{"title":"Kullback-Leibler散度对数值结果再现性的估计","authors":"F. Calvayrac","doi":"10.1109/NTMS.2015.7266501","DOIUrl":null,"url":null,"abstract":"In large software projects using numerical solutions of equations, small changes in compiler options or parallelization methods can induce slight variations in the last digits of floating point numerical results, due for instance to the non-commutativity of operations. Unfortunate changes in the code (bugs) can induce even larger deviations in the results. We propose to use the Kullback-Leibler divergence estimated from the compression ratio of the results compared to reference results in order to automatically quantify those changes and automatize regression tests of numerical codes in software forges. We use the TDDFT PW-TELEMAN project as an example.","PeriodicalId":115020,"journal":{"name":"2015 7th International Conference on New Technologies, Mobility and Security (NTMS)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Kullback-Leibler divergence as an estimate of reproducibility of numerical results\",\"authors\":\"F. Calvayrac\",\"doi\":\"10.1109/NTMS.2015.7266501\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In large software projects using numerical solutions of equations, small changes in compiler options or parallelization methods can induce slight variations in the last digits of floating point numerical results, due for instance to the non-commutativity of operations. Unfortunate changes in the code (bugs) can induce even larger deviations in the results. We propose to use the Kullback-Leibler divergence estimated from the compression ratio of the results compared to reference results in order to automatically quantify those changes and automatize regression tests of numerical codes in software forges. We use the TDDFT PW-TELEMAN project as an example.\",\"PeriodicalId\":115020,\"journal\":{\"name\":\"2015 7th International Conference on New Technologies, Mobility and Security (NTMS)\",\"volume\":\"31 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-07-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2015 7th International Conference on New Technologies, Mobility and Security (NTMS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/NTMS.2015.7266501\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 7th International Conference on New Technologies, Mobility and Security (NTMS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/NTMS.2015.7266501","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Kullback-Leibler divergence as an estimate of reproducibility of numerical results
In large software projects using numerical solutions of equations, small changes in compiler options or parallelization methods can induce slight variations in the last digits of floating point numerical results, due for instance to the non-commutativity of operations. Unfortunate changes in the code (bugs) can induce even larger deviations in the results. We propose to use the Kullback-Leibler divergence estimated from the compression ratio of the results compared to reference results in order to automatically quantify those changes and automatize regression tests of numerical codes in software forges. We use the TDDFT PW-TELEMAN project as an example.