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Add assert
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sezruby committed Jul 21, 2021
1 parent 421cbc0 commit dcab3de
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Showing 12 changed files with 371 additions and 18 deletions.
Original file line number Diff line number Diff line change
Expand Up @@ -99,7 +99,7 @@ object FilterColumnFilter extends QueryPlanIndexFilter {
index,
FilterReasons.NoFirstIndexedColCond(
index.derivedDataset.indexedColumns.head,
filterColumnNames.mkString(", "))) {
filterColumnNames.mkString(","))) {
ResolverUtils
.resolve(spark, index.derivedDataset.indexedColumns.head, filterColumnNames)
.isDefined
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -431,17 +431,17 @@ object JoinColumnFilter extends QueryPlanIndexFilter {
idx,
FilterReasons.NotAllJoinColIndexed(
leftOrRight,
requiredIndexCols.mkString(", "),
idx.indexedColumns.mkString(", "))) {
requiredIndexCols.mkString(","),
idx.indexedColumns.mkString(","))) {
requiredIndexCols.toSet.equals(idx.indexedColumns.toSet)
} &&
withFilterReasonTag(
plan,
idx,
FilterReasons.MissingIndexedCol(
leftOrRight,
allRequiredCols.mkString(", "),
idx.indexedColumns.mkString(", "))) {
allRequiredCols.mkString(","),
idx.indexedColumns.mkString(","))) {
allRequiredCols.forall(allCols.contains)
}
}
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -119,7 +119,7 @@ object CandidateIndexAnalyzer extends Logging {
}
}
}
.sortBy(r => (r._1, r._3))
.sortBy(r => (r._1, r._2, r._3, r._4))
.distinct

if (res.isEmpty) {
Expand Down Expand Up @@ -186,12 +186,14 @@ object CandidateIndexAnalyzer extends Logging {
matchStr.group(1)
}
.toSeq
.distinct
.sorted
printIndexNames(appliedIndexNames)

stringBuilder.append("Applicable indexes, but not applied due to priority:")
stringBuilder.append(newLine)
val applicableButNotAppliedIndexNames =
applicableIndexes.map(_._1.name).distinct.filterNot(appliedIndexNames.contains(_))
applicableIndexes.map(_._1.name).distinct.sorted.filterNot(appliedIndexNames.contains(_))
printIndexNames(applicableButNotAppliedIndexNames)

// Covert reasons to Dataframe rows.
Expand All @@ -214,7 +216,7 @@ object CandidateIndexAnalyzer extends Logging {
}
}
}
.sortBy(r => (r._1, r._3))
.sortBy(r => (r._1, r._2, r._3, r._4, r._5))
.distinct

import spark.implicits._
Expand All @@ -233,6 +235,7 @@ object CandidateIndexAnalyzer extends Logging {
.filter(row => row._4.equals("SOURCE_DATA_CHANGE"))
.map(_._2)
.distinct
.sorted
.filterNot(appliedIndexNames.contains(_))
.filterNot(applicableButNotAppliedIndexNames.contains(_))
printIndexNames(indexNamesForOutdated)
Expand All @@ -245,6 +248,7 @@ object CandidateIndexAnalyzer extends Logging {
row._4.equals("COL_SCHEMA_MISMATCH") || row._4.equals("SOURCE_DATA_CHANGE"))
.map(_._2)
.distinct
.sorted
.filterNot(appliedIndexNames.contains(_))
.filterNot(applicableButNotAppliedIndexNames.contains(_))
printIndexNames(indexNamesForNoApplicablePlan)
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -34,8 +34,8 @@ object ColumnSchemaFilter extends SourcePlanIndexFilter {
plan,
index,
FilterReasons.ColSchemaMismatch(
relationColumnNames.mkString(", "),
index.derivedDataset.referencedColumns.mkString(", "))) {
relationColumnNames.mkString(","),
index.derivedDataset.referencedColumns.mkString(","))) {
ResolverUtils
.resolve(spark, index.derivedDataset.referencedColumns, relationColumnNames)
.isDefined
Expand Down
63 changes: 63 additions & 0 deletions src/test/resources/expected/spark-2.4/whyNot_allIndex.txt
Original file line number Diff line number Diff line change
@@ -0,0 +1,63 @@

=============================================================
Plan with Hyperspace & Summary:
=============================================================
Join Inner, (c3# = c3#)
:- Project [c4#, c3#]
: +- Filter ((isnotnull(c4#) && (c4# = 2)) && isnotnull(c3#))
: +- Relation[c3#,c4#] Hyperspace(Type: CI, Name: leftDfFilterIndex, LogVersion: 1)
+- Project [c5#, c3#]
+- Filter ((isnotnull(c5#) && (c5# = 3000)) && isnotnull(c3#))
+- Relation[c3#,c5#] Hyperspace(Type: CI, Name: rightDfFilterIndex, LogVersion: 1)

Applied indexes:
- leftDfFilterIndex
- rightDfFilterIndex

Applicable indexes, but not applied due to priority:
- leftDfJoinIndex
- rightDfJoinIndex

Non-applicable indexes - index is outdated:
- No such index found.

Non-applicable indexes - no applicable query plan:
- No such index found.

For more information, please visit: https://microsoft.github.io/hyperspace/docs/why-not-result-analysis

=============================================================
Plan without Hyperspace & WhyNot reasons:
=============================================================
00 Join Inner, (c3# = c3#)
01 :- Project [c4#, c3#]
02 : +- Filter ((isnotnull(c4#) && (c4# = 2)) && isnotnull(c3#))
03 : +- Relation[c1#,c2#,c3#,c4#,c5#] parquet
04 +- Project [c5#, c3#]
05 +- Filter ((isnotnull(c5#) && (c5# = 3000)) && isnotnull(c3#))
06 +- Relation[c1#,c2#,c3#,c4#,c5#] parquet

+-----------+------------------+---------+-------------------------+------------------------------------------------------------+
|SubPlan |IndexName |IndexType|Reason |Message |
+-----------+------------------+---------+-------------------------+------------------------------------------------------------+
|Filter @ 2 |leftDfFilterIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c4,c3] |
|Filter @ 2 |leftDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c4] |
|Filter @ 2 |rightDfFilterIndex|CI |NO_FIRST_INDEXED_COL_COND|firstIndexedCol=[c5], filterCols=[c4,c3] |
|Filter @ 2 |rightDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c5] |
|Filter @ 5 |leftDfFilterIndex |CI |NO_FIRST_INDEXED_COL_COND|firstIndexedCol=[c4], filterCols=[c5,c3] |
|Filter @ 5 |leftDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c4] |
|Filter @ 5 |rightDfFilterIndex|CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c5,c3] |
|Filter @ 5 |rightDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c5] |
|Join @ 0 |leftDfFilterIndex |CI |NOT_ALL_JOIN_COL_INDEXED |child=[left], joinCols=[c3], indexedCols=[c4] |
|Join @ 0 |leftDfFilterIndex |CI |NOT_ALL_JOIN_COL_INDEXED |child=[right], joinCols=[c3], indexedCols=[c4] |
|Join @ 0 |leftDfJoinIndex |CI |MISSING_INDEXED_COL |child=[right], requiredIndexedCols=[c5,c3], IndexedCols=[c3]|
|Join @ 0 |rightDfFilterIndex|CI |NOT_ALL_JOIN_COL_INDEXED |child=[left], joinCols=[c3], indexedCols=[c5] |
|Join @ 0 |rightDfFilterIndex|CI |NOT_ALL_JOIN_COL_INDEXED |child=[right], joinCols=[c3], indexedCols=[c5] |
|Join @ 0 |rightDfJoinIndex |CI |MISSING_INDEXED_COL |child=[left], requiredIndexedCols=[c4,c3], IndexedCols=[c3] |
|Project @ 1|leftDfJoinIndex |CI |ANOTHER_INDEX_APPLIED |appliedIndex=[leftDfFilterIndex] |
|Project @ 1|rightDfFilterIndex|CI |NO_FIRST_INDEXED_COL_COND|firstIndexedCol=[c5], filterCols=[c4,c3] |
|Project @ 1|rightDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c4,c3], indexCols=[c3,c5] |
|Project @ 4|leftDfFilterIndex |CI |NO_FIRST_INDEXED_COL_COND|firstIndexedCol=[c4], filterCols=[c5,c3] |
|Project @ 4|leftDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c5,c3], indexCols=[c3,c4] |
|Project @ 4|rightDfJoinIndex |CI |ANOTHER_INDEX_APPLIED |appliedIndex=[rightDfFilterIndex] |
+-----------+------------------+---------+-------------------------+------------------------------------------------------------+
48 changes: 48 additions & 0 deletions src/test/resources/expected/spark-2.4/whyNot_indexName.txt
Original file line number Diff line number Diff line change
@@ -0,0 +1,48 @@

=============================================================
Plan with Hyperspace & Summary:
=============================================================
Join Inner, (c3# = c3#)
:- Project [c4#, c3#]
: +- Filter ((isnotnull(c4#) && (c4# = 2)) && isnotnull(c3#))
: +- Relation[c3#,c4#] Hyperspace(Type: CI, Name: leftDfFilterIndex, LogVersion: 1)
+- Project [c5#, c3#]
+- Filter ((isnotnull(c5#) && (c5# = 3000)) && isnotnull(c3#))
+- Relation[c3#,c5#] Hyperspace(Type: CI, Name: rightDfFilterIndex, LogVersion: 1)

Applied indexes:
- leftDfFilterIndex
- rightDfFilterIndex

Applicable indexes, but not applied due to priority:
- leftDfJoinIndex
- rightDfJoinIndex

Non-applicable indexes - index is outdated:
- No such index found.

Non-applicable indexes - no applicable query plan:
- No such index found.

For more information, please visit: https://microsoft.github.io/hyperspace/docs/why-not-result-analysis

=============================================================
Plan without Hyperspace & WhyNot reasons:
=============================================================
00 Join Inner, (c3# = c3#)
01 :- Project [c4#, c3#]
02 : +- Filter ((isnotnull(c4#) && (c4# = 2)) && isnotnull(c3#))
03 : +- Relation[c1#,c2#,c3#,c4#,c5#] parquet
04 +- Project [c5#, c3#]
05 +- Filter ((isnotnull(c5#) && (c5# = 3000)) && isnotnull(c3#))
06 +- Relation[c1#,c2#,c3#,c4#,c5#] parquet

+-----------+---------------+---------+---------------------+------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
|SubPlan |IndexName |IndexType|Reason |Message |VerboseMessage |
+-----------+---------------+---------+---------------------+------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
|Filter @ 2 |leftDfJoinIndex|CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c4] |Index does not contain required columns. Required columns: [c3,c4,c5,c2,c1], Index columns: [c3,c4] |
|Filter @ 5 |leftDfJoinIndex|CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c4] |Index does not contain required columns. Required columns: [c3,c4,c5,c2,c1], Index columns: [c3,c4] |
|Join @ 0 |leftDfJoinIndex|CI |MISSING_INDEXED_COL |child=[right], requiredIndexedCols=[c5,c3], IndexedCols=[c3]|Index does not contain required columns for right subplan. Required indexed columns: [c5,c3], Indexed columns: [c3]|
|Project @ 1|leftDfJoinIndex|CI |ANOTHER_INDEX_APPLIED|appliedIndex=[leftDfFilterIndex] |Another candidate index is applied: leftDfFilterIndex |
|Project @ 4|leftDfJoinIndex|CI |MISSING_REQUIRED_COL |requiredCols=[c5,c3], indexCols=[c3,c4] |Index does not contain required columns. Required columns: [c5,c3], Index columns: [c3,c4] |
+-----------+---------------+---------+---------------------+------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
63 changes: 63 additions & 0 deletions src/test/resources/expected/spark-3.0/whyNot_allIndex.txt
Original file line number Diff line number Diff line change
@@ -0,0 +1,63 @@

=============================================================
Plan with Hyperspace & Summary:
=============================================================
Join Inner, (c3# = c3#)
:- Project [c4#, c3#]
: +- Filter ((isnotnull(c4#) AND (c4# = 2)) AND isnotnull(c3#))
: +- Relation[c3#,c4#] Hyperspace(Type: CI, Name: leftDfFilterIndex, LogVersion: 1)
+- Project [c5#, c3#]
+- Filter ((isnotnull(c5#) AND (c5# = 3000)) AND isnotnull(c3#))
+- Relation[c3#,c5#] Hyperspace(Type: CI, Name: rightDfFilterIndex, LogVersion: 1)

Applied indexes:
- leftDfFilterIndex
- rightDfFilterIndex

Applicable indexes, but not applied due to priority:
- leftDfJoinIndex
- rightDfJoinIndex

Non-applicable indexes - index is outdated:
- No such index found.

Non-applicable indexes - no applicable query plan:
- No such index found.

For more information, please visit: https://microsoft.github.io/hyperspace/docs/why-not-result-analysis

=============================================================
Plan without Hyperspace & WhyNot reasons:
=============================================================
00 Join Inner, (c3# = c3#)
01 :- Project [c4#, c3#]
02 : +- Filter ((isnotnull(c4#) AND (c4# = 2)) AND isnotnull(c3#))
03 : +- Relation[c1#,c2#,c3#,c4#,c5#] parquet
04 +- Project [c5#, c3#]
05 +- Filter ((isnotnull(c5#) AND (c5# = 3000)) AND isnotnull(c3#))
06 +- Relation[c1#,c2#,c3#,c4#,c5#] parquet

+-----------+------------------+---------+-------------------------+------------------------------------------------------------+
|SubPlan |IndexName |IndexType|Reason |Message |
+-----------+------------------+---------+-------------------------+------------------------------------------------------------+
|Filter @ 2 |leftDfFilterIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c4,c3] |
|Filter @ 2 |leftDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c4] |
|Filter @ 2 |rightDfFilterIndex|CI |NO_FIRST_INDEXED_COL_COND|firstIndexedCol=[c5], filterCols=[c4,c3] |
|Filter @ 2 |rightDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c5] |
|Filter @ 5 |leftDfFilterIndex |CI |NO_FIRST_INDEXED_COL_COND|firstIndexedCol=[c4], filterCols=[c5, c3] |
|Filter @ 5 |leftDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c4] |
|Filter @ 5 |rightDfFilterIndex|CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c5,c3] |
|Filter @ 5 |rightDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c5] |
|Join @ 0 |leftDfFilterIndex |CI |NOT_ALL_JOIN_COL_INDEXED |child=[left], joinCols=[c3], indexedCols=[c4] |
|Join @ 0 |leftDfFilterIndex |CI |NOT_ALL_JOIN_COL_INDEXED |child=[right], joinCols=[c3], indexedCols=[c4] |
|Join @ 0 |leftDfJoinIndex |CI |MISSING_INDEXED_COL |child=[right], requiredIndexedCols=[c5,c3], IndexedCols=[c3]|
|Join @ 0 |rightDfFilterIndex|CI |NOT_ALL_JOIN_COL_INDEXED |child=[left], joinCols=[c3], indexedCols=[c5] |
|Join @ 0 |rightDfFilterIndex|CI |NOT_ALL_JOIN_COL_INDEXED |child=[right], joinCols=[c3], indexedCols=[c5] |
|Join @ 0 |rightDfJoinIndex |CI |MISSING_INDEXED_COL |child=[left], requiredIndexedCols=[c4,c3], IndexedCols=[c3] |
|Project @ 1|leftDfJoinIndex |CI |ANOTHER_INDEX_APPLIED |appliedIndex=[leftDfFilterIndex] |
|Project @ 1|rightDfFilterIndex|CI |NO_FIRST_INDEXED_COL_COND|firstIndexedCol=[c5], filterCols=[c4,c3] |
|Project @ 1|rightDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c4,c3], indexCols=[c3,c5] |
|Project @ 4|leftDfFilterIndex |CI |NO_FIRST_INDEXED_COL_COND|firstIndexedCol=[c4], filterCols=[c5,c3] |
|Project @ 4|leftDfJoinIndex |CI |MISSING_REQUIRED_COL |requiredCols=[c5,c3], indexCols=[c3,c4] |
|Project @ 4|rightDfJoinIndex |CI |ANOTHER_INDEX_APPLIED |appliedIndex=[rightDfFilterIndex] |
+-----------+------------------+---------+-------------------------+------------------------------------------------------------+
48 changes: 48 additions & 0 deletions src/test/resources/expected/spark-3.0/whyNot_indexName.txt
Original file line number Diff line number Diff line change
@@ -0,0 +1,48 @@

=============================================================
Plan with Hyperspace & Summary:
=============================================================
Join Inner, (c3# = c3#)
:- Project [c4#, c3#]
: +- Filter ((isnotnull(c4#) AND (c4# = 2)) AND isnotnull(c3#))
: +- Relation[c3#,c4#] Hyperspace(Type: CI, Name: leftDfFilterIndex, LogVersion: 1)
+- Project [c5#, c3#]
+- Filter ((isnotnull(c5#) AND (c5# = 3000)) AND isnotnull(c3#))
+- Relation[c3#,c5#] Hyperspace(Type: CI, Name: rightDfFilterIndex, LogVersion: 1)

Applied indexes:
- leftDfFilterIndex
- rightDfFilterIndex

Applicable indexes, but not applied due to priority:
- leftDfJoinIndex
- rightDfJoinIndex

Non-applicable indexes - index is outdated:
- No such index found.

Non-applicable indexes - no applicable query plan:
- No such index found.

For more information, please visit: https://microsoft.github.io/hyperspace/docs/why-not-result-analysis

=============================================================
Plan without Hyperspace & WhyNot reasons:
=============================================================
00 Join Inner, (c3# = c3#)
01 :- Project [c4#, c3#]
02 : +- Filter ((isnotnull(c4#) AND (c4# = 2)) AND isnotnull(c3#))
03 : +- Relation[c1#,c2#,c3#,c4#,c5#] parquet
04 +- Project [c5#, c3#]
05 +- Filter ((isnotnull(c5#) AND (c5# = 3000)) AND isnotnull(c3#))
06 +- Relation[c1#,c2#,c3#,c4#,c5#] parquet

+-----------+---------------+---------+---------------------+------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
|SubPlan |IndexName |IndexType|Reason |Message |VerboseMessage |
+-----------+---------------+---------+---------------------+------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
|Filter @ 2 |leftDfJoinIndex|CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c4] |Index does not contain required columns. Required columns: [c3,c4,c5,c2,c1], Index columns: [c3,c4] |
|Filter @ 5 |leftDfJoinIndex|CI |MISSING_REQUIRED_COL |requiredCols=[c3,c4,c5,c2,c1], indexCols=[c3,c4] |Index does not contain required columns. Required columns: [c3,c4,c5,c2,c1], Index columns: [c3,c4] |
|Join @ 0 |leftDfJoinIndex|CI |MISSING_INDEXED_COL |child=[right], requiredIndexedCols=[c5,c3], IndexedCols=[c3]|Index does not contain required columns for right subplan. Required indexed columns: [c5,c3], Indexed columns: [c3]|
|Project @ 1|leftDfJoinIndex|CI |ANOTHER_INDEX_APPLIED|appliedIndex=[leftDfFilterIndex] |Another candidate index is applied: leftDfFilterIndex |
|Project @ 4|leftDfJoinIndex|CI |MISSING_REQUIRED_COL |requiredCols=[c5,c3], indexCols=[c3,c4] |Index does not contain required columns. Required columns: [c5,c3], Index columns: [c3,c4] |
+-----------+---------------+---------+---------------------+------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
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