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Posted to user@hive.apache.org by ka...@barclays.com on 2012/04/10 15:44:48 UTC
Lag function in Hive
Hi,
Is there something like a 'lag' function in HIVE? The requirement is to calculate difference for the same column for every 2 subsequent records.
For example.
Row, Column A, Column B
1, 10, 100
2, 20, 200
3, 30, 300
The result that I need should be like:
Row, Column A, Column B, Result
1, 10, 100, NULL
2, 20, 200, 100 (200-100)
3, 30, 300, 100 (300-200)
Rgds,
Karan
This e-mail and any attachments are confidential and intended
solely for the addressee and may also be privileged or exempt from
disclosure under applicable law. If you are not the addressee, or
have received this e-mail in error, please notify the sender
immediately, delete it from your system and do not copy, disclose
or otherwise act upon any part of this e-mail or its attachments.
Internet communications are not guaranteed to be secure or
virus-free.
The Barclays Group does not accept responsibility for any loss
arising from unauthorised access to, or interference with, any
Internet communications by any third party, or from the
transmission of any viruses. Replies to this e-mail may be
monitored by the Barclays Group for operational or business
reasons.
Any opinion or other information in this e-mail or its attachments
that does not relate to the business of the Barclays Group is
personal to the sender and is not given or endorsed by the Barclays
Group.
Barclays Bank PLC. Registered in England and Wales (registered no.
1026167).
Registered Office: 1 Churchill Place, London, E14 5HP, United
Kingdom.
Barclays Bank PLC is authorised and regulated by the Financial
Services Authority.
Re: Lag function in Hive
Posted by Mark Grover <mg...@oanda.com>.
Hi Karan,
The error you mentioned you get on creating the temporary function typically happens when there is a typo in the class name (com.example.hive.udf.Lag, in this case).
Can you ensure that the jar was properly built and contains the Lag class in the com.example.hive.udf package?
Mark
Mark Grover, Business Intelligence Analyst
OANDA Corporation
www: oanda.com www: fxtrade.com
e: mgrover@oanda.com
"Best Trading Platform" - World Finance's Forex Awards 2009.
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----- Original Message -----
From: "karanveer singh" <ka...@barclays.com>
To: user@hive.apache.org
Sent: Wednesday, April 11, 2012 4:15:59 AM
Subject: RE: Lag function in Hive
Rob n all -
I tried below and created the jar file. For adding jar to class path, I do following:
hive> add jar /users/unix/singhka/Analytics.jar;
The above seems to have worked fine as I see the resource added but when I go ahead and create a function, I get the following error. Any ideas what the issue can be?
hive> create temporary function lag as 'com.example.hive.udf.Lag';
FAILED: Execution Error, return code 1 from org.apache.hadoop.hive.ql.exec.FunctionTask
Regards,
-----Original Message-----
From: Hamilton, Robert (Austin) [mailto:robert.hamilton@hp.com]
Sent: 10 April 2012 20:32
To: user@hive.apache.org
Subject: RE: Lag function in Hive
You can write a custom UDF -
Here is one that I have played around with, along with some test SQL. It comes with no warrantee :)
Sorry I can't really share the test data, but hopefully you get the idea. To run, compile the Lag class, jar it up into Analytics.jar, put the jar on the CLASSPATH (you may need to deploy to all the nodes on the cluster) and run the hive command below.
Note the "distribute by" and "sort by" are critical. Also the sub-select is just an artifice to make sure the UDF is running in the reducer (so that it is sorted). Maybe the hive experts can suggest a better way for that to work...
#
# use live clickstream test data from 2012-01-12
#
hive -e "add jar Analytics.jar;
create temporary function lag as 'com.example.hive.udf.Lag';
select session_id,hit_datetime_gmt,lag(hit_datetime_gmt,session_id)
from (select session_id,hit_datetime_gmt from omni2 where visit_day='2012-01-12' and session_id is not null
distribute by session_id
sort by session_id,hit_datetime_gmt ) X
distribute by session_id limit 1000
"
------------------------ Contents of Lag.java -----------------------------------------
package com.example.hive.udf;
import org.apache.hadoop.hive.ql.exec.UDF;
public final class Lag extends UDF{
private int counter;
private String last_key;
private String lastGroup;
private String return_value="";
public String evaluate(String key, String groupKey){
if(groupKey==null){
this.last_key=null;
}else
if ( !groupKey.equalsIgnoreCase(this.lastGroup )) {
this.last_key=null;
}
return_value=this.last_key;
this.last_key = key;
this.lastGroup=groupKey;
return return_value;
}
}
Result of test run:
1326326437-26270601625187049522752846106448274394 2012-01-12 00:00:37 NULL
1326326437-26270601625187049522752846106448274394 2012-01-12 00:00:59 2012-01-12 00:00:37
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:05 2012-01-12 00:00:59
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:07 2012-01-12 00:01:05
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:11 2012-01-12 00:01:07
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:12 2012-01-12 00:01:11
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:24 2012-01-12 00:01:12
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:32 2012-01-12 00:01:24
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:45 2012-01-12 00:01:32
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:48 2012-01-12 00:01:45
-----Original Message-----
From: Philip Tromans [mailto:philip.j.tromans@gmail.com]
Sent: Tuesday, April 10, 2012 9:18 AM
To: user@hive.apache.org
Subject: Re: Lag function in Hive
Hi Karan,
To the best of my knowledge, there isn't one. It's also unlikely to happen because it's hard to parallelise in a map-reduce way (it requires knowing where you are in a result set, and who your neighbours are and they in turn need to be present on the same node as you which is difficult to guarantee).
Cheers,
Phil.
On 10 April 2012 14:44, <ka...@barclays.com> wrote:
> Hi,
>
> Is there something like a 'lag' function in HIVE? The requirement is
> to calculate difference for the same column for every 2 subsequent records.
>
> For example.
>
> Row, Column A, Column B
> 1, 10, 100
> 2, 20, 200
> 3, 30, 300
>
>
> The result that I need should be like:
>
> Row, Column A, Column B, Result
> 1, 10, 100, NULL
> 2, 20, 200, 100 (200-100)
> 3, 30, 300, 100 (300-200)
>
> Rgds,
> Karan
>
>
>
>
>
> This e-mail and any attachments are confidential and intended solely
> for the addressee and may also be privileged or exempt from disclosure
> under applicable law. If you are not the addressee, or have received
> this e-mail in error, please notify the sender immediately, delete it
> from your system and do not copy, disclose or otherwise act upon any
> part of this e-mail or its attachments.
>
> Internet communications are not guaranteed to be secure or virus-free.
> The Barclays Group does not accept responsibility for any loss arising
> from unauthorised access to, or interference with, any Internet
> communications by any third party, or from the transmission of any
> viruses. Replies to this e-mail may be monitored by the Barclays Group
> for operational or business reasons.
>
> Any opinion or other information in this e-mail or its attachments
> that does not relate to the business of the Barclays Group is personal
> to the sender and is not given or endorsed by the Barclays Group.
>
> Barclays Bank PLC.Registered in England and Wales (registered no. 1026167).
> Registered Office: 1 Churchill Place, London, E14 5HP, United Kingdom.
>
> Barclays Bank PLC is authorised and regulated by the Financial
> Services Authority.
RE: Lag function in Hive
Posted by ka...@barclays.com.
Rob n all -
I tried below and created the jar file. For adding jar to class path, I do following:
hive> add jar /users/unix/singhka/Analytics.jar;
The above seems to have worked fine as I see the resource added but when I go ahead and create a function, I get the following error. Any ideas what the issue can be?
hive> create temporary function lag as 'com.example.hive.udf.Lag';
FAILED: Execution Error, return code 1 from org.apache.hadoop.hive.ql.exec.FunctionTask
Regards,
-----Original Message-----
From: Hamilton, Robert (Austin) [mailto:robert.hamilton@hp.com]
Sent: 10 April 2012 20:32
To: user@hive.apache.org
Subject: RE: Lag function in Hive
You can write a custom UDF -
Here is one that I have played around with, along with some test SQL. It comes with no warrantee :)
Sorry I can't really share the test data, but hopefully you get the idea. To run, compile the Lag class, jar it up into Analytics.jar, put the jar on the CLASSPATH (you may need to deploy to all the nodes on the cluster) and run the hive command below.
Note the "distribute by" and "sort by" are critical. Also the sub-select is just an artifice to make sure the UDF is running in the reducer (so that it is sorted). Maybe the hive experts can suggest a better way for that to work...
#
# use live clickstream test data from 2012-01-12
#
hive -e "add jar Analytics.jar;
create temporary function lag as 'com.example.hive.udf.Lag';
select session_id,hit_datetime_gmt,lag(hit_datetime_gmt,session_id)
from (select session_id,hit_datetime_gmt from omni2 where visit_day='2012-01-12' and session_id is not null
distribute by session_id
sort by session_id,hit_datetime_gmt ) X
distribute by session_id limit 1000
"
------------------------ Contents of Lag.java -----------------------------------------
package com.example.hive.udf;
import org.apache.hadoop.hive.ql.exec.UDF;
public final class Lag extends UDF{
private int counter;
private String last_key;
private String lastGroup;
private String return_value="";
public String evaluate(String key, String groupKey){
if(groupKey==null){
this.last_key=null;
}else
if ( !groupKey.equalsIgnoreCase(this.lastGroup )) {
this.last_key=null;
}
return_value=this.last_key;
this.last_key = key;
this.lastGroup=groupKey;
return return_value;
}
}
Result of test run:
1326326437-26270601625187049522752846106448274394 2012-01-12 00:00:37 NULL
1326326437-26270601625187049522752846106448274394 2012-01-12 00:00:59 2012-01-12 00:00:37
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:05 2012-01-12 00:00:59
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:07 2012-01-12 00:01:05
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:11 2012-01-12 00:01:07
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:12 2012-01-12 00:01:11
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:24 2012-01-12 00:01:12
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:32 2012-01-12 00:01:24
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:45 2012-01-12 00:01:32
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:48 2012-01-12 00:01:45
-----Original Message-----
From: Philip Tromans [mailto:philip.j.tromans@gmail.com]
Sent: Tuesday, April 10, 2012 9:18 AM
To: user@hive.apache.org
Subject: Re: Lag function in Hive
Hi Karan,
To the best of my knowledge, there isn't one. It's also unlikely to happen because it's hard to parallelise in a map-reduce way (it requires knowing where you are in a result set, and who your neighbours are and they in turn need to be present on the same node as you which is difficult to guarantee).
Cheers,
Phil.
On 10 April 2012 14:44, <ka...@barclays.com> wrote:
> Hi,
>
> Is there something like a 'lag' function in HIVE? The requirement is
> to calculate difference for the same column for every 2 subsequent records.
>
> For example.
>
> Row, Column A, Column B
> 1, 10, 100
> 2, 20, 200
> 3, 30, 300
>
>
> The result that I need should be like:
>
> Row, Column A, Column B, Result
> 1, 10, 100, NULL
> 2, 20, 200, 100 (200-100)
> 3, 30, 300, 100 (300-200)
>
> Rgds,
> Karan
>
>
>
>
>
> This e-mail and any attachments are confidential and intended solely
> for the addressee and may also be privileged or exempt from disclosure
> under applicable law. If you are not the addressee, or have received
> this e-mail in error, please notify the sender immediately, delete it
> from your system and do not copy, disclose or otherwise act upon any
> part of this e-mail or its attachments.
>
> Internet communications are not guaranteed to be secure or virus-free.
> The Barclays Group does not accept responsibility for any loss arising
> from unauthorised access to, or interference with, any Internet
> communications by any third party, or from the transmission of any
> viruses. Replies to this e-mail may be monitored by the Barclays Group
> for operational or business reasons.
>
> Any opinion or other information in this e-mail or its attachments
> that does not relate to the business of the Barclays Group is personal
> to the sender and is not given or endorsed by the Barclays Group.
>
> Barclays Bank PLC.Registered in England and Wales (registered no. 1026167).
> Registered Office: 1 Churchill Place, London, E14 5HP, United Kingdom.
>
> Barclays Bank PLC is authorised and regulated by the Financial
> Services Authority.
RE: Lag function in Hive
Posted by "Hamilton, Robert (Austin)" <ro...@hp.com>.
You can write a custom UDF -
Here is one that I have played around with, along with some test SQL. It comes with no warrantee :)
Sorry I can't really share the test data, but hopefully you get the idea. To run, compile the Lag class, jar it up into Analytics.jar, put the jar on the CLASSPATH (you may need to deploy to all the nodes on the cluster) and run the hive command below.
Note the "distribute by" and "sort by" are critical. Also the sub-select is just an artifice to make sure the UDF is running in the reducer (so that it is sorted). Maybe the hive experts can suggest a better way for that to work...
#
# use live clickstream test data from 2012-01-12
#
hive -e "add jar Analytics.jar;
create temporary function lag as 'com.example.hive.udf.Lag';
select session_id,hit_datetime_gmt,lag(hit_datetime_gmt,session_id)
from (select session_id,hit_datetime_gmt from omni2 where visit_day='2012-01-12' and session_id is not null
distribute by session_id
sort by session_id,hit_datetime_gmt ) X
distribute by session_id limit 1000
"
------------------------ Contents of Lag.java -----------------------------------------
package com.example.hive.udf;
import org.apache.hadoop.hive.ql.exec.UDF;
public final class Lag extends UDF{
private int counter;
private String last_key;
private String lastGroup;
private String return_value="";
public String evaluate(String key, String groupKey){
if(groupKey==null){
this.last_key=null;
}else
if ( !groupKey.equalsIgnoreCase(this.lastGroup )) {
this.last_key=null;
}
return_value=this.last_key;
this.last_key = key;
this.lastGroup=groupKey;
return return_value;
}
}
Result of test run:
1326326437-26270601625187049522752846106448274394 2012-01-12 00:00:37 NULL
1326326437-26270601625187049522752846106448274394 2012-01-12 00:00:59 2012-01-12 00:00:37
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:05 2012-01-12 00:00:59
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:07 2012-01-12 00:01:05
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:11 2012-01-12 00:01:07
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:12 2012-01-12 00:01:11
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:24 2012-01-12 00:01:12
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:32 2012-01-12 00:01:24
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:45 2012-01-12 00:01:32
1326326437-26270601625187049522752846106448274394 2012-01-12 00:01:48 2012-01-12 00:01:45
-----Original Message-----
From: Philip Tromans [mailto:philip.j.tromans@gmail.com]
Sent: Tuesday, April 10, 2012 9:18 AM
To: user@hive.apache.org
Subject: Re: Lag function in Hive
Hi Karan,
To the best of my knowledge, there isn't one. It's also unlikely to happen because it's hard to parallelise in a map-reduce way (it requires knowing where you are in a result set, and who your neighbours are and they in turn need to be present on the same node as you which is difficult to guarantee).
Cheers,
Phil.
On 10 April 2012 14:44, <ka...@barclays.com> wrote:
> Hi,
>
> Is there something like a 'lag' function in HIVE? The requirement is
> to calculate difference for the same column for every 2 subsequent records.
>
> For example.
>
> Row, Column A, Column B
> 1, 10, 100
> 2, 20, 200
> 3, 30, 300
>
>
> The result that I need should be like:
>
> Row, Column A, Column B, Result
> 1, 10, 100, NULL
> 2, 20, 200, 100 (200-100)
> 3, 30, 300, 100 (300-200)
>
> Rgds,
> Karan
>
>
>
>
>
> This e-mail and any attachments are confidential and intended solely
> for the addressee and may also be privileged or exempt from disclosure
> under applicable law. If you are not the addressee, or have received
> this e-mail in error, please notify the sender immediately, delete it
> from your system and do not copy, disclose or otherwise act upon any
> part of this e-mail or its attachments.
>
> Internet communications are not guaranteed to be secure or virus-free.
> The Barclays Group does not accept responsibility for any loss arising
> from unauthorised access to, or interference with, any Internet
> communications by any third party, or from the transmission of any
> viruses. Replies to this e-mail may be monitored by the Barclays Group
> for operational or business reasons.
>
> Any opinion or other information in this e-mail or its attachments
> that does not relate to the business of the Barclays Group is personal
> to the sender and is not given or endorsed by the Barclays Group.
>
> Barclays Bank PLC.Registered in England and Wales (registered no. 1026167).
> Registered Office: 1 Churchill Place, London, E14 5HP, United Kingdom.
>
> Barclays Bank PLC is authorised and regulated by the Financial
> Services Authority.
RE: Lag function in Hive
Posted by ka...@barclays.com.
That's the whole problem rite, I am unable to create a unique column for my record rows within Hive. If that's there, I can get the lag functionality to work for me.
I was hoping that ROWNUM will act like a pseudo column in Hive.
Regards,
________________________________
From: Nitin Pawar [mailto:nitinpawar432@gmail.com]
Sent: 11 April 2012 12:15
To: user@hive.apache.org
Subject: Re: Lag function in Hive
does your table have column called "rownum"?
I think From Philip's mail, it was just an example
On Wed, Apr 11, 2012 at 11:13 AM, <ka...@barclays.com>> wrote:
When I try using rownum in my Hive QL query, I get: "Invalid column reference rownum". Am I missing something here?
Regards,
Karan
-----Original Message-----
From: David Kulp [mailto:dkulp@fiksu.com<ma...@fiksu.com>]
Sent: 10 April 2012 20:15
To: user@hive.apache.org<ma...@hive.apache.org>
Subject: Re: Lag function in Hive
New here. Hello all.
Could you try a self-join, possibly also restricted to partitions?
E.g. SELECT t2.value - t1.value FROM mytable t1, mytable t2 WHERE t1.rownum = t2.rownum+1 AND t1.partition=foo AND t2.partition=bar
If your data is clustered by rownum, then this join should, in theory, be relatively fast -- especially if it makes sense to exploit partitions.
-d
On Apr 10, 2012, at 10:37 AM, <ka...@barclays.com>> <ka...@barclays.com>> wrote:
> Makes sense but is not the distribution across nodes for a chunk of records in that order.
>
> If Hive cannot help me do this, is there another way I can do this? I tried generating an identifier using the perl script invoked using Hive but it does not seem to work fine. While the stand alone script works fine, when the record is created in hive using std output from perl - I see 2 records for some of the unique identifiers. I explored the possibility of default data type changes but that does not solve the problem.
>
> Regards,
> Karan
>
>
> -----Original Message-----
> From: Philip Tromans [mailto:philip.j.tromans@gmail.com<ma...@gmail.com>]
> Sent: 10 April 2012 19:48
> To: user@hive.apache.org<ma...@hive.apache.org>
> Subject: Re: Lag function in Hive
>
> Hi Karan,
>
> To the best of my knowledge, there isn't one. It's also unlikely to
> happen because it's hard to parallelise in a map-reduce way (it
> requires knowing where you are in a result set, and who your
> neighbours are and they in turn need to be present on the same node as
> you which is difficult to guarantee).
>
> Cheers,
>
> Phil.
>
> On 10 April 2012 14:44, <ka...@barclays.com>> wrote:
>> Hi,
>>
>> Is there something like a 'lag' function in HIVE? The requirement is to
>> calculate difference for the same column for every 2 subsequent records.
>>
>> For example.
>>
>> Row, Column A, Column B
>> 1, 10, 100
>> 2, 20, 200
>> 3, 30, 300
>>
>>
>> The result that I need should be like:
>>
>> Row, Column A, Column B, Result
>> 1, 10, 100, NULL
>> 2, 20, 200, 100 (200-100)
>> 3, 30, 300, 100 (300-200)
>>
>> Rgds,
>> Karan
>>
>>
>>
>>
>>
>> This e-mail and any attachments are confidential and intended solely for the
>> addressee and may also be privileged or exempt from disclosure under
>> applicable law. If you are not the addressee, or have received this e-mail
>> in error, please notify the sender immediately, delete it from your system
>> and do not copy, disclose or otherwise act upon any part of this e-mail or
>> its attachments.
>>
>> Internet communications are not guaranteed to be secure or virus-free.
>> The Barclays Group does not accept responsibility for any loss arising from
>> unauthorised access to, or interference with, any Internet communications by
>> any third party, or from the transmission of any viruses. Replies to this
>> e-mail may be monitored by the Barclays Group for operational or business
>> reasons.
>>
>> Any opinion or other information in this e-mail or its attachments that does
>> not relate to the business of the Barclays Group is personal to the sender
>> and is not given or endorsed by the Barclays Group.
>>
>> Barclays Bank PLC.Registered in England and Wales (registered no. 1026167).
>> Registered Office: 1 Churchill Place, London, E14 5HP, United Kingdom.
>>
>> Barclays Bank PLC is authorised and regulated by the Financial Services
>> Authority.
--
Nitin Pawar
This e-mail and any attachments are confidential and intended
solely for the addressee and may also be privileged or exempt from
disclosure under applicable law. If you are not the addressee, or
have received this e-mail in error, please notify the sender
immediately, delete it from your system and do not copy, disclose
or otherwise act upon any part of this e-mail or its attachments.
Internet communications are not guaranteed to be secure or
virus-free.
The Barclays Group does not accept responsibility for any loss
arising from unauthorised access to, or interference with, any
Internet communications by any third party, or from the
transmission of any viruses. Replies to this e-mail may be
monitored by the Barclays Group for operational or business
reasons.
Any opinion or other information in this e-mail or its attachments
that does not relate to the business of the Barclays Group is
personal to the sender and is not given or endorsed by the Barclays
Group.
Barclays Bank PLC. Registered in England and Wales (registered no.
1026167).
Registered Office: 1 Churchill Place, London, E14 5HP, United
Kingdom.
Barclays Bank PLC is authorised and regulated by the Financial
Services Authority.
Re: Lag function in Hive
Posted by Nitin Pawar <ni...@gmail.com>.
does your table have column called "rownum"?
I think From Philip's mail, it was just an example
On Wed, Apr 11, 2012 at 11:13 AM, <ka...@barclays.com> wrote:
>
> When I try using rownum in my Hive QL query, I get: "Invalid column
> reference rownum". Am I missing something here?
>
> Regards,
> Karan
>
>
> -----Original Message-----
> From: David Kulp [mailto:dkulp@fiksu.com]
> Sent: 10 April 2012 20:15
> To: user@hive.apache.org
> Subject: Re: Lag function in Hive
>
> New here. Hello all.
>
> Could you try a self-join, possibly also restricted to partitions?
>
> E.g. SELECT t2.value - t1.value FROM mytable t1, mytable t2 WHERE
> t1.rownum = t2.rownum+1 AND t1.partition=foo AND t2.partition=bar
>
> If your data is clustered by rownum, then this join should, in theory, be
> relatively fast -- especially if it makes sense to exploit partitions.
>
> -d
>
> On Apr 10, 2012, at 10:37 AM, <ka...@barclays.com> <
> karanveer.singh@barclays.com> wrote:
>
> > Makes sense but is not the distribution across nodes for a chunk of
> records in that order.
> >
> > If Hive cannot help me do this, is there another way I can do this? I
> tried generating an identifier using the perl script invoked using Hive but
> it does not seem to work fine. While the stand alone script works fine,
> when the record is created in hive using std output from perl - I see 2
> records for some of the unique identifiers. I explored the possibility of
> default data type changes but that does not solve the problem.
> >
> > Regards,
> > Karan
> >
> >
> > -----Original Message-----
> > From: Philip Tromans [mailto:philip.j.tromans@gmail.com]
> > Sent: 10 April 2012 19:48
> > To: user@hive.apache.org
> > Subject: Re: Lag function in Hive
> >
> > Hi Karan,
> >
> > To the best of my knowledge, there isn't one. It's also unlikely to
> > happen because it's hard to parallelise in a map-reduce way (it
> > requires knowing where you are in a result set, and who your
> > neighbours are and they in turn need to be present on the same node as
> > you which is difficult to guarantee).
> >
> > Cheers,
> >
> > Phil.
> >
> > On 10 April 2012 14:44, <ka...@barclays.com> wrote:
> >> Hi,
> >>
> >> Is there something like a 'lag' function in HIVE? The requirement is to
> >> calculate difference for the same column for every 2 subsequent records.
> >>
> >> For example.
> >>
> >> Row, Column A, Column B
> >> 1, 10, 100
> >> 2, 20, 200
> >> 3, 30, 300
> >>
> >>
> >> The result that I need should be like:
> >>
> >> Row, Column A, Column B, Result
> >> 1, 10, 100, NULL
> >> 2, 20, 200, 100 (200-100)
> >> 3, 30, 300, 100 (300-200)
> >>
> >> Rgds,
> >> Karan
> >>
> >>
> >>
> >>
> >>
> >> This e-mail and any attachments are confidential and intended solely
> for the
> >> addressee and may also be privileged or exempt from disclosure under
> >> applicable law. If you are not the addressee, or have received this
> e-mail
> >> in error, please notify the sender immediately, delete it from your
> system
> >> and do not copy, disclose or otherwise act upon any part of this e-mail
> or
> >> its attachments.
> >>
> >> Internet communications are not guaranteed to be secure or virus-free.
> >> The Barclays Group does not accept responsibility for any loss arising
> from
> >> unauthorised access to, or interference with, any Internet
> communications by
> >> any third party, or from the transmission of any viruses. Replies to
> this
> >> e-mail may be monitored by the Barclays Group for operational or
> business
> >> reasons.
> >>
> >> Any opinion or other information in this e-mail or its attachments that
> does
> >> not relate to the business of the Barclays Group is personal to the
> sender
> >> and is not given or endorsed by the Barclays Group.
> >>
> >> Barclays Bank PLC.Registered in England and Wales (registered no.
> 1026167).
> >> Registered Office: 1 Churchill Place, London, E14 5HP, United Kingdom.
> >>
> >> Barclays Bank PLC is authorised and regulated by the Financial Services
> >> Authority.
>
>
--
Nitin Pawar
RE: Lag function in Hive
Posted by ka...@barclays.com.
When I try using rownum in my Hive QL query, I get: "Invalid column reference rownum". Am I missing something here?
Regards,
Karan
-----Original Message-----
From: David Kulp [mailto:dkulp@fiksu.com]
Sent: 10 April 2012 20:15
To: user@hive.apache.org
Subject: Re: Lag function in Hive
New here. Hello all.
Could you try a self-join, possibly also restricted to partitions?
E.g. SELECT t2.value - t1.value FROM mytable t1, mytable t2 WHERE t1.rownum = t2.rownum+1 AND t1.partition=foo AND t2.partition=bar
If your data is clustered by rownum, then this join should, in theory, be relatively fast -- especially if it makes sense to exploit partitions.
-d
On Apr 10, 2012, at 10:37 AM, <ka...@barclays.com> <ka...@barclays.com> wrote:
> Makes sense but is not the distribution across nodes for a chunk of records in that order.
>
> If Hive cannot help me do this, is there another way I can do this? I tried generating an identifier using the perl script invoked using Hive but it does not seem to work fine. While the stand alone script works fine, when the record is created in hive using std output from perl - I see 2 records for some of the unique identifiers. I explored the possibility of default data type changes but that does not solve the problem.
>
> Regards,
> Karan
>
>
> -----Original Message-----
> From: Philip Tromans [mailto:philip.j.tromans@gmail.com]
> Sent: 10 April 2012 19:48
> To: user@hive.apache.org
> Subject: Re: Lag function in Hive
>
> Hi Karan,
>
> To the best of my knowledge, there isn't one. It's also unlikely to
> happen because it's hard to parallelise in a map-reduce way (it
> requires knowing where you are in a result set, and who your
> neighbours are and they in turn need to be present on the same node as
> you which is difficult to guarantee).
>
> Cheers,
>
> Phil.
>
> On 10 April 2012 14:44, <ka...@barclays.com> wrote:
>> Hi,
>>
>> Is there something like a 'lag' function in HIVE? The requirement is to
>> calculate difference for the same column for every 2 subsequent records.
>>
>> For example.
>>
>> Row, Column A, Column B
>> 1, 10, 100
>> 2, 20, 200
>> 3, 30, 300
>>
>>
>> The result that I need should be like:
>>
>> Row, Column A, Column B, Result
>> 1, 10, 100, NULL
>> 2, 20, 200, 100 (200-100)
>> 3, 30, 300, 100 (300-200)
>>
>> Rgds,
>> Karan
>>
>>
>>
>>
>>
>> This e-mail and any attachments are confidential and intended solely for the
>> addressee and may also be privileged or exempt from disclosure under
>> applicable law. If you are not the addressee, or have received this e-mail
>> in error, please notify the sender immediately, delete it from your system
>> and do not copy, disclose or otherwise act upon any part of this e-mail or
>> its attachments.
>>
>> Internet communications are not guaranteed to be secure or virus-free.
>> The Barclays Group does not accept responsibility for any loss arising from
>> unauthorised access to, or interference with, any Internet communications by
>> any third party, or from the transmission of any viruses. Replies to this
>> e-mail may be monitored by the Barclays Group for operational or business
>> reasons.
>>
>> Any opinion or other information in this e-mail or its attachments that does
>> not relate to the business of the Barclays Group is personal to the sender
>> and is not given or endorsed by the Barclays Group.
>>
>> Barclays Bank PLC.Registered in England and Wales (registered no. 1026167).
>> Registered Office: 1 Churchill Place, London, E14 5HP, United Kingdom.
>>
>> Barclays Bank PLC is authorised and regulated by the Financial Services
>> Authority.
Re: Lag function in Hive
Posted by David Kulp <dk...@fiksu.com>.
New here. Hello all.
Could you try a self-join, possibly also restricted to partitions?
E.g. SELECT t2.value - t1.value FROM mytable t1, mytable t2 WHERE t1.rownum = t2.rownum+1 AND t1.partition=foo AND t2.partition=bar
If your data is clustered by rownum, then this join should, in theory, be relatively fast -- especially if it makes sense to exploit partitions.
-d
On Apr 10, 2012, at 10:37 AM, <ka...@barclays.com> <ka...@barclays.com> wrote:
> Makes sense but is not the distribution across nodes for a chunk of records in that order.
>
> If Hive cannot help me do this, is there another way I can do this? I tried generating an identifier using the perl script invoked using Hive but it does not seem to work fine. While the stand alone script works fine, when the record is created in hive using std output from perl - I see 2 records for some of the unique identifiers. I explored the possibility of default data type changes but that does not solve the problem.
>
> Regards,
> Karan
>
>
> -----Original Message-----
> From: Philip Tromans [mailto:philip.j.tromans@gmail.com]
> Sent: 10 April 2012 19:48
> To: user@hive.apache.org
> Subject: Re: Lag function in Hive
>
> Hi Karan,
>
> To the best of my knowledge, there isn't one. It's also unlikely to
> happen because it's hard to parallelise in a map-reduce way (it
> requires knowing where you are in a result set, and who your
> neighbours are and they in turn need to be present on the same node as
> you which is difficult to guarantee).
>
> Cheers,
>
> Phil.
>
> On 10 April 2012 14:44, <ka...@barclays.com> wrote:
>> Hi,
>>
>> Is there something like a 'lag' function in HIVE? The requirement is to
>> calculate difference for the same column for every 2 subsequent records.
>>
>> For example.
>>
>> Row, Column A, Column B
>> 1, 10, 100
>> 2, 20, 200
>> 3, 30, 300
>>
>>
>> The result that I need should be like:
>>
>> Row, Column A, Column B, Result
>> 1, 10, 100, NULL
>> 2, 20, 200, 100 (200-100)
>> 3, 30, 300, 100 (300-200)
>>
>> Rgds,
>> Karan
>>
>>
>>
>>
>>
>> This e-mail and any attachments are confidential and intended solely for the
>> addressee and may also be privileged or exempt from disclosure under
>> applicable law. If you are not the addressee, or have received this e-mail
>> in error, please notify the sender immediately, delete it from your system
>> and do not copy, disclose or otherwise act upon any part of this e-mail or
>> its attachments.
>>
>> Internet communications are not guaranteed to be secure or virus-free.
>> The Barclays Group does not accept responsibility for any loss arising from
>> unauthorised access to, or interference with, any Internet communications by
>> any third party, or from the transmission of any viruses. Replies to this
>> e-mail may be monitored by the Barclays Group for operational or business
>> reasons.
>>
>> Any opinion or other information in this e-mail or its attachments that does
>> not relate to the business of the Barclays Group is personal to the sender
>> and is not given or endorsed by the Barclays Group.
>>
>> Barclays Bank PLC.Registered in England and Wales (registered no. 1026167).
>> Registered Office: 1 Churchill Place, London, E14 5HP, United Kingdom.
>>
>> Barclays Bank PLC is authorised and regulated by the Financial Services
>> Authority.
RE: Lag function in Hive
Posted by ka...@barclays.com.
Makes sense but is not the distribution across nodes for a chunk of records in that order.
If Hive cannot help me do this, is there another way I can do this? I tried generating an identifier using the perl script invoked using Hive but it does not seem to work fine. While the stand alone script works fine, when the record is created in hive using std output from perl - I see 2 records for some of the unique identifiers. I explored the possibility of default data type changes but that does not solve the problem.
Regards,
Karan
-----Original Message-----
From: Philip Tromans [mailto:philip.j.tromans@gmail.com]
Sent: 10 April 2012 19:48
To: user@hive.apache.org
Subject: Re: Lag function in Hive
Hi Karan,
To the best of my knowledge, there isn't one. It's also unlikely to
happen because it's hard to parallelise in a map-reduce way (it
requires knowing where you are in a result set, and who your
neighbours are and they in turn need to be present on the same node as
you which is difficult to guarantee).
Cheers,
Phil.
On 10 April 2012 14:44, <ka...@barclays.com> wrote:
> Hi,
>
> Is there something like a 'lag' function in HIVE? The requirement is to
> calculate difference for the same column for every 2 subsequent records.
>
> For example.
>
> Row, Column A, Column B
> 1, 10, 100
> 2, 20, 200
> 3, 30, 300
>
>
> The result that I need should be like:
>
> Row, Column A, Column B, Result
> 1, 10, 100, NULL
> 2, 20, 200, 100 (200-100)
> 3, 30, 300, 100 (300-200)
>
> Rgds,
> Karan
>
>
>
>
>
> This e-mail and any attachments are confidential and intended solely for the
> addressee and may also be privileged or exempt from disclosure under
> applicable law. If you are not the addressee, or have received this e-mail
> in error, please notify the sender immediately, delete it from your system
> and do not copy, disclose or otherwise act upon any part of this e-mail or
> its attachments.
>
> Internet communications are not guaranteed to be secure or virus-free.
> The Barclays Group does not accept responsibility for any loss arising from
> unauthorised access to, or interference with, any Internet communications by
> any third party, or from the transmission of any viruses. Replies to this
> e-mail may be monitored by the Barclays Group for operational or business
> reasons.
>
> Any opinion or other information in this e-mail or its attachments that does
> not relate to the business of the Barclays Group is personal to the sender
> and is not given or endorsed by the Barclays Group.
>
> Barclays Bank PLC.Registered in England and Wales (registered no. 1026167).
> Registered Office: 1 Churchill Place, London, E14 5HP, United Kingdom.
>
> Barclays Bank PLC is authorised and regulated by the Financial Services
> Authority.
Re: Lag function in Hive
Posted by Philip Tromans <ph...@gmail.com>.
Hi Karan,
To the best of my knowledge, there isn't one. It's also unlikely to
happen because it's hard to parallelise in a map-reduce way (it
requires knowing where you are in a result set, and who your
neighbours are and they in turn need to be present on the same node as
you which is difficult to guarantee).
Cheers,
Phil.
On 10 April 2012 14:44, <ka...@barclays.com> wrote:
> Hi,
>
> Is there something like a ‘lag’ function in HIVE? The requirement is to
> calculate difference for the same column for every 2 subsequent records.
>
> For example.
>
> Row, Column A, Column B
> 1, 10, 100
> 2, 20, 200
> 3, 30, 300
>
>
> The result that I need should be like:
>
> Row, Column A, Column B, Result
> 1, 10, 100, NULL
> 2, 20, 200, 100 (200-100)
> 3, 30, 300, 100 (300-200)
>
> Rgds,
> Karan
>
>
>
>
>
> This e-mail and any attachments are confidential and intended solely for the
> addressee and may also be privileged or exempt from disclosure under
> applicable law. If you are not the addressee, or have received this e-mail
> in error, please notify the sender immediately, delete it from your system
> and do not copy, disclose or otherwise act upon any part of this e-mail or
> its attachments.
>
> Internet communications are not guaranteed to be secure or virus-free.
> The Barclays Group does not accept responsibility for any loss arising from
> unauthorised access to, or interference with, any Internet communications by
> any third party, or from the transmission of any viruses. Replies to this
> e-mail may be monitored by the Barclays Group for operational or business
> reasons.
>
> Any opinion or other information in this e-mail or its attachments that does
> not relate to the business of the Barclays Group is personal to the sender
> and is not given or endorsed by the Barclays Group.
>
> Barclays Bank PLC.Registered in England and Wales (registered no. 1026167).
> Registered Office: 1 Churchill Place, London, E14 5HP, United Kingdom.
>
> Barclays Bank PLC is authorised and regulated by the Financial Services
> Authority.