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PubsubToText.java
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PubsubToText.java
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/*
* Copyright (C) 2018 Google Inc.
*
* Licensed 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 com.google.cloud.teleport.templates;
import com.google.cloud.teleport.io.WindowedFilenamePolicy;
import com.google.cloud.teleport.util.DualInputNestedValueProvider;
import com.google.cloud.teleport.util.DualInputNestedValueProvider.TranslatorInput;
import com.google.cloud.teleport.util.DurationUtils;
import org.apache.beam.sdk.Pipeline;
import org.apache.beam.sdk.PipelineResult;
import org.apache.beam.sdk.io.FileBasedSink;
import org.apache.beam.sdk.io.TextIO;
import org.apache.beam.sdk.io.fs.ResourceId;
import org.apache.beam.sdk.io.gcp.pubsub.PubsubIO;
import org.apache.beam.sdk.options.Default;
import org.apache.beam.sdk.options.Description;
import org.apache.beam.sdk.options.PipelineOptions;
import org.apache.beam.sdk.options.PipelineOptionsFactory;
import org.apache.beam.sdk.options.StreamingOptions;
import org.apache.beam.sdk.options.Validation.Required;
import org.apache.beam.sdk.options.ValueProvider;
import org.apache.beam.sdk.options.ValueProvider.NestedValueProvider;
import org.apache.beam.sdk.transforms.SerializableFunction;
import org.apache.beam.sdk.transforms.windowing.FixedWindows;
import org.apache.beam.sdk.transforms.windowing.Window;
/**
* This pipeline ingests incoming data from a Cloud Pub/Sub topic and
* outputs the raw data into windowed files at the specified output
* directory.
*
* <p> Example Usage:
*
* <pre>
* mvn compile exec:java \
-Dexec.mainClass=com.google.cloud.teleport.templates.${PIPELINE_NAME} \
-Dexec.cleanupDaemonThreads=false \
-Dexec.args=" \
--project=${PROJECT_ID} \
--stagingLocation=gs://${PROJECT_ID}/dataflow/pipelines/${PIPELINE_FOLDER}/staging \
--tempLocation=gs://${PROJECT_ID}/dataflow/pipelines/${PIPELINE_FOLDER}/temp \
--runner=DataflowRunner \
--windowDuration=2m \
--numShards=1 \
--inputTopic=projects/${PROJECT_ID}/topics/windowed-files \
--userTempLocation=gs://${PROJECT_ID}/tmp/ \
--outputDirectory=gs://${PROJECT_ID}/output/ \
--outputFilenamePrefix=windowed-file \
--outputFilenameSuffix=.txt"
* </pre>
* </p>
*/
public class PubsubToText {
/**
* Options supported by the pipeline.
*
* <p>Inherits standard configuration options.</p>
*/
public interface Options extends PipelineOptions, StreamingOptions {
@Description("The Cloud Pub/Sub topic to read from.")
@Required
ValueProvider<String> getInputTopic();
void setInputTopic(ValueProvider<String> value);
@Description("The directory to output files to. Must end with a slash.")
@Required
ValueProvider<String> getOutputDirectory();
void setOutputDirectory(ValueProvider<String> value);
@Description("The directory to output temporary files to. Must end with a slash.")
ValueProvider<String> getUserTempLocation();
void setUserTempLocation(ValueProvider<String> value);
@Description("The filename prefix of the files to write to.")
@Default.String("output")
@Required
ValueProvider<String> getOutputFilenamePrefix();
void setOutputFilenamePrefix(ValueProvider<String> value);
@Description("The suffix of the files to write.")
@Default.String("")
ValueProvider<String> getOutputFilenameSuffix();
void setOutputFilenameSuffix(ValueProvider<String> value);
@Description("The shard template of the output file. Specified as repeating sequences "
+ "of the letters 'S' or 'N' (example: SSS-NNN). These are replaced with the "
+ "shard number, or number of shards respectively")
@Default.String("W-P-SS-of-NN")
ValueProvider<String> getOutputShardTemplate();
void setOutputShardTemplate(ValueProvider<String> value);
@Description("The maximum number of output shards produced when writing.")
@Default.Integer(1)
Integer getNumShards();
void setNumShards(Integer value);
@Description("The window duration in which data will be written. Defaults to 5m. "
+ "Allowed formats are: "
+ "Ns (for seconds, example: 5s), "
+ "Nm (for minutes, example: 12m), "
+ "Nh (for hours, example: 2h).")
@Default.String("5m")
String getWindowDuration();
void setWindowDuration(String value);
}
/**
* Main entry point for executing the pipeline.
* @param args The command-line arguments to the pipeline.
*/
public static void main(String[] args) {
Options options = PipelineOptionsFactory
.fromArgs(args)
.withValidation()
.as(Options.class);
options.setStreaming(true);
run(options);
}
/**
* Runs the pipeline with the supplied options.
*
* @param options The execution parameters to the pipeline.
* @return The result of the pipeline execution.
*/
public static PipelineResult run(Options options) {
// Create the pipeline
Pipeline pipeline = Pipeline.create(options);
/*
* Steps:
* 1) Read string messages from PubSub
* 2) Window the messages into minute intervals specified by the executor.
* 3) Output the windowed files to GCS
*/
pipeline
.apply("Read PubSub Events", PubsubIO.readStrings().fromTopic(options.getInputTopic()))
.apply(
options.getWindowDuration() + " Window",
Window.into(FixedWindows.of(DurationUtils.parseDuration(options.getWindowDuration()))))
// Apply windowed file writes. Use a NestedValueProvider because the filename
// policy requires a resourceId generated from the input value at runtime.
.apply(
"Write File(s)",
TextIO.write()
.withWindowedWrites()
.withNumShards(options.getNumShards())
.to(
new WindowedFilenamePolicy(
options.getOutputDirectory(),
options.getOutputFilenamePrefix(),
options.getOutputShardTemplate(),
options.getOutputFilenameSuffix()))
.withTempDirectory(NestedValueProvider.of(
maybeUseUserTempLocation(
options.getUserTempLocation(),
options.getOutputDirectory()),
(SerializableFunction<String, ResourceId>) input ->
FileBasedSink.convertToFileResourceIfPossible(input))));
// Execute the pipeline and return the result.
return pipeline.run();
}
/**
* Utility method for using optional parameter userTempLocation as TempDirectory.
* This is useful when output bucket is locked and temporary data cannot be deleted.
*
* @param userTempLocation user provided temp location
* @param outputLocation user provided outputDirectory to be used as the default temp location
* @return userTempLocation if available, otherwise outputLocation is returned.
*/
private static ValueProvider<String> maybeUseUserTempLocation(
ValueProvider<String> userTempLocation,
ValueProvider<String> outputLocation) {
return DualInputNestedValueProvider.of(
userTempLocation,
outputLocation,
new SerializableFunction<TranslatorInput<String, String>, String>() {
@Override
public String apply(TranslatorInput<String, String> input) {
return (input.getX() != null) ? input.getX() : input.getY();
}
});
}
}