{"title":"DwarfGC:用于云计算的NVM中空间高效且崩溃一致的垃圾收集器","authors":"Heting Li, Mingyu Wu","doi":"10.1109/SOSE.2018.00032","DOIUrl":null,"url":null,"abstract":"Emerging cloud computing arouses need for large-scale data processing which in turn promises vigorous developments on big data platforms running on Java Virtual Machine (JVM), such as Hadoop, Spark and Flink. Storing a large amount of data in memory allows those platforms to benefit from satisfying performance and powerful memory management and garbage collection service in Java. Non-volatile memory (NVM) provides nonvolatility, byte-addressable and fast access speed characteristics and thus becomes a superior alternative for volatile memory utilizing in future cloud system and Java world. This paper presents a recoverable garbage collector named DwarfGC to manage Java objects in NVM so as to ensure crash consistency and durability. DwarfGC persists heap-related metadata into NVM at the beginning of GC and relies on it for recovery. The metadata is stored in a space-efficient fashion but incurring little time overhead.","PeriodicalId":414464,"journal":{"name":"2018 IEEE Symposium on Service-Oriented System Engineering (SOSE)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-03-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"DwarfGC: A Space-Efficient and Crash-Consistent Garbage Collector in NVM for Cloud Computing\",\"authors\":\"Heting Li, Mingyu Wu\",\"doi\":\"10.1109/SOSE.2018.00032\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Emerging cloud computing arouses need for large-scale data processing which in turn promises vigorous developments on big data platforms running on Java Virtual Machine (JVM), such as Hadoop, Spark and Flink. Storing a large amount of data in memory allows those platforms to benefit from satisfying performance and powerful memory management and garbage collection service in Java. Non-volatile memory (NVM) provides nonvolatility, byte-addressable and fast access speed characteristics and thus becomes a superior alternative for volatile memory utilizing in future cloud system and Java world. This paper presents a recoverable garbage collector named DwarfGC to manage Java objects in NVM so as to ensure crash consistency and durability. DwarfGC persists heap-related metadata into NVM at the beginning of GC and relies on it for recovery. The metadata is stored in a space-efficient fashion but incurring little time overhead.\",\"PeriodicalId\":414464,\"journal\":{\"name\":\"2018 IEEE Symposium on Service-Oriented System Engineering (SOSE)\",\"volume\":\"30 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-03-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 IEEE Symposium on Service-Oriented System Engineering (SOSE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/SOSE.2018.00032\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 IEEE Symposium on Service-Oriented System Engineering (SOSE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SOSE.2018.00032","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
DwarfGC: A Space-Efficient and Crash-Consistent Garbage Collector in NVM for Cloud Computing
Emerging cloud computing arouses need for large-scale data processing which in turn promises vigorous developments on big data platforms running on Java Virtual Machine (JVM), such as Hadoop, Spark and Flink. Storing a large amount of data in memory allows those platforms to benefit from satisfying performance and powerful memory management and garbage collection service in Java. Non-volatile memory (NVM) provides nonvolatility, byte-addressable and fast access speed characteristics and thus becomes a superior alternative for volatile memory utilizing in future cloud system and Java world. This paper presents a recoverable garbage collector named DwarfGC to manage Java objects in NVM so as to ensure crash consistency and durability. DwarfGC persists heap-related metadata into NVM at the beginning of GC and relies on it for recovery. The metadata is stored in a space-efficient fashion but incurring little time overhead.