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[GitHub] [spark] kachayev opened a new pull request #27916: [SPARK-30532]
DataFrameStatFunctions to work with TABLE.COLUMN syntax
kachayev opened a new pull request #27916: [SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
URL: https://github.com/apache/spark/pull/27916
### What changes were proposed in this pull request?
`DataFrameStatFunctions` now works correctly with fully qualified column name (Table.Column syntax) by properly resolving the name instead of relying on field names from schema, notably:
* `approxQuantile`
* `freqItems`
* `cov`
* `corr`
(other functions from `DataFrameStatFunctions` already work correctly).
See code examples below.
### Why are the changes needed?
With current implementation some stat functions are impossible to use when joining datasets with similar column names.
### Does this PR introduce any user-facing change?
Yes. Before the change, the following code would fail with `AnalysisException`.
```scala
scala> val df1 = sc.parallelize(0 to 10).toDF("num").as("table1")
df1: org.apache.spark.sql.Dataset[org.apache.spark.sql.Row] = [num: int]
scala> val df2 = sc.parallelize(0 to 10).toDF("num").as("table2")
df2: org.apache.spark.sql.Dataset[org.apache.spark.sql.Row] = [num: int]
scala> val dfx = df2.crossJoin(df1)
dfx: org.apache.spark.sql.DataFrame = [num: int, num: int]
scala> dfx.stat.approxQuantile("table1.num", Array(0.1), 0.0)
res0: Array[Double] = Array(1.0)
scala> dfx.stat.corr("table1.num", "table2.num")
res1: Double = 1.0
scala> dfx.stat.cov("table1.num", "table2.num")
res2: Double = 11.0
scala> dfx.stat.freqItems(Array("table1.num", "table2.num"))
res3: org.apache.spark.sql.DataFrame = [table1.num_freqItems: array<int>, table2.num_freqItems: array<int>]
```
### How was this patch tested?
Corresponding unit tests are added to `DataFrameStatSuite.scala` (marked as "SPARK-30532").
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DataFrameStatFunctions to work with TABLE.COLUMN syntax
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DataFrameStatFunctions to work with TABLE.COLUMN syntax
Posted by GitBox <gi...@apache.org>.
SparkQA commented on issue #27916: [SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
URL: https://github.com/apache/spark/pull/27916#issuecomment-602421426
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* This patch **fails due to an unknown error code, -9**.
* This patch merges cleanly.
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DataFrameStatFunctions to work with TABLE.COLUMN syntax
Posted by GitBox <gi...@apache.org>.
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URL: https://github.com/apache/spark/pull/27916#issuecomment-599376244
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DataFrameStatFunctions to work with TABLE.COLUMN syntax
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[GitHub] [spark] cloud-fan commented on issue #27916: [SPARK-30532]
DataFrameStatFunctions to work with TABLE.COLUMN syntax
Posted by GitBox <gi...@apache.org>.
cloud-fan commented on issue #27916: [SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
URL: https://github.com/apache/spark/pull/27916#issuecomment-602439844
retest this please
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[GitHub] [spark] cloud-fan commented on issue #27916: [SPARK-30532]
DataFrameStatFunctions to work with TABLE.COLUMN syntax
Posted by GitBox <gi...@apache.org>.
cloud-fan commented on issue #27916: [SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
URL: https://github.com/apache/spark/pull/27916#issuecomment-602579839
retest this please
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[GitHub] [spark] kachayev commented on a change in pull request #27916:
[SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
Posted by GitBox <gi...@apache.org>.
kachayev commented on a change in pull request #27916: [SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
URL: https://github.com/apache/spark/pull/27916#discussion_r395959039
##########
File path: sql/core/src/test/scala/org/apache/spark/sql/DataFrameStatSuite.scala
##########
@@ -126,6 +126,19 @@ class DataFrameStatSuite extends QueryTest with SharedSparkSession {
assert(math.abs(corr3 - 0.95723391394758572) < 1e-12)
}
+ test("SPARK-30532 pearson correlation to understand fully-qualified column name") {
Review comment:
Sure, I will submit update shortly.
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[GitHub] [spark] cloud-fan closed pull request #27916: [SPARK-30532]
DataFrameStatFunctions to work with TABLE.COLUMN syntax
Posted by GitBox <gi...@apache.org>.
cloud-fan closed pull request #27916: [SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
URL: https://github.com/apache/spark/pull/27916
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DataFrameStatFunctions to work with TABLE.COLUMN syntax
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URL: https://github.com/apache/spark/pull/27916#issuecomment-601217703
**[Test build #120044 has finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/120044/testReport)** for PR 27916 at commit [`2f24ae0`](https://github.com/apache/spark/commit/2f24ae0365d21412dfdcb998bf9fafa513f39cd5).
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* This patch **fails Spark unit tests**.
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* This patch adds no public classes.
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Can one of the admins verify this patch?
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[GitHub] [spark] kachayev commented on issue #27916: [SPARK-30532]
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Looks like tests failed for the same reason as previously. Could not replicate this locally (local build & tests are just fine).
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[GitHub] [spark] kachayev commented on a change in pull request #27916:
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URL: https://github.com/apache/spark/pull/27916#discussion_r396054991
##########
File path: sql/core/src/test/scala/org/apache/spark/sql/DataFrameStatSuite.scala
##########
@@ -126,6 +126,19 @@ class DataFrameStatSuite extends QueryTest with SharedSparkSession {
assert(math.abs(corr3 - 0.95723391394758572) < 1e-12)
}
+ test("SPARK-30532 pearson correlation to understand fully-qualified column name") {
Review comment:
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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] cloud-fan commented on a change in pull request #27916:
[SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
Posted by GitBox <gi...@apache.org>.
cloud-fan commented on a change in pull request #27916: [SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
URL: https://github.com/apache/spark/pull/27916#discussion_r394959761
##########
File path: sql/core/src/test/scala/org/apache/spark/sql/DataFrameStatSuite.scala
##########
@@ -126,6 +126,19 @@ class DataFrameStatSuite extends QueryTest with SharedSparkSession {
assert(math.abs(corr3 - 0.95723391394758572) < 1e-12)
}
+ test("SPARK-30532 pearson correlation to understand fully-qualified column name") {
Review comment:
can we merge these tests into one? Then we can share the below code
```
val df1 = spark.sparkContext.parallelize(0 to 10).toDF("num").as("table1")
val df2 = spark.sparkContext.parallelize(0 to 10).toDF("num").as("table2")
val dfx = df2.crossJoin(df1)
```
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[GitHub] [spark] kachayev commented on issue #27916: [SPARK-30532]
DataFrameStatFunctions to work with TABLE.COLUMN syntax
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kachayev commented on issue #27916: [SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
URL: https://github.com/apache/spark/pull/27916#issuecomment-599335665
Fixed tests.
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[GitHub] [spark] kachayev commented on issue #27916: [SPARK-30532]
DataFrameStatFunctions to work with TABLE.COLUMN syntax
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Tests failed because of something that seems completely irrelevant (in `hive`). Digging deeper to understand why.
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Can one of the admins verify this patch?
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[GitHub] [spark] HyukjinKwon commented on issue #27916: [SPARK-30532]
DataFrameStatFunctions to work with TABLE.COLUMN syntax
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HyukjinKwon commented on issue #27916: [SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
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ok to test
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[GitHub] [spark] kachayev commented on issue #27916: [SPARK-30532]
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kachayev commented on issue #27916: [SPARK-30532] DataFrameStatFunctions to work with TABLE.COLUMN syntax
URL: https://github.com/apache/spark/pull/27916#issuecomment-605770591
@cloud-fan Merged with latest master. Now tests work (previously they failed with unrelated issues).
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retest this please
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**[Test build #119807 has finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/119807/testReport)** for PR 27916 at commit [`45c1d8b`](https://github.com/apache/spark/commit/45c1d8b42c73826e5a4b72b19072610385488f9c).
* This patch **fails Spark unit tests**.
* This patch merges cleanly.
* This patch adds no public classes.
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