关键词:hdp , hive , StorageHandler
了解Hive StorageHandler的同学都知道,StorageHandler作为Hive适配不同存储的拓展类,同时肩负着HiveStoragePredicateHandler的角色对相关存储做下推优化,核心方法如下:
/**
* HiveStoragePredicateHandler is an optional companion to {@link
* HiveStorageHandler}; it should only be implemented by handlers which
* support decomposition of predicates being pushed down into table scans.
*/
public interface HiveStoragePredicateHandler { /**
* Gives the storage handler a chance to decompose a predicate. The storage
* handler should analyze the predicate and return the portion of it which
* cannot be evaluated during table access. For example, if the original
* predicate is <code>x = 2 AND upper(y)='YUM'</code>, the storage handler
* might be able to handle <code>x = 2</code> but leave the "residual"
* <code>upper(y)='YUM'</code> for Hive to deal with. The breakdown
* need not be non-overlapping; for example, given the
* predicate <code>x LIKE 'a%b'</code>, the storage handler might
* be able to evaluate the prefix search <code>x LIKE 'a%'</code>, leaving
* <code>x LIKE '%b'</code> as the residual.
*
* @param jobConf contains a job configuration matching the one that
* will later be passed to getRecordReader and getSplits
*
* @param deserializer deserializer which will be used when
* fetching rows
*
* @param predicate predicate to be decomposed
*
* @return decomposed form of predicate, or null if no pushdown is
* possible at all
*/
public DecomposedPredicate decomposePredicate(
JobConf jobConf,
Deserializer deserializer,
ExprNodeDesc predicate); /**
* Struct class for returning multiple values from decomposePredicate.
*/
public static class DecomposedPredicate {
/**
* Portion of predicate to be evaluated by storage handler. Hive
* will pass this into the storage handler's input format.
*/
public ExprNodeGenericFuncDesc pushedPredicate; /**
* Serialized format for filter
*/
public Serializable pushedPredicateObject; /**
* Portion of predicate to be post-evaluated by Hive for any rows
* which are returned by storage handler.
*/
public ExprNodeGenericFuncDesc residualPredicate;
}
}
核心方法便是decomposePredicate方法,返回一个 DecomposePredicate 对象,其中,对象中的属性成员 Serializable pushedPredicateObject 是一个*度非常高的属性,你可以把你任何下推的结果、配置、甚至在下推中解析表达树得到的一些函数声明等都可以传递出去,给到InputFormat侧去决定如何读取数据。但是在HDP 2.2.6-2800(对应Hive 0.14.0.2.2.6-2800)和 HDP 2.4.2.0-258 (对应 Hive 1.2.1000.2.4.2.0-258) 中,经测试,DecomposePredicate的另外两个属性都能起效,唯独pushedPredicateObject怎么都拿不到,在InputFormat侧一直为null。
单步跟了Hive 0.14.0.2.2.6.0的源码,pushedPredicateObject测试能用,本地打包上传测试服务器替换原来的hive-exec jar包重启HiveServer2,居然也测试成功能用。由于HDP的代码小版本号太多,而且也不确定后面横线后的版本号对应的数字是代表什么意思(revision?),所以暂时找不到确定的源码了,认为最近似的源码2.2.6.0手动编译打包的是没问题的。
只能姑且认为是HDP的一个莫名的坑,有基于HDP的Hive做下推优化的同学需要留意一下这个问题。