Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier By Aimee Stewart, Cindy Zheng,...
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Transcript of Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier By Aimee Stewart, Cindy Zheng,...
![Page 1: Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier By Aimee Stewart, Cindy Zheng, Phil Papadopoulos, C.J. Grady University of Kansas Biodiversity.](https://reader036.fdocuments.us/reader036/viewer/2022062620/551b7021550346d31b8b6005/html5/thumbnails/1.jpg)
Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier
ByAimee Stewart, Cindy Zheng, Phil Papadopoulos, C.J. Grady
University of Kansas Biodiversity InstituteUniversity of California, San Diego
http://www.lifemapper.org
![Page 2: Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier By Aimee Stewart, Cindy Zheng, Phil Papadopoulos, C.J. Grady University of Kansas Biodiversity.](https://reader036.fdocuments.us/reader036/viewer/2022062620/551b7021550346d31b8b6005/html5/thumbnails/2.jpg)
Lifemapper
• Data– Climate Data– Species Archive• Input: points • Output: potential habitat maps
• Tools– LmSDM: Species Distribution Modeling– LmRAD: Range and Diversity
GBIF
![Page 3: Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier By Aimee Stewart, Cindy Zheng, Phil Papadopoulos, C.J. Grady University of Kansas Biodiversity.](https://reader036.fdocuments.us/reader036/viewer/2022062620/551b7021550346d31b8b6005/html5/thumbnails/3.jpg)
Lifemapper Tiers
Web Tier Client TierManagement Tier
Pipeline
Data updaterJob generator
Job trackerMetadata manager
Lm Web siteREST Web Services
Job submissionData request
Result request
Desktop clientBrowser client
Experiment management,
Result visualization, exploration, analysis
Compute Tier
Virtual clusters request Jobs
Species Distribution Modeling
Range and DiversityAnalysis
Data Tier
Species Sensors
Result archives
Models
![Page 4: Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier By Aimee Stewart, Cindy Zheng, Phil Papadopoulos, C.J. Grady University of Kansas Biodiversity.](https://reader036.fdocuments.us/reader036/viewer/2022062620/551b7021550346d31b8b6005/html5/thumbnails/4.jpg)
Virtual Biodiversity ExpeditionStep 1: Species Distribution Modeling
Species Occurrence Data
Landsat Data
Potential Habitat
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![Page 5: Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier By Aimee Stewart, Cindy Zheng, Phil Papadopoulos, C.J. Grady University of Kansas Biodiversity.](https://reader036.fdocuments.us/reader036/viewer/2022062620/551b7021550346d31b8b6005/html5/thumbnails/5.jpg)
Adding a PRAGMA Compute Tier
LM Compute
LM Management
LM Data
LM Compute
![Page 6: Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier By Aimee Stewart, Cindy Zheng, Phil Papadopoulos, C.J. Grady University of Kansas Biodiversity.](https://reader036.fdocuments.us/reader036/viewer/2022062620/551b7021550346d31b8b6005/html5/thumbnails/6.jpg)
DEMO
![Page 7: Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier By Aimee Stewart, Cindy Zheng, Phil Papadopoulos, C.J. Grady University of Kansas Biodiversity.](https://reader036.fdocuments.us/reader036/viewer/2022062620/551b7021550346d31b8b6005/html5/thumbnails/7.jpg)
Preparation
Web Tier Client TierManagement Tier
Pipeline
Data updaterJob generator
Job trackerMetadata manager
Lm Web siteREST Web Services
Job submissionData request
Result request
Desktop clientBrowser client
Experiment management,
Result visualization, exploration, analysis
Compute Tier
Virtual clusters request Jobs
Species Distribution Modeling
Range and DiversityAnalysis
Data Tier
Species Sensors
Result archives
Models
![Page 8: Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier By Aimee Stewart, Cindy Zheng, Phil Papadopoulos, C.J. Grady University of Kansas Biodiversity.](https://reader036.fdocuments.us/reader036/viewer/2022062620/551b7021550346d31b8b6005/html5/thumbnails/8.jpg)
Execution
• Specialization– Resources request subset of available jobs– Based on data, users, computation type
• Scaling– Management - Increased job speed– Compute – increased data replication
![Page 9: Virtualizing Lifemapper for PRAGMA: Step 2 - The Computational Tier By Aimee Stewart, Cindy Zheng, Phil Papadopoulos, C.J. Grady University of Kansas Biodiversity.](https://reader036.fdocuments.us/reader036/viewer/2022062620/551b7021550346d31b8b6005/html5/thumbnails/9.jpg)
Lifemapper funded by:
U.S. National Science Foundation
NSF EPSCoR 0553722
NSF EPSCoR 0919443
EHR/DRL 0918590
BIO/DBI 0851290
OCI/CI-TEAM 0753336
http://[email protected]