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...t/src/test/scala/org/opensearch/flint/spark/FlintSparkPPLAggregationWithSpanITSuite.scala
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/* | ||
* Copyright OpenSearch Contributors | ||
* SPDX-License-Identifier: Apache-2.0 | ||
*/ | ||
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package org.opensearch.flint.spark | ||
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import org.apache.spark.sql.catalyst.analysis.{UnresolvedAttribute, UnresolvedFunction, UnresolvedRelation, UnresolvedStar} | ||
import org.apache.spark.sql.catalyst.expressions.{Alias, Descending, Divide, Floor, Literal, Multiply, SortOrder} | ||
import org.apache.spark.sql.catalyst.plans.logical._ | ||
import org.apache.spark.sql.streaming.StreamTest | ||
import org.apache.spark.sql.{QueryTest, Row} | ||
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class FlintSparkPPLAggregationWithSpanITSuite | ||
extends QueryTest | ||
with LogicalPlanTestUtils | ||
with FlintPPLSuite | ||
with StreamTest { | ||
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/** Test table and index name */ | ||
private val testTable = "default.flint_ppl_test" | ||
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override def beforeAll(): Unit = { | ||
super.beforeAll() | ||
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// Create test table | ||
// Update table creation | ||
sql(s""" | ||
| CREATE TABLE $testTable | ||
| ( | ||
| name STRING, | ||
| age INT, | ||
| state STRING, | ||
| country STRING | ||
| ) | ||
| USING CSV | ||
| OPTIONS ( | ||
| header 'false', | ||
| delimiter '\t' | ||
| ) | ||
| PARTITIONED BY ( | ||
| year INT, | ||
| month INT | ||
| ) | ||
|""".stripMargin) | ||
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// Update data insertion | ||
sql(s""" | ||
| INSERT INTO $testTable | ||
| PARTITION (year=2023, month=4) | ||
| VALUES ('Jake', 70, 'California', 'USA'), | ||
| ('Hello', 30, 'New York', 'USA'), | ||
| ('John', 25, 'Ontario', 'Canada'), | ||
| ('Jane', 20, 'Quebec', 'Canada') | ||
| """.stripMargin) | ||
} | ||
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protected override def afterEach(): Unit = { | ||
super.afterEach() | ||
// Stop all streaming jobs if any | ||
spark.streams.active.foreach { job => | ||
job.stop() | ||
job.awaitTermination() | ||
} | ||
} | ||
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/** | ||
* | age_span | count_age | | ||
* |:---------|----------:| | ||
* | 20 | 2 | | ||
* | 30 | 1 | | ||
* | 70 | 1 | | ||
*/ | ||
test("create ppl simple count age by span of interval of 10 years query test ") { | ||
val frame = sql(s""" | ||
| source = $testTable| stats count(age) by span(age, 10) as age_span | ||
| """.stripMargin) | ||
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// Retrieve the results | ||
val results: Array[Row] = frame.collect() | ||
// Define the expected results | ||
val expectedResults: Array[Row] = Array(Row(1, 70L), Row(1, 30L), Row(2, 20L)) | ||
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// Compare the results | ||
implicit val rowOrdering: Ordering[Row] = Ordering.by[Row, Long](_.getAs[Long](1)) | ||
assert(results.sorted.sameElements(expectedResults.sorted)) | ||
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// Retrieve the logical plan | ||
val logicalPlan: LogicalPlan = frame.queryExecution.logical | ||
// Define the expected logical plan | ||
val star = Seq(UnresolvedStar(None)) | ||
val ageField = UnresolvedAttribute("age") | ||
val table = UnresolvedRelation(Seq("default", "flint_ppl_test")) | ||
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val aggregateExpressions = | ||
Alias(UnresolvedFunction(Seq("COUNT"), Seq(ageField), isDistinct = false), "count(age)")() | ||
val span = Alias( | ||
Multiply(Floor(Divide(UnresolvedAttribute("age"), Literal(10))), Literal(10)), | ||
"age_span")() | ||
val aggregatePlan = Aggregate(Seq(span), Seq(aggregateExpressions, span), table) | ||
val expectedPlan = Project(star, aggregatePlan) | ||
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// Compare the two plans | ||
assert(compareByString(expectedPlan) === compareByString(logicalPlan)) | ||
} | ||
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/** | ||
* | age_span | average_age | | ||
* |:---------|------------:| | ||
* | 20 | 22.5 | | ||
* | 30 | 30 | | ||
* | 70 | 70 | | ||
*/ | ||
test("create ppl simple avg age by span of interval of 10 years query test ") { | ||
val frame = sql(s""" | ||
| source = $testTable| stats avg(age) by span(age, 10) as age_span | ||
| """.stripMargin) | ||
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// Retrieve the results | ||
val results: Array[Row] = frame.collect() | ||
// Define the expected results | ||
val expectedResults: Array[Row] = Array(Row(70d, 70L), Row(30d, 30L), Row(22.5d, 20L)) | ||
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// Compare the results | ||
implicit val rowOrdering: Ordering[Row] = Ordering.by[Row, Double](_.getAs[Double](0)) | ||
assert(results.sorted.sameElements(expectedResults.sorted)) | ||
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// Retrieve the logical plan | ||
val logicalPlan: LogicalPlan = frame.queryExecution.logical | ||
// Define the expected logical plan | ||
val star = Seq(UnresolvedStar(None)) | ||
val ageField = UnresolvedAttribute("age") | ||
val table = UnresolvedRelation(Seq("default", "flint_ppl_test")) | ||
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val aggregateExpressions = | ||
Alias(UnresolvedFunction(Seq("AVG"), Seq(ageField), isDistinct = false), "avg(age)")() | ||
val span = Alias( | ||
Multiply(Floor(Divide(UnresolvedAttribute("age"), Literal(10))), Literal(10)), | ||
"age_span")() | ||
val aggregatePlan = Aggregate(Seq(span), Seq(aggregateExpressions, span), table) | ||
val expectedPlan = Project(star, aggregatePlan) | ||
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// Compare the two plans | ||
assert(compareByString(expectedPlan) === compareByString(logicalPlan)) | ||
} | ||
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test("create ppl simple avg age by span of interval of 10 years with head (limit) query test ") { | ||
val frame = sql(s""" | ||
| source = $testTable| stats avg(age) by span(age, 10) as age_span | head 2 | ||
| """.stripMargin) | ||
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// Retrieve the results | ||
val results: Array[Row] = frame.collect() | ||
assert(results.length == 2) | ||
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// Retrieve the logical plan | ||
val logicalPlan: LogicalPlan = frame.queryExecution.logical | ||
// Define the expected logical plan | ||
val star = Seq(UnresolvedStar(None)) | ||
val ageField = UnresolvedAttribute("age") | ||
val table = UnresolvedRelation(Seq("default", "flint_ppl_test")) | ||
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val aggregateExpressions = | ||
Alias(UnresolvedFunction(Seq("AVG"), Seq(ageField), isDistinct = false), "avg(age)")() | ||
val span = Alias( | ||
Multiply(Floor(Divide(UnresolvedAttribute("age"), Literal(10))), Literal(10)), | ||
"age_span")() | ||
val aggregatePlan = Aggregate(Seq(span), Seq(aggregateExpressions, span), table) | ||
val projectPlan = Project(star, aggregatePlan) | ||
val expectedPlan = Limit(Literal(2), projectPlan) | ||
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// Compare the two plans | ||
assert(compareByString(expectedPlan) === compareByString(logicalPlan)) | ||
} | ||
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/** | ||
* | age_span | country | average_age | | ||
* |:---------|:--------|:------------| | ||
* | 20 | Canada | 22.5 | | ||
* | 30 | USA | 30 | | ||
* | 70 | USA | 70 | | ||
*/ | ||
test("create ppl average age by span of interval of 10 years group by country query test ") { | ||
val frame = sql(s""" | ||
| source = $testTable| stats avg(age) by span(age, 10) as age_span, country | ||
| """.stripMargin) | ||
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// Retrieve the results | ||
val results: Array[Row] = frame.collect() | ||
// Define the expected results | ||
val expectedResults: Array[Row] = | ||
Array(Row(70.0d, "USA", 70L), Row(30.0d, "USA", 30L), Row(22.5d, "Canada", 20L)) | ||
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// Compare the results | ||
implicit val rowOrdering: Ordering[Row] = Ordering.by[Row, String](_.getAs[String](1)) | ||
assert(results.sorted.sameElements(expectedResults.sorted)) | ||
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// Retrieve the logical plan | ||
val logicalPlan: LogicalPlan = frame.queryExecution.logical | ||
// Define the expected logical plan | ||
val star = Seq(UnresolvedStar(None)) | ||
val ageField = UnresolvedAttribute("age") | ||
val table = UnresolvedRelation(Seq("default", "flint_ppl_test")) | ||
val countryField = UnresolvedAttribute("country") | ||
val countryAlias = Alias(countryField, "country")() | ||
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val aggregateExpressions = | ||
Alias(UnresolvedFunction(Seq("AVG"), Seq(ageField), isDistinct = false), "avg(age)")() | ||
val span = Alias( | ||
Multiply(Floor(Divide(UnresolvedAttribute("age"), Literal(10))), Literal(10)), | ||
"age_span")() | ||
val aggregatePlan = | ||
Aggregate(Seq(countryAlias, span), Seq(aggregateExpressions, countryAlias, span), table) | ||
val expectedPlan = Project(star, aggregatePlan) | ||
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// Compare the two plans | ||
assert(compareByString(expectedPlan) === compareByString(logicalPlan)) | ||
} | ||
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test("create ppl average age by span of interval of 10 years group by country head (limit) 2 query test ") { | ||
val frame = sql(s""" | ||
| source = $testTable| stats avg(age) by span(age, 10) as age_span, country | head 3 | ||
| """.stripMargin) | ||
// Retrieve the results | ||
val results: Array[Row] = frame.collect() | ||
// Define the expected results | ||
val expectedResults: Array[Row] = | ||
Array(Row(70.0d, "USA", 70L), Row(30.0d, "USA", 30L), Row(22.5d, "Canada", 20L)) | ||
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// Compare the results | ||
implicit val rowOrdering: Ordering[Row] = Ordering.by[Row, String](_.getAs[String](1)) | ||
assert(results.sorted.sameElements(expectedResults.sorted)) | ||
// Retrieve the logical plan | ||
val logicalPlan: LogicalPlan = frame.queryExecution.logical | ||
// Define the expected logical plan | ||
val star = Seq(UnresolvedStar(None)) | ||
val ageField = UnresolvedAttribute("age") | ||
val table = UnresolvedRelation(Seq("default", "flint_ppl_test")) | ||
val countryField = UnresolvedAttribute("country") | ||
val countryAlias = Alias(countryField, "country")() | ||
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val aggregateExpressions = | ||
Alias(UnresolvedFunction(Seq("AVG"), Seq(ageField), isDistinct = false), "avg(age)")() | ||
val span = Alias( | ||
Multiply(Floor(Divide(UnresolvedAttribute("age"), Literal(10))), Literal(10)), | ||
"age_span")() | ||
val aggregatePlan = | ||
Aggregate(Seq(countryAlias, span), Seq(aggregateExpressions, countryAlias, span), table) | ||
val projectPlan = Project(star, aggregatePlan) | ||
val expectedPlan = Limit(Literal(3), projectPlan) | ||
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// Compare the two plans | ||
assert(compareByString(expectedPlan) === compareByString(logicalPlan)) | ||
} | ||
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test("create ppl average age by span of interval of 10 years group by country head (limit) 2 query and sort by test ") { | ||
val frame = sql(s""" | ||
| source = $testTable| stats avg(age) by span(age, 10) as age_span, country | sort - age_span | head 2 | ||
| """.stripMargin) | ||
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// Retrieve the results | ||
val results: Array[Row] = frame.collect() | ||
assert(results.length == 2) | ||
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// Retrieve the logical plan | ||
val logicalPlan: LogicalPlan = frame.queryExecution.logical | ||
// Define the expected logical plan | ||
val star = Seq(UnresolvedStar(None)) | ||
val ageField = UnresolvedAttribute("age") | ||
val table = UnresolvedRelation(Seq("default", "flint_ppl_test")) | ||
val countryField = UnresolvedAttribute("country") | ||
val countryAlias = Alias(countryField, "country")() | ||
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val aggregateExpressions = | ||
Alias(UnresolvedFunction(Seq("AVG"), Seq(ageField), isDistinct = false), "avg(age)")() | ||
val span = Alias( | ||
Multiply(Floor(Divide(UnresolvedAttribute("age"), Literal(10))), Literal(10)), | ||
"age_span")() | ||
val aggregatePlan = | ||
Aggregate(Seq(countryAlias, span), Seq(aggregateExpressions, countryAlias, span), table) | ||
val projectPlan = Project(star, aggregatePlan) | ||
val expectedPlan = Limit(Literal(2), projectPlan) | ||
val sortedPlan: LogicalPlan = Sort( | ||
Seq(SortOrder(UnresolvedAttribute("age_span"), Descending)), | ||
global = true, | ||
expectedPlan) | ||
// Compare the two plans | ||
assert(compareByString(sortedPlan) === compareByString(logicalPlan)) | ||
} | ||
} | ||
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