[GitHub] [spark] MaxGekk commented on issue #26256: [SPARK-29605][SQL] Optimize string to interval casting

2019-11-04 Thread GitBox
MaxGekk commented on issue #26256: [SPARK-29605][SQL] Optimize string to 
interval casting
URL: https://github.com/apache/spark/pull/26256#issuecomment-549705876
 
 
   @cloud-fan Can we continue with this optimization since #26283 has been 
closed?


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[GitHub] [spark] cloud-fan closed pull request #26283: [SPARK-29622][SQL] do not allow leading 'interval' in the interval string format

2019-11-04 Thread GitBox
cloud-fan closed pull request #26283: [SPARK-29622][SQL] do not allow leading 
'interval' in the interval string format
URL: https://github.com/apache/spark/pull/26283
 
 
   


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[GitHub] [spark] cloud-fan commented on issue #26283: [SPARK-29622][SQL] do not allow leading 'interval' in the interval string format

2019-11-04 Thread GitBox
cloud-fan commented on issue #26283: [SPARK-29622][SQL] do not allow leading 
'interval' in the interval string format
URL: https://github.com/apache/spark/pull/26283#issuecomment-549701170
 
 
   This has bigger impacts than I expect, e.g. it breaks `functions.window` 
which is a streaming-related public API.
   
   I'm closing it to avoid breaking public APIs.


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[GitHub] [spark] AmplabJenkins commented on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

2019-11-04 Thread GitBox
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[GitHub] [spark] SparkQA removed a comment on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

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[GitHub] [spark] SparkQA commented on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

2019-11-04 Thread GitBox
SparkQA commented on issue #26393: [SPARK-29751][ML] Scalers use Summarizer 
instead of MultivariateOnlineSummarizer
URL: https://github.com/apache/spark/pull/26393#issuecomment-549700274
 
 
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[GitHub] [spark] SparkQA commented on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE CHANGE COLUMN syntax

2019-11-04 Thread GitBox
SparkQA commented on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE CHANGE 
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URL: https://github.com/apache/spark/pull/26338#issuecomment-549699187
 
 
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[GitHub] [spark] AmplabJenkins commented on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE CHANGE COLUMN syntax

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[GitHub] [spark] SparkQA removed a comment on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE CHANGE COLUMN syntax

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[GitHub] [spark] zhengruifeng edited a comment on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

2019-11-04 Thread GitBox
zhengruifeng edited a comment on issue #26393: [SPARK-29751][ML] Scalers use 
Summarizer instead of MultivariateOnlineSummarizer
URL: https://github.com/apache/spark/pull/26393#issuecomment-549694050
 
 
   IIRC, when `Summarizer` was created, I had done similar tests, and at that 
time `Summarizer` was much slower than `MultivariateOnlineSummarizer`.
   I am surprised by the results and will look into whether it works in other 
places.


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[GitHub] [spark] MaxGekk commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid dependency from joda-time

2019-11-04 Thread GitBox
MaxGekk commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid dependency 
from joda-time
URL: https://github.com/apache/spark/pull/26392#issuecomment-549697554
 
 
   There is a transitive dependency from `joda-time` via hive-common for 
`hadoop-3.2`:
   ```
   [info] joda-time:joda-time:2.8.1
   [info]   +-org.apache.hive:hive-common:2.3.6
   [info] +-org.apache.spark:spark-hive_2.12:3.0.0-SNAPSHOT [S]
   ```
   which still exists in hive's master: 
https://github.com/apache/hive/blob/master/common/pom.xml#L101-L105


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[GitHub] [spark] AmplabJenkins commented on issue #26360: [SPARK-29714][SQL][TESTS] Port insert.sql

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[GitHub] [spark] AmplabJenkins commented on issue #26394: [SPARK-29752][SQL][TEST] make AdaptiveQueryExecSuite more robust

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[GitHub] [spark] SparkQA commented on issue #26394: [SPARK-29752][SQL][TEST] make AdaptiveQueryExecSuite more robust

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[GitHub] [spark] SparkQA commented on issue #26360: [SPARK-29714][SQL][TESTS] Port insert.sql

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[GitHub] [spark] cloud-fan commented on a change in pull request #26394: [SPARK-29752][SQL][TEST] make AdaptiveQueryExecSuite more robust

2019-11-04 Thread GitBox
cloud-fan commented on a change in pull request #26394: 
[SPARK-29752][SQL][TEST] make AdaptiveQueryExecSuite more robust
URL: https://github.com/apache/spark/pull/26394#discussion_r342409645
 
 

 ##
 File path: 
sql/core/src/test/scala/org/apache/spark/sql/execution/adaptive/AdaptiveQueryExecSuite.scala
 ##
 @@ -93,24 +99,7 @@ class AdaptiveQueryExecSuite
   assert(smj.size == 1)
   val bhj = findTopLevelBroadcastHashJoin(adaptivePlan)
   assert(bhj.size == 1)
-  checkNumLocalShuffleReaders(adaptivePlan, 2)
-}
-  }
-
-  test("Change merge join to broadcast join and reduce number of shuffle 
partitions") {
 
 Review comment:
   This test case is duplicated with the above one now. We add local reader to 
both sides of broadcast join and won't apply "reduce number of shuffle 
partitions".


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[GitHub] [spark] cloud-fan commented on issue #26394: [SPARK-29752][SQL][TEST] make AdaptiveQueryExecSuite more robust

2019-11-04 Thread GitBox
cloud-fan commented on issue #26394: [SPARK-29752][SQL][TEST] make 
AdaptiveQueryExecSuite more robust
URL: https://github.com/apache/spark/pull/26394#issuecomment-549695040
 
 
   cc @maryannxue @JkSelf 


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[GitHub] [spark] cloud-fan opened a new pull request #26394: [SPARK-29752][SQL][TEST] make AdaptiveQueryExecSuite more robust

2019-11-04 Thread GitBox
cloud-fan opened a new pull request #26394: [SPARK-29752][SQL][TEST] make 
AdaptiveQueryExecSuite more robust
URL: https://github.com/apache/spark/pull/26394
 
 
   
   
   ### What changes were proposed in this pull request?
   
   instead of checking the exact number of local shuffle readers, we should 
check whether the number of shuffles is equal to the number of local readers.
   
   ### Why are the changes needed?
   
   AQE is known to have randomness. We may pick different build side for 
broadcast join depending on which query stage finishes first. The decision to 
build side may add/remove shuffles downstream, so it's flaky to check the exact 
number of local shuffle readers.
   
   ### Does this PR introduce any user-facing change?
   
   no
   
   ### How was this patch tested?
   
   test only PR.


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[GitHub] [spark] zhengruifeng commented on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

2019-11-04 Thread GitBox
zhengruifeng commented on issue #26393: [SPARK-29751][ML] Scalers use 
Summarizer instead of MultivariateOnlineSummarizer
URL: https://github.com/apache/spark/pull/26393#issuecomment-549694512
 
 
   friendly ping @srowen @WeichenXu123 


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[GitHub] [spark] AmplabJenkins removed a comment on issue #26337: [SPARK-29679][SQL] Make interval type comparable and orderable

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[GitHub] [spark] AmplabJenkins removed a comment on issue #26337: [SPARK-29679][SQL] Make interval type comparable and orderable

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[GitHub] [spark] AmplabJenkins commented on issue #26337: [SPARK-29679][SQL] Make interval type comparable and orderable

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[GitHub] [spark] AmplabJenkins commented on issue #26337: [SPARK-29679][SQL] Make interval type comparable and orderable

2019-11-04 Thread GitBox
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[GitHub] [spark] zhengruifeng commented on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

2019-11-04 Thread GitBox
zhengruifeng commented on issue #26393: [SPARK-29751][ML] Scalers use 
Summarizer instead of MultivariateOnlineSummarizer
URL: https://github.com/apache/spark/pull/26393#issuecomment-549694050
 
 
   IIRC, when `Summarizer` was created, I had done similar tests, and at that 
time `Summarizer` was much slower than `MultivariateOnlineSummarizer`.
   I am surprised by the results and will look for whether it works in other 
places.


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[GitHub] [spark] xyxiaoyou commented on issue #17186: [SPARK-19846][SQL] Add a flag to disable constraint propagation

2019-11-04 Thread GitBox
xyxiaoyou commented on issue #17186: [SPARK-19846][SQL] Add a flag to disable 
constraint propagation
URL: https://github.com/apache/spark/pull/17186#issuecomment-549693775
 
 
   > @xyxiaoyou SQLConf.get ?
   What I want to express is that I wonder if this issue has been resolved in 
spark2.3/2.4, 
   Is there a more appropriate solution?
   Because I found that more complex SQL would cause the excutor stuck.


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[GitHub] [spark] SparkQA commented on issue #26337: [SPARK-29679][SQL] Make interval type comparable and orderable

2019-11-04 Thread GitBox
SparkQA commented on issue #26337: [SPARK-29679][SQL] Make interval type 
comparable and orderable
URL: https://github.com/apache/spark/pull/26337#issuecomment-549693710
 
 
   **[Test build #113246 has 
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[GitHub] [spark] dongjoon-hyun commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid dependency from joda-time

2019-11-04 Thread GitBox
dongjoon-hyun commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid 
dependency from joda-time
URL: https://github.com/apache/spark/pull/26392#issuecomment-549693133
 
 
   I pinged you the on-going `Arrow upgrade` PR. Let's resume this PR after 
that PR.


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[GitHub] [spark] MaxGekk commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid dependency from joda-time

2019-11-04 Thread GitBox
MaxGekk commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid dependency 
from joda-time
URL: https://github.com/apache/spark/pull/26392#issuecomment-549692184
 
 
   > Is that the last one? Or, just one dependency instance?
   
   I bumped arrow version to 0.15.1 locally, so, there is no dependency from 
joda-time anymore. Not sure that is is safe to migrate to arrow vector 0.15.1


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[GitHub] [spark] maropu commented on issue #26360: [SPARK-29714][SQL][TESTS] Port insert.sql

2019-11-04 Thread GitBox
maropu commented on issue #26360: [SPARK-29714][SQL][TESTS] Port insert.sql
URL: https://github.com/apache/spark/pull/26360#issuecomment-549691716
 
 
   > I'm not sure this insert.sql is worthy to add and keep this in Apache 
Spark repository.
   
   Yea, to be honest, I'm also not sure we need to merge this. I think its 
important to check a regression test file query-by-query though, a decision not 
to merge it looks reasonable to me.


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[GitHub] [spark] dongjoon-hyun commented on issue #26133: [WIP][SPARK-29376][SQL][PYTHON] Upgrade Apache Arrow to version 0.15.0

2019-11-04 Thread GitBox
dongjoon-hyun commented on issue #26133: [WIP][SPARK-29376][SQL][PYTHON] 
Upgrade Apache Arrow to version 0.15.0 
URL: https://github.com/apache/spark/pull/26133#issuecomment-549691365
 
 
   HI, @BryanCutler and @HyukjinKwon .
   Can we remove `[WIP]`?  


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[GitHub] [spark] dongjoon-hyun commented on issue #26133: [WIP][SPARK-29376][SQL][PYTHON] Upgrade Apache Arrow to version 0.15.0

2019-11-04 Thread GitBox
dongjoon-hyun commented on issue #26133: [WIP][SPARK-29376][SQL][PYTHON] 
Upgrade Apache Arrow to version 0.15.0 
URL: https://github.com/apache/spark/pull/26133#issuecomment-549691047
 
 
   cc @MaxGekk since he is trying to remove `joda-time` with this PR.


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[GitHub] [spark] dongjoon-hyun commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid dependency from joda-time

2019-11-04 Thread GitBox
dongjoon-hyun commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid 
dependency from joda-time
URL: https://github.com/apache/spark/pull/26392#issuecomment-549690514
 
 
   Is that the last one? Or, just one dependency instance?


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[GitHub] [spark] gatorsmile commented on issue #17186: [SPARK-19846][SQL] Add a flag to disable constraint propagation

2019-11-04 Thread GitBox
gatorsmile commented on issue #17186: [SPARK-19846][SQL] Add a flag to disable 
constraint propagation
URL: https://github.com/apache/spark/pull/17186#issuecomment-549690510
 
 
   @xyxiaoyou SQLConf.get ?


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[GitHub] [spark] MaxGekk commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid dependency from joda-time

2019-11-04 Thread GitBox
MaxGekk commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid dependency 
from joda-time
URL: https://github.com/apache/spark/pull/26392#issuecomment-549689138
 
 
   arrow vector requires joda time in 12.x:
   ```
   [info] joda-time:joda-time:2.9.9
   [info]   +-org.apache.arrow:arrow-vector:0.12.0
   ```
   
https://github.com/apache/arrow/blob/apache-arrow-0.12.0/java/vector/pom.xml#L34-L38
   but arrow 0.15.1 does not require it anymore: 
https://github.com/apache/arrow/blob/apache-arrow-0.15.1/java/vector/pom.xml


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[GitHub] [spark] dongjoon-hyun closed pull request #26223: [WIP][SPARK-29564][SQL] Cluster deploy mode should support Spark Thrift server

2019-11-04 Thread GitBox
dongjoon-hyun closed pull request #26223: [WIP][SPARK-29564][SQL] Cluster 
deploy mode should support Spark Thrift server
URL: https://github.com/apache/spark/pull/26223
 
 
   


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[GitHub] [spark] dongjoon-hyun commented on issue #26223: [WIP][SPARK-29564][SQL] Cluster deploy mode should support Spark Thrift server

2019-11-04 Thread GitBox
dongjoon-hyun commented on issue #26223: [WIP][SPARK-29564][SQL] Cluster deploy 
mode should support Spark Thrift server
URL: https://github.com/apache/spark/pull/26223#issuecomment-549688495
 
 
   Hi, @LantaoJin .
   I also have the same concern like @jerryshao .
   I'm closing this PR for now. Please feel free to reopen this PR when you are 
ready.
   Thanks!


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[GitHub] [spark] AmplabJenkins removed a comment on issue #26283: [SPARK-29622][SQL] do not allow leading 'interval' in the interval string format

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[GitHub] [spark] SparkQA removed a comment on issue #26283: [SPARK-29622][SQL] do not allow leading 'interval' in the interval string format

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[GitHub] [spark] SparkQA commented on issue #26283: [SPARK-29622][SQL] do not allow leading 'interval' in the interval string format

2019-11-04 Thread GitBox
SparkQA commented on issue #26283: [SPARK-29622][SQL] do not allow leading 
'interval' in the interval string format
URL: https://github.com/apache/spark/pull/26283#issuecomment-549686809
 
 
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* This patch **fails Spark unit tests**.
* This patch merges cleanly.
* This patch adds no public classes.


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[GitHub] [spark] dongjoon-hyun commented on issue #25573: [SPARK-28833][DOCS][SQL] Document ALTER VIEW command

2019-11-04 Thread GitBox
dongjoon-hyun commented on issue #25573: [SPARK-28833][DOCS][SQL] Document 
ALTER VIEW command
URL: https://github.com/apache/spark/pull/25573#issuecomment-549686884
 
 
   Gentle ping.


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[GitHub] [spark] xyxiaoyou commented on issue #17186: [SPARK-19846][SQL] Add a flag to disable constraint propagation

2019-11-04 Thread GitBox
xyxiaoyou commented on issue #17186: [SPARK-19846][SQL] Add a flag to disable 
constraint propagation
URL: https://github.com/apache/spark/pull/17186#issuecomment-549686880
 
 
   May I ask how to solve this issue in spark2.3?
   I see that this flag has been removed in PruneFilters and 
EliminateOuterJoin. @viirya @gatorsmile 


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[GitHub] [spark] dongjoon-hyun commented on issue #21027: [SPARK-23943][MESOS][DEPLOY] Improve observability of MesosRestServer/MesosClusterDi…

2019-11-04 Thread GitBox
dongjoon-hyun commented on issue #21027: [SPARK-23943][MESOS][DEPLOY] Improve 
observability of MesosRestServer/MesosClusterDi…
URL: https://github.com/apache/spark/pull/21027#issuecomment-549686589
 
 
   Hi, All.
   I'm closing this PR due to author's inactivity.
   Please feel free to reopen this when the review comments are addressed.


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[GitHub] [spark] MaxGekk commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid dependency from joda-time

2019-11-04 Thread GitBox
MaxGekk commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid dependency 
from joda-time
URL: https://github.com/apache/spark/pull/26392#issuecomment-549686541
 
 
   > Sorry, but I'm -1 to downgrade like this.
   
   @dongjoon-hyun You are so quick. 


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[GitHub] [spark] dongjoon-hyun closed pull request #21027: [SPARK-23943][MESOS][DEPLOY] Improve observability of MesosRestServer/MesosClusterDi…

2019-11-04 Thread GitBox
dongjoon-hyun closed pull request #21027: [SPARK-23943][MESOS][DEPLOY] Improve 
observability of MesosRestServer/MesosClusterDi…
URL: https://github.com/apache/spark/pull/21027
 
 
   


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[GitHub] [spark] dongjoon-hyun commented on issue #25898: [SPARK-29209][BUILD] Print build environment variables to Github

2019-11-04 Thread GitBox
dongjoon-hyun commented on issue #25898: [SPARK-29209][BUILD] Print build 
environment variables to Github
URL: https://github.com/apache/spark/pull/25898#issuecomment-549685906
 
 
   Gentle ping, @wangyum .


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[GitHub] [spark] AmplabJenkins removed a comment on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE CHANGE COLUMN syntax

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[GitHub] [spark] AmplabJenkins removed a comment on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE CHANGE COLUMN syntax

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[GitHub] [spark] AmplabJenkins commented on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE CHANGE COLUMN syntax

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[GitHub] [spark] AmplabJenkins commented on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE CHANGE COLUMN syntax

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[GitHub] [spark] SparkQA commented on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE CHANGE COLUMN syntax

2019-11-04 Thread GitBox
SparkQA commented on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE CHANGE 
COLUMN syntax
URL: https://github.com/apache/spark/pull/26338#issuecomment-549684586
 
 
   **[Test build #113245 has 
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[GitHub] [spark] dongjoon-hyun commented on issue #26360: [SPARK-29714][SQL][TESTS] Port insert.sql

2019-11-04 Thread GitBox
dongjoon-hyun commented on issue #26360: [SPARK-29714][SQL][TESTS] Port 
insert.sql
URL: https://github.com/apache/spark/pull/26360#issuecomment-549684325
 
 
   Actually, only 3 original queries works. I'm not sure this `insert.sql` is 
worthy to add and keep this in Apache Spark repository.
   ```
--
-- TOASTed value test
--
insert into inserttest values(30, 50, repeat('x', 1));
   
select col1, col2, char_length(col3) from inserttest;
   
drop table inserttest;
   ```
   
   However, If we need to have this for completeness, I'm not against this.
   
   BTW, cc @gatorsmile .


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[GitHub] [spark] jiangxb1987 commented on issue #26078: [SPARK-29151][CORE] Support fractional resources for task resource scheduling

2019-11-04 Thread GitBox
jiangxb1987 commented on issue #26078: [SPARK-29151][CORE] Support fractional 
resources for task resource scheduling
URL: https://github.com/apache/spark/pull/26078#issuecomment-549683186
 
 
   LGTM


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[GitHub] [spark] AmplabJenkins removed a comment on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

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[GitHub] [spark] AmplabJenkins removed a comment on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

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[GitHub] [spark] zhengruifeng edited a comment on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

2019-11-04 Thread GitBox
zhengruifeng edited a comment on issue #26393: [SPARK-29751][ML] Scalers use 
Summarizer instead of MultivariateOnlineSummarizer
URL: https://github.com/apache/spark/pull/26393#issuecomment-549682239
 
 
   test code
   ```scala
   import org.apache.spark.ml.feature._
   
   scala> var df = spark.read.format("libsvm").load("/data1/Datasets/a9a/a9a")
   19/11/05 13:47:02 WARN LibSVMFileFormat: 'numFeatures' option not specified, 
determining the number of features by going though the input. If you know the 
number in advance, please specify it via 'numFeatures' option to avoid the 
extra scan.
   df: org.apache.spark.sql.DataFrame = [label: double, features: vector]   
   
   
   scala> df.persist()
   res0: org.apache.spark.sql.Dataset[org.apache.spark.sql.Row] = [label: 
double, features: vector]
   
   
   scala> df.count
   res1: Long = 32561
   
   scala> (0 until 8).foreach(_ => df = df.union(df))
   
   scala> df.count
   res3: Long = 8335616 
   
   val durations1 = (0 until 50).map{i => val tic = System.currentTimeMillis; 
val scaler = new MaxAbsScaler().setInputCol("features"); val model = 
scaler.fit(df); val toc = System.currentTimeMillis; toc - tic}
   
   durations1.takeRight(30).sum.toDouble / 30
   
   
   
   val durations2 = (0 until 50).map{i => val tic = System.currentTimeMillis; 
val scaler = new MinMaxScaler().setInputCol("features"); val model = 
scaler.fit(df); val toc = System.currentTimeMillis; toc - tic}
   
   durations2.takeRight(30).sum.toDouble / 30
   
   
   
   val durations3 = (0 until 50).map{i => val tic = System.currentTimeMillis; 
val scaler = new StandardScaler().setInputCol("features"); val model = 
scaler.fit(df); val toc = System.currentTimeMillis; toc - tic}
   
   durations3.takeRight(30).sum.toDouble / 30
   ```
   
   Results: (the last 30 fitting are taken into account)
   
   |MaxAbsScaler(Old)| MinMaxScaler(Old) | StandardScaler(Old) | 
MaxAbsScaler(New) | MinMaxScaler(New) | StandardScaler(New) |
   |--|--||--||--|
   |6768.1|6875.2|6899.9|5862.1|5880.3|5889.7|
   
   
   


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[GitHub] [spark] AmplabJenkins commented on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

2019-11-04 Thread GitBox
AmplabJenkins commented on issue #26393: [SPARK-29751][ML] Scalers use 
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[GitHub] [spark] AmplabJenkins commented on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

2019-11-04 Thread GitBox
AmplabJenkins commented on issue #26393: [SPARK-29751][ML] Scalers use 
Summarizer instead of MultivariateOnlineSummarizer
URL: https://github.com/apache/spark/pull/26393#issuecomment-549682712
 
 
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[GitHub] [spark] jiangxb1987 commented on a change in pull request #26078: [SPARK-29151][CORE] Support fractional resources for task resource scheduling

2019-11-04 Thread GitBox
jiangxb1987 commented on a change in pull request #26078: [SPARK-29151][CORE] 
Support fractional resources for task resource scheduling
URL: https://github.com/apache/spark/pull/26078#discussion_r342398775
 
 

 ##
 File path: 
core/src/main/scala/org/apache/spark/resource/ResourceAllocator.scala
 ##
 @@ -86,8 +103,8 @@ trait ResourceAllocator {
   s"address $address doesn't exist.")
   }
   val isAvailable = addressAvailabilityMap(address)
-  if (!isAvailable) {
-addressAvailabilityMap(address) = true
+  if (isAvailable < slotsPerAddress) {
+addressAvailabilityMap(address) = addressAvailabilityMap(address) + 1
 
 Review comment:
   sure, it worth a separate jira.


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[GitHub] [spark] SparkQA commented on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

2019-11-04 Thread GitBox
SparkQA commented on issue #26393: [SPARK-29751][ML] Scalers use Summarizer 
instead of MultivariateOnlineSummarizer
URL: https://github.com/apache/spark/pull/26393#issuecomment-549682257
 
 
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[GitHub] [spark] zhengruifeng commented on issue #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

2019-11-04 Thread GitBox
zhengruifeng commented on issue #26393: [SPARK-29751][ML] Scalers use 
Summarizer instead of MultivariateOnlineSummarizer
URL: https://github.com/apache/spark/pull/26393#issuecomment-549682239
 
 
   test code
   ```scala
   import org.apache.spark.ml.feature._
   
   scala> var df = spark.read.format("libsvm").load("/data1/Datasets/a9a/a9a")
   19/11/05 13:47:02 WARN LibSVMFileFormat: 'numFeatures' option not specified, 
determining the number of features by going though the input. If you know the 
number in advance, please specify it via 'numFeatures' option to avoid the 
extra scan.
   df: org.apache.spark.sql.DataFrame = [label: double, features: vector]   
   
   
   scala> df.persist()
   res0: org.apache.spark.sql.Dataset[org.apache.spark.sql.Row] = [label: 
double, features: vector]
   
   
   scala> df.count
   res1: Long = 32561
   
   scala> (0 until 8).foreach(_ => df = df.union(df))
   
   scala> df.count
   res3: Long = 8335616 
   
   val durations1 = (0 until 50).map{i => val tic = System.currentTimeMillis; 
val scaler = new MaxAbsScaler().setInputCol("features"); val model = 
scaler.fit(df); val toc = System.currentTimeMillis; toc - tic}
   
   durations1.takeRight(30).sum.toDouble / 30
   
   
   
   val durations2 = (0 until 50).map{i => val tic = System.currentTimeMillis; 
val scaler = new MinMaxScaler().setInputCol("features"); val model = 
scaler.fit(df); val toc = System.currentTimeMillis; toc - tic}
   
   durations2.takeRight(30).sum.toDouble / 30
   
   
   
   val durations3 = (0 until 50).map{i => val tic = System.currentTimeMillis; 
val scaler = new StandardScaler().setInputCol("features"); val model = 
scaler.fit(df); val toc = System.currentTimeMillis; toc - tic}
   
   durations3.takeRight(30).sum.toDouble / 30
   ```
   
   Results:
   
   |MaxAbsScaler(Old)| MinMaxScaler(Old) | StandardScaler(Old) | 
MaxAbsScaler(New) | MinMaxScaler(New) | StandardScaler(New) |
   |--|--||--||--|
   |6768.1|6875.2|6899.9|5862.1|5880.3|5889.7|
   
   
   


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[GitHub] [spark] dongjoon-hyun commented on a change in pull request #26360: [SPARK-29714][SQL][TESTS] Port insert.sql

2019-11-04 Thread GitBox
dongjoon-hyun commented on a change in pull request #26360: 
[SPARK-29714][SQL][TESTS] Port insert.sql
URL: https://github.com/apache/spark/pull/26360#discussion_r342397723
 
 

 ##
 File path: sql/core/src/test/resources/sql-tests/inputs/postgreSQL/insert.sql
 ##
 @@ -0,0 +1,652 @@
+-- Portions Copyright (c) 1996-2019, PostgreSQL Global Development Group
+--
+-- INSERT
+-- 
https://github.com/postgres/postgres/blob/REL_12_STABLE/src/test/regress/sql/insert.sql
+
+--
+-- insert with DEFAULT in the target_list
+--
+-- [SPARK-19842] Informational Referential Integrity Constraints Support in 
Spark
+-- [SPARK-29119] DEFAULT option is not supported in Spark
+create table inserttest (col1 int, col2 int /* NOT NULL */, col3 string /* 
default 'testing' */) using parquet;
+-- [SPARK-29119] DEFAULT option is not supported in Spark
+-- [SPARK-20845] Support specification of column names in INSERT INTO
+-- Skip a test below because the PK constraint is violated and the query fails 
in PostgreSQL
+-- insert into inserttest (col1, col2, col3) values (DEFAULT, DEFAULT, 
DEFAULT);
+-- insert into inserttest (col2, col3) values (3, DEFAULT);
+insert into inserttest  values (NULL, 3, 'testing');
+-- insert into inserttest (col1, col2, col3) values (DEFAULT, 5, DEFAULT);
+insert into inserttest values (NULL, 5, 'testing');
+-- insert into inserttest values (DEFAULT, 5, 'test');
+insert into inserttest values (NULL, 5, 'test');
+-- insert into inserttest values (DEFAULT, 7);
+insert into inserttest values (NULL, 7, 'testing');
+
+select * from inserttest;
+
+--
+-- insert with similar expression / target_list values (all fail)
+--
+-- [SPARK-20845] Support specification of column names in INSERT INTO
+-- [SPARK-29119] DEFAULT option is not supported in Spark
+-- insert into inserttest (col1, col2, col3) values (DEFAULT, DEFAULT);
+-- insert into inserttest (col1, col2, col3) values (1, 2);
+-- insert into inserttest (col1) values (1, 2);
+-- insert into inserttest (col1) values (DEFAULT, DEFAULT);
+
+-- select * from inserttest;
+
+--
+-- VALUES test
+--
+-- [SPARK-29119] DEFAULT option is not supported in Spark
+-- [SPARK-29715] Support SELECT statements in VALUES of INSERT INTO
+-- insert into inserttest values(10, 20, '40'), (-1, 2, 'testing' /* DEFAULT 
*/),
+-- ((select 2), (select i from (values(3)) as foo (i)), 'values are fun!');
+
+-- select * from inserttest;
+
+--
+-- TOASTed value test
+--
+insert into inserttest values(30, 50, repeat('x', 1));
+
+select col1, col2, char_length(col3) from inserttest;
+
+drop table inserttest;
+
+--
+-- check indirection (field/array assignment), cf bug #14265
+--
+-- these tests are aware that transformInsertStmt has 3 separate code paths
+--
+
+-- [SPARK-29716] Support [CREATE|DROP] TYPE
+-- create type insert_test_type as (if1 int, if2 array);
+
+-- create table inserttest (f1 int, f2 int[],
+--  f3 insert_test_type, f4 insert_test_type[]);
+--
+-- insert into inserttest (f2[1], f2[2]) values (1,2);
+-- insert into inserttest (f2[1], f2[2]) values (3,4), (5,6);
+-- insert into inserttest (f2[1], f2[2]) select 7,8;
+-- insert into inserttest (f2[1], f2[2]) values (1,default);  -- not supported
+--
+-- insert into inserttest (f3.if1, f3.if2) values (1,array['foo']);
+-- insert into inserttest (f3.if1, f3.if2) values (1,'{foo}'), (2,'{bar}');
+-- insert into inserttest (f3.if1, f3.if2) select 3, '{baz,quux}';
+-- insert into inserttest (f3.if1, f3.if2) values (1,default);  -- not 
supported
+--
+-- insert into inserttest (f3.if2[1], f3.if2[2]) values ('foo', 'bar');
+-- insert into inserttest (f3.if2[1], f3.if2[2]) values ('foo', 'bar'), 
('baz', 'quux');
+-- insert into inserttest (f3.if2[1], f3.if2[2]) select 'bear', 'beer';
+--
+-- insert into inserttest (f4[1].if2[1], f4[1].if2[2]) values ('foo', 'bar');
+-- insert into inserttest (f4[1].if2[1], f4[1].if2[2]) values ('foo', 'bar'), 
('baz', 'quux');
+-- insert into inserttest (f4[1].if2[1], f4[1].if2[2]) select 'bear', 'beer';
+--
+-- select * from inserttest;
+
+-- also check reverse-listing
+-- create table inserttest2 (f1 bigint, f2 string);
+-- [SPARK-29717] Support [CREATE|DROP] RULE - define a new plan rewrite rule
+-- create rule irule1 as on insert to inserttest2 do also
+--   insert into inserttest (f3.if2[1], f3.if2[2])
+--   values (new.f1,new.f2);
+-- create rule irule2 as on insert to inserttest2 do also
+--   insert into inserttest (f4[1].if1, f4[1].if2[2])
+--   values (1,'fool'),(new.f1,new.f2);
+-- create rule irule3 as on insert to inserttest2 do also
+--   insert into inserttest (f4[1].if1, f4[1].if2[2])
+--   select new.f1, new.f2;
+-- \d+ inserttest2
+
+-- drop table inserttest2;
+-- drop table inserttest;
+-- [SPARK-29716] Support [CREATE|DROP] TYPE
+-- drop type insert_test_type;
+
+-- direct partition inserts should check partition bound constraint
+-- [SPARK-29718] Support PARTITION BY [RANGE|LIST|HASH] and PARTITION OF in 
CREATE TABLE
+-- create table 

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[GitHub] [spark] zhengruifeng opened a new pull request #26393: [SPARK-29751][ML] Scalers use Summarizer instead of MultivariateOnlineSummarizer

2019-11-04 Thread GitBox
zhengruifeng opened a new pull request #26393: [SPARK-29751][ML] Scalers use 
Summarizer instead of MultivariateOnlineSummarizer
URL: https://github.com/apache/spark/pull/26393
 
 
   ### What changes were proposed in this pull request?
   use `ml.Summarizer` instead of `mllib.MultivariateOnlineSummarizer`
   
   
   ### Why are the changes needed?
   1, I found that using `ml.Summarizer` is faster than current impl;
   2, `mllib.MultivariateOnlineSummarizer` maintain all arrays, while 
`ml.Summarizer` only maintain necessary arrays
   3, using `ml.Summarizer` will avoid vector conversions to `mlllib.Vector`
   
   
   ### Does this PR introduce any user-facing change?
   No
   
   
   ### How was this patch tested?
   existing testsuites
   


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[GitHub] [spark] SparkQA commented on issue #26392: [WIP][SPARK-29750][BUILD] Avoid dependency from joda-time

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URL: https://github.com/apache/spark/pull/26392#issuecomment-549680472
 
 
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[GitHub] [spark] dongjoon-hyun commented on a change in pull request #26360: [SPARK-29714][SQL][TESTS] Port insert.sql

2019-11-04 Thread GitBox
dongjoon-hyun commented on a change in pull request #26360: 
[SPARK-29714][SQL][TESTS] Port insert.sql
URL: https://github.com/apache/spark/pull/26360#discussion_r342397024
 
 

 ##
 File path: sql/core/src/test/resources/sql-tests/inputs/postgreSQL/insert.sql
 ##
 @@ -0,0 +1,652 @@
+-- Portions Copyright (c) 1996-2019, PostgreSQL Global Development Group
+--
+-- INSERT
+-- 
https://github.com/postgres/postgres/blob/REL_12_STABLE/src/test/regress/sql/insert.sql
+
+--
+-- insert with DEFAULT in the target_list
+--
+-- [SPARK-19842] Informational Referential Integrity Constraints Support in 
Spark
+-- [SPARK-29119] DEFAULT option is not supported in Spark
+create table inserttest (col1 int, col2 int /* NOT NULL */, col3 string /* 
default 'testing' */) using parquet;
+-- [SPARK-29119] DEFAULT option is not supported in Spark
+-- [SPARK-20845] Support specification of column names in INSERT INTO
+-- Skip a test below because the PK constraint is violated and the query fails 
in PostgreSQL
+-- insert into inserttest (col1, col2, col3) values (DEFAULT, DEFAULT, 
DEFAULT);
+-- insert into inserttest (col2, col3) values (3, DEFAULT);
+insert into inserttest  values (NULL, 3, 'testing');
+-- insert into inserttest (col1, col2, col3) values (DEFAULT, 5, DEFAULT);
+insert into inserttest values (NULL, 5, 'testing');
+-- insert into inserttest values (DEFAULT, 5, 'test');
+insert into inserttest values (NULL, 5, 'test');
+-- insert into inserttest values (DEFAULT, 7);
+insert into inserttest values (NULL, 7, 'testing');
+
+select * from inserttest;
+
+--
+-- insert with similar expression / target_list values (all fail)
+--
+-- [SPARK-20845] Support specification of column names in INSERT INTO
+-- [SPARK-29119] DEFAULT option is not supported in Spark
+-- insert into inserttest (col1, col2, col3) values (DEFAULT, DEFAULT);
+-- insert into inserttest (col1, col2, col3) values (1, 2);
+-- insert into inserttest (col1) values (1, 2);
+-- insert into inserttest (col1) values (DEFAULT, DEFAULT);
+
+-- select * from inserttest;
+
+--
+-- VALUES test
+--
+-- [SPARK-29119] DEFAULT option is not supported in Spark
+-- [SPARK-29715] Support SELECT statements in VALUES of INSERT INTO
+-- insert into inserttest values(10, 20, '40'), (-1, 2, 'testing' /* DEFAULT 
*/),
 
 Review comment:
   Since we are not running this, shall we keep the original?
   ```
   insert into inserttest values(10, 20, '40'), (-1, 2, DEFAULT),
   ```


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[GitHub] [spark] dongjoon-hyun commented on a change in pull request #26392: [WIP][SPARK-29750][BUILD] Avoid dependency from joda-time

2019-11-04 Thread GitBox
dongjoon-hyun commented on a change in pull request #26392: 
[WIP][SPARK-29750][BUILD] Avoid dependency from joda-time
URL: https://github.com/apache/spark/pull/26392#discussion_r342396376
 
 

 ##
 File path: dev/deps/spark-deps-hadoop-3.2
 ##
 @@ -139,6 +139,7 @@ jersey-server-2.29.jar
 jetty-webapp-9.4.18.v20190429.jar
 jetty-xml-9.4.18.v20190429.jar
 jline-2.14.6.jar
+joda-time-2.8.1.jar
 
 Review comment:
   Ur, are you suggesting to have two difference (lower) joda-time version in 
this commit??? ;)


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URL: https://github.com/apache/spark/pull/26338#issuecomment-549679592
 
 
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[GitHub] [spark] AmplabJenkins commented on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE CHANGE COLUMN syntax

2019-11-04 Thread GitBox
AmplabJenkins commented on issue #26338: [SPARK-29680][SQL] Remove ALTER TABLE 
CHANGE COLUMN syntax
URL: https://github.com/apache/spark/pull/26338#issuecomment-549679718
 
 
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