Hi all,
Any help on the following is very much appreciated.
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Problem:
On a schemaRDD read from a parquet file (data within file uses AVRO model)
using the HiveContext:
I can't figure out how to 'select' or use 'where' clause, to filter
rows on a field that has a Map AVRO-data-type. I want to do a filtering
using a given ('key' : 'value'). How could I do this?
Details:
* the printSchema of the loaded schemaRDD is like so:
-- output snippet -
|-- created: long (nullable = false)
|-- audiences: map (nullable = true)
||-- key: string
||-- value: struct (valueContainsNull = false)
|||-- percent: float (nullable = false)
|||-- cluster: integer (nullable = false)
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* I dont get a result when I try to select on a specific value of the
'audience' like so:
SELECT created, audiences FROM mytable_data LATERAL VIEW
explode(audiences) adtab AS adcol WHERE audiences['key']=='tg_loh' LIMIT 10
sequence of commands on the spark-shell (a different query and output) is:
-- code snippet -
scala val hiveContext = new org.apache.spark.sql.hive.HiveContext(sc)
scala val parquetFile2 =
hiveContext.parquetFile(/home/myuser/myparquetfile)
scala parquetFile2.registerTempTable(mytable_data)
scala hiveContext.cacheTable(mytable_data)
scala hiveContext.sql(SELECT audiences['key'], audiences['value'] FROM
mytable_data LATERAL VIEW explode(audiences) adu AS audien LIMIT
3).collect().foreach(println)
-- output -
[null,null]
[null,null]
[null,null]
gives a list of nulls. I can see that there is data when I just do the
following (output is truncated):
-- code snippet -
scala hiveContext.sql(SELECT audiences FROM mytable_data LATERAL VIEW
explode(audiences) tablealias AS colalias LIMIT
1).collect().foreach(println)
output --
[Map(tg_loh - [0.0,1,Map()], tg_co - [0.0,1,Map(tg_co_petrol - 0.0)],
tg_wall - [0.0,1,Map(tg_wall_poi - 0.0)], ...
Q1) What am I doing wrong?
Q2) How can I use 'where' in the query to filter on specific values?
What works:
Queries with filtering, and selecting on fields that have simple AVRO
data-types, such as long or string works fine.
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I hope the explanation makes sense. Thanks.
Best,
BB
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