{"title":"基于xor的混合容错技术在GPU管道故障检测中的应用","authors":"Giani Braga, Marcio M. Gonçalves, J. Azambuja","doi":"10.1109/ISVLSI59464.2023.10238657","DOIUrl":null,"url":null,"abstract":"Graphics Processing Units are consistently reaching new applications due to their massive parallel execution architectures. However, some safety-critical areas, such as avionics, come with unfriendly environments due to radiation effects caused by cosmic rays, effectively causing component failures. This work implements and tests a hybrid fault tolerance technique initially proposed by NVIDIA to protect a GPU’s pipeline against radiation effects. Results show that the technique can be effective against data-flow errors but at a high cost in execution time overheads and potentially increased control-flow errors.","PeriodicalId":199371,"journal":{"name":"2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Evaluating an XOR-based Hybrid Fault Tolerance Technique to Detect Faults in GPU Pipelines\",\"authors\":\"Giani Braga, Marcio M. Gonçalves, J. Azambuja\",\"doi\":\"10.1109/ISVLSI59464.2023.10238657\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Graphics Processing Units are consistently reaching new applications due to their massive parallel execution architectures. However, some safety-critical areas, such as avionics, come with unfriendly environments due to radiation effects caused by cosmic rays, effectively causing component failures. This work implements and tests a hybrid fault tolerance technique initially proposed by NVIDIA to protect a GPU’s pipeline against radiation effects. Results show that the technique can be effective against data-flow errors but at a high cost in execution time overheads and potentially increased control-flow errors.\",\"PeriodicalId\":199371,\"journal\":{\"name\":\"2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)\",\"volume\":\"5 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-06-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISVLSI59464.2023.10238657\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISVLSI59464.2023.10238657","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Evaluating an XOR-based Hybrid Fault Tolerance Technique to Detect Faults in GPU Pipelines
Graphics Processing Units are consistently reaching new applications due to their massive parallel execution architectures. However, some safety-critical areas, such as avionics, come with unfriendly environments due to radiation effects caused by cosmic rays, effectively causing component failures. This work implements and tests a hybrid fault tolerance technique initially proposed by NVIDIA to protect a GPU’s pipeline against radiation effects. Results show that the technique can be effective against data-flow errors but at a high cost in execution time overheads and potentially increased control-flow errors.