Community (June 8, 2015)
 
Architectures for Data Commons (XLDB 15 Lightning Talk)
Architectures for Data Commons (XLDB 15 Lightning Talk)Architectures for Data Commons (XLDB 15 Lightning Talk)
Architectures for Data Commons (XLDB 15 Lightning Talk)
 
Practical Methods for Identifying Anomalies That Matter in Large Datasets
Practical Methods for Identifying Anomalies That Matter in Large DatasetsPractical Methods for Identifying Anomalies That Matter in Large Datasets
Practical Methods for Identifying Anomalies That Matter in Large Datasets
 
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014
 
Adversarial Analytics - 2013 Strata & Hadoop World Talk
Adversarial Analytics - 2013 Strata & Hadoop World TalkAdversarial Analytics - 2013 Strata & Hadoop World Talk
Adversarial Analytics - 2013 Strata & Hadoop World Talk
 
Bionimbus: Towards One Million Genomes (XLDB 2012 Lecture)
Bionimbus: Towards One Million Genomes (XLDB 2012 Lecture)Bionimbus: Towards One Million Genomes (XLDB 2012 Lecture)
Bionimbus: Towards One Million Genomes (XLDB 2012 Lecture)
 
Big Data - Lab A1 (SC 11 Tutorial)
Big Data - Lab A1 (SC 11 Tutorial)Big Data - Lab A1 (SC 11 Tutorial)
Big Data - Lab A1 (SC 11 Tutorial)
 
Managing Big Data (Chapter 2, SC 11 Tutorial)
Managing Big Data (Chapter 2, SC 11 Tutorial)Managing Big Data (Chapter 2, SC 11 Tutorial)
Managing Big Data (Chapter 2, SC 11 Tutorial)
 

Recently uploaded

A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI AgeCprime
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch TuesdayIvanti
 
Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityIES VE
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality AssuranceInflectra
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfIngrid Airi González
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Farhan Tariq
 
Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Hiroshi SHIBATA
 
Potential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and InsightsPotential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and InsightsRavi Sanghani
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentPim van der Noll
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxLoriGlavin3
 
QCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesQCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesBernd Ruecker
 
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesMuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesManik S Magar
 
Generative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptxGenerative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptxfnnc6jmgwh
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfLoriGlavin3
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Strongerpanagenda
 
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyesHow to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyesThousandEyes
 
Data governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationData governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationKnoldus Inc.
 
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...itnewsafrica
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 

Recently uploaded (20)

A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI Age
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch Tuesday
 
Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a reality
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdf
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...
 
Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024
 
Potential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and InsightsPotential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and Insights
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
 
QCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesQCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architectures
 
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesMuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
 
Generative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptxGenerative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptx
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdf
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
 
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyesHow to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
How to Effectively Monitor SD-WAN and SASE Environments with ThousandEyes
 
Data governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationData governance with Unity Catalog Presentation
Data governance with Unity Catalog Presentation
 
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 

Bionimbus Cambridge Workshop (3-28-11, v7)

  • 1. Bionimbus: A Cloud-Based Infrastructure for Managing, Analyzing and Sharing Genomics Data March 29, 2011 Robert Grossman Institute for Genomics & Systems Biology Computation InstituteUniversity of Chicago and Open Cloud Consortium
  • 2. Part 1Biology, Big Data & Clouds 2 Two of the 14 high throughput sequencers at the Ontario Institute for Cancer Research (OICR).
  • 4. The Challenge is to Support Cubes of Next Gen Sequence Data Each cell in data cube can be ChIP-chip, ChIP-seq, RNA-seq, movie, etc. data set. Different developmental stages Different pathologies Perturb the environment
  • 5. Genomics as a Big Data Science
  • 6. What is a new about clouds? 6
  • 8. Elastic, On-Demand Computing with Usage Based Pricing Is New 8 costs the same as 1 computer in a rack for 120 hours 120 computers in three racks for 1 hour
  • 9. Part 2. What is Bionimbus? www.bionimbus.org
  • 10. Bionimbus is a community cloud for storing, analyzing and sharing genomics and related data.
  • 11. Step 2. Send sample tobe sequenced. Step 1. Get Bionimbus ID (BID), assign project, private/community, public cloud, etc. IGSBSequencers BID Generator External Sequencers Step 5. Cloud based analysis using IGSB and 3rd party tools and applications. Step 3a. Return rawreads. Step 3b. Returnvariant calls, CNV, annotation… Bionimbus Private Cloud UC Bionimbus Community Cloud Step 4. Secure datarouting to appropriatecloud based upon BID. Bionimbus Private Cloud XY Amazon dbGaP
  • 12. What is a good unit to understand data intensive computing of biological data?
  • 13. Bionimbus & OSDC Today The NIH in the U.S. currently makes available for download approximately 2PB of data. Bionimbus 2010 consists of 6 racks, 212 nodes, 1568 cores and 0.9 PB of storage. Bionimbus is part of the POC Open Science Data Cloud that consists of 14 racks, 472 nodes, 3776 cores and 3+ PB of storage.
  • 14. GWT-based Front End Elastic Cloud Services Database Services Analysis Pipelines & Re-analysis Services Intercloud Services Large Data Cloud Services Data Ingestion Services
  • 15. Bionimbus Deployment Options Bionimbus Community Cloudwww.bionimbus.org BionimbusAMIs & Amazon hosted applications Bionimbus Private Clouds
  • 16. Part 3. Some Bionimbus Case
  • 17. Case Study: Public Datasets in Bionimbus
  • 18. Case Study: ModENCODE Bionimbus is used to process the modENCODE data from the White lab (over 1000 experiments). BionimbusVMs were used for some of the integrative analysis. Bionimbus is used as a backup for the modENCODE DCC
  • 19. Case Study: IGSB All samples processed by the Institute for Genomics & Systems Biology High-Throughput Genome Analysis Core (HGAC) at the University of Chicago use Bionimbus.
  • 21. Part 4 What is the OSDC?
  • 22. Open Science Data Cloud Astronomical data Biological data (Bionimbus) NSF-PIRE OSDC Data Challenge Earth science data (& disaster relief)
  • 23.
  • 24. Manages cloud computing infrastructure to support scientific research: Open Science Data Cloud.
  • 25. Manages cloud computing testbeds: Open Cloud Testbed.
  • 26. Develop reference implementations, benchmarks and standards.www.opencloudconsortium.org
  • 27. OCC Members Companies: Cisco, Citrix, Yahoo!, … Universities: University of Chicago, Calit2, Johns Hopkins, Northwestern Univ., ORNL, University of Illinois at Chicago, … Federal agencies: NASA Other: National Lambda Rail Adding international partnersin 2011. 24
  • 28. Infrastructure 2010 Proof-of-Concept Infrastructure 450+ nodes 3000+ cores 3+ PB Four data centers (two more to come in 2011) Data centers have 10G network connections (some 100G links in 2011) Plan to add approximately 1 PB of data in 2011. With current funding, we will refresh 1/3 of the infrastructure in 2011 and 2012.
  • 29. Towards a Long Term, Sustainable Model Cap Exp about $1M/year Op Exp about $1M/year Moore Foundation providing $1M/year for 2011 and 2012 to support the Cap Exp.
  • 30. Variety of analysis Scientist with laptop Wide Open Science Data Cloud Med Sequencing centers, LHC, LSST Low Data Size Medium to Large Small Very Large Dedicated infrastructure No infrastructure General infrastructure
  • 31. Persistent data Large data clouds Med databases HPC Small Cycles Large & spec. clusters Small to medium clusters Single workstations
  • 32. Bionimbus Team* David Hanley, Nicolas Negre, Elizabeth Bartom, Nicholas Bild, Christopher D. Brown, Marc Domanus, , Robert L Grossman, A. Jason Grundstad, Xiangjun Liu, Michal Sabala, Parantu K Shah, Kevin P White Institute for Genomics & Systems BiologyUniversity of Chicago Jia Chen, YunhongGu and Damian Roqueiro University of Illinois at Chicago Lincoln Stein and ZhengZha Ontario Institute for Cancer Research *In alphabetical order
  • 35. Thank You For more information: www.bionimbus.org www.opencloudconsortium.org www.igsb.org rgrossman.com