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The Apache Cassandra Project develops a highly scalable second-generation distributed database, bringing together Dynamo's fully distributed design and Bigtable's ColumnFamily-based data model.
/*
* 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.cassandra.utils;
import java.io.Serializable;
import java.util.*;
import java.util.concurrent.*;
import org.apache.cassandra.concurrent.*;
import org.slf4j.*;
import com.clearspring.analytics.stream.*;
import com.clearspring.analytics.stream.cardinality.HyperLogLogPlus;
import com.google.common.annotations.VisibleForTesting;
public class TopKSampler
{
private static final Logger logger = LoggerFactory.getLogger(TopKSampler.class);
private volatile boolean enabled = false;
@VisibleForTesting
static final ThreadPoolExecutor samplerExecutor = new JMXEnabledThreadPoolExecutor(1, 1,
TimeUnit.SECONDS,
new LinkedBlockingQueue(),
new NamedThreadFactory("Sampler"),
"internal");
private StreamSummary summary;
@VisibleForTesting
HyperLogLogPlus hll;
/**
* Start to record samples
*
* @param capacity
* Number of sample items to keep in memory, the lower this is
* the less accurate results are. For best results use value
* close to cardinality, but understand the memory trade offs.
*/
public synchronized void beginSampling(int capacity)
{
if (!enabled)
{
summary = new StreamSummary(capacity);
hll = new HyperLogLogPlus(14);
enabled = true;
}
}
/**
* Call to stop collecting samples, and gather the results
* @param count Number of most frequent items to return
*/
public synchronized SamplerResult finishSampling(int count)
{
List> results = Collections.EMPTY_LIST;
long cardinality = 0;
if (enabled)
{
enabled = false;
results = summary.topK(count);
cardinality = hll.cardinality();
}
return new SamplerResult(results, cardinality);
}
public void addSample(T item)
{
addSample(item, item.hashCode(), 1);
}
/**
* Adds a sample to statistics collection. This method is non-blocking and will
* use the "Sampler" thread pool to record results if the sampler is enabled. If not
* sampling this is a NOOP
*/
public void addSample(final T item, final long hash, final int value)
{
if (enabled)
{
final Object lock = this;
samplerExecutor.execute(new Runnable()
{
public void run()
{
// samplerExecutor is single threaded but still need
// synchronization against jmx calls to finishSampling
synchronized (lock)
{
if (enabled)
{
try
{
summary.offer(item, value);
hll.offerHashed(hash);
} catch (Exception e)
{
logger.trace("Failure to offer sample", e);
}
}
}
}
});
}
}
/**
* Represents the cardinality and the topK ranked items collected during a
* sample period
*/
public static class SamplerResult implements Serializable
{
public final List> topK;
public final long cardinality;
public SamplerResult(List> topK, long cardinality)
{
this.topK = topK;
this.cardinality = cardinality;
}
}
}
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