我的Reducer上出现了内存错误:
mapreduce.reduce.memory.mb
所以是的,有一个物理内存问题可以通过增加<Response xmlns="https://www.googleapis.com/books/v1/volumes">
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来解决,但我不明白它为什么会发生。
进入管道的数据越多,发生此内存问题的可能性就越大。问题是我的大多数减速器(大约90%)通过,并且因为数据应该已经被写入磁盘,所以应该释放内存,因为数据应该已经被写入磁盘。
我在这里缺少什么?
答案 0 :(得分:0)
默认情况下,在YARN中,容器预先分配有内存。在这种情况下,无论群集中的可用内存如何,所有reducer容器都将具有6 GB内存。这些容器的JVM不会在容器之间重复使用或共享(至少在Hadoop2中),这意味着如果一个reducer上的内存超出其内存6 GB限制,它将不会从其他空闲容器中获取资源(如果这是你的担忧)
现在,为什么只有少数减速器总是高于其内存(给定90%通过)提示数据中可能存在SKEW,这意味着此减速器可能正在处理更多输入组或更多键。