[GitHub] [spark] AmplabJenkins removed a comment on issue #25001: [SPARK-28083][SQL] Support LIKE ... ESCAPE syntax

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[GitHub] [spark] AmplabJenkins removed a comment on issue #25979: [SPARK-29295][SQL] Insert overwrite to Hive external table partition should delete old data

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[GitHub] [spark] AmplabJenkins removed a comment on issue #25979: [SPARK-29295][SQL] Insert overwrite to Hive external table partition should delete old data

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[GitHub] [spark] AmplabJenkins commented on issue #25979: [SPARK-29295][SQL] Insert overwrite to Hive external table partition should delete old data

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[GitHub] [spark] AmplabJenkins commented on issue #25979: [SPARK-29295][SQL] Insert overwrite to Hive external table partition should delete old data

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[GitHub] [spark] SparkQA commented on issue #25979: [SPARK-29295][SQL] Insert overwrite to Hive external table partition should delete old data

2019-10-07 Thread GitBox
SparkQA commented on issue #25979: [SPARK-29295][SQL] Insert overwrite to Hive 
external table partition should delete old data
URL: https://github.com/apache/spark/pull/25979#issuecomment-539341845
 
 
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[GitHub] [spark] AmplabJenkins removed a comment on issue #25001: [SPARK-28083][SQL] Support LIKE ... ESCAPE syntax

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[GitHub] [spark] SparkQA removed a comment on issue #25001: [SPARK-28083][SQL] Support LIKE ... ESCAPE syntax

2019-10-07 Thread GitBox
SparkQA removed a comment on issue #25001: [SPARK-28083][SQL] Support LIKE ... 
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URL: https://github.com/apache/spark/pull/25001#issuecomment-539289335
 
 
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[GitHub] [spark] AmplabJenkins commented on issue #25001: [SPARK-28083][SQL] Support LIKE ... ESCAPE syntax

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[GitHub] [spark] AmplabJenkins commented on issue #25001: [SPARK-28083][SQL] Support LIKE ... ESCAPE syntax

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[GitHub] [spark] zhengruifeng commented on issue #25926: [SPARK-9612][ML] Add instance weight support for GBTs

2019-10-07 Thread GitBox
zhengruifeng commented on issue #25926: [SPARK-9612][ML] Add instance weight 
support for GBTs
URL: https://github.com/apache/spark/pull/25926#issuecomment-539339480
 
 
   @imatiach-msft Thanks for reviewing!
   As to the points on *weighted* prediction error:
   After previous discussions, we should sample the data without weights, and 
pass the weights into the base model (decision tree).
   So the input passed to a decsion tree, should contain the label (unweighted 
prediction error) and the instance weights (which will be also used in 
`minWeightFractionPerNode`). In this way, I guess we do not need to cache 
weighted error.
   Moreover, the code `predError.values.mean()` with weighted `predError` is 
not equal to the average weighted error in this PR.
   
   PS: If I recall correctly, XGBoost pass weighted gradients and hessions into 
base learner. It use minimum hession (`min_child_weight`) to limit tree growth, 
which is quite different from MLLIB.


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[GitHub] [spark] SparkQA commented on issue #25001: [SPARK-28083][SQL] Support LIKE ... ESCAPE syntax

2019-10-07 Thread GitBox
SparkQA commented on issue #25001: [SPARK-28083][SQL] Support LIKE ... ESCAPE 
syntax
URL: https://github.com/apache/spark/pull/25001#issuecomment-539339256
 
 
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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] HyukjinKwon commented on issue #26041: [WIP][SPARK-29378][INFRA][R] Make AppVeyor's SparkR with Arrow tests compatible with Arrow R 0.15

2019-10-07 Thread GitBox
HyukjinKwon commented on issue #26041: [WIP][SPARK-29378][INFRA][R] Make 
AppVeyor's SparkR with Arrow tests compatible with Arrow R 0.15
URL: https://github.com/apache/spark/pull/26041#issuecomment-539336821
 
 
   Hm, setting `ARROW_PRE_0_15_IPC_FORMAT` to `1` doesn't seem working in 
SparkR case. I tested this both in Windows (via AppVeyor) and Ubuntu


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[GitHub] [spark] AmplabJenkins commented on issue #25816: [SPARK-29107][SQL][TESTS] Port window.sql (Part 1)

2019-10-07 Thread GitBox
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[GitHub] [spark] AmplabJenkins removed a comment on issue #25816: [SPARK-29107][SQL][TESTS] Port window.sql (Part 1)

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[GitHub] [spark] AmplabJenkins commented on issue #25816: [SPARK-29107][SQL][TESTS] Port window.sql (Part 1)

2019-10-07 Thread GitBox
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[GitHub] [spark] AmplabJenkins removed a comment on issue #25816: [SPARK-29107][SQL][TESTS] Port window.sql (Part 1)

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[GitHub] [spark] HyukjinKwon closed pull request #26050: [MINOR][BUILD] Fix an incorrect path in license file.

2019-10-07 Thread GitBox
HyukjinKwon closed pull request #26050: [MINOR][BUILD] Fix an incorrect path in 
license file.
URL: https://github.com/apache/spark/pull/26050
 
 
   


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[GitHub] [spark] SparkQA removed a comment on issue #25816: [SPARK-29107][SQL][TESTS] Port window.sql (Part 1)

2019-10-07 Thread GitBox
SparkQA removed a comment on issue #25816: [SPARK-29107][SQL][TESTS] Port 
window.sql (Part 1)
URL: https://github.com/apache/spark/pull/25816#issuecomment-539279140
 
 
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[GitHub] [spark] HyukjinKwon commented on issue #26050: [MINOR][BUILD] Fix an incorrect path in license file.

2019-10-07 Thread GitBox
HyukjinKwon commented on issue #26050: [MINOR][BUILD] Fix an incorrect path in 
license file.
URL: https://github.com/apache/spark/pull/26050#issuecomment-539336057
 
 
   Merged to master and branch-2.4.


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[GitHub] [spark] SparkQA commented on issue #25816: [SPARK-29107][SQL][TESTS] Port window.sql (Part 1)

2019-10-07 Thread GitBox
SparkQA commented on issue #25816: [SPARK-29107][SQL][TESTS] Port window.sql 
(Part 1)
URL: https://github.com/apache/spark/pull/25816#issuecomment-539335560
 
 
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* This patch passes all tests.
* This patch merges cleanly.
* This patch adds no public classes.


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[GitHub] [spark] AngersZhuuuu commented on a change in pull request #25984: [WIP][SPARK-29308][BUILD] Fix incorrect dep in dev/deps/spark-deps-hadoop-3.2

2019-10-07 Thread GitBox
AngersZh commented on a change in pull request #25984: 
[WIP][SPARK-29308][BUILD] Fix incorrect dep in dev/deps/spark-deps-hadoop-3.2 
URL: https://github.com/apache/spark/pull/25984#discussion_r332337523
 
 

 ##
 File path: LICENSE-binary
 ##
 @@ -369,11 +369,6 @@ org.datanucleus:datanucleus-api-jdo
 org.datanucleus:datanucleus-core
 org.datanucleus:datanucleus-rdbms
 org.lz4:lz4-java
-org.spark-project.hive:hive-beeline
-org.spark-project.hive:hive-cli
-org.spark-project.hive:hive-exec
-org.spark-project.hive:hive-jdbc
-org.spark-project.hive:hive-metastore
 
 Review comment:
   cc @srowen 


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[GitHub] [spark] AngersZhuuuu commented on a change in pull request #25984: [WIP][SPARK-29308][BUILD] Fix incorrect dep in dev/deps/spark-deps-hadoop-3.2

2019-10-07 Thread GitBox
AngersZh commented on a change in pull request #25984: 
[WIP][SPARK-29308][BUILD] Fix incorrect dep in dev/deps/spark-deps-hadoop-3.2 
URL: https://github.com/apache/spark/pull/25984#discussion_r332337569
 
 

 ##
 File path: NOTICE-binary
 ##
 @@ -1140,18 +1140,36 @@ limitations under the License.
 dropwizard-metrics-hadoop-metrics2-reporter
 Copyright 2016 Josh Elser
 
+Hive Beeline
+Copyright 2019 The Apache Software Foundation
+
+Hive CLI
+Copyright 2019 The Apache Software Foundation
+
 Hive Common
 Copyright 2019 The Apache Software Foundation
 
+Hive JDBC
+Copyright 2019 The Apache Software Foundation
+
+Hive Query Language
+Copyright 2019 The Apache Software Foundation
+
 Hive Llap Common
 Copyright 2019 The Apache Software Foundation
 
+Hive Metastore
+Copyright 2019 The Apache Software Foundation
+
 Hive Serde
 Copyright 2019 The Apache Software Foundation
 
 Hive Service RPC
 Copyright 2019 The Apache Software Foundation
 
+Hive Shims
+Copyright 2019 The Apache Software Foundation
+
 
 Review comment:
   @srowen  Hive jar notice added 


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[GitHub] [spark] wangyum commented on issue #26014: [SPARK-29349][SQL] Support FETCH_PRIOR in Thriftserver fetch request

2019-10-07 Thread GitBox
wangyum commented on issue #26014: [SPARK-29349][SQL] Support FETCH_PRIOR in 
Thriftserver fetch request
URL: https://github.com/apache/spark/pull/26014#issuecomment-539326158
 
 
   @juliuszsompolski Thank you for ping me. I will review it later.


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[GitHub] [spark] wangyum commented on issue #22903: [SPARK-24196][SQL] Implement Spark's own GetSchemasOperation

2019-10-07 Thread GitBox
wangyum commented on issue #22903: [SPARK-24196][SQL] Implement Spark's own 
GetSchemasOperation
URL: https://github.com/apache/spark/pull/22903#issuecomment-539323462
 
 
   @shgriffi This is a new feature of Spark 3.0. We will release the Spark 3.0 
preview soon.
   
   https://issues.apache.org/jira/browse/SPARK-28426
   
http://apache-spark-developers-list.1001551.n3.nabble.com/Spark-3-0-preview-release-feature-list-and-major-changes-td28050.html
   
http://apache-spark-developers-list.1001551.n3.nabble.com/Spark-3-0-preview-release-on-going-features-discussion-td27957.html


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[GitHub] [spark] SparkQA commented on issue #25984: [WIP][SPARK-29308][BUILD] Fix incorrect dep in dev/deps/spark-deps-hadoop-3.2

2019-10-07 Thread GitBox
SparkQA commented on issue #25984: [WIP][SPARK-29308][BUILD] Fix incorrect dep 
in dev/deps/spark-deps-hadoop-3.2 
URL: https://github.com/apache/spark/pull/25984#issuecomment-539321776
 
 
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[GitHub] [spark] AmplabJenkins removed a comment on issue #25984: [WIP][SPARK-29308][BUILD] Fix incorrect dep in dev/deps/spark-deps-hadoop-3.2

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[GitHub] [spark] SparkQA commented on issue #25984: [WIP][SPARK-29308][BUILD] Fix incorrect dep in dev/deps/spark-deps-hadoop-3.2

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URL: https://github.com/apache/spark/pull/25984#issuecomment-539319570
 
 
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[GitHub] [spark] HyukjinKwon closed pull request #26049: [SPARK-25668][SQL][TESTS] Refactor TPCDSQueryBenchmark to use main method

2019-10-07 Thread GitBox
HyukjinKwon closed pull request #26049: [SPARK-25668][SQL][TESTS] Refactor 
TPCDSQueryBenchmark to use main method
URL: https://github.com/apache/spark/pull/26049
 
 
   


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[GitHub] [spark] dongjoon-hyun commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor TPCDSQueryBenchmark to use main method

2019-10-07 Thread GitBox
dongjoon-hyun commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor 
TPCDSQueryBenchmark to use main method
URL: https://github.com/apache/spark/pull/26049#issuecomment-539316714
 
 
   Thank you so much, @HyukjinKwon !


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[GitHub] [spark] HyukjinKwon commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor TPCDSQueryBenchmark to use main method

2019-10-07 Thread GitBox
HyukjinKwon commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor 
TPCDSQueryBenchmark to use main method
URL: https://github.com/apache/spark/pull/26049#issuecomment-539316637
 
 
   Merged to master.
   
   We don't run this in PR builder anyway.


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[GitHub] [spark] dongjoon-hyun commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor TPCDSQueryBenchmark to use main method

2019-10-07 Thread GitBox
dongjoon-hyun commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor 
TPCDSQueryBenchmark to use main method
URL: https://github.com/apache/spark/pull/26049#issuecomment-539315396
 
 
   Thank you for review and approval, @HyukjinKwon . This is the last one to 
resolve the umbrella issue, https://issues.apache.org/jira/browse/SPARK-25475 . 


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[GitHub] [spark] wangyum commented on a change in pull request #25869: [SPARK-29189][SQL] Add an option to ignore block locations when listing file

2019-10-07 Thread GitBox
wangyum commented on a change in pull request #25869: [SPARK-29189][SQL] Add an 
option to ignore block locations when listing file
URL: https://github.com/apache/spark/pull/25869#discussion_r332331885
 
 

 ##
 File path: 
sql/catalyst/src/main/scala/org/apache/spark/sql/internal/SQLConf.scala
 ##
 @@ -832,6 +832,17 @@ object SQLConf {
   .intConf
   .createWithDefault(1)
 
+  val IGNORE_DATA_LOCALITY =
+buildConf("spark.sql.sources.ignore.datalocality")
 
 Review comment:
   @wangshisan Could you submit a follow-up PR to rename it?


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[GitHub] [spark] AmplabJenkins commented on issue #26050: [MINOR][BUILD] Fix an incorrect path in license file.

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[GitHub] [spark] AmplabJenkins commented on issue #26050: [MINOR][BUILD] Fix an incorrect path in license file.

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[GitHub] [spark] SparkQA commented on issue #26050: [MINOR][BUILD] Fix an incorrect path in license file.

2019-10-07 Thread GitBox
SparkQA commented on issue #26050: [MINOR][BUILD] Fix an incorrect path in 
license file.
URL: https://github.com/apache/spark/pull/26050#issuecomment-539314031
 
 
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[GitHub] [spark] beliefer opened a new pull request #26050: [MINOR][BUILD] Fix an incorrect path in license file.

2019-10-07 Thread GitBox
beliefer opened a new pull request #26050: [MINOR][BUILD] Fix an incorrect path 
in license file.
URL: https://github.com/apache/spark/pull/26050
 
 
   ### What changes were proposed in this pull request?
   The `LICENSE` file exists a minor issue has an incorrect path.
   This PR will fix it.
   
   
   ### Why are the changes needed?
   This is a minor bug.
   
   
   ### Does this PR introduce any user-facing change?
   No
   
   
   ### How was this patch tested?
   Exists UT.
   


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[GitHub] [spark] HyukjinKwon commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor TPCDSQueryBenchmark to use main method

2019-10-07 Thread GitBox
HyukjinKwon commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor 
TPCDSQueryBenchmark to use main method
URL: https://github.com/apache/spark/pull/26049#issuecomment-539310655
 
 
   Haven't tested but given the PR description looks making sense to me.


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[GitHub] [spark] HyukjinKwon commented on a change in pull request #26045: [SPARK-29367][DOC] Add compatibility note for Arrow 0.15.0 to SQL guide

2019-10-07 Thread GitBox
HyukjinKwon commented on a change in pull request #26045: [SPARK-29367][DOC] 
Add compatibility note for Arrow 0.15.0 to SQL guide
URL: https://github.com/apache/spark/pull/26045#discussion_r332328686
 
 

 ##
 File path: docs/sql-pyspark-pandas-with-arrow.md
 ##
 @@ -219,3 +219,14 @@ Note that a standard UDF (non-Pandas) will load timestamp 
data as Python datetim
 different than a Pandas timestamp. It is recommended to use Pandas time series 
functionality when
 working with timestamps in `pandas_udf`s to get the best performance, see
 [here](https://pandas.pydata.org/pandas-docs/stable/timeseries.html) for 
details.
+
+### Compatibiliy Setting for PyArrow >= 0.15.0 and Spark 2.3.x, 2.4.x
+
+Since Arrow 0.15.0, a change in the binary IPC format requires an environment 
variable to be set in
+Spark so that PySpark maintain compatibility with versions on PyArrow 0.15.0 
and above. The following can be added to `conf/spark-env.sh` to use the legacy 
IPC format:
+
+```
+ARROW_PRE_0_15_IPC_FORMAT=1
+```
+
+This will instruct PyArrow >= 0.15.0 to use the legacy IPC format with the 
older Arrow Java that is in Spark 2.3.x and 2.4.x.
 
 Review comment:
   Hm, @BryanCutler do you target to upgrade and also increase minimum versions 
of PyArrow at SPARK-29376 (and we upgrade in JVM one too; therefore, we don't 
need to set the environment variable)? If so, we don't have to deal with 
https://github.com/apache/spark/pull/26045/files#r332285077 since Arrow with R 
is new in Spark 3.0.
   
   If that's the case, increasing minimum version of Arrow R to 0.15.0 is fine 
to me too.


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[GitHub] [spark] HyukjinKwon commented on a change in pull request #26045: [SPARK-29367][DOC] Add compatibility note for Arrow 0.15.0 to SQL guide

2019-10-07 Thread GitBox
HyukjinKwon commented on a change in pull request #26045: [SPARK-29367][DOC] 
Add compatibility note for Arrow 0.15.0 to SQL guide
URL: https://github.com/apache/spark/pull/26045#discussion_r332328686
 
 

 ##
 File path: docs/sql-pyspark-pandas-with-arrow.md
 ##
 @@ -219,3 +219,14 @@ Note that a standard UDF (non-Pandas) will load timestamp 
data as Python datetim
 different than a Pandas timestamp. It is recommended to use Pandas time series 
functionality when
 working with timestamps in `pandas_udf`s to get the best performance, see
 [here](https://pandas.pydata.org/pandas-docs/stable/timeseries.html) for 
details.
+
+### Compatibiliy Setting for PyArrow >= 0.15.0 and Spark 2.3.x, 2.4.x
+
+Since Arrow 0.15.0, a change in the binary IPC format requires an environment 
variable to be set in
+Spark so that PySpark maintain compatibility with versions on PyArrow 0.15.0 
and above. The following can be added to `conf/spark-env.sh` to use the legacy 
IPC format:
+
+```
+ARROW_PRE_0_15_IPC_FORMAT=1
+```
+
+This will instruct PyArrow >= 0.15.0 to use the legacy IPC format with the 
older Arrow Java that is in Spark 2.3.x and 2.4.x.
 
 Review comment:
   Hm, @BryanCutler do you target to upgrade and also increase minimum versions 
of PyArrow at SPARK-29376 (we upgrade in JVM one too; therefore, we don't need 
to set the environment variable)? If so, we don't have to deal with 
https://github.com/apache/spark/pull/26045/files#r332285077 since Arrow with R 
is new in Spark 3.0.
   
   If that's the case, increasing minimum version of Arrow R to 0.15.0 is fine 
to me too.


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[GitHub] [spark] HyukjinKwon commented on a change in pull request #26045: [SPARK-29367][DOC] Add compatibility note for Arrow 0.15.0 to SQL guide

2019-10-07 Thread GitBox
HyukjinKwon commented on a change in pull request #26045: [SPARK-29367][DOC] 
Add compatibility note for Arrow 0.15.0 to SQL guide
URL: https://github.com/apache/spark/pull/26045#discussion_r332328686
 
 

 ##
 File path: docs/sql-pyspark-pandas-with-arrow.md
 ##
 @@ -219,3 +219,14 @@ Note that a standard UDF (non-Pandas) will load timestamp 
data as Python datetim
 different than a Pandas timestamp. It is recommended to use Pandas time series 
functionality when
 working with timestamps in `pandas_udf`s to get the best performance, see
 [here](https://pandas.pydata.org/pandas-docs/stable/timeseries.html) for 
details.
+
+### Compatibiliy Setting for PyArrow >= 0.15.0 and Spark 2.3.x, 2.4.x
+
+Since Arrow 0.15.0, a change in the binary IPC format requires an environment 
variable to be set in
+Spark so that PySpark maintain compatibility with versions on PyArrow 0.15.0 
and above. The following can be added to `conf/spark-env.sh` to use the legacy 
IPC format:
+
+```
+ARROW_PRE_0_15_IPC_FORMAT=1
+```
+
+This will instruct PyArrow >= 0.15.0 to use the legacy IPC format with the 
older Arrow Java that is in Spark 2.3.x and 2.4.x.
 
 Review comment:
   Hm, @BryanCutler do you target to upgrade and also increase minimum versions 
of PyArrow at SPARK-29376 (we upgrade in JVM one too; therefore, we don't need 
to set the environment variable in Spark 3.0)?
   
   If so, we don't have to deal with 
https://github.com/apache/spark/pull/26045/files#r332285077 since Arrow with R 
is new in Spark 3.0.
   
   If that's the case, increasing minimum version of Arrow R to 0.15.0 is fine 
to me too.


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[GitHub] [spark] HyukjinKwon commented on a change in pull request #26045: [SPARK-29367][DOC] Add compatibility note for Arrow 0.15.0 to SQL guide

2019-10-07 Thread GitBox
HyukjinKwon commented on a change in pull request #26045: [SPARK-29367][DOC] 
Add compatibility note for Arrow 0.15.0 to SQL guide
URL: https://github.com/apache/spark/pull/26045#discussion_r332328686
 
 

 ##
 File path: docs/sql-pyspark-pandas-with-arrow.md
 ##
 @@ -219,3 +219,14 @@ Note that a standard UDF (non-Pandas) will load timestamp 
data as Python datetim
 different than a Pandas timestamp. It is recommended to use Pandas time series 
functionality when
 working with timestamps in `pandas_udf`s to get the best performance, see
 [here](https://pandas.pydata.org/pandas-docs/stable/timeseries.html) for 
details.
+
+### Compatibiliy Setting for PyArrow >= 0.15.0 and Spark 2.3.x, 2.4.x
+
+Since Arrow 0.15.0, a change in the binary IPC format requires an environment 
variable to be set in
+Spark so that PySpark maintain compatibility with versions on PyArrow 0.15.0 
and above. The following can be added to `conf/spark-env.sh` to use the legacy 
IPC format:
+
+```
+ARROW_PRE_0_15_IPC_FORMAT=1
+```
+
+This will instruct PyArrow >= 0.15.0 to use the legacy IPC format with the 
older Arrow Java that is in Spark 2.3.x and 2.4.x.
 
 Review comment:
   Hm, @BryanCutler do you target to upgrade and also increase minimum versions 
of PyArrow at SPARK-29376? If so, we don't have to deal with 
https://github.com/apache/spark/pull/26045/files#r332285077 since Arrow with R 
is new in Spark 3.0.
   
   If that's the case, increasing minimum version of Arrow R to 0.15.0 is fine 
to me too.


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URL: https://github.com/apache/spark/pull/26041#issuecomment-539296214
 
 
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[GitHub] [spark] AmplabJenkins commented on issue #26041: [DO-NOT-MERGE] Investigate Arrow 0.15 with R Arrow optimization

2019-10-07 Thread GitBox
AmplabJenkins commented on issue #26041: [DO-NOT-MERGE] Investigate Arrow 0.15 
with R Arrow optimization
URL: https://github.com/apache/spark/pull/26041#issuecomment-539303417
 
 
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[GitHub] [spark] AmplabJenkins commented on issue #26041: [DO-NOT-MERGE] Investigate Arrow 0.15 with R Arrow optimization

2019-10-07 Thread GitBox
AmplabJenkins commented on issue #26041: [DO-NOT-MERGE] Investigate Arrow 0.15 
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URL: https://github.com/apache/spark/pull/26041#issuecomment-539303412
 
 
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[GitHub] [spark] SparkQA commented on issue #26041: [DO-NOT-MERGE] Investigate Arrow 0.15 with R Arrow optimization

2019-10-07 Thread GitBox
SparkQA commented on issue #26041: [DO-NOT-MERGE] Investigate Arrow 0.15 with R 
Arrow optimization
URL: https://github.com/apache/spark/pull/26041#issuecomment-539303348
 
 
   **[Test build #111868 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/111868/testReport)**
 for PR 26041 at commit 
[`34da71d`](https://github.com/apache/spark/commit/34da71dd28919d6099c86a8ee0e543d798524cee).
* This patch passes all tests.
* This patch merges cleanly.
* This patch adds no public classes.


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[GitHub] [spark] zhengruifeng commented on a change in pull request #25926: [SPARK-9612][ML] Add instance weight support for GBTs

2019-10-07 Thread GitBox
zhengruifeng commented on a change in pull request #25926: [SPARK-9612][ML] Add 
instance weight support for GBTs
URL: https://github.com/apache/spark/pull/25926#discussion_r332326534
 
 

 ##
 File path: 
mllib/src/main/scala/org/apache/spark/ml/tree/impl/GradientBoostedTrees.scala
 ##
 @@ -197,41 +215,41 @@ private[spark] object GradientBoostedTrees extends 
Logging {
* containing the first i+1 trees
*/
   def evaluateEachIteration(
-  data: RDD[LabeledPoint],
+  data: RDD[Instance],
   trees: Array[DecisionTreeRegressionModel],
   treeWeights: Array[Double],
   loss: OldLoss,
   algo: OldAlgo.Value): Array[Double] = {
 
 val sc = data.sparkContext
 val remappedData = algo match {
-  case OldAlgo.Classification => data.map(x => new LabeledPoint((x.label * 
2) - 1, x.features))
+  case OldAlgo.Classification =>
+data.map(x => Instance((x.label * 2) - 1, x.weight, x.features))
   case _ => data
 }
 
 val broadcastTrees = sc.broadcast(trees)
 val localTreeWeights = treeWeights
-val treesIndices = trees.indices
-
-val dataCount = remappedData.count()
-val evaluation = remappedData.map { point =>
-  treesIndices.map { idx =>
-val prediction = broadcastTrees.value(idx)
-  .rootNode
-  .predictImpl(point.features)
-  .prediction
-prediction * localTreeWeights(idx)
+val numTrees = trees.length
+
+val (errSum, weightSum) = remappedData.mapPartitions { iter =>
 
 Review comment:
   in this place, I just followed preivous impl. I am neutral on it.


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[GitHub] [spark] cloud-fan commented on issue #25971: [SPARK-29298][CORE] Separate block manager heartbeat endpoint from driver endpoint

2019-10-07 Thread GitBox
cloud-fan commented on issue #25971: [SPARK-29298][CORE] Separate block manager 
heartbeat endpoint from driver endpoint
URL: https://github.com/apache/spark/pull/25971#issuecomment-539301737
 
 
   @JoshRosen I think your concern is valid but it's an existing problem. The 
executor has a heartbeat thread, it's possible that this thread finds out 
heartbeat is timeout and decides to shutdown the executor, while the block 
manager of this executor is still dealing with some requests.
   
   It's good to know how this problem is resolved, but I think it's very 
unlikely that we have a long-standing bug here.


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[GitHub] [spark] JkSelf commented on issue #25295: [SPARK-28560][SQL] Optimize shuffle reader to local shuffle reader when smj converted to bhj in adaptive execution

2019-10-07 Thread GitBox
JkSelf commented on issue #25295: [SPARK-28560][SQL] Optimize shuffle reader to 
local shuffle reader when smj converted to bhj in adaptive execution
URL: https://github.com/apache/spark/pull/25295#issuecomment-539301442
 
 
   Resolve the conflicts.


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[GitHub] [spark] HeartSaVioR commented on a change in pull request #25943: [WIP][SPARK-29261][SQL][CORE] Support recover live entities from KVStore for (SQL)AppStatusListener

2019-10-07 Thread GitBox
HeartSaVioR commented on a change in pull request #25943: 
[WIP][SPARK-29261][SQL][CORE] Support recover live entities from KVStore for 
(SQL)AppStatusListener
URL: https://github.com/apache/spark/pull/25943#discussion_r332311914
 
 

 ##
 File path: core/src/main/scala/org/apache/spark/status/storeTypes.scala
 ##
 @@ -95,6 +151,65 @@ private[spark] class StageDataWrapper(
 
   @JsonIgnore @KVIndex("completionTime")
   private def completionTime: Long = 
info.completionTime.map(_.getTime).getOrElse(-1L)
+
+  def toLiveStage(jobs: Seq[LiveJob]): LiveStage = {
+val liveStage = new LiveStage
+val firstLaunchTime = if (info.firstTaskLaunchedTime.isEmpty) {
+  Long.MaxValue
+} else {
+  info.firstTaskLaunchedTime.get.getTime
+}
+val metrics = LiveEntityHelpers.createMetrics(
+  info.executorDeserializeTime,
+  info.executorDeserializeCpuTime,
+  info.executorRunTime,
+  info.executorCpuTime,
+  info.resultSize,
+  info.jvmGcTime,
+  info.resultSerializationTime,
+  info.memoryBytesSpilled,
+  info.diskBytesSpilled,
+  info.peakExecutionMemory,
+  info.inputBytes,
+  info.inputRecords,
+  info.outputBytes,
+  info.outputRecords,
+  info.shuffleRemoteBlocksFetched,
+  info.shuffleLocalBlocksFetched,
+  info.shuffleFetchWaitTime,
+  info.shuffleRemoteBytesRead,
+  info.shuffleRemoteBytesReadToDisk,
+  info.shuffleLocalBytesRead,
+  info.shuffleReadRecords,
+  info.shuffleWriteBytes,
+  info.shuffleWriteTime,
+  info.shuffleWriteRecords
+)
+val stageInfo = new StageInfo(
+  info.stageId,
+  info.attemptId,
+  info.name,
+  info.numTasks,
+  Nil, // rddInfo
+  Nil, // parentIds
+  info.details)
+liveStage.jobs = jobs
+liveStage.jobIds = jobs.map(_.jobId).toSet
+liveStage.info = stageInfo
+liveStage.status = info.status
+liveStage.description = info.description
+liveStage.schedulingPool = info.schedulingPool
+liveStage.activeTasks = info.numActiveTasks
+liveStage.completedTasks = info.numCompleteTasks
+liveStage.failedTasks = info.numFailedTasks
+liveStage.completedIndicesNum = info.numCompletedIndices
+liveStage.killedTasks = info.numKilledTasks
+liveStage.killedSummary = info.killedTasksSummary
+liveStage.firstLaunchTime = firstLaunchTime
+liveStage.localitySummary = locality
+liveStage.metrics = metrics
 
 Review comment:
   It might be better to leave a comment that `executorSummaries`, 
`activeTasksPerExecutor`, `blackListedExecutors`, and `savedTasks` are computed 
later from `recoverLiveEntities`.


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[GitHub] [spark] HeartSaVioR commented on a change in pull request #25943: [WIP][SPARK-29261][SQL][CORE] Support recover live entities from KVStore for (SQL)AppStatusListener

2019-10-07 Thread GitBox
HeartSaVioR commented on a change in pull request #25943: 
[WIP][SPARK-29261][SQL][CORE] Support recover live entities from KVStore for 
(SQL)AppStatusListener
URL: https://github.com/apache/spark/pull/25943#discussion_r332311018
 
 

 ##
 File path: core/src/main/scala/org/apache/spark/status/storeTypes.scala
 ##
 @@ -95,6 +151,65 @@ private[spark] class StageDataWrapper(
 
   @JsonIgnore @KVIndex("completionTime")
   private def completionTime: Long = 
info.completionTime.map(_.getTime).getOrElse(-1L)
+
+  def toLiveStage(jobs: Seq[LiveJob]): LiveStage = {
+val liveStage = new LiveStage
+val firstLaunchTime = if (info.firstTaskLaunchedTime.isEmpty) {
+  Long.MaxValue
+} else {
+  info.firstTaskLaunchedTime.get.getTime
+}
+val metrics = LiveEntityHelpers.createMetrics(
+  info.executorDeserializeTime,
+  info.executorDeserializeCpuTime,
+  info.executorRunTime,
+  info.executorCpuTime,
+  info.resultSize,
+  info.jvmGcTime,
+  info.resultSerializationTime,
+  info.memoryBytesSpilled,
+  info.diskBytesSpilled,
+  info.peakExecutionMemory,
+  info.inputBytes,
+  info.inputRecords,
+  info.outputBytes,
+  info.outputRecords,
+  info.shuffleRemoteBlocksFetched,
+  info.shuffleLocalBlocksFetched,
+  info.shuffleFetchWaitTime,
+  info.shuffleRemoteBytesRead,
+  info.shuffleRemoteBytesReadToDisk,
+  info.shuffleLocalBytesRead,
+  info.shuffleReadRecords,
+  info.shuffleWriteBytes,
+  info.shuffleWriteTime,
+  info.shuffleWriteRecords
+)
+val stageInfo = new StageInfo(
+  info.stageId,
+  info.attemptId,
+  info.name,
+  info.numTasks,
+  Nil, // rddInfo
+  Nil, // parentIds
 
 Review comment:
   `parentIds`, `taskMetrics`, `taskLocalityPreference`, `shuffleDepId` are not 
assigned here as well. May want to leave comments to ensure we're OK with this.


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[GitHub] [spark] HeartSaVioR commented on a change in pull request #25943: [WIP][SPARK-29261][SQL][CORE] Support recover live entities from KVStore for (SQL)AppStatusListener

2019-10-07 Thread GitBox
HeartSaVioR commented on a change in pull request #25943: 
[WIP][SPARK-29261][SQL][CORE] Support recover live entities from KVStore for 
(SQL)AppStatusListener
URL: https://github.com/apache/spark/pull/25943#discussion_r332310588
 
 

 ##
 File path: core/src/main/scala/org/apache/spark/status/storeTypes.scala
 ##
 @@ -95,6 +151,65 @@ private[spark] class StageDataWrapper(
 
   @JsonIgnore @KVIndex("completionTime")
   private def completionTime: Long = 
info.completionTime.map(_.getTime).getOrElse(-1L)
+
+  def toLiveStage(jobs: Seq[LiveJob]): LiveStage = {
+val liveStage = new LiveStage
+val firstLaunchTime = if (info.firstTaskLaunchedTime.isEmpty) {
+  Long.MaxValue
+} else {
+  info.firstTaskLaunchedTime.get.getTime
+}
+val metrics = LiveEntityHelpers.createMetrics(
+  info.executorDeserializeTime,
+  info.executorDeserializeCpuTime,
+  info.executorRunTime,
+  info.executorCpuTime,
+  info.resultSize,
+  info.jvmGcTime,
+  info.resultSerializationTime,
+  info.memoryBytesSpilled,
+  info.diskBytesSpilled,
+  info.peakExecutionMemory,
+  info.inputBytes,
+  info.inputRecords,
+  info.outputBytes,
+  info.outputRecords,
+  info.shuffleRemoteBlocksFetched,
+  info.shuffleLocalBlocksFetched,
+  info.shuffleFetchWaitTime,
+  info.shuffleRemoteBytesRead,
+  info.shuffleRemoteBytesReadToDisk,
+  info.shuffleLocalBytesRead,
+  info.shuffleReadRecords,
+  info.shuffleWriteBytes,
+  info.shuffleWriteTime,
+  info.shuffleWriteRecords
+)
+val stageInfo = new StageInfo(
+  info.stageId,
+  info.attemptId,
+  info.name,
+  info.numTasks,
+  Nil, // rddInfo
 
 Review comment:
   Seems like `rddInfo` must be available as `toApi()` requires it.


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[GitHub] [spark] HeartSaVioR commented on a change in pull request #25943: [WIP][SPARK-29261][SQL][CORE] Support recover live entities from KVStore for (SQL)AppStatusListener

2019-10-07 Thread GitBox
HeartSaVioR commented on a change in pull request #25943: 
[WIP][SPARK-29261][SQL][CORE] Support recover live entities from KVStore for 
(SQL)AppStatusListener
URL: https://github.com/apache/spark/pull/25943#discussion_r332310268
 
 

 ##
 File path: core/src/main/scala/org/apache/spark/status/LiveEntity.scala
 ##
 @@ -370,6 +374,8 @@ private class LiveStage extends LiveEntity {
   var completedTasks = 0
   var failedTasks = 0
   val completedIndices = new OpenHashSet[Int]()
+  // will only be set when recover LiveStage is needed.
 
 Review comment:
   same here: Could we add `completedIndices` into new KVStore entity class, 
and restore LiveStage from both StageDataWrapper and new class? Adding it to 
the  `StageDataWrapper` is also fine for me.


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[GitHub] [spark] HeartSaVioR commented on a change in pull request #25943: [WIP][SPARK-29261][SQL][CORE] Support recover live entities from KVStore for (SQL)AppStatusListener

2019-10-07 Thread GitBox
HeartSaVioR commented on a change in pull request #25943: 
[WIP][SPARK-29261][SQL][CORE] Support recover live entities from KVStore for 
(SQL)AppStatusListener
URL: https://github.com/apache/spark/pull/25943#discussion_r332311510
 
 

 ##
 File path: core/src/main/scala/org/apache/spark/status/storeTypes.scala
 ##
 @@ -95,6 +151,65 @@ private[spark] class StageDataWrapper(
 
   @JsonIgnore @KVIndex("completionTime")
   private def completionTime: Long = 
info.completionTime.map(_.getTime).getOrElse(-1L)
+
+  def toLiveStage(jobs: Seq[LiveJob]): LiveStage = {
+val liveStage = new LiveStage
+val firstLaunchTime = if (info.firstTaskLaunchedTime.isEmpty) {
+  Long.MaxValue
+} else {
+  info.firstTaskLaunchedTime.get.getTime
+}
+val metrics = LiveEntityHelpers.createMetrics(
+  info.executorDeserializeTime,
+  info.executorDeserializeCpuTime,
+  info.executorRunTime,
+  info.executorCpuTime,
+  info.resultSize,
+  info.jvmGcTime,
+  info.resultSerializationTime,
+  info.memoryBytesSpilled,
+  info.diskBytesSpilled,
+  info.peakExecutionMemory,
+  info.inputBytes,
+  info.inputRecords,
+  info.outputBytes,
+  info.outputRecords,
+  info.shuffleRemoteBlocksFetched,
+  info.shuffleLocalBlocksFetched,
+  info.shuffleFetchWaitTime,
+  info.shuffleRemoteBytesRead,
+  info.shuffleRemoteBytesReadToDisk,
+  info.shuffleLocalBytesRead,
+  info.shuffleReadRecords,
+  info.shuffleWriteBytes,
+  info.shuffleWriteTime,
+  info.shuffleWriteRecords
+)
+val stageInfo = new StageInfo(
+  info.stageId,
+  info.attemptId,
+  info.name,
+  info.numTasks,
+  Nil, // rddInfo
+  Nil, // parentIds
+  info.details)
+liveStage.jobs = jobs
+liveStage.jobIds = jobs.map(_.jobId).toSet
+liveStage.info = stageInfo
+liveStage.status = info.status
+liveStage.description = info.description
+liveStage.schedulingPool = info.schedulingPool
+liveStage.activeTasks = info.numActiveTasks
+liveStage.completedTasks = info.numCompleteTasks
+liveStage.failedTasks = info.numFailedTasks
+liveStage.completedIndicesNum = info.numCompletedIndices
 
 Review comment:
   Here `completedIndices` is not assigned as I commented in other place.


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[GitHub] [spark] AmplabJenkins removed a comment on issue #25963: [SPARK-28137][SQL] Add Postgresql function to_number.

2019-10-07 Thread GitBox
AmplabJenkins removed a comment on issue #25963: [SPARK-28137][SQL] Add 
Postgresql function to_number.
URL: https://github.com/apache/spark/pull/25963#issuecomment-539299964
 
 
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[GitHub] [spark] cloud-fan commented on issue #26043: [SPARK-29374][SQL] do not allow arbitrary v2 catalog as session catalog

2019-10-07 Thread GitBox
cloud-fan commented on issue #26043: [SPARK-29374][SQL] do not allow arbitrary 
v2 catalog as session catalog
URL: https://github.com/apache/spark/pull/26043#issuecomment-539300131
 
 
   @rdblue I spent more time thinking about it and changed my mind. Can you 
take a look at the `Why are the changes needed` section and see if it makes 
sense to you?


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[GitHub] [spark] AmplabJenkins removed a comment on issue #26049: [SPARK-25668][SQL][TESTS] Refactor TPCDSQueryBenchmark to use main method

2019-10-07 Thread GitBox
AmplabJenkins removed a comment on issue #26049: [SPARK-25668][SQL][TESTS] 
Refactor TPCDSQueryBenchmark to use main method
URL: https://github.com/apache/spark/pull/26049#issuecomment-53925
 
 
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[GitHub] [spark] AmplabJenkins removed a comment on issue #25963: [SPARK-28137][SQL] Add Postgresql function to_number.

2019-10-07 Thread GitBox
AmplabJenkins removed a comment on issue #25963: [SPARK-28137][SQL] Add 
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URL: https://github.com/apache/spark/pull/25963#issuecomment-539299972
 
 
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[GitHub] [spark] AmplabJenkins removed a comment on issue #26049: [SPARK-25668][SQL][TESTS] Refactor TPCDSQueryBenchmark to use main method

2019-10-07 Thread GitBox
AmplabJenkins removed a comment on issue #26049: [SPARK-25668][SQL][TESTS] 
Refactor TPCDSQueryBenchmark to use main method
URL: https://github.com/apache/spark/pull/26049#issuecomment-539299988
 
 
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[GitHub] [spark] AmplabJenkins commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor TPCDSQueryBenchmark to use main method

2019-10-07 Thread GitBox
AmplabJenkins commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor 
TPCDSQueryBenchmark to use main method
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[GitHub] [spark] AmplabJenkins commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor TPCDSQueryBenchmark to use main method

2019-10-07 Thread GitBox
AmplabJenkins commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor 
TPCDSQueryBenchmark to use main method
URL: https://github.com/apache/spark/pull/26049#issuecomment-53925
 
 
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[GitHub] [spark] AmplabJenkins commented on issue #25963: [SPARK-28137][SQL] Add Postgresql function to_number.

2019-10-07 Thread GitBox
AmplabJenkins commented on issue #25963: [SPARK-28137][SQL] Add Postgresql 
function to_number.
URL: https://github.com/apache/spark/pull/25963#issuecomment-539299972
 
 
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[GitHub] [spark] AmplabJenkins commented on issue #25963: [SPARK-28137][SQL] Add Postgresql function to_number.

2019-10-07 Thread GitBox
AmplabJenkins commented on issue #25963: [SPARK-28137][SQL] Add Postgresql 
function to_number.
URL: https://github.com/apache/spark/pull/25963#issuecomment-539299964
 
 
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[GitHub] [spark] SparkQA commented on issue #25963: [SPARK-28137][SQL] Add Postgresql function to_number.

2019-10-07 Thread GitBox
SparkQA commented on issue #25963: [SPARK-28137][SQL] Add Postgresql function 
to_number.
URL: https://github.com/apache/spark/pull/25963#issuecomment-539299724
 
 
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[GitHub] [spark] SparkQA commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor TPCDSQueryBenchmark to use main method

2019-10-07 Thread GitBox
SparkQA commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor 
TPCDSQueryBenchmark to use main method
URL: https://github.com/apache/spark/pull/26049#issuecomment-539299692
 
 
   **[Test build #111869 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/111869/testReport)**
 for PR 26049 at commit 
[`47227ab`](https://github.com/apache/spark/commit/47227abb09bd7d7eb08e3698fe0d4db346fba674).


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[GitHub] [spark] cloud-fan commented on issue #26048: [SPARK-29373][SQL][WIP] DataSourceV2: Commands should not submit a spark job

2019-10-07 Thread GitBox
cloud-fan commented on issue #26048: [SPARK-29373][SQL][WIP] DataSourceV2: 
Commands should not submit a spark job
URL: https://github.com/apache/spark/pull/26048#issuecomment-539299448
 
 
   LGTM


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[GitHub] [spark] dongjoon-hyun commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor TPCDSQueryBenchmark to use main method

2019-10-07 Thread GitBox
dongjoon-hyun commented on issue #26049: [SPARK-25668][SQL][TESTS] Refactor 
TPCDSQueryBenchmark to use main method
URL: https://github.com/apache/spark/pull/26049#issuecomment-539298723
 
 
   Could you review this, @maropu and @wangyum ?


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