Scala 线程将#GB的排序数据溢出到磁盘
我试图编写一个ETL过程,在联合之前合并两个数据集我向每个数据集添加一列,较新的数据集得到2,较旧的数据集得到1,然后如果行有重复的主键,我将删除旧/新列中有1的行。我试着用几种方式写这篇文章,最近的一次是:Scala 线程将#GB的排序数据溢出到磁盘,scala,apache-spark,Scala,Apache Spark,我试图编写一个ETL过程,在联合之前合并两个数据集我向每个数据集添加一列,较新的数据集得到2,较旧的数据集得到1,然后如果行有重复的主键,我将删除旧/新列中有1的行。我试着用几种方式写这篇文章,最近的一次是: orderBy(keys, desc(old/new)).dropDuplicates(keys) 但在大型数据集上,我总是会收到一条消息,上面说: 16/09/21 20:31:45 INFO UnsafeExternalSorter: Thread 84 spilling sort
orderBy(keys, desc(old/new)).dropDuplicates(keys)
但在大型数据集上,我总是会收到一条消息,上面说:
16/09/21 20:31:45 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (0 time so far)
16/09/21 20:32:00 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (1 time so far)
16/09/21 20:32:16 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (2 times so far)
16/09/21 20:32:31 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (3 times so far)
16/09/21 20:32:47 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (4 times so far)
16/09/21 20:33:02 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (5 times so far)
16/09/21 20:33:18 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (6 times so far)
16/09/21 20:33:33 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (7 times so far)
16/09/21 20:33:49 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (8 times so far)
16/09/21 20:34:04 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (9 times so far)
16/09/21 20:34:19 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (10 times so far)
16/09/21 20:34:35 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (11 times so far)
16/09/21 20:34:50 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (12 times so far)
16/09/21 20:35:06 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (13 times so far)
16/09/21 20:35:21 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (14 times so far)
16/09/21 20:35:37 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (15 times so far)
16/09/21 20:35:52 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (16 times so far)
16/09/21 20:36:07 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (17 times so far)
16/09/21 20:36:23 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (18 times so far)
16/09/21 20:36:38 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (19 times so far)
16/09/21 20:36:53 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (20 times so far)
16/09/21 20:37:09 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (21 times so far)
16/09/21 20:37:24 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (22 times so far)
16/09/21 20:37:40 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (23 times so far)
16/09/21 20:37:55 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (24 times so far)
16/09/21 20:38:10 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (25 times so far)
16/09/21 20:38:25 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (26 times so far)
16/09/21 20:38:41 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (27 times so far)
16/09/21 20:38:56 INFO UnsafeExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (28 times so far)
16/09/21 20:39:25 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (0 time so far)
16/09/21 20:39:45 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (1 time so far)
16/09/21 20:40:05 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (2 times so far)
16/09/21 20:40:26 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (3 times so far)
16/09/21 20:40:46 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (4 times so far)
16/09/21 20:41:07 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (5 times so far)
16/09/21 20:41:27 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (6 times so far)
16/09/21 20:41:47 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (7 times so far)
16/09/21 20:42:07 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (8 times so far)
16/09/21 20:42:28 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (9 times so far)
16/09/21 20:42:49 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (10 times so far)
16/09/21 20:43:09 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (11 times so far)
16/09/21 20:43:30 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (12 times so far)
16/09/21 20:43:50 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (13 times so far)
16/09/21 20:44:11 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (14 times so far)
16/09/21 20:44:31 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (15 times so far)
16/09/21 20:44:52 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (16 times so far)
16/09/21 20:45:13 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (17 times so far)
16/09/21 20:45:33 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (18 times so far)
16/09/21 20:45:53 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (19 times so far)
16/09/21 20:46:14 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (20 times so far)
16/09/21 20:46:34 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (21 times so far)
16/09/21 20:46:54 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (22 times so far)
16/09/21 20:47:14 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (23 times so far)
16/09/21 20:47:34 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (24 times so far)
16/09/21 20:47:54 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (25 times so far)
16/09/21 20:48:14 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (26 times so far)
16/09/21 20:48:34 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (27 times so far)
16/09/21 20:48:54 INFO ShuffleExternalSorter: Thread 84 spilling sort data of 3.0 GB to disk (28 times so far)
在检查Spark UI时,只有一个线程超时工作,而其他线程已经完成。有可能在线程之间分散这些数据吗?您处理此问题的方式设计为放大与数据倾斜相关的任何可能问题。由于您从按键和指示符变量对数据重新排序开始,所以首先要洗牌数据,可能会创建高度不平衡的分区。在此之后应用的任何减少都无法弥补这一点 至少有两种方法可用于实现相同的结果,同时充分受益于地图侧减少。我在回答这两个问题时都作了解释,只是想重申:
- 您可以使用
ordering来选择每组的最小/最大行struct
- 您可以将静态类型的
与数据集
一起使用,后跟groupByKey
reducegroup
orderBy
或多或少等同于partitionBy
,因此如果某些键特别常见,则会导致非均匀分布。在这种情况下,您需要的是一个有效的地图侧组合。它可能无法解决问题,但至少可以提高整体性能。对,但在这种情况下,我的密钥是主键/复合键,因此它们都应该是唯一的,我仍然会遇到问题。@zero323我正在尝试从oracle读取并存储在拼花文件中,在存储拼花时,我使用df.write.format(“拼花”).mode(“overwrite”).partitionBy(“年”、“月”).save(拼花文件),但是有很多乱序,数据以100GBs的速度溢出到磁盘,30个遗嘱执行人中只有一个花了很多时间…如何将其并行化?