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Emit disk spill and merge buffer utilisation metrics for GroupBy quer…
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…ies (#17360)

This change is to emit following metrics as part of GroupByStatsMonitor monitor,
mergeBuffer/used -> Number of merge buffers used.
mergeBuffer/acquisitionTimeNs -> Total time required to acquire merge buffer.
mergeBuffer/acquisition -> Number of queries that acquired a batch of merge buffers.
groupBy/spilledQueries -> Number of queries that spilled onto the disk.
groupBy/spilledBytes-> Spilled bytes on the disk.
groupBy/mergeDictionarySize -> Size of the merging dictionary.
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findingrish authored Nov 22, 2024
1 parent df649c0 commit 74422b5
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Showing 45 changed files with 1,092 additions and 231 deletions.
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Expand Up @@ -37,6 +37,7 @@
import org.apache.druid.query.groupby.GroupByQuery;
import org.apache.druid.query.groupby.GroupByQueryConfig;
import org.apache.druid.query.groupby.GroupByQueryQueryToolChest;
import org.apache.druid.query.groupby.GroupByStatsProvider;
import org.apache.druid.query.groupby.ResultRow;
import org.apache.druid.segment.TestHelper;
import org.apache.druid.segment.column.ColumnType;
Expand Down Expand Up @@ -115,7 +116,8 @@ public boolean isIntermediateResultAsMapCompat()
}
},
null,
null
null,
new GroupByStatsProvider()
);

decoratedMapper = groupByQueryQueryToolChest.decorateObjectMapper(undecoratedMapper, sqlQuery);
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Expand Up @@ -55,6 +55,7 @@
import org.apache.druid.query.groupby.GroupByQueryQueryToolChest;
import org.apache.druid.query.groupby.GroupByQueryRunnerFactory;
import org.apache.druid.query.groupby.GroupByResourcesReservationPool;
import org.apache.druid.query.groupby.GroupByStatsProvider;
import org.apache.druid.query.groupby.GroupingEngine;
import org.apache.druid.query.groupby.ResultRow;
import org.apache.druid.query.spec.MultipleIntervalSegmentSpec;
Expand Down Expand Up @@ -373,6 +374,7 @@ public String getFormatString()
};

final Supplier<GroupByQueryConfig> configSupplier = Suppliers.ofInstance(config);
final GroupByStatsProvider groupByStatsProvider = new GroupByStatsProvider();
final GroupByResourcesReservationPool groupByResourcesReservationPool =
new GroupByResourcesReservationPool(mergePool, config);
final GroupingEngine groupingEngine = new GroupingEngine(
Expand All @@ -381,7 +383,8 @@ public String getFormatString()
groupByResourcesReservationPool,
TestHelper.makeJsonMapper(),
new ObjectMapper(new SmileFactory()),
QueryBenchmarkUtil.NOOP_QUERYWATCHER
QueryBenchmarkUtil.NOOP_QUERYWATCHER,
groupByStatsProvider
);

factory = new GroupByQueryRunnerFactory(
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Expand Up @@ -79,6 +79,7 @@
import org.apache.druid.query.groupby.GroupByQueryRunnerFactory;
import org.apache.druid.query.groupby.GroupByQueryRunnerTest;
import org.apache.druid.query.groupby.GroupByResourcesReservationPool;
import org.apache.druid.query.groupby.GroupByStatsProvider;
import org.apache.druid.query.groupby.GroupingEngine;
import org.apache.druid.query.groupby.ResultRow;
import org.apache.druid.query.planning.DataSourceAnalysis;
Expand Down Expand Up @@ -343,6 +344,7 @@ private static GroupByQueryRunnerFactory makeGroupByQueryRunnerFactory(
bufferSupplier,
processingConfig.getNumMergeBuffers()
);
final GroupByStatsProvider groupByStatsProvider = new GroupByStatsProvider();
final GroupByResourcesReservationPool groupByResourcesReservationPool =
new GroupByResourcesReservationPool(mergeBufferPool, config);
final GroupingEngine groupingEngine = new GroupingEngine(
Expand All @@ -351,7 +353,8 @@ private static GroupByQueryRunnerFactory makeGroupByQueryRunnerFactory(
groupByResourcesReservationPool,
mapper,
mapper,
QueryRunnerTestHelper.NOOP_QUERYWATCHER
QueryRunnerTestHelper.NOOP_QUERYWATCHER,
groupByStatsProvider
);
final GroupByQueryQueryToolChest toolChest = new GroupByQueryQueryToolChest(groupingEngine, groupByResourcesReservationPool);
return new GroupByQueryRunnerFactory(groupingEngine, toolChest, bufferPool);
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Expand Up @@ -66,6 +66,7 @@
import org.apache.druid.query.groupby.GroupByQueryQueryToolChest;
import org.apache.druid.query.groupby.GroupByQueryRunnerFactory;
import org.apache.druid.query.groupby.GroupByResourcesReservationPool;
import org.apache.druid.query.groupby.GroupByStatsProvider;
import org.apache.druid.query.groupby.GroupingEngine;
import org.apache.druid.query.groupby.ResultRow;
import org.apache.druid.query.groupby.orderby.DefaultLimitSpec;
Expand Down Expand Up @@ -490,6 +491,7 @@ public String getFormatString()
};

final Supplier<GroupByQueryConfig> configSupplier = Suppliers.ofInstance(config);
final GroupByStatsProvider groupByStatsProvider = new GroupByStatsProvider();
final GroupByResourcesReservationPool groupByResourcesReservationPool =
new GroupByResourcesReservationPool(mergePool, config);
final GroupingEngine groupingEngine = new GroupingEngine(
Expand All @@ -498,7 +500,8 @@ public String getFormatString()
groupByResourcesReservationPool,
TestHelper.makeJsonMapper(),
new ObjectMapper(new SmileFactory()),
QueryBenchmarkUtil.NOOP_QUERYWATCHER
QueryBenchmarkUtil.NOOP_QUERYWATCHER,
groupByStatsProvider
);

factory = new GroupByQueryRunnerFactory(
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1 change: 1 addition & 0 deletions docs/configuration/index.md
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Expand Up @@ -408,6 +408,7 @@ Metric monitoring is an essential part of Druid operations. The following monito
|`org.apache.druid.server.metrics.TaskSlotCountStatsMonitor`|Reports metrics about task slot usage per emission period.|
|`org.apache.druid.server.metrics.WorkerTaskCountStatsMonitor`|Reports how many ingestion tasks are currently running/pending/waiting, the number of successful/failed tasks, and metrics about task slot usage for the reporting worker, per emission period. Only supported by Middle Manager node types.|
|`org.apache.druid.server.metrics.ServiceStatusMonitor`|Reports a heartbeat for the service.|
|`org.apache.druid.server.metrics.GroupByStatsMonitor`|Report metrics for groupBy queries like disk and merge buffer utilization. |

For example, you might configure monitors on all services for system and JVM information within `common.runtime.properties` as follows:

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15 changes: 12 additions & 3 deletions docs/operations/metrics.md
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Expand Up @@ -62,7 +62,6 @@ Most metric values reset each emission period, as specified in `druid.monitoring
|`query/failed/count`|Number of failed queries.|This metric is only available if the `QueryCountStatsMonitor` module is included.| |
|`query/interrupted/count`|Number of queries interrupted due to cancellation.|This metric is only available if the `QueryCountStatsMonitor` module is included.| |
|`query/timeout/count`|Number of timed out queries.|This metric is only available if the `QueryCountStatsMonitor` module is included.| |
|`mergeBuffer/pendingRequests`|Number of requests waiting to acquire a batch of buffers from the merge buffer pool.|This metric is only available if the `QueryCountStatsMonitor` module is included.| |
|`query/segments/count`|This metric is not enabled by default. See the `QueryMetrics` Interface for reference regarding enabling this metric. Number of segments that will be touched by the query. In the broker, it makes a plan to distribute the query to realtime tasks and historicals based on a snapshot of segment distribution state. If there are some segments moved after this snapshot is created, certain historicals and realtime tasks can report those segments as missing to the broker. The broker will resend the query to the new servers that serve those segments after move. In this case, those segments can be counted more than once in this metric.||Varies|
|`query/priority`|Assigned lane and priority, only if Laning strategy is enabled. Refer to [Laning strategies](../configuration/index.md#laning-strategies)|`lane`, `dataSource`, `type`|0|
|`sqlQuery/time`|Milliseconds taken to complete a SQL query.|`id`, `nativeQueryIds`, `dataSource`, `remoteAddress`, `success`, `engine`|< 1s|
Expand Down Expand Up @@ -103,7 +102,6 @@ Most metric values reset each emission period, as specified in `druid.monitoring
|`query/failed/count`|Number of failed queries.|This metric is only available if the `QueryCountStatsMonitor` module is included.||
|`query/interrupted/count`|Number of queries interrupted due to cancellation.|This metric is only available if the `QueryCountStatsMonitor` module is included.||
|`query/timeout/count`|Number of timed out queries.|This metric is only available if the `QueryCountStatsMonitor` module is included.||
|`mergeBuffer/pendingRequests`|Number of requests waiting to acquire a batch of buffers from the merge buffer pool.|This metric is only available if the `QueryCountStatsMonitor` module is included.||

### Real-time

Expand All @@ -119,7 +117,18 @@ Most metric values reset each emission period, as specified in `druid.monitoring
|`query/failed/count`|Number of failed queries.|This metric is only available if the `QueryCountStatsMonitor` module is included.||
|`query/interrupted/count`|Number of queries interrupted due to cancellation.|This metric is only available if the `QueryCountStatsMonitor` module is included.||
|`query/timeout/count`|Number of timed out queries.|This metric is only available if the `QueryCountStatsMonitor` module is included.||
|`mergeBuffer/pendingRequests`|Number of requests waiting to acquire a batch of buffers from the merge buffer pool.|This metric is only available if the `QueryCountStatsMonitor` module is included.||

### GroupBy query metrics

These metrics are reported from broker, historical and real-time nodes

|`mergeBuffer/pendingRequests`|Number of requests waiting to acquire a batch of buffers from the merge buffer pool.|This metric is only available if the `GroupByStatsMonitor` module is included.|Should be ideally 0, though a higher number isn't representative of a problem.|
|`mergeBuffer/used`|Number of merge buffers used from the merge buffer pool.|This metric is only available if the `GroupByStatsMonitor` module is included.|Depends on the number of groupBy queries needing merge buffers.|
|`mergeBuffer/queries`|Number of groupBy queries that acquired a batch of buffers from the merge buffer pool.|This metric is only available if the `GroupByStatsMonitor` module is included.|Depends on the number of groupBy queries needing merge buffers.|
|`mergeBuffer/acquisitionTimeNs`|Total time in nanoseconds to acquire merge buffer for groupBy queries.|This metric is only available if the `GroupByStatsMonitor` module is included.|Varies|
|`groupBy/spilledQueries`|Number of groupBy queries that have spilled onto the disk.|This metric is only available if the `GroupByStatsMonitor` module is included.|Varies|
|`groupBy/spilledBytes`|Number of bytes spilled on the disk by the groupBy queries.|This metric is only available if the `GroupByStatsMonitor` module is included.|Varies|
|`groupBy/mergeDictionarySize`|Size of on-heap merge dictionary in bytes.|This metric is only available if the `GroupByStatsMonitor` module is included.|Varies|

### Jetty

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Expand Up @@ -20,6 +20,7 @@
package org.apache.druid.segment;

import com.google.common.collect.ImmutableList;
import org.apache.druid.collections.BlockingPool;
import org.apache.druid.collections.DefaultBlockingPool;
import org.apache.druid.collections.StupidPool;
import org.apache.druid.common.config.NullHandling;
Expand All @@ -44,6 +45,7 @@
import org.apache.druid.query.groupby.GroupByQueryQueryToolChest;
import org.apache.druid.query.groupby.GroupByQueryRunnerFactory;
import org.apache.druid.query.groupby.GroupByResourcesReservationPool;
import org.apache.druid.query.groupby.GroupByStatsProvider;
import org.apache.druid.query.groupby.GroupingEngine;
import org.apache.druid.query.groupby.ResultRow;
import org.apache.druid.query.spec.MultipleIntervalSegmentSpec;
Expand All @@ -70,8 +72,14 @@ public void setup() throws IOException
{
final IncrementalIndex incrementalIndex = MapVirtualColumnTestBase.generateIndex();
final GroupByQueryConfig config = new GroupByQueryConfig();

final BlockingPool<ByteBuffer> mergePool =
new DefaultBlockingPool<>(() -> ByteBuffer.allocate(1024), 1);
final GroupByStatsProvider groupByStatsProvider = new GroupByStatsProvider();

final GroupByResourcesReservationPool groupByResourcesReservationPool =
new GroupByResourcesReservationPool(new DefaultBlockingPool<>(() -> ByteBuffer.allocate(1024), 1), config);
new GroupByResourcesReservationPool(mergePool, config);

final GroupingEngine groupingEngine = new GroupingEngine(
new DruidProcessingConfig()
{
Expand Down Expand Up @@ -103,7 +111,8 @@ public int getNumThreads()
groupByResourcesReservationPool,
TestHelper.makeJsonMapper(),
new DefaultObjectMapper(),
QueryRunnerTestHelper.NOOP_QUERYWATCHER
QueryRunnerTestHelper.NOOP_QUERYWATCHER,
groupByStatsProvider
);

final GroupByQueryRunnerFactory factory = new GroupByQueryRunnerFactory(
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Expand Up @@ -63,6 +63,7 @@
import org.apache.druid.query.groupby.GroupByQuery;
import org.apache.druid.query.groupby.GroupByQueryConfig;
import org.apache.druid.query.groupby.GroupByResourcesReservationPool;
import org.apache.druid.query.groupby.GroupByStatsProvider;
import org.apache.druid.query.groupby.GroupingEngine;
import org.apache.druid.query.groupby.ResultRow;
import org.apache.druid.segment.column.ColumnType;
Expand Down Expand Up @@ -272,7 +273,8 @@ public DatasketchesProjectionTest(
TestHelper.makeJsonMapper(),
TestHelper.makeSmileMapper(),
(query, future) -> {
}
},
new GroupByStatsProvider()
);
}

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Expand Up @@ -49,4 +49,9 @@ public interface BlockingPool<T>
* @return count of pending requests
*/
long getPendingRequests();

/**
* @return number of used buffers from the pool
*/
long getUsedResourcesCount();
}
Original file line number Diff line number Diff line change
Expand Up @@ -119,7 +119,7 @@ public List<ReferenceCountingResourceHolder<T>> takeBatch(final int elementNum)
throw new RuntimeException(e);
}
finally {
pendingRequests.incrementAndGet();
pendingRequests.decrementAndGet();
}
}

Expand All @@ -129,6 +129,12 @@ public long getPendingRequests()
return pendingRequests.get();
}

@Override
public long getUsedResourcesCount()
{
return maxSize - objects.size();
}

private List<T> pollObjects(int elementNum) throws InterruptedException
{
final List<T> list = new ArrayList<>(elementNum);
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Original file line number Diff line number Diff line change
Expand Up @@ -61,4 +61,10 @@ public long getPendingRequests()
{
return 0;
}

@Override
public long getUsedResourcesCount()
{
return 0;
}
}
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