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Madagascar Software Package Technology for Reproducible Computational Experiments Sergey Fomel Bureau of Economic Geology Jackson School of Geosciences The University of Texas at Austin http://rsf.sf.net/ Scientific Software Day 2007
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Outline Past Seismic Imaging MIT, Industry, Stanford, … Present Test-driven development Reproducible computational experiments Future Asking for help Automatic testing, parallel processing, graphics, …
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Seismic Imaging Computations 45 clusters on the top 500 list many missing Europe’s most powerful supercomputer (CGG/IBM) Data size Gb (2-D; 1980x) Tb (3-D; 1990x) ?? (4-D, 4-C, multi-azimuth, …; 200x)
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History of Seismic Imaging Norbert Wiener (© RLE/MIT) Enders Robinson Jon Claerbout
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SEPlib Software Innovations Universal data file format (RSF) Data separated from text headers Conceptual regularly gridded N-dimensional hypercubes If you feel an urge to design a complex binary file format, or a complex binary application protocol, it is generally wise to lie down until the feeling passes. -- Eric S. Raymond, TAUP Universal graphics format (Vplot) Reproducible research 30+ years legacy R. Clayton, J. Claerbout, D. Hale, S. Levin, J. Dellinger, S. Cole, D. Nichols, M. Karrenbach, B. Biondi, R. Clapp, … Data n1=1000 in=“/path/data.rsf@” n2=500 n3=100 d1=0.001 d2=0.1 o2=1
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“Madagascar” Innovations Open source (GPL) Open community (SourceForge) Open science Command-line modules Data processing scripts Documentation
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MondayGet an idea TuesdayImplement it WednesdayTest it ThursdayCommunicate it FridayApply it Technology Transfer I23I23
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Three Levels of Technology Implement it (Tuesday) Command-line modules C (C++, Fortran-77, Fortran-90, Matlab, Python) 400 modules Test it (Wednesday) Data processing flows Python/SCons 4,000 tests Communicate it (Thursday) Papers and reports LaTeX + Python/SCons 60 papers
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Reproducible Computations Test Driven Development Document computational experiments Old experiments become regression tests Within the world of science, computation is now rightly seen as a third vertex of a triangle complementing experiment and theory. However, as it is now often practiced, one can make a good case that computing is the last refuge of the scientific scoundrel. –R. LeVeque
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Asking for Help Open problems Automatic reproducibility testing Parallelization Interfaces Graphics … Open opportunities Summer students Consultants
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Information http://rsf.sourceforge.net/ Wiki, blog, e-mail lists, forums RSF/Madagascar School in Austin April 20, 2007 Bureau of Economic Geology http://rsf.sourceforge.net/RSF_Austin_School_2007
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