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Exposing optional replaceMissingValueWith in lookup function and macros
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pranavbhole committed Sep 11, 2023
1 parent 7871e63 commit 0eb390c
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6 changes: 6 additions & 0 deletions docs/querying/lookups.md
Original file line number Diff line number Diff line change
Expand Up @@ -62,6 +62,12 @@ SELECT
FROM sales
GROUP BY 1
```
The lookup function also accepts the 3rd argument called `replaceMissingValueWith` as a constant string. If your value is missing a lookup for the queried key, the lookup function returns the result value from `replaceMissingValueWith`
For example:
```
LOOKUP(store, 'store_to_country', 'NA')
```
If value is missing from `store_to_country` lookup for given key 'store' then it will return `NA`.

They can also be queried using the [JOIN operator](datasource.md#join):

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Original file line number Diff line number Diff line change
Expand Up @@ -54,10 +54,11 @@ public String name()
@Override
public Expr apply(final List<Expr> args)
{
validationHelperCheckArgumentCount(args, 2);
validationHelperCheckMinArgumentCount(args, 2);

final Expr arg = args.get(0);
final Expr lookupExpr = args.get(1);
final String replaceMissingValueWith = getReplaceMissingValueWith(args);

validationHelperCheckArgIsLiteral(lookupExpr, "second argument");
if (lookupExpr.getLiteralValue() == null) {
Expand All @@ -69,7 +70,7 @@ public Expr apply(final List<Expr> args)
lookupExtractorFactoryContainerProvider,
lookupName,
false,
null,
replaceMissingValueWith,
false,
null
);
Expand Down Expand Up @@ -104,6 +105,15 @@ public ExpressionType getOutputType(InputBindingInspector inspector)
@Override
public String stringify()
{
if (replaceMissingValueWith != null) {
return StringUtils.format(
"%s(%s, %s, '%s')",
FN_NAME,
arg.stringify(),
lookupExpr.stringify(),
replaceMissingValueWith
);
}
return StringUtils.format("%s(%s, %s)", FN_NAME, arg.stringify(), lookupExpr.stringify());
}

Expand All @@ -116,4 +126,15 @@ public void decorateCacheKeyBuilder(CacheKeyBuilder builder)

return new LookupExpr(arg);
}

private String getReplaceMissingValueWith(final List<Expr> args)
{
if (args.size() > 2) {
final Expr missingValExpr = args.get(2);
if (missingValExpr.isLiteral() && missingValExpr.getLiteralValue() != null) {
return missingValExpr.getLiteralValue().toString();
}
}
return null;
}
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,95 @@
/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*/

package org.apache.druid.query.expression;

import com.google.common.collect.Lists;
import org.apache.commons.compress.utils.Sets;
import org.apache.druid.math.expr.Expr;
import org.apache.druid.math.expr.ExprEval;
import org.apache.druid.query.lookup.LookupExtractorFactoryContainer;
import org.apache.druid.query.lookup.LookupExtractorFactoryContainerProvider;
import org.junit.Assert;
import org.junit.Test;

import java.util.ArrayList;
import java.util.Collections;
import java.util.List;
import java.util.Optional;
import java.util.Set;
import java.util.stream.Collectors;

public class LookupExprMacroTest extends MacroTestBase
{
public LookupExprMacroTest()
{
super(
new LookupExprMacro(new LookupExtractorFactoryContainerProvider()
{
@Override
public Set<String> getAllLookupNames()
{
return Sets.newHashSet("test_lookup");
}

@Override
public Optional<LookupExtractorFactoryContainer> get(String lookupName)
{
return Optional.empty();
}
})
);
}

@Test
public void testTooFewArgs()
{
expectException(IllegalArgumentException.class, "Function[lookup] requires at least 2 arguments");
apply(Collections.emptyList());
}

@Test
public void testNonLiteralLookupName()
{
expectException(
IllegalArgumentException.class,
"Function[lookup] second argument must be a registered lookup name"
);
apply(getArgs(Lists.newArrayList("1", new ArrayList<String>())));
}

@Test
public void testValidCalls()
{
Assert.assertNotNull(apply(getArgs(Lists.newArrayList("1", "test_lookup"))));
Assert.assertNotNull(apply(getArgs(Lists.newArrayList("null", "test_lookup"))));
Assert.assertNotNull(apply(getArgs(Lists.newArrayList("1", "test_lookup", null))));
Assert.assertNotNull(apply(getArgs(Lists.newArrayList("1", "test_lookup", "N/A"))));
}

private List<Expr> getArgs(List<Object> args)
{
return args.stream().map(a -> {
if (a != null && a instanceof String) {
return ExprEval.of(a.toString()).toExpr();
}
return ExprEval.bestEffortOf(null).toExpr();
}).collect(Collectors.toList());
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -47,7 +47,12 @@ public void testLookup()
{
assertExpr("lookup(x, 'lookyloo')", "xfoo");
}

@Test
public void testLookupMissingValue()
{
assertExpr("lookup(y, 'lookyloo', 'N/A')", "N/A");
assertExpr("lookup(y, 'lookyloo', null)", null);
}
@Test
public void testLookupNotFound()
{
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Original file line number Diff line number Diff line change
Expand Up @@ -30,16 +30,27 @@
import org.apache.druid.query.lookup.LookupExtractorFactoryContainerProvider;
import org.apache.druid.query.lookup.RegisteredLookupExtractionFn;
import org.apache.druid.segment.column.RowSignature;
import org.apache.druid.sql.calcite.expression.BasicOperandTypeChecker;
import org.apache.druid.sql.calcite.expression.DruidExpression;
import org.apache.druid.sql.calcite.expression.OperatorConversions;
import org.apache.druid.sql.calcite.expression.SqlOperatorConversion;
import org.apache.druid.sql.calcite.planner.PlannerContext;

import java.util.List;

public class QueryLookupOperatorConversion implements SqlOperatorConversion
{
private static final SqlFunction SQL_FUNCTION = OperatorConversions
.operatorBuilder("LOOKUP")
.operandTypes(SqlTypeFamily.CHARACTER, SqlTypeFamily.CHARACTER)
.operandTypeChecker(
BasicOperandTypeChecker.builder()
.operandTypes(
SqlTypeFamily.CHARACTER,
SqlTypeFamily.CHARACTER,
SqlTypeFamily.CHARACTER
)
.requiredOperandCount(2)
.build())
.returnTypeNullable(SqlTypeName.VARCHAR)
.functionCategory(SqlFunctionCategory.STRING)
.build();
Expand Down Expand Up @@ -73,14 +84,15 @@ public DruidExpression toDruidExpression(
inputExpressions -> {
final DruidExpression arg = inputExpressions.get(0);
final Expr lookupNameExpr = plannerContext.parseExpression(inputExpressions.get(1).getExpression());
final String replaceMissingValueWith = getReplaceMissingValueWith(inputExpressions, plannerContext);

if (arg.isSimpleExtraction() && lookupNameExpr.isLiteral()) {
return arg.getSimpleExtraction().cascade(
new RegisteredLookupExtractionFn(
lookupExtractorFactoryContainerProvider,
(String) lookupNameExpr.getLiteralValue(),
false,
null,
replaceMissingValueWith,
null,
true
)
Expand All @@ -91,4 +103,18 @@ public DruidExpression toDruidExpression(
}
);
}

private String getReplaceMissingValueWith(
final List<DruidExpression> inputExpressions,
final PlannerContext plannerContext
)
{
if (inputExpressions.size() > 2) {
final Expr missingValExpr = plannerContext.parseExpression(inputExpressions.get(2).getExpression());
if (missingValExpr.isLiteral()) {
return missingValExpr.getLiteralValue().toString();
}
}
return null;
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -8786,6 +8786,52 @@ public void testFilterAndGroupByLookup()
)
);
}
@Test
public void testLookupReplaceMissingValueWith()
{
// Cannot vectorize due to extraction dimension specs.
cannotVectorize();

final RegisteredLookupExtractionFn extractionFn = new RegisteredLookupExtractionFn(
null,
"lookyloo",
false,
"Missing_Value",
null,
true
);

testQuery(
"SELECT LOOKUP(dim1, 'lookyloo', 'Missing_Value'), COUNT(*) FROM foo group by 1",
ImmutableList.of(
GroupByQuery.builder()
.setDataSource(CalciteTests.DATASOURCE1)
.setInterval(querySegmentSpec(Filtration.eternity()))
.setGranularity(Granularities.ALL)
.setDimensions(
dimensions(
new ExtractionDimensionSpec(
"dim1",
"d0",
ColumnType.STRING,
extractionFn
)
)
)
.setAggregatorSpecs(
aggregators(
new CountAggregatorFactory("a0")
)
)
.setContext(QUERY_CONTEXT_DEFAULT)
.build()
),
ImmutableList.of(
new Object[]{"Missing_Value", 5L},
new Object[]{"xabc", 1L}
)
);
}

@Test
public void testCountDistinctOfLookup()
Expand Down

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