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PubsubToText.java
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PubsubToText.java
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/*
* Copyright (C) 2018 Google LLC
*
* 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.options.WindowedFilenamePolicyOptions;
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;
import org.apache.beam.sdk.values.PCollection;
/**
* 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>
* # Set the pipeline vars
* PIPELINE_NAME=PubsubToText
* PROJECT_ID=PROJECT ID HERE
* PIPELINE_BUCKET=TEMPLATE STORAGE BUCKET NAME HERE
* OUTPUT_BUCKET=JOB OUTPUT BUCKET NAME HERE
* PIPELINE_FOLDER=gs://${PIPELINE_BUCKET}/dataflow/pipelines/pubsub-to-gcs-text
* USE_SUBSCRIPTION=true or false depending on whether the pipeline should read
* from a Pub/Sub Subscription or a Pub/Sub Topic.
*
* # Set the runner
* RUNNER=DataflowRunner
*
* # Build the template
* mvn compile exec:java \
* -Dexec.mainClass=com.google.cloud.teleport.templates.${PIPELINE_NAME} \
* -Dexec.cleanupDaemonThreads=false \
* -Dexec.args=" \
* --project=${PROJECT_ID} \
* --stagingLocation=${PIPELINE_FOLDER}/staging \
* --tempLocation=${PIPELINE_FOLDER}/temp \
* --templateLocation=${PIPELINE_FOLDER}/template \
* --runner=${RUNNER} \
* --useSubscription=${USE_SUBSCRIPTION}"
*
* # Execute the template
* JOB_NAME=pubsub-to-bigquery-$USER-`date +"%Y%m%d-%H%M%S%z"`
*
* # Execute a pipeline to read from a Topic.
* gcloud dataflow jobs run ${JOB_NAME} \
* --gcs-location=${PIPELINE_FOLDER}/template \
* --zone=us-east1-d \
* --parameters \
* "inputTopic=projects/${PROJECT_ID}/topics/input-topic-name,\
* userTempLocation=gs://${OUTPUT_BUCKET}/tmp/,\
* windowDuration=5m,\
* numShards=1,\
* outputDirectory=gs://${OUTPUT_BUCKET}/output/,\
* outputFilenamePrefix=windowed-file,\
* outputFilenameSuffix=.txt"
*
* # Execute a pipeline to read from a Subscription.
* gcloud dataflow jobs run ${JOB_NAME} \
* --gcs-location=${PIPELINE_FOLDER}/template \
* --zone=us-east1-d \
* --parameters \
* "inputSubscription=projects/${PROJECT_ID}/subscriptions/input-subscription-name,\
* windowDuration=5m,\
* numShards=1,\
* userTempLocation=gs://${OUTPUT_BUCKET}/tmp/,\
* outputDirectory=gs://${OUTPUT_BUCKET}/output/,\
* outputFilenamePrefix=windowed-file,\
* outputFilenameSuffix=.txt"
* </pre>
*/
public class PubsubToText {
/**
* Options supported by the pipeline.
*
* <p>Inherits standard configuration options.
*/
public interface Options
extends PipelineOptions, StreamingOptions, WindowedFilenamePolicyOptions {
@Description(
"The Cloud Pub/Sub subscription to consume from. "
+ "The name should be in the format of "
+ "projects/<project-id>/subscriptions/<subscription-name>.")
ValueProvider<String> getInputSubscription();
void setInputSubscription(ValueProvider<String> value);
@Description("The Cloud Pub/Sub topic to read from.")
ValueProvider<String> getInputTopic();
void setInputTopic(ValueProvider<String> value);
@Description(
"This determines whether the template reads from " + "a pub/sub subscription or a topic")
@Default.Boolean(false)
Boolean getUseSubscription();
void setUseSubscription(Boolean 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);
}
/**
* 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);
PCollection<String> messages = null;
/*
* 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
*/
if (options.getUseSubscription()) {
messages =
pipeline.apply(
"Read PubSub Events",
PubsubIO.readStrings().fromSubscription(options.getInputSubscription()));
} else {
messages =
pipeline.apply(
"Read PubSub Events", PubsubIO.readStrings().fromTopic(options.getInputTopic()));
}
messages
.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(
WindowedFilenamePolicy.writeWindowedFiles()
.withOutputDirectory(options.getOutputDirectory())
.withOutputFilenamePrefix(options.getOutputFilenamePrefix())
.withShardTemplate(options.getOutputShardTemplate())
.withSuffix(options.getOutputFilenameSuffix())
.withYearPattern(options.getYearPattern())
.withMonthPattern(options.getMonthPattern())
.withDayPattern(options.getDayPattern())
.withHourPattern(options.getHourPattern())
.withMinutePattern(options.getMinutePattern()))
.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();
}
});
}
}