Re: SQLContext.applySchema strictness

2015-02-15 Thread Michael Armbrust
Applying schema is a pretty low-level operation, and I would expect most users would use the type safe interfaces. If you are unsure you can always run: import org.apache.spark.sql.execution.debug._ schemaRDD.typeCheck() and it will tell you if you have made any mistakes. Michael On Sat, Feb

Re: SQLContext.applySchema strictness

2015-02-14 Thread nitin
AFAIK, this is the expected behavior. You have to make sure that the schema matches the row. It won't give any error when you apply the schema as it doesn't validate the nature of data. -- View this message in context:

Re: SQLContext.applySchema strictness

2015-02-14 Thread Michael Armbrust
Doing runtime type checking is very expensive, so we only do it when necessary (i.e. you perform an operation like adding two columns together) On Sat, Feb 14, 2015 at 2:19 AM, nitin nitin2go...@gmail.com wrote: AFAIK, this is the expected behavior. You have to make sure that the schema

Re: SQLContext.applySchema strictness

2015-02-14 Thread Nicholas Chammas
Would it make sense to add an optional validate parameter to applySchema() which defaults to False, both to give users the option to check the schema immediately and to make the default behavior clearer? ​ On Sat Feb 14 2015 at 9:18:59 AM Michael Armbrust mich...@databricks.com wrote: Doing

SQLContext.applySchema strictness

2015-02-13 Thread Justin Pihony
Per the documentation: It is important to make sure that the structure of every Row of the provided RDD matches the provided schema. Otherwise, there will be runtime exception. However, it appears that this is not being enforced. import org.apache.spark.sql._ val sqlContext = new

Re: SQLContext.applySchema strictness

2015-02-13 Thread Yin Huai
Hi Justin, It is expected. We do not check if the provided schema matches rows since all rows need to be scanned to give a correct answer. Thanks, Yin On Fri, Feb 13, 2015 at 1:33 PM, Justin Pihony justin.pih...@gmail.com wrote: Per the documentation: It is important to make sure that

Re: SQLContext.applySchema strictness

2015-02-13 Thread Justin Pihony
OK, but what about on an action, like collect()? Shouldn't it be able to determine the correctness at that time? On Fri, Feb 13, 2015 at 4:49 PM, Yin Huai yh...@databricks.com wrote: Hi Justin, It is expected. We do not check if the provided schema matches rows since all rows need to be