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技术 2022年11月10日
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Spark中的对象

  Spark的Conf,极简化的场景,可以设置一个空conf给sparkContext,在执行spark-submit的时候,系统会默认给sparkContext赋一个SparkConf;
  Application是顶级的,每个spark-submit就是一个application;官网说明:User program built on Spark. Consists of a driver program and executors on the cluster.
  每个action(函数)是一个job,action是两个job的分界点;官网说明:A parallel computation consisting of multiple tasks that gets spawned in response to a Spark action (e.g. save, collect); you’ll see this term used in the driver’s logs.
  job是由stage组成,stage其实是和transformation对应;Stage的划分是是否产生了shuffle(shuffle就是一次跨节点IO,详细介绍看“分区”),一个shuffle两个stage的分界点。所以stage是一个说明描述,说明了要处理什么数据;stage其实是一个或者多个链式 transformation组成;每个transformation在执行的时候,将会下放到每个分区中,每个分区创建一个task,这个task将会通过本地的executor(一个worker部署在一台机器,一个worker有一个executor,每个worker下面管理多个partition;官网说明:Each job gets divided into smaller sets of tasks called stages that depend on each other (similar to the map and reduce stages in MapReduce); you’ll see this term used in the driver’s logs.
  Job和stage都是全局概念,task是一个局部概念,他的产生是为了执行stage,因为数据是分布在每个分区里面,所以在执行stage,需要读取分区数据并进行处理的时候(执行map,执行filter),task产生了:数据处理就是由task通过Executor跑出来的;官网说明:A unit of work that will be sent to one executor

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" alt="" width="371" height="413" />
  从sc.textFile到action调用,整个过程都是一个DAG下来,下放到所有的worker节点,然后图中所有的transformation都会被倒叙执行;注意textFile执行其实是spark读取当前节点的的文件,无论是常规文件系统还是Hdfs,都只是workernode自己的数据,所以transformation也是当前节点的数据;这个也是为什么建议worker节点和datanode节点一致的原因;为什么会shuffle?就是因为本地的数据都是局部的,需要将局部数据进行汇总处理,一汇总,就发生了shuffle。

  这里还有一个点,就是sc.txtFile之后如果还有partitionBy的话,将会导致数据重排。
  对于job下面的每个stage,并不是一次性把DAG下放到各个分区;而是分批提交给YARN的;因为stage的划分点是shuffle,所以stage是有顺序的;这一点可以通过spark的历史服务页面中的Stages可以看到,每个  stage的提交时间是不一样;这个解释了为什么有的stage是2个task,有的是3个task。第一个stage是执行获取数据,不需要所有的分区参与;第二个stage是foreachpartition,所有的分区都需要参与,所以task数量和分区数一致(3个)

什么是spark(六)Spark中的对象

关键性能调优
  1. 并行数,本质就是设置分区数,每个分区将会对应一个线程在跑,无论是partitionBy,repatition还是在reduceBy等action函数中指定分区数,亦或是在sparkConf中指定spark.sql.shuffle.partitions,都是可以通过改变分区数来实现并行;强调一点,是该改变,而不是增多;因为并不是分区越多性能越大,关键是利用率;很多时候经过filter之后数据量变小了,分区数减少了反而会提升性能。不用担心分区减少后数据重组导致的损害;在由多变少的场景下,系统开销其实很小的。
  2. 序列化,通过:
  sparkConf.set(“spark.serializer”, “org.apache.spark.serializer.KryoSerializer”)
  来实现传输过程中对于数据进行序列化传输;KryoSerializer现在已经是spark的标配了(比spark/java原生的序列压缩比率更高,效率更高。
  3. 内存管理
  1)RDD的存储,通过persis、cache进行内存存储;可以通过设置memory,disk以及serilize组合来实现减少对内存实现;spark.storage.memoryFraction
  2)shuffle and aggregation缓冲区,主要用存放shuffle以及aggregation的临时数据;可以通过调整spark.shuffle.memoryFraction来调整占用内存比例;
  3)用户代码
  默认60%的JVM堆栈分给RDD,缓冲区和用户代码各占20%;可以根据场景需要来调整分配比例;
  对于RDD存储的优化可以通过memory+disk+serial组合来对减少内存的使用;序列化(serialize,将多个对象进行合并)可以有效减少GC的次数,因为JVM在回收的时候看的是堆栈对象的数量,而不是大小;缺点是因为存在序列化和反序列化,损失一些性能。
  4. 硬件
  1)增加内存,执行的时候通过增加–executor-memory以及–executor-cores来提升性能;但是不能超过64G,否则GC的回收会导致长时间停机;
  2)增加硬盘,配置spark的存储路径分散在各个硬盘上面呢,这样可以实现多个硬盘并发读取硬盘数据供应用处理,提升吞吐率;

  spark官网介绍调优:http://spark.apache.org/docs/latest/tuning.html#data-locality

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