PPT-PinPlay : A Framework for Deterministic Replay and Reproducible Analysis of

Parallel Programs Harish Patil Cristiano Pereira Mack Stallcup Gregory Lueck James Cownie Intel Corporation CGO 2010 Toronto Canada 1 NonDeterminism Program execution is not repeatable across runs. Leeper Abstract Reproducible research and data archiving are increasingly important issues in research involving statistical analyses of quantitative data This article introduces the dvn package which allows R users to publicly archive datasets anal in a Managed Language Virtual Machine. Michael . Bond. Milind. Kulkarni. Man . Cao. Meisam. . Fathi. . Salmi. Jipeng. Huang. Purdue. Microsoft. Ohio State. 1. Nondeterminism is problematic. Reproduce and Debug. via . Data Flow Cut. Microsoft Research Asia. Ming Wu. , Haoxiang Lin, Xuezheng Liu, Zhenyu Guo, Huayang Guo, Lidong Zhou, Zheng Zhang. MIT. Fan Long, Xi Wang, . Zhilei. . Xu. Outline. Motivation. Observation. Dave Beck. dacb@uw.edu. http://. faculty.washington.edu. /~. dacb. Background. Methane (CH. 4. ) is a greenhouse gas. 85x more potent than CO. 2. Atmospheric [. CH. 4. ] . have increased 150% / 200 years. in Secondary Data Analysis. Abraham D Flaxman. November 18, 2014. Outline. Reproducible research. Secondary data analysis. Doing Both Together. Reproducible secondary data. Reproducible data analysis. Kaushik . Veeraraghavan . Dongyoon. Lee, . Benjamin . Wester. , . Jessica . Ouyang. , . Peter . M. . Chen, . Jason . Flinn. , . Satish. . Narayanasamy. University of Michigan. Deterministic replay. Exploiting Episodes for. Lightweight Memory Race . Recording. Derek . R. . Hower. and Mark D. Hill. Computer systems complex. – . more. so with . multicore. What technologies. can help?. Executive Summary. Annealing . Dimension Reduction. and Biology. Indiana University. Environmental Genomics. April 20 2012. Geoffrey Fox. gcf@indiana.edu. . . http://www.infomall.org. . http://www.futuregrid.org. Marco . Canini (KAUST) and Jon Crowcroft (. University of Cambridge). What it takes to do reproducible research?. It is actually hard work for both authors and reproducers. Produce solid artifacts. Create, package, share reproducible experiments. Rule 12, Section 3, Article 6 (c) allows for replay to review game clock at end of a period. . If there is a significant mistake related to the game clock replay can fix regardless of review. . END OF PERIOD. Rule 12, Section 3, Article 6 (c) allows for replay to review game clock at end of a period. . If there is a significant mistake related to the game clock replay can fix regardless of review. . END OF PERIOD. Rule 12, Section 3, Article 6 (c) allows for replay to review game clock at end of a period. . If there is a significant mistake related to the game clock replay can fix regardless of review. . END OF PERIOD. . SYFTET. Göteborgs universitet ska skapa en modern, lättanvänd och . effektiv webbmiljö med fokus på användarnas förväntningar.. 1. ETT UNIVERSITET – EN GEMENSAM WEBB. Innehåll som är intressant för de prioriterade målgrupperna samlas på ett ställe till exempel:. Data Flow Cut. Microsoft Research Asia. Ming Wu. , Haoxiang Lin, Xuezheng Liu, Zhenyu Guo, Huayang Guo, Lidong Zhou, Zheng Zhang. MIT. Fan Long, Xi Wang, . Zhilei. . Xu. Outline. Motivation. Observation.