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[YAML] Implement basic java mapping operations. (#28657)
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...va/org/apache/beam/sdk/schemas/transforms/providers/JavaMapToFieldsTransformProvider.java
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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.beam.sdk.schemas.transforms.providers; | ||
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import com.google.auto.service.AutoService; | ||
import com.google.auto.value.AutoValue; | ||
import java.net.MalformedURLException; | ||
import java.util.ArrayList; | ||
import java.util.Collections; | ||
import java.util.List; | ||
import java.util.Map; | ||
import javax.annotation.Nullable; | ||
import org.apache.beam.sdk.schemas.AutoValueSchema; | ||
import org.apache.beam.sdk.schemas.Schema; | ||
import org.apache.beam.sdk.schemas.annotations.DefaultSchema; | ||
import org.apache.beam.sdk.schemas.annotations.SchemaFieldDescription; | ||
import org.apache.beam.sdk.schemas.transforms.SchemaTransform; | ||
import org.apache.beam.sdk.schemas.transforms.SchemaTransformProvider; | ||
import org.apache.beam.sdk.schemas.transforms.TypedSchemaTransformProvider; | ||
import org.apache.beam.sdk.transforms.DoFn; | ||
import org.apache.beam.sdk.transforms.ParDo; | ||
import org.apache.beam.sdk.values.PCollectionRowTuple; | ||
import org.apache.beam.sdk.values.PCollectionTuple; | ||
import org.apache.beam.sdk.values.Row; | ||
import org.apache.beam.sdk.values.TupleTag; | ||
import org.apache.beam.sdk.values.TupleTagList; | ||
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/** | ||
* An implementation of {@link TypedSchemaTransformProvider} for MapToFields for the java language. | ||
* | ||
* <p><b>Internal only:</b> This class is actively being worked on, and it will likely change. We | ||
* provide no backwards compatibility guarantees, and it should not be implemented outside the Beam | ||
* repository. | ||
*/ | ||
@SuppressWarnings({ | ||
"nullness" // TODO(https://github.com/apache/beam/issues/20497) | ||
}) | ||
@AutoService(SchemaTransformProvider.class) | ||
public class JavaMapToFieldsTransformProvider | ||
extends TypedSchemaTransformProvider<JavaMapToFieldsTransformProvider.Configuration> { | ||
protected static final String INPUT_ROWS_TAG = "input"; | ||
protected static final String OUTPUT_ROWS_TAG = "output"; | ||
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@Override | ||
protected Class<Configuration> configurationClass() { | ||
return Configuration.class; | ||
} | ||
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@Override | ||
protected SchemaTransform from(Configuration configuration) { | ||
return new JavaMapToFieldsTransform(configuration); | ||
} | ||
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@Override | ||
public String identifier() { | ||
return String.format("beam:schematransform:org.apache.beam:yaml:map_to_fields-java:v1"); | ||
} | ||
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@Override | ||
public List<String> inputCollectionNames() { | ||
return Collections.singletonList(INPUT_ROWS_TAG); | ||
} | ||
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@Override | ||
public List<String> outputCollectionNames() { | ||
return Collections.singletonList(OUTPUT_ROWS_TAG); | ||
} | ||
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@DefaultSchema(AutoValueSchema.class) | ||
@AutoValue | ||
public abstract static class Configuration { | ||
@Nullable | ||
public abstract String getLanguage(); | ||
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@Nullable | ||
public abstract Boolean getAppend(); | ||
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@Nullable | ||
public abstract List<String> getDrop(); | ||
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public abstract Map<String, JavaRowUdf.Configuration> getFields(); | ||
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@Nullable | ||
public abstract ErrorHandling getErrorHandling(); | ||
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public static Builder builder() { | ||
return new AutoValue_JavaMapToFieldsTransformProvider_Configuration.Builder(); | ||
} | ||
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@AutoValue.Builder | ||
public abstract static class Builder { | ||
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public abstract Builder setLanguage(String language); | ||
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public abstract Builder setAppend(Boolean append); | ||
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public abstract Builder setDrop(List<String> drop); | ||
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public abstract Builder setFields(Map<String, JavaRowUdf.Configuration> fields); | ||
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public abstract Builder setErrorHandling(ErrorHandling errorHandling); | ||
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public abstract Configuration build(); | ||
} | ||
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@AutoValue | ||
public abstract static class ErrorHandling { | ||
@SchemaFieldDescription("The name of the output PCollection containing failed writes.") | ||
public abstract String getOutput(); | ||
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public static Builder builder() { | ||
return new AutoValue_JavaMapToFieldsTransformProvider_Configuration_ErrorHandling.Builder(); | ||
} | ||
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@AutoValue.Builder | ||
public abstract static class Builder { | ||
public abstract Builder setOutput(String output); | ||
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public abstract ErrorHandling build(); | ||
} | ||
} | ||
} | ||
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/** A {@link SchemaTransform} for MapToFields-java. */ | ||
protected static class JavaMapToFieldsTransform extends SchemaTransform { | ||
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private final Configuration configuration; | ||
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JavaMapToFieldsTransform(Configuration configuration) { | ||
this.configuration = configuration; | ||
} | ||
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@Override | ||
public PCollectionRowTuple expand(PCollectionRowTuple input) { | ||
Schema inputSchema = input.get(INPUT_ROWS_TAG).getSchema(); | ||
Schema.Builder outputSchemaBuilder = new Schema.Builder(); | ||
// TODO(yaml): Consider allowing the full java schema naming syntax | ||
// (perhaps as a different dialect/language). | ||
boolean append = configuration.getAppend() != null && configuration.getAppend(); | ||
List<String> toDrop = | ||
configuration.getDrop() == null ? Collections.emptyList() : configuration.getDrop(); | ||
List<JavaRowUdf> udfs = new ArrayList<>(); | ||
if (append) { | ||
for (Schema.Field field : inputSchema.getFields()) { | ||
if (!toDrop.contains(field.getName())) { | ||
try { | ||
udfs.add( | ||
new JavaRowUdf( | ||
JavaRowUdf.Configuration.builder().setExpression(field.getName()).build(), | ||
inputSchema)); | ||
} catch (MalformedURLException | ||
| ReflectiveOperationException | ||
| StringCompiler.CompileException exn) { | ||
throw new RuntimeException(exn); | ||
} | ||
outputSchemaBuilder = outputSchemaBuilder.addField(field); | ||
} | ||
} | ||
} | ||
for (Map.Entry<String, JavaRowUdf.Configuration> entry : | ||
configuration.getFields().entrySet()) { | ||
if (!"java".equals(configuration.getLanguage())) { | ||
String expr = entry.getValue().getExpression(); | ||
if (expr == null || !inputSchema.hasField(expr)) { | ||
throw new IllegalArgumentException( | ||
"Unknown field or missing language specification for '" + entry.getKey() + "'"); | ||
} | ||
} | ||
try { | ||
JavaRowUdf udf = new JavaRowUdf(entry.getValue(), inputSchema); | ||
udfs.add(udf); | ||
outputSchemaBuilder = outputSchemaBuilder.addField(entry.getKey(), udf.getOutputType()); | ||
} catch (MalformedURLException | ||
| ReflectiveOperationException | ||
| StringCompiler.CompileException exn) { | ||
throw new RuntimeException(exn); | ||
} | ||
} | ||
Schema outputSchema = outputSchemaBuilder.build(); | ||
boolean handleErrors = | ||
configuration.getErrorHandling() != null | ||
&& configuration.getErrorHandling().getOutput() != null; | ||
Schema errorSchema = | ||
Schema.of( | ||
Schema.Field.of("failed_row", Schema.FieldType.row(inputSchema)), | ||
Schema.Field.of("error_message", Schema.FieldType.STRING)); | ||
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PCollectionTuple pcolls = | ||
input | ||
.get(INPUT_ROWS_TAG) | ||
.apply( | ||
"MapToFields", | ||
ParDo.of(createDoFn(udfs, outputSchema, errorSchema, handleErrors)) | ||
.withOutputTags(mappedValues, TupleTagList.of(errorValues))); | ||
pcolls.get(mappedValues).setRowSchema(outputSchema); | ||
pcolls.get(errorValues).setRowSchema(errorSchema); | ||
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PCollectionRowTuple result = | ||
PCollectionRowTuple.of(OUTPUT_ROWS_TAG, pcolls.get(mappedValues)); | ||
if (handleErrors) { | ||
result = result.and(configuration.getErrorHandling().getOutput(), pcolls.get(errorValues)); | ||
} | ||
return result; | ||
} | ||
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private static final TupleTag<Row> mappedValues = new TupleTag<Row>() {}; | ||
private static final TupleTag<Row> errorValues = new TupleTag<Row>() {}; | ||
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private static DoFn<Row, Row> createDoFn( | ||
List<JavaRowUdf> udfs, Schema outputSchema, Schema errorSchema, boolean handleErrors) { | ||
return new DoFn<Row, Row>() { | ||
@ProcessElement | ||
public void processElement(@Element Row inputRow, MultiOutputReceiver out) { | ||
try { | ||
Row.Builder outputRow = Row.withSchema(outputSchema); | ||
for (JavaRowUdf udf : udfs) { | ||
outputRow.addValue(udf.getFunction().apply(inputRow)); | ||
} | ||
out.get(mappedValues).output(outputRow.build()); | ||
} catch (Exception exn) { | ||
if (handleErrors) { | ||
out.get(errorValues) | ||
.output( | ||
Row.withSchema(errorSchema) | ||
.withFieldValue("failed_row", inputRow) | ||
.withFieldValue("error_message", exn.getMessage()) | ||
.build()); | ||
} else { | ||
throw new RuntimeException(exn); | ||
} | ||
} | ||
} | ||
}; | ||
} | ||
} | ||
} |
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