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docs(samples): add a new sample for parallel append (#863)
* Add a new sample to test parallel ingestion. * Fix some style issues. * Fix style issue. * Restore console earlier. * Change region tag of new sample.
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samples/snippets/src/main/java/com/example/bigquerystorage/ParallelWriteCommittedStream.java
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/* | ||
* Copyright 2020 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. | ||
*/ | ||
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package com.example.bigquerystorage; | ||
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// [START bigquerystorage_jsonstreamwriter_parallelcommitted] | ||
import com.google.api.core.ApiFuture; | ||
import com.google.api.core.ApiFutureCallback; | ||
import com.google.api.core.ApiFutures; | ||
import com.google.cloud.bigquery.storage.v1beta2.AppendRowsResponse; | ||
import com.google.cloud.bigquery.storage.v1beta2.BigQueryWriteClient; | ||
import com.google.cloud.bigquery.storage.v1beta2.CreateWriteStreamRequest; | ||
import com.google.cloud.bigquery.storage.v1beta2.JsonStreamWriter; | ||
import com.google.cloud.bigquery.storage.v1beta2.TableName; | ||
import com.google.cloud.bigquery.storage.v1beta2.WriteStream; | ||
import com.google.common.util.concurrent.MoreExecutors; | ||
import com.google.protobuf.Descriptors.DescriptorValidationException; | ||
import java.io.IOException; | ||
import java.time.Duration; | ||
import java.util.concurrent.ThreadLocalRandom; | ||
import java.util.logging.Logger; | ||
import javax.annotation.Nullable; | ||
import javax.annotation.concurrent.GuardedBy; | ||
import org.json.JSONArray; | ||
import org.json.JSONObject; | ||
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public class ParallelWriteCommittedStream { | ||
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private static final Logger LOG = Logger.getLogger(ParallelWriteCommittedStream.class.getName()); | ||
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// Total amount of test time. | ||
private static final Duration TEST_TIME = Duration.ofSeconds(10); | ||
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// How often to publish append stats. | ||
private static final Duration METRICS_GAP = Duration.ofSeconds(5); | ||
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// Size of each row to append. | ||
private static final int ROW_SIZE = 1024; | ||
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// The number of rows in each append request. | ||
private static final long BATCH_SIZE = 10; | ||
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// If true, switch to a new stream when append fails. | ||
// If false, do not switch to a new stream. | ||
private static final boolean SUPPORT_STREAM_SWITCH = false; | ||
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@GuardedBy("this") | ||
private long inflightCount = 0; | ||
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@GuardedBy("this") | ||
private long successCount = 0; | ||
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@GuardedBy("this") | ||
private long failureCount = 0; | ||
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@GuardedBy("this") | ||
private Throwable error = null; | ||
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@GuardedBy("this") | ||
private long lastMetricsTimeMillis = 0; | ||
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@GuardedBy("this") | ||
private long lastMetricsSuccessCount = 0; | ||
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@GuardedBy("this") | ||
private long lastMetricsFailureCount = 0; | ||
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public void writeLoop( | ||
String projectId, String datasetName, String tableName, BigQueryWriteClient client) { | ||
LOG.info("Start writeLoop"); | ||
long streamSwitchCount = 0; | ||
long successRowCount = 0; | ||
long failureRowCount = 0; | ||
Throwable loggedError = null; | ||
long deadlineMillis = System.currentTimeMillis() + TEST_TIME.toMillis(); | ||
while (System.currentTimeMillis() < deadlineMillis) { | ||
try { | ||
WriteStream writeStream = createStream(projectId, datasetName, tableName, client); | ||
writeToStream(client, writeStream, deadlineMillis); | ||
} catch (Throwable e) { | ||
LOG.warning("Unexpected error writing to stream: " + e.toString()); | ||
} | ||
waitForInflightToReachZero(Duration.ofMinutes(1)); | ||
synchronized (this) { | ||
successRowCount += successCount * BATCH_SIZE; | ||
failureRowCount += failureCount * BATCH_SIZE; | ||
if (loggedError == null) { | ||
loggedError = error; | ||
} | ||
} | ||
if (!SUPPORT_STREAM_SWITCH) { | ||
// If stream switch is disabled, break. | ||
break; | ||
} | ||
LOG.info("Sleeping before switching stream."); | ||
sleepIgnoringInterruption(Duration.ofMinutes(1)); | ||
streamSwitchCount++; | ||
} | ||
LOG.info( | ||
"Finish writeLoop. Success row count: " | ||
+ successRowCount | ||
+ " Failure row count: " | ||
+ failureRowCount | ||
+ " Logged error: " | ||
+ loggedError | ||
+ " Stream switch count: " | ||
+ streamSwitchCount); | ||
if (successRowCount > 0 && failureRowCount == 0 && loggedError == null) { | ||
System.out.println("All records are appended successfully."); | ||
} | ||
} | ||
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private WriteStream createStream( | ||
String projectId, String datasetName, String tableName, BigQueryWriteClient client) { | ||
LOG.info("Creating a new stream"); | ||
// Initialize a write stream for the specified table. | ||
// For more information on WriteStream.Type, see: | ||
// https://googleapis.dev/java/google-cloud-bigquerystorage/latest/com/google/cloud/bigquery/storage/v1beta2/WriteStream.Type.html | ||
WriteStream stream = WriteStream.newBuilder().setType(WriteStream.Type.COMMITTED).build(); | ||
TableName parentTable = TableName.of(projectId, datasetName, tableName); | ||
CreateWriteStreamRequest createWriteStreamRequest = | ||
CreateWriteStreamRequest.newBuilder() | ||
.setParent(parentTable.toString()) | ||
.setWriteStream(stream) | ||
.build(); | ||
return client.createWriteStream(createWriteStreamRequest); | ||
} | ||
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private void writeToStream( | ||
BigQueryWriteClient client, WriteStream writeStream, long deadlineMillis) throws Throwable { | ||
LOG.info("Start writing to new stream:" + writeStream.getName()); | ||
synchronized (this) { | ||
inflightCount = 0; | ||
successCount = 0; | ||
failureCount = 0; | ||
error = null; | ||
lastMetricsTimeMillis = System.currentTimeMillis(); | ||
lastMetricsSuccessCount = 0; | ||
lastMetricsFailureCount = 0; | ||
} | ||
// Use the JSON stream writer to send records in JSON format. | ||
// For more information about JsonStreamWriter, see: | ||
// https://googleapis.dev/java/google-cloud-bigquerystorage/latest/com/google/cloud/bigquery/storage/v1beta2/JsonStreamWriter.html | ||
try (JsonStreamWriter writer = | ||
JsonStreamWriter.newBuilder(writeStream.getName(), writeStream.getTableSchema(), client) | ||
.build()) { | ||
while (System.currentTimeMillis() < deadlineMillis) { | ||
synchronized (this) { | ||
if (error != null) { | ||
// Stop writing once we get an error. | ||
throw error; | ||
} | ||
} | ||
ApiFuture<AppendRowsResponse> future = writer.append(createPayload(), -1); | ||
synchronized (this) { | ||
inflightCount++; | ||
} | ||
ApiFutures.addCallback( | ||
future, new AppendCompleteCallback(this), MoreExecutors.directExecutor()); | ||
} | ||
} | ||
} | ||
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private void waitForInflightToReachZero(Duration timeout) { | ||
LOG.info("Waiting for inflight count to reach zero."); | ||
long deadlineMillis = System.currentTimeMillis() + timeout.toMillis(); | ||
while (System.currentTimeMillis() < deadlineMillis) { | ||
synchronized (this) { | ||
if (inflightCount == 0) { | ||
LOG.info("Inflight count has reached zero."); | ||
return; | ||
} | ||
} | ||
sleepIgnoringInterruption(Duration.ofSeconds(1)); | ||
} | ||
throw new RuntimeException("Timeout waiting for inflight count to reach 0"); | ||
} | ||
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private JSONArray createPayload() { | ||
// Create a JSON object that is compatible with the table schema. | ||
JSONArray jsonArr = new JSONArray(); | ||
for (int i = 0; i < BATCH_SIZE; i++) { | ||
byte[] payload = new byte[ROW_SIZE]; | ||
ThreadLocalRandom.current().nextBytes(payload); | ||
JSONObject record = new JSONObject(); | ||
record.put("col1", new String(payload)); | ||
jsonArr.put(record); | ||
} | ||
return jsonArr; | ||
} | ||
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private void sleepIgnoringInterruption(Duration duration) { | ||
try { | ||
Thread.sleep(duration.toMillis()); | ||
} catch (InterruptedException e) { | ||
LOG.warning("Sleep is interrupted."); | ||
} | ||
} | ||
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/* | ||
* Callback when Append request is completed. | ||
* | ||
* It keeps track of count. | ||
*/ | ||
private class AppendCompleteCallback implements ApiFutureCallback<AppendRowsResponse> { | ||
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private final ParallelWriteCommittedStream parent; | ||
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AppendCompleteCallback(ParallelWriteCommittedStream parent) { | ||
this.parent = parent; | ||
} | ||
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@Override | ||
public void onSuccess(@Nullable AppendRowsResponse response) { | ||
synchronized (parent) { | ||
parent.inflightCount--; | ||
if (!response.hasError()) { | ||
parent.successCount++; | ||
} else { | ||
parent.failureCount++; | ||
} | ||
long nowMillis = System.currentTimeMillis(); | ||
if (nowMillis >= parent.lastMetricsTimeMillis + METRICS_GAP.toMillis()) { | ||
long successCountInIteration = parent.successCount - parent.lastMetricsSuccessCount; | ||
long failureCountInIteration = parent.failureCount - parent.lastMetricsFailureCount; | ||
long metricsTimeMillis = nowMillis - parent.lastMetricsTimeMillis; | ||
LOG.info( | ||
"Success append: " | ||
+ successCountInIteration | ||
+ " failure append: " | ||
+ failureCountInIteration | ||
+ " in " | ||
+ metricsTimeMillis | ||
+ "ms. Successful MB Per Second: " | ||
+ (double) (successCountInIteration * BATCH_SIZE * ROW_SIZE) | ||
/ metricsTimeMillis | ||
/ 1000 | ||
+ " Current inflight: " | ||
+ parent.inflightCount); | ||
parent.lastMetricsTimeMillis = System.currentTimeMillis(); | ||
parent.lastMetricsSuccessCount = parent.successCount; | ||
parent.lastMetricsFailureCount = parent.failureCount; | ||
} | ||
} | ||
} | ||
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@Override | ||
public void onFailure(Throwable throwable) { | ||
synchronized (parent) { | ||
parent.inflightCount--; | ||
parent.error = throwable; | ||
LOG.warning("Found failure: " + throwable.toString()); | ||
} | ||
} | ||
} | ||
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public static void writeCommittedStream(String projectId, String datasetName, String tableName) | ||
throws DescriptorValidationException, InterruptedException, IOException { | ||
try (BigQueryWriteClient client = BigQueryWriteClient.create()) { | ||
new ParallelWriteCommittedStream().writeLoop(projectId, datasetName, tableName, client); | ||
} catch (Exception e) { | ||
System.out.println("Failed to append records. \n" + e.toString()); | ||
} | ||
} | ||
} | ||
// [END bigquerystorage_jsonstreamwriter_parallelcommitted] |
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