{"title":"使用多功能循环加速器提高硬件效率","authors":"Kevin Fan, M. Kudlur, Hyunchul Park, S. Mahlke","doi":"10.1145/1176254.1176322","DOIUrl":null,"url":null,"abstract":"To meet the conflicting goals of high-performance low-cost embedded systems, critical application loop nests are commonly executed on specialized hardware accelerators. These loop accelerators are traditionally designed in a single-function manner, wherein each loop nest is implemented as a dedicated hardware block. This paper focuses on hardware sharing across loop nests by creating multifunction loop accelerators, or accelerators capable of executing multiple algorithms. A compiler-based system for automatically synthesizing multifunction loop accelerator architectures from C code is presented. We compare the effectiveness of three architecture synthesis approaches with varying levels of complexity: sum of individual accelerators, union of individual accelerators, and joint accelerator synthesis. Experiments show that multifunction accelerators achieve substantial hardware savings over combinations of single-function designs. In addition, the union approach to multifunction synthesis is shown to be effective at creating low-cost hardware by exploiting hardware sharing, while remaining computationally tractable.","PeriodicalId":370841,"journal":{"name":"Proceedings of the 4th International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS '06)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2006-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"23","resultStr":"{\"title\":\"Increasing hardware efficiency with multifunction loop accelerators\",\"authors\":\"Kevin Fan, M. Kudlur, Hyunchul Park, S. Mahlke\",\"doi\":\"10.1145/1176254.1176322\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"To meet the conflicting goals of high-performance low-cost embedded systems, critical application loop nests are commonly executed on specialized hardware accelerators. These loop accelerators are traditionally designed in a single-function manner, wherein each loop nest is implemented as a dedicated hardware block. This paper focuses on hardware sharing across loop nests by creating multifunction loop accelerators, or accelerators capable of executing multiple algorithms. A compiler-based system for automatically synthesizing multifunction loop accelerator architectures from C code is presented. We compare the effectiveness of three architecture synthesis approaches with varying levels of complexity: sum of individual accelerators, union of individual accelerators, and joint accelerator synthesis. Experiments show that multifunction accelerators achieve substantial hardware savings over combinations of single-function designs. In addition, the union approach to multifunction synthesis is shown to be effective at creating low-cost hardware by exploiting hardware sharing, while remaining computationally tractable.\",\"PeriodicalId\":370841,\"journal\":{\"name\":\"Proceedings of the 4th International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS '06)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2006-10-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"23\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 4th International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS '06)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/1176254.1176322\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 4th International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS '06)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/1176254.1176322","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Increasing hardware efficiency with multifunction loop accelerators
To meet the conflicting goals of high-performance low-cost embedded systems, critical application loop nests are commonly executed on specialized hardware accelerators. These loop accelerators are traditionally designed in a single-function manner, wherein each loop nest is implemented as a dedicated hardware block. This paper focuses on hardware sharing across loop nests by creating multifunction loop accelerators, or accelerators capable of executing multiple algorithms. A compiler-based system for automatically synthesizing multifunction loop accelerator architectures from C code is presented. We compare the effectiveness of three architecture synthesis approaches with varying levels of complexity: sum of individual accelerators, union of individual accelerators, and joint accelerator synthesis. Experiments show that multifunction accelerators achieve substantial hardware savings over combinations of single-function designs. In addition, the union approach to multifunction synthesis is shown to be effective at creating low-cost hardware by exploiting hardware sharing, while remaining computationally tractable.