没有任何优化的Spark.sql运行查询(aws粘雅典娜)

时间:2019-11-22 11:04:27

标签: sql apache-spark pyspark

我需要从Glue Job(spark.sql)向AWS上的Athena执行SQL请求。

我的查询非常简单

df = spark.sql("select * from hashes 
               where year='2109' and month='10' and day='08' 
               and myhashes in (%s) order by timestamp desc" % ( 
               ",".join( "'"+str(x)+"'" for x in myhashes ))  )

这段代码产生一个类似

的字符串
select * from hashes where year='2019' 
     and month='10' and day='08' 
     and myhashes in (
    '06SN931', 
    '06SN931', 
    '06SP317', 
    ...........
    '86X0297'
    )

它在雅典娜非常好用

但是,如果我运行Glue Job火花,似乎会将查询从IN转换为OR语法,例如

其中.... day = '08'和(myhashes ='06XH8V3'或myhashes ='06X68P4'或my .....)并产生错误。

Here the exception
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
    at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
    at java.lang.reflect.Method.invoke(Method.java:498)
    at org.apache.spark.sql.hive.client.Shim_v0_13.getPartitionsByFilter(HiveShim.scala:759)
    ... 64 more


Caused by: MetaException(message:1 validation error detected: Value 'year = '2019' and month = '10' and day = '08' and (myhashes = '06XH58V3' or myhashes = '06X658P4' or myhashes = '45X42051' or myhashes = '15S03560' or myhashes = '10S2868' or myhashes = '416S2661' or myhashes = 'dDSD' or myhashes = 'DSSD' or myhashes = '13XE639' or myhashes = '06X668N7' or myhashes = '06X364T2' or 
.......
myhashes = '96S652207' or myhashes = '06X26365M' or myhashes = '10X560c89' or myhashes = '06X01N8' or )' 


at 'expression' failed to satisfy constraint: Member must have length less than or equal to 2048 (Service: AWSGlue; Status Code: 400; Error Code: ValidationException; Request ID: 83f7bc7b-0d10-11ea-9a8c-fdfadfa2a22b))
            at com.amazonaws.glue.catalog.converters.CatalogToHiveConverter.getHiveException(CatalogToHiveConverter.java:100)
            at com.amazonaws.glue.catalog.converters.CatalogToHiveConverter.wrapInHiveException(CatalogToHiveConverter.java:88)
            at com.amazonaws.glue.catalog.metastore.GlueMetastoreClientDelegate.getCatalogPartitions(GlueMetastoreClientDelegate.java:948)
            at com.amazonaws.glue.catalog.metastore.GlueMetastoreClientDelegate.getPartitions(GlueMetastoreClientDelegate.java:911)
            at com.amazonaws.glue.catalog.metastore.AWSCatalogMetastoreClient.listPartitionsByFilter(AWSCatalogMetastoreClient.java:1179)
            at org.apache.hadoop.hive.ql.metadata.Hive.getPartitionsByFilter(Hive.java:2255)
            ... 69 more

        End of LogType:stdout

是否可以禁用SQL的Spark内部优化?

1 个答案:

答案 0 :(得分:0)

错误消息暗示您的查询太长(超过2048个字符)。 AWS Athena和AWS Glue具有不同的约束。

如果可能,尝试通过与包含 render(){ let textInput; return ( <div className="App"> <input type="text" ref={(el) => {textInput = el}} /> <button onClick={() => {this.addTodo(textInput.value)}}>Click to Add a Todo</button> {this.state.todos.map(todo => <Todo key={todo.id} name={todo.name} completed={todo.completed}/>)} </div> ); } 值的表进行联接来过滤表(“哈希”),而不要使用SQL myhashes ,只要要比较的元素数量变大。