SlideShare a Scribd company logo
1 of 16
The FOSS GIS Workbench on the GFZ
Load Sharing Facility compute cluster
EGU 2012: ESSI 2.10
Peter Löwe, Jens Klump, Jan Thaler
Compute Clusters
●
A set of loosely connected
computers that work together
●
which can be viewed as a single
system
Benefits over single computers of
similar speed:
– performance increase
– no availability constraints
– more cost- and energy-
effective
GFZ High Performance Compute
(HPC) Cluster
Cluster GIS Workbenches
Benefits for geocomputation tasks
Parallelization “sorcerers apprentice”
Deployment of tasks with long duration “fire and forget”
Resource intensive tasks “size matters”
Secure and stable environment “Murphies law”
Geographic Resources Analysis Support
System (GRASS) GIS
A Geographic Information System (GIS) is needed, able utilize
the cluster environment, providing a sufficient degree of user
friendliness to allow for wide application.
•
Largest and oldest Free and Open Source Software GIS
•
> 300 modules + user contributed extensions
•
Support many databases
•
Scripting: Shellscript, Python, Perl, etc.
•
Well documented, large user community
•
Compatible with various cluster environments
GFZ HPC/LSF GIS Workbench:2008
Compute Cluster:
– 32 nodes, each with a 80G drive
– 2 TB fileserver
– Gigabit Ethernet Network
– SUSE Linux Enterprise 9
– Load Sharing Facility (LSF)
queing system
Pilot installation of GRASS 6.3:
– Command line interface
– Graphics to be displayed offline
GFZ HPC Cluster: 2012
Load Sharing Facility (LSF) queing system
234 nodes [2008: 32 nodes] / 480 CPU / 3084 cores
5 Tbyte Ram
19 processing queues
Suse Linux Enterprise 2011
GFZ HPC/LSF GIS Workbench: 2012
GRASS 6.4.2
●
Access via Shell and TclTk-GUI
●
3D visualization: NVIZ / Paraview
●
Dedicated modules to distribute GIS workload on the
cluster
– within GRASS session
– external scripting.
●
●
Up to 3084 parallel GIS (theoretically) jobs possible
The road ahead
●
Addtional GUI (wxpython)
●
●
Individualized add-on repositories
●
●
GRASS 7.0 (development branch)
●
●
Integration of desktop and cluster-based processing
(GRASS/QuantumGIS)
Application: Tsunami Mapping
The first task was the mapping of simulated tsunamis (“Virtual Tsunami
Atlas”) for the TRIDEC Project (www.tridec-online.eu).
For this, up to 400 processing nodes were used.
Tonight:Poster XY552
Application: Long term processing
●
Geometrically complex/challenging simulation data sets
●
Significant amounts of processing time per node required
●
Worst case so far: 20 full CPU days for a single data sets
Inconsitant
model output
Application: Globe Maps
Map canvas (GRASS GIS)
Georeferencing
Integration data / backdrop maps
Merging of color spaces
Globe Rendering (POV-Ray)
Atmospheric effects
Camera effects
Rendering
Application: Globe Map Animations
Visualization of spatio-temporal behaviour for simulated tsunami
waves for QC.
Many timeslices to be computed (GRASS), and rendered (POV-Ray).
Rendering images to be merged into a animated film.
Steps 1 -3 have to be done for many simulations.
Globe Map Animation Example
Tsunami Animation:
•Up to 750 still frames per globe
animation
•Linear processing: ~ 1 week
•Parallel processing: << 0.5 day
Example: Maximum
waveheights of the Tohoku
2011 Tsunami
•4 * 750 = 3000 Renderings
•Multiple Iterations
Conclusion: A LSF-based HPC GIS Workbench
A research utility in the sense of “Software as a Service” (SaaS)
A first step towards building a GFZ corporate cloud service.
Allows to tackle GIS tasks previously out of reach of conventional
workstations.
High performance geocomputation becomes available for an audience
beyond conventional HPC / Grid power users.
Thank you !

More Related Content

What's hot

OpenLayers Feature Frenzy
OpenLayers Feature FrenzyOpenLayers Feature Frenzy
OpenLayers Feature FrenzyAndreas Hocevar
 
OL3-Cesium: 3D for OpenLayers maps
OL3-Cesium: 3D for OpenLayers mapsOL3-Cesium: 3D for OpenLayers maps
OL3-Cesium: 3D for OpenLayers mapsAndreas Hocevar
 
1Spatial Australia: Remote sensing data - instant home delivery
1Spatial Australia: Remote sensing data - instant home delivery1Spatial Australia: Remote sensing data - instant home delivery
1Spatial Australia: Remote sensing data - instant home delivery1Spatial
 
NASA Earth Exchange (NEX) Overview
NASA Earth Exchange (NEX) OverviewNASA Earth Exchange (NEX) Overview
NASA Earth Exchange (NEX) OverviewPlanet OS
 
Building maps for apps in the cloud - a Softlayer Use Case
Building maps for  apps in the cloud - a Softlayer Use CaseBuilding maps for  apps in the cloud - a Softlayer Use Case
Building maps for apps in the cloud - a Softlayer Use CaseTiman Rebel
 
Snow cover assessment tool using Python
Snow cover assessment tool using PythonSnow cover assessment tool using Python
Snow cover assessment tool using PythonPrasun Kumar Gupta
 
Answer togoogleearthuniverseandevrythingelse abbreviated
Answer togoogleearthuniverseandevrythingelse abbreviatedAnswer togoogleearthuniverseandevrythingelse abbreviated
Answer togoogleearthuniverseandevrythingelse abbreviatedShashank Singh
 
Infinum Android Talks #04 - Google Maps Android API utility library
Infinum Android Talks #04 - Google Maps Android API utility libraryInfinum Android Talks #04 - Google Maps Android API utility library
Infinum Android Talks #04 - Google Maps Android API utility libraryDenis_infinum
 
Widgets and astropy: accomplishing useful research with undergraduates
Widgets and astropy: accomplishing useful research with undergraduatesWidgets and astropy: accomplishing useful research with undergraduates
Widgets and astropy: accomplishing useful research with undergraduatesmwcraig
 
ACT Sicence Coffee - Alexandre Meurisse
ACT Sicence Coffee - Alexandre MeurisseACT Sicence Coffee - Alexandre Meurisse
ACT Sicence Coffee - Alexandre MeurisseAdvanced-Concepts-Team
 
Digital Globe Presentation for Earth Observation in the Cloud Demo Day
Digital Globe Presentation for Earth Observation in the Cloud Demo DayDigital Globe Presentation for Earth Observation in the Cloud Demo Day
Digital Globe Presentation for Earth Observation in the Cloud Demo DayAmazon Web Services
 
Google map and navigation
Google map and navigation Google map and navigation
Google map and navigation Shalikram Patel
 
LIDAR-derived DTM for archaeology and landscape history research some recent ...
LIDAR-derived DTM for archaeology and landscape history research some recent ...LIDAR-derived DTM for archaeology and landscape history research some recent ...
LIDAR-derived DTM for archaeology and landscape history research some recent ...Shaun Lewis
 
Elasticsearch Meetup Vienna - webLyzard Live Demo
Elasticsearch Meetup Vienna - webLyzard Live DemoElasticsearch Meetup Vienna - webLyzard Live Demo
Elasticsearch Meetup Vienna - webLyzard Live DemowebLyzard technology
 
How Rough Is Your Runway?
How Rough Is Your Runway? How Rough Is Your Runway?
How Rough Is Your Runway? Safe Software
 
Realtime 3D Visualization without GPU
Realtime 3D Visualization without GPURealtime 3D Visualization without GPU
Realtime 3D Visualization without GPUTobias G
 
Mapping in Drupal using OpenLayers
Mapping in Drupal using OpenLayersMapping in Drupal using OpenLayers
Mapping in Drupal using OpenLayersPeter Vanhee
 

What's hot (20)

OpenLayers Feature Frenzy
OpenLayers Feature FrenzyOpenLayers Feature Frenzy
OpenLayers Feature Frenzy
 
OL3-Cesium: 3D for OpenLayers maps
OL3-Cesium: 3D for OpenLayers mapsOL3-Cesium: 3D for OpenLayers maps
OL3-Cesium: 3D for OpenLayers maps
 
1Spatial Australia: Remote sensing data - instant home delivery
1Spatial Australia: Remote sensing data - instant home delivery1Spatial Australia: Remote sensing data - instant home delivery
1Spatial Australia: Remote sensing data - instant home delivery
 
NASA Earth Exchange (NEX) Overview
NASA Earth Exchange (NEX) OverviewNASA Earth Exchange (NEX) Overview
NASA Earth Exchange (NEX) Overview
 
Building maps for apps in the cloud - a Softlayer Use Case
Building maps for  apps in the cloud - a Softlayer Use CaseBuilding maps for  apps in the cloud - a Softlayer Use Case
Building maps for apps in the cloud - a Softlayer Use Case
 
OpenLayer's basics
OpenLayer's basicsOpenLayer's basics
OpenLayer's basics
 
Snow cover assessment tool using Python
Snow cover assessment tool using PythonSnow cover assessment tool using Python
Snow cover assessment tool using Python
 
Answer togoogleearthuniverseandevrythingelse abbreviated
Answer togoogleearthuniverseandevrythingelse abbreviatedAnswer togoogleearthuniverseandevrythingelse abbreviated
Answer togoogleearthuniverseandevrythingelse abbreviated
 
Infinum Android Talks #04 - Google Maps Android API utility library
Infinum Android Talks #04 - Google Maps Android API utility libraryInfinum Android Talks #04 - Google Maps Android API utility library
Infinum Android Talks #04 - Google Maps Android API utility library
 
Widgets and astropy: accomplishing useful research with undergraduates
Widgets and astropy: accomplishing useful research with undergraduatesWidgets and astropy: accomplishing useful research with undergraduates
Widgets and astropy: accomplishing useful research with undergraduates
 
ACT Sicence Coffee - Alexandre Meurisse
ACT Sicence Coffee - Alexandre MeurisseACT Sicence Coffee - Alexandre Meurisse
ACT Sicence Coffee - Alexandre Meurisse
 
Digital Globe Presentation for Earth Observation in the Cloud Demo Day
Digital Globe Presentation for Earth Observation in the Cloud Demo DayDigital Globe Presentation for Earth Observation in the Cloud Demo Day
Digital Globe Presentation for Earth Observation in the Cloud Demo Day
 
Google map and navigation
Google map and navigation Google map and navigation
Google map and navigation
 
LIDAR-derived DTM for archaeology and landscape history research some recent ...
LIDAR-derived DTM for archaeology and landscape history research some recent ...LIDAR-derived DTM for archaeology and landscape history research some recent ...
LIDAR-derived DTM for archaeology and landscape history research some recent ...
 
Elasticsearch Meetup Vienna - webLyzard Live Demo
Elasticsearch Meetup Vienna - webLyzard Live DemoElasticsearch Meetup Vienna - webLyzard Live Demo
Elasticsearch Meetup Vienna - webLyzard Live Demo
 
Open layers
Open layersOpen layers
Open layers
 
Quantum computers
Quantum computersQuantum computers
Quantum computers
 
How Rough Is Your Runway?
How Rough Is Your Runway? How Rough Is Your Runway?
How Rough Is Your Runway?
 
Realtime 3D Visualization without GPU
Realtime 3D Visualization without GPURealtime 3D Visualization without GPU
Realtime 3D Visualization without GPU
 
Mapping in Drupal using OpenLayers
Mapping in Drupal using OpenLayersMapping in Drupal using OpenLayers
Mapping in Drupal using OpenLayers
 

Viewers also liked

Acquisition of audiovisual Scientific Technical Information from OSGeo: A wor...
Acquisition of audiovisual Scientific Technical Information from OSGeo: A wor...Acquisition of audiovisual Scientific Technical Information from OSGeo: A wor...
Acquisition of audiovisual Scientific Technical Information from OSGeo: A wor...Peter Löwe
 
FOSSGIS 2012: RapidEye Satellitenbildkarten und GRASS GIS: Neue Optionen der ...
FOSSGIS 2012: RapidEye Satellitenbildkarten und GRASS GIS: Neue Optionen der ...FOSSGIS 2012: RapidEye Satellitenbildkarten und GRASS GIS: Neue Optionen der ...
FOSSGIS 2012: RapidEye Satellitenbildkarten und GRASS GIS: Neue Optionen der ...Peter Löwe
 
EGU General Assembly 2013: The new g.infer add-on for GRASS GIS
EGU General Assembly 2013: The new g.infer add-on for GRASS GISEGU General Assembly 2013: The new g.infer add-on for GRASS GIS
EGU General Assembly 2013: The new g.infer add-on for GRASS GISPeter Löwe
 
Coming of Age: The positive legacy of FOSS GIS
Coming of Age: The positive legacy of FOSS GISComing of Age: The positive legacy of FOSS GIS
Coming of Age: The positive legacy of FOSS GISPeter Löwe
 
3D Printing: GIS Day 2013 Work in Progress Report
3D Printing: GIS Day 2013 Work in Progress Report3D Printing: GIS Day 2013 Work in Progress Report
3D Printing: GIS Day 2013 Work in Progress ReportPeter Löwe
 
Data Science: History repeated? – The heritage of the Free and Open Source GI...
Data Science: History repeated? – The heritage of the Free and Open Source GI...Data Science: History repeated? – The heritage of the Free and Open Source GI...
Data Science: History repeated? – The heritage of the Free and Open Source GI...Peter Löwe
 
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...Peter Löwe
 
First public screening of the high resolution version of the GRASS GIS video...
First public screening of the high resolution version of the  GRASS GIS video...First public screening of the high resolution version of the  GRASS GIS video...
First public screening of the high resolution version of the GRASS GIS video...Peter Löwe
 
EGU 2013: Splinter Meeting: Free and Open Source Software (FOSS) in the Geosc...
EGU 2013: Splinter Meeting: Free and Open Source Software (FOSS) in the Geosc...EGU 2013: Splinter Meeting: Free and Open Source Software (FOSS) in the Geosc...
EGU 2013: Splinter Meeting: Free and Open Source Software (FOSS) in the Geosc...Peter Löwe
 
The Evolution of Disaster Early Warning Systems in the TRIDEC Project
The Evolution of Disaster Early Warning Systems in the TRIDEC ProjectThe Evolution of Disaster Early Warning Systems in the TRIDEC Project
The Evolution of Disaster Early Warning Systems in the TRIDEC ProjectPeter Löwe
 
Unlocking conference videos by DOI/MFID for software project communities
Unlocking conference videos by DOI/MFID for software project communitiesUnlocking conference videos by DOI/MFID for software project communities
Unlocking conference videos by DOI/MFID for software project communitiesPeter Löwe
 
GRASS GIS lightening talk at FOSS4G 2006
GRASS GIS lightening talk at FOSS4G 2006GRASS GIS lightening talk at FOSS4G 2006
GRASS GIS lightening talk at FOSS4G 2006Markus Neteler
 
Advanced KML with GRASS GIS
Advanced KML with GRASS GIS Advanced KML with GRASS GIS
Advanced KML with GRASS GIS Peter Löwe
 
The Evolution of Disaster Early Warning Systems in the TRIDEC Project
The Evolution of Disaster Early Warning Systems in the TRIDEC Project The Evolution of Disaster Early Warning Systems in the TRIDEC Project
The Evolution of Disaster Early Warning Systems in the TRIDEC Project Peter Löwe
 
Tectonic Storytelling with Open Source and Digital Object Identifiers - a cas...
Tectonic Storytelling with Open Source and Digital Object Identifiers - a cas...Tectonic Storytelling with Open Source and Digital Object Identifiers - a cas...
Tectonic Storytelling with Open Source and Digital Object Identifiers - a cas...Peter Löwe
 
Scientific 3D Printing with GRASS GIS (FOSSGIS 2014)
Scientific 3D Printing with GRASS GIS (FOSSGIS 2014)Scientific 3D Printing with GRASS GIS (FOSSGIS 2014)
Scientific 3D Printing with GRASS GIS (FOSSGIS 2014)Peter Löwe
 
FOSSGIS 2015: Das audiovisuelle Erbe der OSGeo-Projekte
FOSSGIS 2015: Das audiovisuelle Erbe der OSGeo-ProjekteFOSSGIS 2015: Das audiovisuelle Erbe der OSGeo-Projekte
FOSSGIS 2015: Das audiovisuelle Erbe der OSGeo-ProjektePeter Löwe
 
GRASS GIS, Star Trek and old Video Tape – a reference case on audiovisual pre...
GRASS GIS, Star Trek and old Video Tape – a reference case on audiovisual pre...GRASS GIS, Star Trek and old Video Tape – a reference case on audiovisual pre...
GRASS GIS, Star Trek and old Video Tape – a reference case on audiovisual pre...Peter Löwe
 
Visualisierung Raum-Zeit Würfel
Visualisierung Raum-Zeit WürfelVisualisierung Raum-Zeit Würfel
Visualisierung Raum-Zeit WürfelPeter Löwe
 
TIB's action for research data managament as a national library's strategy in...
TIB's action for research data managament as a national library's strategy in...TIB's action for research data managament as a national library's strategy in...
TIB's action for research data managament as a national library's strategy in...Peter Löwe
 

Viewers also liked (20)

Acquisition of audiovisual Scientific Technical Information from OSGeo: A wor...
Acquisition of audiovisual Scientific Technical Information from OSGeo: A wor...Acquisition of audiovisual Scientific Technical Information from OSGeo: A wor...
Acquisition of audiovisual Scientific Technical Information from OSGeo: A wor...
 
FOSSGIS 2012: RapidEye Satellitenbildkarten und GRASS GIS: Neue Optionen der ...
FOSSGIS 2012: RapidEye Satellitenbildkarten und GRASS GIS: Neue Optionen der ...FOSSGIS 2012: RapidEye Satellitenbildkarten und GRASS GIS: Neue Optionen der ...
FOSSGIS 2012: RapidEye Satellitenbildkarten und GRASS GIS: Neue Optionen der ...
 
EGU General Assembly 2013: The new g.infer add-on for GRASS GIS
EGU General Assembly 2013: The new g.infer add-on for GRASS GISEGU General Assembly 2013: The new g.infer add-on for GRASS GIS
EGU General Assembly 2013: The new g.infer add-on for GRASS GIS
 
Coming of Age: The positive legacy of FOSS GIS
Coming of Age: The positive legacy of FOSS GISComing of Age: The positive legacy of FOSS GIS
Coming of Age: The positive legacy of FOSS GIS
 
3D Printing: GIS Day 2013 Work in Progress Report
3D Printing: GIS Day 2013 Work in Progress Report3D Printing: GIS Day 2013 Work in Progress Report
3D Printing: GIS Day 2013 Work in Progress Report
 
Data Science: History repeated? – The heritage of the Free and Open Source GI...
Data Science: History repeated? – The heritage of the Free and Open Source GI...Data Science: History repeated? – The heritage of the Free and Open Source GI...
Data Science: History repeated? – The heritage of the Free and Open Source GI...
 
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...
 
First public screening of the high resolution version of the GRASS GIS video...
First public screening of the high resolution version of the  GRASS GIS video...First public screening of the high resolution version of the  GRASS GIS video...
First public screening of the high resolution version of the GRASS GIS video...
 
EGU 2013: Splinter Meeting: Free and Open Source Software (FOSS) in the Geosc...
EGU 2013: Splinter Meeting: Free and Open Source Software (FOSS) in the Geosc...EGU 2013: Splinter Meeting: Free and Open Source Software (FOSS) in the Geosc...
EGU 2013: Splinter Meeting: Free and Open Source Software (FOSS) in the Geosc...
 
The Evolution of Disaster Early Warning Systems in the TRIDEC Project
The Evolution of Disaster Early Warning Systems in the TRIDEC ProjectThe Evolution of Disaster Early Warning Systems in the TRIDEC Project
The Evolution of Disaster Early Warning Systems in the TRIDEC Project
 
Unlocking conference videos by DOI/MFID for software project communities
Unlocking conference videos by DOI/MFID for software project communitiesUnlocking conference videos by DOI/MFID for software project communities
Unlocking conference videos by DOI/MFID for software project communities
 
GRASS GIS lightening talk at FOSS4G 2006
GRASS GIS lightening talk at FOSS4G 2006GRASS GIS lightening talk at FOSS4G 2006
GRASS GIS lightening talk at FOSS4G 2006
 
Advanced KML with GRASS GIS
Advanced KML with GRASS GIS Advanced KML with GRASS GIS
Advanced KML with GRASS GIS
 
The Evolution of Disaster Early Warning Systems in the TRIDEC Project
The Evolution of Disaster Early Warning Systems in the TRIDEC Project The Evolution of Disaster Early Warning Systems in the TRIDEC Project
The Evolution of Disaster Early Warning Systems in the TRIDEC Project
 
Tectonic Storytelling with Open Source and Digital Object Identifiers - a cas...
Tectonic Storytelling with Open Source and Digital Object Identifiers - a cas...Tectonic Storytelling with Open Source and Digital Object Identifiers - a cas...
Tectonic Storytelling with Open Source and Digital Object Identifiers - a cas...
 
Scientific 3D Printing with GRASS GIS (FOSSGIS 2014)
Scientific 3D Printing with GRASS GIS (FOSSGIS 2014)Scientific 3D Printing with GRASS GIS (FOSSGIS 2014)
Scientific 3D Printing with GRASS GIS (FOSSGIS 2014)
 
FOSSGIS 2015: Das audiovisuelle Erbe der OSGeo-Projekte
FOSSGIS 2015: Das audiovisuelle Erbe der OSGeo-ProjekteFOSSGIS 2015: Das audiovisuelle Erbe der OSGeo-Projekte
FOSSGIS 2015: Das audiovisuelle Erbe der OSGeo-Projekte
 
GRASS GIS, Star Trek and old Video Tape – a reference case on audiovisual pre...
GRASS GIS, Star Trek and old Video Tape – a reference case on audiovisual pre...GRASS GIS, Star Trek and old Video Tape – a reference case on audiovisual pre...
GRASS GIS, Star Trek and old Video Tape – a reference case on audiovisual pre...
 
Visualisierung Raum-Zeit Würfel
Visualisierung Raum-Zeit WürfelVisualisierung Raum-Zeit Würfel
Visualisierung Raum-Zeit Würfel
 
TIB's action for research data managament as a national library's strategy in...
TIB's action for research data managament as a national library's strategy in...TIB's action for research data managament as a national library's strategy in...
TIB's action for research data managament as a national library's strategy in...
 

Similar to EGU 2012 ESSI: The FOSS GIS Workbench on the GFZ Load Sharing Facility compue cluster

Hpc Cloud project Overview
Hpc Cloud project OverviewHpc Cloud project Overview
Hpc Cloud project OverviewFloris Sluiter
 
Implementation and integration of GPU-accelerated easyWave for instant tsunam...
Implementation and integration of GPU-accelerated easyWave for instant tsunam...Implementation and integration of GPU-accelerated easyWave for instant tsunam...
Implementation and integration of GPU-accelerated easyWave for instant tsunam...Martin Hammitzsch
 
FutureGrid Computing Testbed as a Service
 FutureGrid Computing Testbed as a Service FutureGrid Computing Testbed as a Service
FutureGrid Computing Testbed as a ServiceGeoffrey Fox
 
The Rise of Cloud Computing Systems
The Rise of Cloud Computing SystemsThe Rise of Cloud Computing Systems
The Rise of Cloud Computing SystemsDaehyeok Kim
 
Enhancing usability and utility of USGS 3D Elevation Program (3DEP) lidar dat...
Enhancing usability and utility of USGS 3D Elevation Program (3DEP) lidar dat...Enhancing usability and utility of USGS 3D Elevation Program (3DEP) lidar dat...
Enhancing usability and utility of USGS 3D Elevation Program (3DEP) lidar dat...OpenTopography Facility
 
DSD-INT 2015 - RSS Sentinel Toolbox - J. Manuel Delgado Blasco
DSD-INT 2015 - RSS Sentinel Toolbox - J. Manuel Delgado BlascoDSD-INT 2015 - RSS Sentinel Toolbox - J. Manuel Delgado Blasco
DSD-INT 2015 - RSS Sentinel Toolbox - J. Manuel Delgado BlascoDeltares
 
Mod05lec23(map reduce tutorial)
Mod05lec23(map reduce tutorial)Mod05lec23(map reduce tutorial)
Mod05lec23(map reduce tutorial)Ankit Gupta
 
Comparative Analysis, Security Aspects & Optimization of Workload in Gfs Base...
Comparative Analysis, Security Aspects & Optimization of Workload in Gfs Base...Comparative Analysis, Security Aspects & Optimization of Workload in Gfs Base...
Comparative Analysis, Security Aspects & Optimization of Workload in Gfs Base...IOSR Journals
 
Web-based, GPU-accelerated, Geospatial Platform for Real-time Monitoring, Hig...
Web-based, GPU-accelerated, Geospatial Platform for Real-time Monitoring, Hig...Web-based, GPU-accelerated, Geospatial Platform for Real-time Monitoring, Hig...
Web-based, GPU-accelerated, Geospatial Platform for Real-time Monitoring, Hig...Martin Hammitzsch
 
Programmable Exascale Supercomputer
Programmable Exascale SupercomputerProgrammable Exascale Supercomputer
Programmable Exascale SupercomputerSagar Dolas
 
MAP-REDUCE IMPLEMENTATIONS: SURVEY AND PERFORMANCE COMPARISON
MAP-REDUCE IMPLEMENTATIONS: SURVEY AND PERFORMANCE COMPARISONMAP-REDUCE IMPLEMENTATIONS: SURVEY AND PERFORMANCE COMPARISON
MAP-REDUCE IMPLEMENTATIONS: SURVEY AND PERFORMANCE COMPARISONijcsit
 
An Introduction to Apache Hadoop, Mahout and HBase
An Introduction to Apache Hadoop, Mahout and HBaseAn Introduction to Apache Hadoop, Mahout and HBase
An Introduction to Apache Hadoop, Mahout and HBaseLukas Vlcek
 
Hungarian ClusterGrid and its applications
Hungarian ClusterGrid and its applicationsHungarian ClusterGrid and its applications
Hungarian ClusterGrid and its applicationsFerenc Szalai
 
10 Visualization of 3D data in the web environment – Open Land Use and Yield ...
10 Visualization of 3D data in the web environment – Open Land Use and Yield ...10 Visualization of 3D data in the web environment – Open Land Use and Yield ...
10 Visualization of 3D data in the web environment – Open Land Use and Yield ...plan4all
 
DSD-SEA 2023 Global to local multi-hazard forecasting - Yan
DSD-SEA 2023 Global to local multi-hazard forecasting - YanDSD-SEA 2023 Global to local multi-hazard forecasting - Yan
DSD-SEA 2023 Global to local multi-hazard forecasting - YanDeltares
 

Similar to EGU 2012 ESSI: The FOSS GIS Workbench on the GFZ Load Sharing Facility compue cluster (20)

Hpc Cloud project Overview
Hpc Cloud project OverviewHpc Cloud project Overview
Hpc Cloud project Overview
 
Implementation and integration of GPU-accelerated easyWave for instant tsunam...
Implementation and integration of GPU-accelerated easyWave for instant tsunam...Implementation and integration of GPU-accelerated easyWave for instant tsunam...
Implementation and integration of GPU-accelerated easyWave for instant tsunam...
 
GRID COMPUTING
GRID COMPUTINGGRID COMPUTING
GRID COMPUTING
 
FutureGrid Computing Testbed as a Service
 FutureGrid Computing Testbed as a Service FutureGrid Computing Testbed as a Service
FutureGrid Computing Testbed as a Service
 
The Rise of Cloud Computing Systems
The Rise of Cloud Computing SystemsThe Rise of Cloud Computing Systems
The Rise of Cloud Computing Systems
 
Enhancing usability and utility of USGS 3D Elevation Program (3DEP) lidar dat...
Enhancing usability and utility of USGS 3D Elevation Program (3DEP) lidar dat...Enhancing usability and utility of USGS 3D Elevation Program (3DEP) lidar dat...
Enhancing usability and utility of USGS 3D Elevation Program (3DEP) lidar dat...
 
DSD-INT 2015 - RSS Sentinel Toolbox - J. Manuel Delgado Blasco
DSD-INT 2015 - RSS Sentinel Toolbox - J. Manuel Delgado BlascoDSD-INT 2015 - RSS Sentinel Toolbox - J. Manuel Delgado Blasco
DSD-INT 2015 - RSS Sentinel Toolbox - J. Manuel Delgado Blasco
 
Cloud computing
Cloud computingCloud computing
Cloud computing
 
Mod05lec23(map reduce tutorial)
Mod05lec23(map reduce tutorial)Mod05lec23(map reduce tutorial)
Mod05lec23(map reduce tutorial)
 
H017144148
H017144148H017144148
H017144148
 
Comparative Analysis, Security Aspects & Optimization of Workload in Gfs Base...
Comparative Analysis, Security Aspects & Optimization of Workload in Gfs Base...Comparative Analysis, Security Aspects & Optimization of Workload in Gfs Base...
Comparative Analysis, Security Aspects & Optimization of Workload in Gfs Base...
 
Web-based, GPU-accelerated, Geospatial Platform for Real-time Monitoring, Hig...
Web-based, GPU-accelerated, Geospatial Platform for Real-time Monitoring, Hig...Web-based, GPU-accelerated, Geospatial Platform for Real-time Monitoring, Hig...
Web-based, GPU-accelerated, Geospatial Platform for Real-time Monitoring, Hig...
 
Programmable Exascale Supercomputer
Programmable Exascale SupercomputerProgrammable Exascale Supercomputer
Programmable Exascale Supercomputer
 
Hadoop - Introduction to HDFS
Hadoop - Introduction to HDFSHadoop - Introduction to HDFS
Hadoop - Introduction to HDFS
 
MAP-REDUCE IMPLEMENTATIONS: SURVEY AND PERFORMANCE COMPARISON
MAP-REDUCE IMPLEMENTATIONS: SURVEY AND PERFORMANCE COMPARISONMAP-REDUCE IMPLEMENTATIONS: SURVEY AND PERFORMANCE COMPARISON
MAP-REDUCE IMPLEMENTATIONS: SURVEY AND PERFORMANCE COMPARISON
 
E031201032036
E031201032036E031201032036
E031201032036
 
An Introduction to Apache Hadoop, Mahout and HBase
An Introduction to Apache Hadoop, Mahout and HBaseAn Introduction to Apache Hadoop, Mahout and HBase
An Introduction to Apache Hadoop, Mahout and HBase
 
Hungarian ClusterGrid and its applications
Hungarian ClusterGrid and its applicationsHungarian ClusterGrid and its applications
Hungarian ClusterGrid and its applications
 
10 Visualization of 3D data in the web environment – Open Land Use and Yield ...
10 Visualization of 3D data in the web environment – Open Land Use and Yield ...10 Visualization of 3D data in the web environment – Open Land Use and Yield ...
10 Visualization of 3D data in the web environment – Open Land Use and Yield ...
 
DSD-SEA 2023 Global to local multi-hazard forecasting - Yan
DSD-SEA 2023 Global to local multi-hazard forecasting - YanDSD-SEA 2023 Global to local multi-hazard forecasting - Yan
DSD-SEA 2023 Global to local multi-hazard forecasting - Yan
 

More from Peter Löwe

EGU GA 2018 OSGeo Townhall
EGU GA 2018 OSGeo TownhallEGU GA 2018 OSGeo Townhall
EGU GA 2018 OSGeo TownhallPeter Löwe
 
EGU GA 2017 OSGeo Townhall
EGU GA 2017 OSGeo TownhallEGU GA 2017 OSGeo Townhall
EGU GA 2017 OSGeo TownhallPeter Löwe
 
EGU GA 2014 OSGeo Townhall
EGU GA 2014 OSGeo TownhallEGU GA 2014 OSGeo Townhall
EGU GA 2014 OSGeo TownhallPeter Löwe
 
EGU 2013 Splinter Meeting: FOSS in the Geosciences
EGU 2013 Splinter Meeting: FOSS in the Geosciences EGU 2013 Splinter Meeting: FOSS in the Geosciences
EGU 2013 Splinter Meeting: FOSS in the Geosciences Peter Löwe
 
2012 egu foss_splinter_session
2012 egu foss_splinter_session2012 egu foss_splinter_session
2012 egu foss_splinter_sessionPeter Löwe
 
INTEGRATION OPTIONS FOR PERSISTENT IDENTIFIERS IN OSGEO PROJECT REPOSITORIES:...
INTEGRATION OPTIONS FOR PERSISTENT IDENTIFIERS IN OSGEO PROJECT REPOSITORIES:...INTEGRATION OPTIONS FOR PERSISTENT IDENTIFIERS IN OSGEO PROJECT REPOSITORIES:...
INTEGRATION OPTIONS FOR PERSISTENT IDENTIFIERS IN OSGEO PROJECT REPOSITORIES:...Peter Löwe
 
Research Data Management for Econometrics
Research Data Management for EconometricsResearch Data Management for Econometrics
Research Data Management for EconometricsPeter Löwe
 
Libraries in the Big Data Era: Strategies and Challenges in Archiving and Sha...
Libraries in the Big Data Era: Strategies and Challenges in Archiving and Sha...Libraries in the Big Data Era: Strategies and Challenges in Archiving and Sha...
Libraries in the Big Data Era: Strategies and Challenges in Archiving and Sha...Peter Löwe
 
The TIB|AV Portal : OSGeo conference videos as a resource for scientific res...
The TIB|AV Portal : OSGeo conference videos as a resource for scientific res...The TIB|AV Portal : OSGeo conference videos as a resource for scientific res...
The TIB|AV Portal : OSGeo conference videos as a resource for scientific res...Peter Löwe
 
GIS Day 2015: Geoinformatics, Open Source and Videos - a library perspective
GIS Day 2015: Geoinformatics, Open Source and Videos - a library perspectiveGIS Day 2015: Geoinformatics, Open Source and Videos - a library perspective
GIS Day 2015: Geoinformatics, Open Source and Videos - a library perspectivePeter Löwe
 
GIS DAY 2015: Guerilla globes
GIS DAY 2015: Guerilla globes GIS DAY 2015: Guerilla globes
GIS DAY 2015: Guerilla globes Peter Löwe
 
3D-printing with GRASS GIS – a work in progress in report FOSS4G 2014
3D-printing with GRASS GIS – a work in progress in report FOSS4G 20143D-printing with GRASS GIS – a work in progress in report FOSS4G 2014
3D-printing with GRASS GIS – a work in progress in report FOSS4G 2014Peter Löwe
 
Potentiale und Chancen von Free Open Source Software (FOSS) GIS für die Forsc...
Potentiale und Chancen von Free Open Source Software (FOSS) GIS für die Forsc...Potentiale und Chancen von Free Open Source Software (FOSS) GIS für die Forsc...
Potentiale und Chancen von Free Open Source Software (FOSS) GIS für die Forsc...Peter Löwe
 
GIS: Eine Übersicht für Lehrkräfte
GIS: Eine Übersicht für LehrkräfteGIS: Eine Übersicht für Lehrkräfte
GIS: Eine Übersicht für LehrkräftePeter Löwe
 
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...Peter Löwe
 
LINUX Tag 2008: 4D Data Visualisation and Quality Control
LINUX Tag 2008: 4D Data Visualisation and Quality ControlLINUX Tag 2008: 4D Data Visualisation and Quality Control
LINUX Tag 2008: 4D Data Visualisation and Quality ControlPeter Löwe
 
Geopark Bergstraße-Odenwald
Geopark Bergstraße-OdenwaldGeopark Bergstraße-Odenwald
Geopark Bergstraße-OdenwaldPeter Löwe
 

More from Peter Löwe (17)

EGU GA 2018 OSGeo Townhall
EGU GA 2018 OSGeo TownhallEGU GA 2018 OSGeo Townhall
EGU GA 2018 OSGeo Townhall
 
EGU GA 2017 OSGeo Townhall
EGU GA 2017 OSGeo TownhallEGU GA 2017 OSGeo Townhall
EGU GA 2017 OSGeo Townhall
 
EGU GA 2014 OSGeo Townhall
EGU GA 2014 OSGeo TownhallEGU GA 2014 OSGeo Townhall
EGU GA 2014 OSGeo Townhall
 
EGU 2013 Splinter Meeting: FOSS in the Geosciences
EGU 2013 Splinter Meeting: FOSS in the Geosciences EGU 2013 Splinter Meeting: FOSS in the Geosciences
EGU 2013 Splinter Meeting: FOSS in the Geosciences
 
2012 egu foss_splinter_session
2012 egu foss_splinter_session2012 egu foss_splinter_session
2012 egu foss_splinter_session
 
INTEGRATION OPTIONS FOR PERSISTENT IDENTIFIERS IN OSGEO PROJECT REPOSITORIES:...
INTEGRATION OPTIONS FOR PERSISTENT IDENTIFIERS IN OSGEO PROJECT REPOSITORIES:...INTEGRATION OPTIONS FOR PERSISTENT IDENTIFIERS IN OSGEO PROJECT REPOSITORIES:...
INTEGRATION OPTIONS FOR PERSISTENT IDENTIFIERS IN OSGEO PROJECT REPOSITORIES:...
 
Research Data Management for Econometrics
Research Data Management for EconometricsResearch Data Management for Econometrics
Research Data Management for Econometrics
 
Libraries in the Big Data Era: Strategies and Challenges in Archiving and Sha...
Libraries in the Big Data Era: Strategies and Challenges in Archiving and Sha...Libraries in the Big Data Era: Strategies and Challenges in Archiving and Sha...
Libraries in the Big Data Era: Strategies and Challenges in Archiving and Sha...
 
The TIB|AV Portal : OSGeo conference videos as a resource for scientific res...
The TIB|AV Portal : OSGeo conference videos as a resource for scientific res...The TIB|AV Portal : OSGeo conference videos as a resource for scientific res...
The TIB|AV Portal : OSGeo conference videos as a resource for scientific res...
 
GIS Day 2015: Geoinformatics, Open Source and Videos - a library perspective
GIS Day 2015: Geoinformatics, Open Source and Videos - a library perspectiveGIS Day 2015: Geoinformatics, Open Source and Videos - a library perspective
GIS Day 2015: Geoinformatics, Open Source and Videos - a library perspective
 
GIS DAY 2015: Guerilla globes
GIS DAY 2015: Guerilla globes GIS DAY 2015: Guerilla globes
GIS DAY 2015: Guerilla globes
 
3D-printing with GRASS GIS – a work in progress in report FOSS4G 2014
3D-printing with GRASS GIS – a work in progress in report FOSS4G 20143D-printing with GRASS GIS – a work in progress in report FOSS4G 2014
3D-printing with GRASS GIS – a work in progress in report FOSS4G 2014
 
Potentiale und Chancen von Free Open Source Software (FOSS) GIS für die Forsc...
Potentiale und Chancen von Free Open Source Software (FOSS) GIS für die Forsc...Potentiale und Chancen von Free Open Source Software (FOSS) GIS für die Forsc...
Potentiale und Chancen von Free Open Source Software (FOSS) GIS für die Forsc...
 
GIS: Eine Übersicht für Lehrkräfte
GIS: Eine Übersicht für LehrkräfteGIS: Eine Übersicht für Lehrkräfte
GIS: Eine Übersicht für Lehrkräfte
 
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...
Mapping the Tohoku 2011 Tsunami event with a remote sensing satellite constel...
 
LINUX Tag 2008: 4D Data Visualisation and Quality Control
LINUX Tag 2008: 4D Data Visualisation and Quality ControlLINUX Tag 2008: 4D Data Visualisation and Quality Control
LINUX Tag 2008: 4D Data Visualisation and Quality Control
 
Geopark Bergstraße-Odenwald
Geopark Bergstraße-OdenwaldGeopark Bergstraße-Odenwald
Geopark Bergstraße-Odenwald
 

Recently uploaded

Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machinePadma Pradeep
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 

Recently uploaded (20)

Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food Manufacturing
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machine
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 

EGU 2012 ESSI: The FOSS GIS Workbench on the GFZ Load Sharing Facility compue cluster

  • 1. The FOSS GIS Workbench on the GFZ Load Sharing Facility compute cluster EGU 2012: ESSI 2.10 Peter Löwe, Jens Klump, Jan Thaler
  • 2. Compute Clusters ● A set of loosely connected computers that work together ● which can be viewed as a single system Benefits over single computers of similar speed: – performance increase – no availability constraints – more cost- and energy- effective GFZ High Performance Compute (HPC) Cluster
  • 3. Cluster GIS Workbenches Benefits for geocomputation tasks Parallelization “sorcerers apprentice” Deployment of tasks with long duration “fire and forget” Resource intensive tasks “size matters” Secure and stable environment “Murphies law”
  • 4. Geographic Resources Analysis Support System (GRASS) GIS A Geographic Information System (GIS) is needed, able utilize the cluster environment, providing a sufficient degree of user friendliness to allow for wide application. • Largest and oldest Free and Open Source Software GIS • > 300 modules + user contributed extensions • Support many databases • Scripting: Shellscript, Python, Perl, etc. • Well documented, large user community • Compatible with various cluster environments
  • 5. GFZ HPC/LSF GIS Workbench:2008 Compute Cluster: – 32 nodes, each with a 80G drive – 2 TB fileserver – Gigabit Ethernet Network – SUSE Linux Enterprise 9 – Load Sharing Facility (LSF) queing system Pilot installation of GRASS 6.3: – Command line interface – Graphics to be displayed offline
  • 6. GFZ HPC Cluster: 2012 Load Sharing Facility (LSF) queing system 234 nodes [2008: 32 nodes] / 480 CPU / 3084 cores 5 Tbyte Ram 19 processing queues Suse Linux Enterprise 2011
  • 7. GFZ HPC/LSF GIS Workbench: 2012 GRASS 6.4.2 ● Access via Shell and TclTk-GUI ● 3D visualization: NVIZ / Paraview ● Dedicated modules to distribute GIS workload on the cluster – within GRASS session – external scripting. ● ● Up to 3084 parallel GIS (theoretically) jobs possible
  • 8. The road ahead ● Addtional GUI (wxpython) ● ● Individualized add-on repositories ● ● GRASS 7.0 (development branch) ● ● Integration of desktop and cluster-based processing (GRASS/QuantumGIS)
  • 9. Application: Tsunami Mapping The first task was the mapping of simulated tsunamis (“Virtual Tsunami Atlas”) for the TRIDEC Project (www.tridec-online.eu). For this, up to 400 processing nodes were used. Tonight:Poster XY552
  • 10. Application: Long term processing ● Geometrically complex/challenging simulation data sets ● Significant amounts of processing time per node required ● Worst case so far: 20 full CPU days for a single data sets Inconsitant model output
  • 11. Application: Globe Maps Map canvas (GRASS GIS) Georeferencing Integration data / backdrop maps Merging of color spaces Globe Rendering (POV-Ray) Atmospheric effects Camera effects Rendering
  • 12. Application: Globe Map Animations Visualization of spatio-temporal behaviour for simulated tsunami waves for QC. Many timeslices to be computed (GRASS), and rendered (POV-Ray). Rendering images to be merged into a animated film. Steps 1 -3 have to be done for many simulations.
  • 13. Globe Map Animation Example Tsunami Animation: •Up to 750 still frames per globe animation •Linear processing: ~ 1 week •Parallel processing: << 0.5 day Example: Maximum waveheights of the Tohoku 2011 Tsunami •4 * 750 = 3000 Renderings •Multiple Iterations
  • 14.
  • 15. Conclusion: A LSF-based HPC GIS Workbench A research utility in the sense of “Software as a Service” (SaaS) A first step towards building a GFZ corporate cloud service. Allows to tackle GIS tasks previously out of reach of conventional workstations. High performance geocomputation becomes available for an audience beyond conventional HPC / Grid power users.