Linus Witschen, T. Wiersema, Lucas Reuter, M. Platzner
{"title":"Search space characterization for approximate logic synthesis","authors":"Linus Witschen, T. Wiersema, Lucas Reuter, M. Platzner","doi":"10.1145/3489517.3530463","DOIUrl":null,"url":null,"abstract":"Approximate logic synthesis aims at trading off a circuit's quality to improve a target metric. Corresponding methods explore a search space by approximating circuit components and verifying the resulting quality of the overall circuit, which is costly. We propose a methodology that determines reasonable values for the component's local error bounds prior to search space exploration. Utilizing formal verification on a novel approximation miter guarantees the circuit's quality for such local error bounds, independent of employed approximation methods, resulting in reduced runtimes due to omitted verifications. Experiments show speed-ups of up to 3.7x for approximate logic synthesis using our method.","PeriodicalId":373005,"journal":{"name":"Proceedings of the 59th ACM/IEEE Design Automation Conference","volume":"37 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 59th ACM/IEEE Design Automation Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3489517.3530463","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Approximate logic synthesis aims at trading off a circuit's quality to improve a target metric. Corresponding methods explore a search space by approximating circuit components and verifying the resulting quality of the overall circuit, which is costly. We propose a methodology that determines reasonable values for the component's local error bounds prior to search space exploration. Utilizing formal verification on a novel approximation miter guarantees the circuit's quality for such local error bounds, independent of employed approximation methods, resulting in reduced runtimes due to omitted verifications. Experiments show speed-ups of up to 3.7x for approximate logic synthesis using our method.