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[feature][functions]Create a built-in Function implementing the most common basic transformations #15903
[feature][functions]Create a built-in Function implementing the most common basic transformations #15903
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<!-- | ||
|
||
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. | ||
|
||
--> | ||
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" | ||
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> | ||
<modelVersion>4.0.0</modelVersion> | ||
<parent> | ||
<groupId>org.apache.pulsar</groupId> | ||
<artifactId>pulsar-functions</artifactId> | ||
<version>2.11.0-SNAPSHOT</version> | ||
</parent> | ||
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<artifactId>pulsar-functions-transforms</artifactId> | ||
<name>Pulsar Functions :: Transforms</name> | ||
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<dependencies> | ||
<dependency> | ||
<groupId>org.slf4j</groupId> | ||
<artifactId>slf4j-api</artifactId> | ||
<scope>provided</scope> | ||
</dependency> | ||
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<dependency> | ||
<groupId>${project.groupId}</groupId> | ||
<artifactId>pulsar-functions-api</artifactId> | ||
<version>${project.version}</version> | ||
<scope>provided</scope> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.apache.avro</groupId> | ||
<artifactId>avro</artifactId> | ||
<version>${avro.version}</version> | ||
<scope>provided</scope> | ||
</dependency> | ||
<dependency> | ||
<groupId>com.google.code.gson</groupId> | ||
<artifactId>gson</artifactId> | ||
<scope>provided</scope> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.apache.commons</groupId> | ||
<artifactId>commons-lang3</artifactId> | ||
<scope>provided</scope> | ||
</dependency> | ||
<dependency> | ||
<groupId>${project.groupId}</groupId> | ||
<artifactId>pulsar-client-original</artifactId> | ||
<version>${project.version}</version> | ||
<scope>test</scope> | ||
</dependency> | ||
</dependencies> | ||
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<build> | ||
<plugins> | ||
<plugin> | ||
<groupId>org.apache.nifi</groupId> | ||
<artifactId>nifi-nar-maven-plugin</artifactId> | ||
</plugin> | ||
</plugins> | ||
</build> | ||
</project> |
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/** | ||
* 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.pulsar.functions.transforms; | ||
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import lombok.extern.slf4j.Slf4j; | ||
import org.apache.pulsar.client.api.Schema; | ||
import org.apache.pulsar.common.schema.SchemaType; | ||
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@Slf4j | ||
public class CastStep implements TransformStep { | ||
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private final SchemaType keySchemaType; | ||
private final SchemaType valueSchemaType; | ||
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public CastStep(SchemaType keySchemaType, SchemaType valueSchemaType) { | ||
if (keySchemaType != null && keySchemaType != SchemaType.STRING) { | ||
throw new IllegalArgumentException("Unsupported key schema-type for Cast: " + keySchemaType); | ||
} | ||
if (valueSchemaType != null && valueSchemaType != SchemaType.STRING) { | ||
throw new IllegalArgumentException("Unsupported value schema-type for Cast: " + valueSchemaType); | ||
} | ||
this.keySchemaType = keySchemaType; | ||
this.valueSchemaType = valueSchemaType; | ||
} | ||
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@Override | ||
public void process(TransformContext transformContext) { | ||
if (transformContext.getKeySchema() != null) { | ||
Object outputKeyObject = transformContext.getKeyObject(); | ||
Schema<?> outputSchema = transformContext.getKeySchema(); | ||
if (keySchemaType == SchemaType.STRING) { | ||
outputSchema = Schema.STRING; | ||
outputKeyObject = outputKeyObject.toString(); | ||
} | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. else ? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. done |
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transformContext.setKeySchema(outputSchema); | ||
transformContext.setKeyObject(outputKeyObject); | ||
} | ||
if (valueSchemaType == SchemaType.STRING) { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. else ? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. done |
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transformContext.setValueSchema(Schema.STRING); | ||
transformContext.setValueObject(transformContext.getValueObject().toString()); | ||
} | ||
} | ||
} |
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/** | ||
* 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.pulsar.functions.transforms; | ||
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import java.util.List; | ||
import java.util.Map; | ||
import java.util.concurrent.ConcurrentHashMap; | ||
import java.util.stream.Collectors; | ||
import lombok.extern.slf4j.Slf4j; | ||
import org.apache.avro.generic.GenericData; | ||
import org.apache.avro.generic.GenericRecord; | ||
import org.apache.pulsar.common.schema.SchemaType; | ||
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/** | ||
* This function removes a "field" from a message. | ||
*/ | ||
@Slf4j | ||
public class DropFieldStep implements TransformStep { | ||
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private final List<String> keyFields; | ||
private final List<String> valueFields; | ||
private final Map<org.apache.avro.Schema, org.apache.avro.Schema> keySchemaCache = new ConcurrentHashMap<>(); | ||
private final Map<org.apache.avro.Schema, org.apache.avro.Schema> valueSchemaCache = new ConcurrentHashMap<>(); | ||
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public DropFieldStep(List<String> keyFields, List<String> valueFields) { | ||
this.keyFields = keyFields; | ||
this.valueFields = valueFields; | ||
} | ||
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@Override | ||
public void process(TransformContext transformContext) { | ||
dropKeyFields(keyFields, transformContext); | ||
dropValueFields(valueFields, transformContext); | ||
} | ||
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public void dropValueFields(List<String> fields, TransformContext record) { | ||
if (record.getValueSchema().getSchemaInfo().getType() == SchemaType.AVRO) { | ||
GenericRecord avroRecord = (GenericRecord) record.getValueObject(); | ||
GenericRecord newRecord = dropFields(fields, avroRecord, valueSchemaCache); | ||
if (avroRecord != newRecord) { | ||
record.setValueModified(true); | ||
} | ||
record.setValueObject(newRecord); | ||
} | ||
} | ||
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public void dropKeyFields(List<String> fields, TransformContext record) { | ||
if (record.getKeyObject() != null && record.getValueSchema().getSchemaInfo().getType() == SchemaType.AVRO) { | ||
GenericRecord avroRecord = (GenericRecord) record.getKeyObject(); | ||
GenericRecord newRecord = dropFields(fields, avroRecord, keySchemaCache); | ||
if (avroRecord != newRecord) { | ||
record.setKeyModified(true); | ||
} | ||
record.setKeyObject(newRecord); | ||
} | ||
} | ||
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private GenericRecord dropFields( | ||
List<String> fields, | ||
GenericRecord record, | ||
Map<org.apache.avro.Schema, org.apache.avro.Schema> schemaCache | ||
) { | ||
org.apache.avro.Schema avroSchema = record.getSchema(); | ||
if (schemaCache.get(avroSchema) != null | ||
|| fields.stream().anyMatch(field -> avroSchema.getField(field) != null)) { | ||
org.apache.avro.Schema modified = schemaCache.computeIfAbsent( | ||
avroSchema, schema -> org.apache.avro.Schema.createRecord( | ||
avroSchema.getName(), avroSchema.getDoc(), avroSchema.getNamespace(), avroSchema.isError(), | ||
avroSchema.getFields() | ||
.stream() | ||
.filter(f -> !fields.contains(f.name())) | ||
.map(f -> new org.apache.avro.Schema.Field(f.name(), f.schema(), f.doc(), | ||
f.defaultVal(), | ||
f.order())) | ||
.collect(Collectors.toList())) | ||
); | ||
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GenericRecord newRecord = new GenericData.Record(modified); | ||
for (org.apache.avro.Schema.Field field : modified.getFields()) { | ||
newRecord.put(field.name(), record.get(field.name())); | ||
} | ||
return newRecord; | ||
} | ||
return record; | ||
} | ||
} |
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/** | ||
* 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.pulsar.functions.transforms; | ||
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import java.util.List; | ||
import java.util.Map; | ||
import java.util.concurrent.ConcurrentHashMap; | ||
import java.util.stream.Collectors; | ||
import lombok.extern.slf4j.Slf4j; | ||
import org.apache.avro.generic.GenericData; | ||
import org.apache.avro.generic.GenericRecord; | ||
import org.apache.pulsar.client.api.Schema; | ||
import org.apache.pulsar.common.schema.SchemaType; | ||
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@Slf4j | ||
public class MergeKeyValueStep implements TransformStep { | ||
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private final Map<org.apache.avro.Schema, Map<org.apache.avro.Schema, org.apache.avro.Schema>> schemaCache = | ||
new ConcurrentHashMap<>(); | ||
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@Override | ||
public void process(TransformContext transformContext) { | ||
Schema<?> keySchema = transformContext.getKeySchema(); | ||
if (keySchema == null) { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. what does it mean ? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. It means that if we don't have a KeyValue, we don't do anything. |
||
return; | ||
} | ||
if (keySchema.getSchemaInfo().getType() == SchemaType.AVRO | ||
&& transformContext.getValueSchema().getSchemaInfo().getType() == SchemaType.AVRO) { | ||
GenericRecord avroKeyRecord = (GenericRecord) transformContext.getKeyObject(); | ||
org.apache.avro.Schema avroKeySchema = avroKeyRecord.getSchema(); | ||
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GenericRecord avroValueRecord = (GenericRecord) transformContext.getValueObject(); | ||
org.apache.avro.Schema avroValueSchema = avroValueRecord.getSchema(); | ||
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List<String> valueSchemaFieldNames = avroValueSchema.getFields().stream() | ||
.map(org.apache.avro.Schema.Field::name) | ||
.collect(Collectors.toList()); | ||
List<org.apache.avro.Schema.Field> fields = | ||
avroKeySchema.getFields().stream() | ||
.filter(field -> !valueSchemaFieldNames.contains(field.name())) | ||
.map(f -> new org.apache.avro.Schema.Field(f.name(), f.schema(), f.doc(), | ||
f.defaultVal(), | ||
f.order())) | ||
.collect(Collectors.toList()); | ||
fields.addAll(avroValueSchema.getFields().stream() | ||
.map(f -> new org.apache.avro.Schema.Field(f.name(), f.schema(), f.doc(), f.defaultVal(), | ||
f.order())) | ||
.collect(Collectors.toList())); | ||
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Map<org.apache.avro.Schema, org.apache.avro.Schema> schemaCacheKey = | ||
schemaCache.computeIfAbsent(avroKeySchema, s -> new ConcurrentHashMap<>()); | ||
org.apache.avro.Schema modified = schemaCacheKey.computeIfAbsent(avroValueSchema, schema -> | ||
org.apache.avro.Schema.createRecord( | ||
avroValueSchema.getName(), | ||
null, | ||
avroValueSchema.getNamespace(), | ||
false, | ||
fields)); | ||
GenericRecord newRecord = new GenericData.Record(modified); | ||
for (String fieldName : valueSchemaFieldNames) { | ||
newRecord.put(fieldName, avroValueRecord.get(fieldName)); | ||
} | ||
for (org.apache.avro.Schema.Field field : avroKeySchema.getFields()) { | ||
newRecord.put(field.name(), avroKeyRecord.get(field.name())); | ||
} | ||
transformContext.setValueObject(newRecord); | ||
transformContext.setValueModified(true); | ||
} | ||
} | ||
} |
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the purpose if this Step is not clear to me.
what does this step do ?
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It changes the schema to another compatible one. The name is inspired from SMTs