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Getting bogus rows from sqoop import...?
Felix GV 2013-03-21, 03:27
Hello,
I'm trying to import a full table from MySQL to Hadoop/Hive. It works with certain parameters, but when I try to do an ETL that's somewhat more complex, I start getting bogus rows in my resulting table.
This works:
sqoop import \ --connect 'jdbc:mysql://backup.general.db/general?tinyInt1isBit=false&zeroDateTimeBehavior=convertToNull' \ --username xxxxx \ --password xxxxx \ --hive-import \ --hive-overwrite \ -m 23 \ --direct \ --hive-table profile_felix_test17 \ --split-by id \ --table Profile
But if I use a --query instead of a --table, then I start getting bogus records (and by that, I mean rows that have a non-sensically high primary key that doesn't exist in my source database and null for the rest of the cells).
The output I get with the above query is not exactly the way I want it. Using --query, I can get the data in the format I want (by transforming some stuff inside MySQL), but then I also get the bogus rows, which pretty much makes the Hive table unusable.
I tried various combinations of parameters and it's hard to pin-point exactly what causes the problem, so it could be more intricate than my above simplistic description. That being said, removing --table and adding the following params definitely breaks it:
--target-dir /tests/sqoop/general/profile_felix_test \ --query "select * from Profile WHERE \$CONDITIONS"
(Ultimately, I want to use a query that's more complex than this, but even a simple query like this breaks...)
Any ideas why this would happen and how to solve it?
Is this the kind of problem that Sqoop2's cleaner architecture intends to solve?
I use CDH 4.2, BTW.
Thanks :) !
-- Felix
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Re: Getting bogus rows from sqoop import...?
Jarek Jarcec Cecho 2013-03-21, 04:42
Hi Felix, we've seen similar behaviour in the past when the data itself contains Hive special characters like new line characters. Would you mind trying your import with --hive-drop-import-delims to see if it helps?
Jarcec
On Wed, Mar 20, 2013 at 11:27:58PM -0400, Felix GV wrote: > Hello, > > I'm trying to import a full table from MySQL to Hadoop/Hive. It works with > certain parameters, but when I try to do an ETL that's somewhat more > complex, I start getting bogus rows in my resulting table. > > This works: > > sqoop import \ > --connect > 'jdbc:mysql://backup.general.db/general?tinyInt1isBit=false&zeroDateTimeBehavior=convertToNull' > \ > --username xxxxx \ > --password xxxxx \ > --hive-import \ > --hive-overwrite \ > -m 23 \ > --direct \ > --hive-table profile_felix_test17 \ > --split-by id \ > --table Profile > > But if I use a --query instead of a --table, then I start getting bogus > records (and by that, I mean rows that have a non-sensically high primary > key that doesn't exist in my source database and null for the rest of the > cells). > > The output I get with the above query is not exactly the way I want it. > Using --query, I can get the data in the format I want (by transforming > some stuff inside MySQL), but then I also get the bogus rows, which pretty > much makes the Hive table unusable. > > I tried various combinations of parameters and it's hard to pin-point > exactly what causes the problem, so it could be more intricate than my > above simplistic description. That being said, removing --table and adding > the following params definitely breaks it: > > --target-dir /tests/sqoop/general/profile_felix_test \ > --query "select * from Profile WHERE \$CONDITIONS" > > (Ultimately, I want to use a query that's more complex than this, but even > a simple query like this breaks...) > > Any ideas why this would happen and how to solve it? > > Is this the kind of problem that Sqoop2's cleaner architecture intends to > solve? > > I use CDH 4.2, BTW. > > Thanks :) ! > > -- > Felix
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Re: Getting bogus rows from sqoop import...?
Felix GV 2013-03-21, 04:47
Thanks for your response Jarek :)
I've started a new import run with --hive-drop-import-delims added and --direct removed (since the two are mutually exclusive), we'll see how it goes.
Going to sleep now. I'll report back tomorrow :)
-- Felix On Thu, Mar 21, 2013 at 12:42 AM, Jarek Jarcec Cecho <[EMAIL PROTECTED]>wrote:
> Hi Felix, > we've seen similar behaviour in the past when the data itself contains > Hive special characters like new line characters. Would you mind trying > your import with --hive-drop-import-delims to see if it helps? > > Jarcec > > On Wed, Mar 20, 2013 at 11:27:58PM -0400, Felix GV wrote: > > Hello, > > > > I'm trying to import a full table from MySQL to Hadoop/Hive. It works > with > > certain parameters, but when I try to do an ETL that's somewhat more > > complex, I start getting bogus rows in my resulting table. > > > > This works: > > > > sqoop import \ > > --connect > > > 'jdbc:mysql://backup.general.db/general?tinyInt1isBit=false&zeroDateTimeBehavior=convertToNull' > > \ > > --username xxxxx \ > > --password xxxxx \ > > --hive-import \ > > --hive-overwrite \ > > -m 23 \ > > --direct \ > > --hive-table profile_felix_test17 \ > > --split-by id \ > > --table Profile > > > > But if I use a --query instead of a --table, then I start getting bogus > > records (and by that, I mean rows that have a non-sensically high primary > > key that doesn't exist in my source database and null for the rest of the > > cells). > > > > The output I get with the above query is not exactly the way I want it. > > Using --query, I can get the data in the format I want (by transforming > > some stuff inside MySQL), but then I also get the bogus rows, which > pretty > > much makes the Hive table unusable. > > > > I tried various combinations of parameters and it's hard to pin-point > > exactly what causes the problem, so it could be more intricate than my > > above simplistic description. That being said, removing --table and > adding > > the following params definitely breaks it: > > > > --target-dir /tests/sqoop/general/profile_felix_test \ > > --query "select * from Profile WHERE \$CONDITIONS" > > > > (Ultimately, I want to use a query that's more complex than this, but > even > > a simple query like this breaks...) > > > > Any ideas why this would happen and how to solve it? > > > > Is this the kind of problem that Sqoop2's cleaner architecture intends to > > solve? > > > > I use CDH 4.2, BTW. > > > > Thanks :) ! > > > > -- > > Felix >
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Re: Getting bogus rows from sqoop import...?
Felix GV 2013-03-21, 20:46
I seem to be getting a proper output with the above parameters BTW.
I'll try to re-integrate the rest of my more complex ETL query in that sqoop job...
Thanks :) !
-- Felix On Thu, Mar 21, 2013 at 12:47 AM, Felix GV <[EMAIL PROTECTED]> wrote:
> Thanks for your response Jarek :) > > I've started a new import run with --hive-drop-import-delims added and > --direct removed (since the two are mutually exclusive), we'll see how it > goes. > > Going to sleep now. I'll report back tomorrow :) > > -- > Felix > > > On Thu, Mar 21, 2013 at 12:42 AM, Jarek Jarcec Cecho <[EMAIL PROTECTED]>wrote: > >> Hi Felix, >> we've seen similar behaviour in the past when the data itself contains >> Hive special characters like new line characters. Would you mind trying >> your import with --hive-drop-import-delims to see if it helps? >> >> Jarcec >> >> On Wed, Mar 20, 2013 at 11:27:58PM -0400, Felix GV wrote: >> > Hello, >> > >> > I'm trying to import a full table from MySQL to Hadoop/Hive. It works >> with >> > certain parameters, but when I try to do an ETL that's somewhat more >> > complex, I start getting bogus rows in my resulting table. >> > >> > This works: >> > >> > sqoop import \ >> > --connect >> > >> 'jdbc:mysql://backup.general.db/general?tinyInt1isBit=false&zeroDateTimeBehavior=convertToNull' >> > \ >> > --username xxxxx \ >> > --password xxxxx \ >> > --hive-import \ >> > --hive-overwrite \ >> > -m 23 \ >> > --direct \ >> > --hive-table profile_felix_test17 \ >> > --split-by id \ >> > --table Profile >> > >> > But if I use a --query instead of a --table, then I start getting bogus >> > records (and by that, I mean rows that have a non-sensically high >> primary >> > key that doesn't exist in my source database and null for the rest of >> the >> > cells). >> > >> > The output I get with the above query is not exactly the way I want it. >> > Using --query, I can get the data in the format I want (by transforming >> > some stuff inside MySQL), but then I also get the bogus rows, which >> pretty >> > much makes the Hive table unusable. >> > >> > I tried various combinations of parameters and it's hard to pin-point >> > exactly what causes the problem, so it could be more intricate than my >> > above simplistic description. That being said, removing --table and >> adding >> > the following params definitely breaks it: >> > >> > --target-dir /tests/sqoop/general/profile_felix_test \ >> > --query "select * from Profile WHERE \$CONDITIONS" >> > >> > (Ultimately, I want to use a query that's more complex than this, but >> even >> > a simple query like this breaks...) >> > >> > Any ideas why this would happen and how to solve it? >> > >> > Is this the kind of problem that Sqoop2's cleaner architecture intends >> to >> > solve? >> > >> > I use CDH 4.2, BTW. >> > >> > Thanks :) ! >> > >> > -- >> > Felix >> > >
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Re: Getting bogus rows from sqoop import...?
Felix GV 2013-03-22, 00:32
So... the verdict appears to be the following:
- Using --direct with --table produces correct results. - Using --query instead of --table absolutely requires using --hive-drop-import-delims. - --hive-drop-import-delims is not compatible with --direct. - Sqoop allows you to use --query and --direct together, but produces bogus results.
Considering the nature of --hive-drop-import-delims, I would say it's quite likely that the above observations only hold true if the data in the imported table actually contains the conflicting delimiting characters.
In any case, don't take my word for it: test on your own dataset if you're having any problem. Hopefully the above observations can provide a good starting point though.
Maybe Sqoop should spit out an error or a warning if --query is used without --hive-drop-import-delims ...?
-- Felix On Thu, Mar 21, 2013 at 4:46 PM, Felix GV <[EMAIL PROTECTED]> wrote:
> I seem to be getting a proper output with the above parameters BTW. > > I'll try to re-integrate the rest of my more complex ETL query in that > sqoop job... > > Thanks :) ! > > -- > Felix > > > On Thu, Mar 21, 2013 at 12:47 AM, Felix GV <[EMAIL PROTECTED]> wrote: > >> Thanks for your response Jarek :) >> >> I've started a new import run with --hive-drop-import-delims added and >> --direct removed (since the two are mutually exclusive), we'll see how >> it goes. >> >> Going to sleep now. I'll report back tomorrow :) >> >> -- >> Felix >> >> >> On Thu, Mar 21, 2013 at 12:42 AM, Jarek Jarcec Cecho <[EMAIL PROTECTED]>wrote: >> >>> Hi Felix, >>> we've seen similar behaviour in the past when the data itself contains >>> Hive special characters like new line characters. Would you mind trying >>> your import with --hive-drop-import-delims to see if it helps? >>> >>> Jarcec >>> >>> On Wed, Mar 20, 2013 at 11:27:58PM -0400, Felix GV wrote: >>> > Hello, >>> > >>> > I'm trying to import a full table from MySQL to Hadoop/Hive. It works >>> with >>> > certain parameters, but when I try to do an ETL that's somewhat more >>> > complex, I start getting bogus rows in my resulting table. >>> > >>> > This works: >>> > >>> > sqoop import \ >>> > --connect >>> > >>> 'jdbc:mysql://backup.general.db/general?tinyInt1isBit=false&zeroDateTimeBehavior=convertToNull' >>> > \ >>> > --username xxxxx \ >>> > --password xxxxx \ >>> > --hive-import \ >>> > --hive-overwrite \ >>> > -m 23 \ >>> > --direct \ >>> > --hive-table profile_felix_test17 \ >>> > --split-by id \ >>> > --table Profile >>> > >>> > But if I use a --query instead of a --table, then I start getting bogus >>> > records (and by that, I mean rows that have a non-sensically high >>> primary >>> > key that doesn't exist in my source database and null for the rest of >>> the >>> > cells). >>> > >>> > The output I get with the above query is not exactly the way I want it. >>> > Using --query, I can get the data in the format I want (by transforming >>> > some stuff inside MySQL), but then I also get the bogus rows, which >>> pretty >>> > much makes the Hive table unusable. >>> > >>> > I tried various combinations of parameters and it's hard to pin-point >>> > exactly what causes the problem, so it could be more intricate than my >>> > above simplistic description. That being said, removing --table and >>> adding >>> > the following params definitely breaks it: >>> > >>> > --target-dir /tests/sqoop/general/profile_felix_test \ >>> > --query "select * from Profile WHERE \$CONDITIONS" >>> > >>> > (Ultimately, I want to use a query that's more complex than this, but >>> even >>> > a simple query like this breaks...) >>> > >>> > Any ideas why this would happen and how to solve it? >>> > >>> > Is this the kind of problem that Sqoop2's cleaner architecture intends >>> to >>> > solve? >>> > >>> > I use CDH 4.2, BTW. >>> > >>> > Thanks :) ! >>> > >>> > -- >>> > Felix >>> >> >> >
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Re: Getting bogus rows from sqoop import...?
Venkat Ranganathan 2013-03-22, 00:54
The --direct option most of the time is incompatible with many of the parsing options in Sqoop (unless some of them are specifically adapted).
Some of the connectors do not allow --direct and --query for example (for example Postgres, Netezza etc). May be other connectors should check also. But I am not sure what is the intersection of --query and --hive-drop-delims? I mean, if it is table or query should not affect the output processing. Do you mean --direct and --hive-drop-delims?
Thanks
Venkat
On Thu, Mar 21, 2013 at 5:32 PM, Felix GV <[EMAIL PROTECTED]> wrote: > So... the verdict appears to be the following: > > Using --direct with --table produces correct results. > Using --query instead of --table absolutely requires using > --hive-drop-import-delims. > --hive-drop-import-delims is not compatible with --direct. > Sqoop allows you to use --query and --direct together, but produces bogus > results. > > Considering the nature of --hive-drop-import-delims, I would say it's quite > likely that the above observations only hold true if the data in the > imported table actually contains the conflicting delimiting characters. > > In any case, don't take my word for it: test on your own dataset if you're > having any problem. Hopefully the above observations can provide a good > starting point though. > > Maybe Sqoop should spit out an error or a warning if --query is used without > --hive-drop-import-delims ...? > > -- > Felix > > > On Thu, Mar 21, 2013 at 4:46 PM, Felix GV <[EMAIL PROTECTED]> wrote: >> >> I seem to be getting a proper output with the above parameters BTW. >> >> I'll try to re-integrate the rest of my more complex ETL query in that >> sqoop job... >> >> Thanks :) ! >> >> -- >> Felix >> >> >> On Thu, Mar 21, 2013 at 12:47 AM, Felix GV <[EMAIL PROTECTED]> wrote: >>> >>> Thanks for your response Jarek :) >>> >>> I've started a new import run with --hive-drop-import-delims added and >>> --direct removed (since the two are mutually exclusive), we'll see how it >>> goes. >>> >>> Going to sleep now. I'll report back tomorrow :) >>> >>> -- >>> Felix >>> >>> >>> On Thu, Mar 21, 2013 at 12:42 AM, Jarek Jarcec Cecho <[EMAIL PROTECTED]> >>> wrote: >>>> >>>> Hi Felix, >>>> we've seen similar behaviour in the past when the data itself contains >>>> Hive special characters like new line characters. Would you mind trying your >>>> import with --hive-drop-import-delims to see if it helps? >>>> >>>> Jarcec >>>> >>>> On Wed, Mar 20, 2013 at 11:27:58PM -0400, Felix GV wrote: >>>> > Hello, >>>> > >>>> > I'm trying to import a full table from MySQL to Hadoop/Hive. It works >>>> > with >>>> > certain parameters, but when I try to do an ETL that's somewhat more >>>> > complex, I start getting bogus rows in my resulting table. >>>> > >>>> > This works: >>>> > >>>> > sqoop import \ >>>> > --connect >>>> > >>>> > 'jdbc:mysql://backup.general.db/general?tinyInt1isBit=false&zeroDateTimeBehavior=convertToNull' >>>> > \ >>>> > --username xxxxx \ >>>> > --password xxxxx \ >>>> > --hive-import \ >>>> > --hive-overwrite \ >>>> > -m 23 \ >>>> > --direct \ >>>> > --hive-table profile_felix_test17 \ >>>> > --split-by id \ >>>> > --table Profile >>>> > >>>> > But if I use a --query instead of a --table, then I start getting >>>> > bogus >>>> > records (and by that, I mean rows that have a non-sensically high >>>> > primary >>>> > key that doesn't exist in my source database and null for the rest of >>>> > the >>>> > cells). >>>> > >>>> > The output I get with the above query is not exactly the way I want >>>> > it. >>>> > Using --query, I can get the data in the format I want (by >>>> > transforming >>>> > some stuff inside MySQL), but then I also get the bogus rows, which >>>> > pretty >>>> > much makes the Hive table unusable. >>>> > >>>> > I tried various combinations of parameters and it's hard to pin-point >>>> > exactly what causes the problem, so it could be more intricate than my
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