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  • HDP Hive StorageHandler 下推优化的坑

    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 是一个自由度非常高的属性,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。

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  • 原文地址:https://www.cnblogs.com/lhfcws/p/7762005.html
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