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/*
* Copyright 2021 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.hadoop.fs.gcs;
import static com.google.cloud.hadoop.fs.gcs.GhfsStatistic.DELEGATION_TOKENS_ISSUED;
import static com.google.cloud.hadoop.fs.gcs.GhfsStatistic.INVOCATION_HFLUSH;
import static com.google.cloud.hadoop.fs.gcs.GhfsStatistic.INVOCATION_HSYNC;
import static com.google.cloud.hadoop.fs.gcs.GhfsStatistic.STREAM_WRITE_BYTES;
import static com.google.cloud.hadoop.fs.gcs.GhfsStatistic.STREAM_WRITE_CLOSE_OPERATIONS;
import static com.google.cloud.hadoop.fs.gcs.GhfsStatistic.STREAM_WRITE_OPERATIONS;
import static org.apache.hadoop.fs.statistics.IOStatisticsSupport.snapshotIOStatistics;
import static org.apache.hadoop.fs.statistics.StoreStatisticNames.SUFFIX_FAILURES;
import static org.apache.hadoop.fs.statistics.impl.IOStatisticsBinding.iostatisticsStore;
import com.google.cloud.hadoop.gcsio.GoogleCloudStorageStatistics;
import com.google.cloud.hadoop.gcsio.StatisticTypeEnum;
import com.google.common.flogger.GoogleLogger;
import java.io.Closeable;
import java.net.URI;
import java.util.EnumSet;
import java.util.UUID;
import java.util.concurrent.atomic.AtomicLong;
import javax.annotation.Nullable;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.statistics.DurationTracker;
import org.apache.hadoop.fs.statistics.DurationTrackerFactory;
import org.apache.hadoop.fs.statistics.IOStatisticsSnapshot;
import org.apache.hadoop.fs.statistics.IOStatisticsSource;
import org.apache.hadoop.fs.statistics.StreamStatisticNames;
import org.apache.hadoop.fs.statistics.impl.IOStatisticsBinding;
import org.apache.hadoop.fs.statistics.impl.IOStatisticsStore;
import org.apache.hadoop.fs.statistics.impl.IOStatisticsStoreBuilder;
import org.apache.hadoop.metrics2.MetricsCollector;
import org.apache.hadoop.metrics2.MetricsSource;
import org.apache.hadoop.metrics2.MetricsSystem;
import org.apache.hadoop.metrics2.impl.MetricsSystemImpl;
import org.apache.hadoop.metrics2.lib.MetricsRegistry;
import org.apache.hadoop.metrics2.lib.MutableCounterLong;
import org.apache.hadoop.metrics2.lib.MutableGaugeLong;
import org.apache.hadoop.metrics2.lib.MutableMetric;
/**
* Instrumentation of GCS.
*
* Counters and metrics are generally addressed in code by their name or {@link GhfsStatistic}
* key. There may be some Statistics which do not have an entry here. To avoid attempts to
* access such counters failing, the operations to increment/query metric values are designed to
* handle lookup failures.
*
*
GoogleHadoopFileSystem StorageStatistics are dynamically derived from the IOStatistics.
*/
public class GhfsInstrumentation
implements Closeable, MetricsSource, IOStatisticsSource, DurationTrackerFactory {
private static final String METRICS_SOURCE_BASENAME = "GCSMetrics";
/**
* {@value} Currently all gcs metrics are placed in a single "context". Distinct contexts may be
* used in the future.
*/
private static final String CONTEXT = "GoogleHadoopFilesystem";
/** {@value} The name of the gcs-specific metrics system instance used for gcs metrics. */
private static final String METRICS_SYSTEM_NAME = "google-hadoop-file-system";
/**
* {@value} The name of a field added to metrics records that uniquely identifies a specific
* FileSystem instance.
*/
private static final String METRIC_TAG_FILESYSTEM_ID = "gcsFilesystemId";
/**
* {@value} The name of a field added to metrics records that indicates the hostname portion of
* the FS URL.
*/
private static final String METRIC_TAG_BUCKET = "bucket";
/**
* metricsSystemLock must be used to synchronize modifications to metricsSystem and the following
* counters.
*/
private static final Object METRICS_SYSTEM_LOCK = new Object();
private static MetricsSystem metricsSystem = null;
private static int metricsSourceNameCounter = 0;
private static int metricsSourceActiveCounter = 0;
private final MetricsRegistry registry =
new MetricsRegistry("googleHadoopFilesystem").setContext(CONTEXT);
/**
* This is the IOStatistics store for the GoogleHadoopFileSystem instance. It is not kept in sync
* with the rest of the Ghfsinstrumentation. Most inner statistics implementation classes only
* update this store when it is pushed back, such as in close().
*/
private final IOStatisticsStore instanceIOStatistics;
/** Duration Tracker Factory for the Instrumentation */
private final DurationTrackerFactory durationTrackerFactory;
private String metricsSourceName;
private static final GoogleLogger logger = GoogleLogger.forEnclosingClass();
/**
* Construct the instrumentation for a filesystem.
*
* @param name URI of filesystem.
*/
public GhfsInstrumentation(URI name) {
UUID fileSystemInstanceID = UUID.randomUUID();
registry.tag(
METRIC_TAG_FILESYSTEM_ID,
"A unique identifier for the instance",
fileSystemInstanceID.toString());
registry.tag(METRIC_TAG_BUCKET, "Hostname from the FS URL", name.getHost());
IOStatisticsStoreBuilder storeBuilder = createStoreBuilder();
// register with Hadoop metrics
registerAsMetricsSource(name);
// and build the IO Statistics
instanceIOStatistics = storeBuilder.build();
// duration track metrics (Success/failure) and IOStatistics.
durationTrackerFactory =
IOStatisticsBinding.pairedTrackerFactory(
new MetricDurationTrackerFactory(), instanceIOStatistics);
}
/**
* Register this instance as a metrics source.
*
* @param name gs:// URI for the associated FileSystem instance
*/
private void registerAsMetricsSource(URI name) {
int number;
synchronized (METRICS_SYSTEM_LOCK) {
getMetricsSystem();
metricsSourceActiveCounter++;
number = ++metricsSourceNameCounter;
}
metricsSourceName = METRICS_SOURCE_BASENAME + number + "-" + name.getHost();
metricsSystem.register(metricsSourceName, "", this);
}
public void close() {
synchronized (METRICS_SYSTEM_LOCK) {
metricsSystem.unregisterSource(metricsSourceName);
metricsSourceActiveCounter--;
int activeSources = metricsSourceActiveCounter;
if (activeSources == 0) {
logger.atInfo().log("Shutting down metrics publisher");
metricsSystem.publishMetricsNow();
metricsSystem.shutdown();
metricsSystem = null;
}
}
}
/**
* Get the instance IO Statistics.
*
* @return statistics.
*/
@Override
public IOStatisticsStore getIOStatistics() {
return instanceIOStatistics;
}
/**
* Increments a mutable counter and the matching instance IOStatistics counter. No-op if the
* counter is not defined, or the count == 0.
*
* @param op operation
* @param count increment value
*/
public void incrementCounter(GhfsStatistic op, long count) {
if (count == 0) {
return;
}
String name = op.getSymbol();
incrementMutableCounter(name, count);
instanceIOStatistics.incrementCounter(name, count);
}
/**
* Get the metrics system.
*
* @return metricsSystem
*/
public MetricsSystem getMetricsSystem() {
synchronized (METRICS_SYSTEM_LOCK) {
if (metricsSystem == null) {
metricsSystem = new MetricsSystemImpl();
metricsSystem.init(METRICS_SYSTEM_NAME);
}
}
return metricsSystem;
}
/**
* Create a counter in the registry.
*
* @param name counter name
* @param desc counter description
* @return a new counter
*/
protected final MutableCounterLong counter(String name, String desc) {
return registry.newCounter(name, desc, 0L);
}
/**
* Create a counter in the registry for metrics in GhfsStatistic.
*
* @param op statistic to count
* @return a new counter
*/
protected final MutableCounterLong counter(GhfsStatistic op) {
return counter(op.getSymbol(), op.getDescription());
}
/**
* Create a counter in the registry for metrics in GoogleCloudStorageStatusStatistics.
*
* @param op statistic to count
* @return a new counter
*/
private final MutableCounterLong counter(GoogleCloudStorageStatistics op) {
return counter(op.getSymbol(), op.getDescription());
}
/**
* Registering a duration adds the success and failure counters.
*
* @param op statistic to track
*/
protected final void duration(GhfsStatistic op) {
counter(op.getSymbol(), op.getDescription());
counter(op.getSymbol() + SUFFIX_FAILURES, op.getDescription());
}
/**
* Create a gauge in the registry.
*
* @param name name gauge name
* @param desc description
* @return the gauge
*/
protected final MutableGaugeLong gauge(String name, String desc) {
return registry.newGauge(name, desc, 0L);
}
/**
* Create a gauge in the registry.
*
* @param op statistic to count
* @return the gauge
*/
protected final MutableGaugeLong gauge(GhfsStatistic op) {
return gauge(op.getSymbol(), op.getDescription());
}
/**
* Get the metrics registry.
*
* @return the registry
*/
public MetricsRegistry getRegistry() {
return registry;
}
/**
* Look up a metric from both the registered set and the lighter weight stream entries.
*
* @param name metric name
* @return the metric or null
*/
public MutableMetric lookupMetric(String name) {
return getRegistry().get(name);
}
/**
* Lookup a counter by name. Return null if it is not known.
*
* @param name counter name
* @return the counter
* @throws IllegalStateException if the metric is not a counter
*/
private MutableCounterLong lookupCounter(String name) {
MutableMetric metric = lookupMetric(name);
if (metric == null) {
return null;
}
if (!(metric instanceof MutableCounterLong)) {
throw new IllegalStateException(
String.format(
"Metric %s is not a MutableCounterLong: %s (type: %s)",
name, metric, metric.getClass()));
}
return (MutableCounterLong) metric;
}
/**
* Increments a Mutable counter. No-op if not a positive integer.
*
* @param name counter name.
* @param count increment value
*/
private void incrementMutableCounter(String name, long count) {
if (count > 0) {
MutableCounterLong counter = lookupCounter(name);
if (counter != null) {
counter.incr(count);
}
}
}
/**
* A duration tracker which updates a mutable counter with a metric. The metric is updated with
* the count on start; after a failure the failures count is incremented by one.
*/
private final class MetricUpdatingDurationTracker implements DurationTracker {
/** Name of the statistics value to be updated */
private final String symbol;
private boolean failed;
private MetricUpdatingDurationTracker(String symbol, long count) {
this.symbol = symbol;
incrementMutableCounter(symbol, count);
}
@Override
public void failed() {
failed = true;
}
/** Close: on failure increment any mutable counter of failures. */
@Override
public void close() {
if (failed) {
incrementMutableCounter(symbol + SUFFIX_FAILURES, 1);
}
}
}
/**
* Get the duration tracker factory.
*
* @return duration tracking for the instrumentation.
*/
public DurationTrackerFactory getDurationTrackerFactory() {
return durationTrackerFactory;
}
private final class MetricDurationTrackerFactory implements DurationTrackerFactory {
/**
* The duration tracker updates the metrics with the count and IOStatistics will full duration
* information.
*
* @param key statistic key prefix
* @param count #of times to increment the matching counter in this operation.
* @return a duration tracker.
*/
@Override
public DurationTracker trackDuration(String key, long count) {
return new MetricUpdatingDurationTracker(key, count);
}
}
/**
* The duration tracker updates the metrics with the count and IOStatistics will full duration
* information.
*
* @param key statistic key prefix
* @param count #of times to increment the matching counter in this operation.
* @return a duration tracker.
*/
@Override
public DurationTracker trackDuration(String key, long count) {
return durationTrackerFactory.trackDuration(key, count);
}
@Override
public void getMetrics(MetricsCollector metricsCollector, boolean b) {}
/**
* Create a stream input statistics instance.
*
* @param filesystemStatistics FS Statistics to update in close().
* @return the new instance
*/
public GhfsInputStreamStatistics newInputStreamStatistics(
@Nullable FileSystem.Statistics filesystemStatistics) {
return new InputStreamStatistics(filesystemStatistics);
}
/**
* Create a stream output statistics instance.
*
* @param filesystemStatistics thread-local FS statistics.
* @return the new instance
*/
public GhfsOutputStreamStatistics newOutputStreamStatistics(
FileSystem.Statistics filesystemStatistics) {
return new OutputStreamStatistics(filesystemStatistics);
}
/**
* Statistics updated by an GoogleHadoopFSDataInputStream during its actual operation.
*
*
When {@code close()} is called, the final set of numbers are propagated to the
* GoogleHadoopFileSystem metrics. The {@link FileSystem.Statistics} statistics passed in are also
* updated. This ensures that whichever thread calls close() gets the total count of bytes read,
* even if any work is done in other threads.
*/
private final class InputStreamStatistics extends AbstractGhfsStatisticsSource
implements GhfsInputStreamStatistics {
/** Distance used when incrementing FS stats. */
private static final int DISTANCE = 5;
/** FS statistics for the thread creating the stream. */
private final FileSystem.Statistics filesystemStatistics;
/** The statistics from the last merge. */
private IOStatisticsSnapshot mergedStats;
/*
The core counters are extracted to atomic longs for slightly
faster resolution on the critical paths, especially single byte
reads and the like.
*/
private final AtomicLong backwardSeekOperations;
private final AtomicLong bytesBackwardsOnSeek;
/** Bytes read by the application. */
private final AtomicLong bytesRead;
private final AtomicLong bytesSkippedOnSeek;
private final AtomicLong forwardSeekOperations;
private final AtomicLong readExceptions;
private final AtomicLong readsIncomplete;
private final AtomicLong readOperations;
private final AtomicLong seekOperations;
/** Bytes read by the application and any when draining streams . */
private final AtomicLong totalBytesRead;
/**
* Instantiate.
*
* @param filesystemStatistics FS Statistics to update in close().
*/
private InputStreamStatistics(@Nullable FileSystem.Statistics filesystemStatistics) {
this.filesystemStatistics = filesystemStatistics;
IOStatisticsStore st =
iostatisticsStore()
.withCounters(
StreamStatisticNames.STREAM_READ_BYTES,
StreamStatisticNames.STREAM_READ_EXCEPTIONS,
StreamStatisticNames.STREAM_READ_OPERATIONS_INCOMPLETE,
StreamStatisticNames.STREAM_READ_SEEK_BACKWARD_OPERATIONS,
StreamStatisticNames.STREAM_READ_SEEK_FORWARD_OPERATIONS,
StreamStatisticNames.STREAM_READ_SEEK_BYTES_BACKWARDS,
StreamStatisticNames.STREAM_READ_SEEK_BYTES_SKIPPED,
StreamStatisticNames.STREAM_READ_TOTAL_BYTES)
.withDurationTracking(
GhfsStatistic.STREAM_READ_SEEK_OPERATIONS.getSymbol(),
GhfsStatistic.STREAM_READ_VECTORED_OPERATIONS.getSymbol(),
GhfsStatistic.STREAM_READ_CLOSE_OPERATIONS.getSymbol(),
GhfsStatistic.STREAM_READ_OPERATIONS.getSymbol())
.build();
setIOStatistics(st);
backwardSeekOperations =
st.getCounterReference(StreamStatisticNames.STREAM_READ_SEEK_BACKWARD_OPERATIONS);
bytesBackwardsOnSeek =
st.getCounterReference(StreamStatisticNames.STREAM_READ_SEEK_BYTES_BACKWARDS);
bytesRead = st.getCounterReference(StreamStatisticNames.STREAM_READ_BYTES);
bytesSkippedOnSeek =
st.getCounterReference(StreamStatisticNames.STREAM_READ_SEEK_BYTES_SKIPPED);
forwardSeekOperations =
st.getCounterReference(StreamStatisticNames.STREAM_READ_SEEK_FORWARD_OPERATIONS);
readExceptions = st.getCounterReference(StreamStatisticNames.STREAM_READ_EXCEPTIONS);
readsIncomplete =
st.getCounterReference(StreamStatisticNames.STREAM_READ_OPERATIONS_INCOMPLETE);
readOperations = st.getCounterReference(StreamStatisticNames.STREAM_READ_OPERATIONS);
seekOperations = st.getCounterReference(StreamStatisticNames.STREAM_READ_SEEK_OPERATIONS);
totalBytesRead = st.getCounterReference(StreamStatisticNames.STREAM_READ_TOTAL_BYTES);
setIOStatistics(st);
// create initial snapshot of merged statistics
mergedStats = snapshotIOStatistics(st);
}
/**
* Increment a named counter by one.
*
* @param name counter name
* @return the new value
*/
private long increment(String name) {
return increment(name, 1);
}
/**
* Increment a named counter by a given value.
*
* @param name counter name
* @param value value to increment by.
* @return the new value
*/
private long increment(String name, long value) {
return incrementCounter(name, value);
}
/**
* Get the inner class's IO Statistics. This is needed to avoid findbugs warnings about
* ambiguity.
*
* @return the Input Stream's statistics.
*/
private IOStatisticsStore localIOStatistics() {
return super.getIOStatistics();
}
/**
* Increments the number of seek operations, and backward seek operations. The offset is
* inverted and used as the increment of {@link #bytesBackwardsOnSeek}.
*/
@Override
public void seekBackwards(long negativeOffset) {
backwardSeekOperations.incrementAndGet();
bytesBackwardsOnSeek.addAndGet(-negativeOffset);
}
/**
* Increment the number of seek and forward seek operations, as well as counters of bytes
* skipped in seek, where appropriate.
*/
@Override
public void seekForwards(long skipped) {
if (skipped > 0) {
bytesSkippedOnSeek.addAndGet(skipped);
}
forwardSeekOperations.incrementAndGet();
}
/** An ignored stream read exception was received. */
@Override
public void readException() {
readExceptions.incrementAndGet();
}
/** If the byte counter is positive, increment bytesRead and totalBytesRead. */
@Override
public void bytesRead(long bytes) {
if (bytes > 0) {
bytesRead.addAndGet(bytes);
totalBytesRead.addAndGet(bytes);
}
}
/**
* If more data was requested than was actually returned, this was an incomplete read. Increment
* {@link #readsIncomplete}.
*/
@Override
public void readOperationCompleted(int requested, int actual) {
if (requested > actual) {
readsIncomplete.incrementAndGet();
}
}
/**
* {@code close()} merges the stream statistics into the filesystem's instrumentation instance.
* The filesystem statistics of {@link #filesystemStatistics} updated with the bytes read
* values. When the input stream is closed, corresponding counters will be updated.
*/
@Override
public void close() {
IOStatisticsStore ioStatistics = localIOStatistics();
promoteInputStreamCountersToMetrics();
mergedStats = snapshotIOStatistics(localIOStatistics());
// stream is being closed.
// merge in all the IOStatistics
GhfsInstrumentation.this.getIOStatistics().aggregate(ioStatistics);
}
/**
* Merge in the statistics of a single input stream into the filesystem-wide metrics counters.
* This does not update the FS IOStatistics values.
*/
private void promoteInputStreamCountersToMetrics() {
// iterate through all the counters
localIOStatistics().counters().keySet().forEach(this::promoteIOCounter);
}
/**
* Propagate a counter from the instance-level statistics to the GHFS instrumentation,
* subtracting the previous merged value.
*
* @param name statistic to promote
*/
void promoteIOCounter(String name) {
incrementMutableCounter(name, lookupCounterValue(name) - mergedStats.counters().get(name));
}
}
/**
* Statistics updated by an output stream during its actual operation.
*
*
Some of these stats are propagated to any passed in {@link FileSystem.Statistics} instance;
* this is done in close() for better cross-thread accounting.
*
*
Some of the collected statistics are not directly served via IOStatistics. They are added to
* the instrumentation IOStatistics and metric counters during the {@link
* #mergeOutputStreamStatistics(OutputStreamStatistics)} operation.
*/
private final class OutputStreamStatistics extends AbstractGhfsStatisticsSource
implements GhfsOutputStreamStatistics {
private final AtomicLong bytesWritten;
private final FileSystem.Statistics filesystemStatistics;
/**
* Instantiate.
*
* @param filesystemStatistics FS Statistics to update in close().
*/
private OutputStreamStatistics(@Nullable FileSystem.Statistics filesystemStatistics) {
this.filesystemStatistics = filesystemStatistics;
IOStatisticsStore st =
iostatisticsStore()
.withCounters(STREAM_WRITE_BYTES.getSymbol())
.withDurationTracking(
STREAM_WRITE_CLOSE_OPERATIONS.getSymbol(),
STREAM_WRITE_OPERATIONS.getSymbol(),
INVOCATION_HFLUSH.getSymbol(),
INVOCATION_HSYNC.getSymbol())
.build();
setIOStatistics(st);
// these are extracted to avoid lookups on heavily used counters.
bytesWritten = st.getCounterReference(StreamStatisticNames.STREAM_WRITE_BYTES);
}
/**
* Get the inner class's IO Statistics. This is needed to avoid findbugs warnings about
* ambiguity.
*
* @return the Input Stream's statistics.
*/
private IOStatisticsStore localIOStatistics() {
return super.getIOStatistics();
}
@Override
public void close() {
// provided the stream is closed in the worker thread, this will
// ensure that the thread-specific worker stats are updated.
mergeOutputStreamStatistics(this);
}
/**
* Record bytes written.
*
* @param count number of bytes
*/
@Override
public void writeBytes(long count) {
bytesWritten.addAndGet(count);
}
}
/**
* Merge in the statistics of a single output stream into the filesystem-wide statistics.
*
* @param source stream statistics
*/
private void mergeOutputStreamStatistics(OutputStreamStatistics source) {
// merge in all the IOStatistics
getIOStatistics().aggregate(source.getIOStatistics());
}
/**
* Create a delegation token statistics instance.
*
* @return an instance of delegation token statistics
*/
public DelegationTokenStatistics newDelegationTokenStatistics() {
return new DelegationTokenStatisticsImpl();
}
/**
* Instrumentation exported to GCS Delegation Token support. The {@link #tokenIssued()} call is a
* no-op; This statistics class doesn't collect any local statistics. Instead it directly updates
* the Ghfs Instrumentation
*/
private final class DelegationTokenStatisticsImpl extends AbstractGhfsStatisticsSource
implements DelegationTokenStatistics {
private DelegationTokenStatisticsImpl() {
IOStatisticsStore st =
iostatisticsStore().withCounters(DELEGATION_TOKENS_ISSUED.getSymbol()).build();
}
/**
* Get the inner class's IO Statistics. This is needed to avoid findbugs warnings about
* ambiguity.
*
* @return the Input Stream's statistics.
*/
private IOStatisticsStore localIOStatistics() {
return super.getIOStatistics();
}
/**
* Merge in the statistics of a single output stream into the filesystem-wide statistics.
*
* @param source stream statistics
*/
private void mergeDelegationTokenStatistics(DelegationTokenStatistics source) {
// merge in all the IOStatistics
getIOStatistics().aggregate(source.getIOStatistics());
}
/** A token has been issued. */
@Override
public void tokenIssued() {}
/**
* The duration tracker updates the metrics with the count and IOStatistics will full duration
* information.
*
* @param key statistic key prefix
* @param count #of times to increment the matching counter in this operation.
* @return a duration tracker.
*/
@Override
public DurationTracker trackDuration(String key, long count) {
return getDurationTrackerFactory().trackDuration(key, count);
}
}
private IOStatisticsStoreBuilder createStoreBuilder() {
IOStatisticsStoreBuilder storeBuilder = iostatisticsStore();
EnumSet.allOf(GhfsStatistic.class)
.forEach(
stat -> {
// declare all counter statistics
if (stat.getType() == StatisticTypeEnum.TYPE_COUNTER) {
counter(stat);
storeBuilder.withCounters(stat.getSymbol());
// declare all gauge statistics
} else if (stat.getType() == StatisticTypeEnum.TYPE_GAUGE) {
gauge(stat);
storeBuilder.withGauges(stat.getSymbol());
// and durations
} else if (stat.getType() == StatisticTypeEnum.TYPE_DURATION) {
duration(stat);
storeBuilder.withDurationTracking(stat.getSymbol());
} else if (stat.getType() == StatisticTypeEnum.TYPE_DURATION_TOTAL) {
duration(stat);
storeBuilder.withDurationTracking(stat.getSymbol());
}
});
return storeBuilder;
}
}