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dpdk: add packet distribution statistics analysis
Introduce packet distribution statistics analysis for PMD threads in the ethdev library. This analysis calculates various statistics related to the distribution of packets retrieved in a single rte_eth_rx_burst() call, on a per-thread and per-queue basis. The computed statistics include the minimum, maximum, average number of packets retrieved, as well as the standard deviation. Signed-off-by: Adel Belkhiri <[email protected]>
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...ompass/incubator/internal/dpdk/core/ethdev/poll/stats/analysis/DpdkPollStatsAnalysis.java
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/******************************************************************************* | ||
* Copyright (c) 2024 École Polytechnique de Montréal | ||
* | ||
* All rights reserved. This program and the accompanying materials are | ||
* made available under the terms of the Eclipse Public License 2.0 which | ||
* accompanies this distribution, and is available at | ||
* https://www.eclipse.org/legal/epl-2.0/ | ||
* | ||
* SPDX-License-Identifier: EPL-2.0 | ||
*******************************************************************************/ | ||
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package org.eclipse.tracecompass.incubator.internal.dpdk.core.ethdev.poll.stats.analysis; | ||
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import java.math.BigDecimal; | ||
import java.math.RoundingMode; | ||
import java.text.NumberFormat; | ||
import java.util.ArrayList; | ||
import java.util.Arrays; | ||
import java.util.Collections; | ||
import java.util.HashMap; | ||
import java.util.List; | ||
import java.util.Map; | ||
import java.util.Map.Entry; | ||
import java.util.concurrent.atomic.AtomicLong; | ||
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import org.eclipse.core.runtime.CoreException; | ||
import org.eclipse.core.runtime.IProgressMonitor; | ||
import org.eclipse.core.runtime.SubMonitor; | ||
import org.eclipse.jdt.annotation.NonNull; | ||
import org.eclipse.jdt.annotation.Nullable; | ||
import org.eclipse.tracecompass.incubator.dpdk.core.trace.DpdkTrace; | ||
import org.eclipse.tracecompass.incubator.internal.dpdk.core.analysis.DpdkEthdevEventLayout; | ||
import org.eclipse.tracecompass.internal.provisional.analysis.lami.core.aspect.LamiGenericAspect; | ||
import org.eclipse.tracecompass.internal.provisional.analysis.lami.core.aspect.LamiTableEntryAspect; | ||
import org.eclipse.tracecompass.internal.provisional.analysis.lami.core.module.LamiAnalysis; | ||
import org.eclipse.tracecompass.internal.provisional.analysis.lami.core.module.LamiResultTable; | ||
import org.eclipse.tracecompass.internal.provisional.analysis.lami.core.module.LamiTableClass; | ||
import org.eclipse.tracecompass.internal.provisional.analysis.lami.core.module.LamiTableEntry; | ||
import org.eclipse.tracecompass.internal.provisional.analysis.lami.core.types.LamiData; | ||
import org.eclipse.tracecompass.internal.provisional.analysis.lami.core.types.LamiDoubleNumber; | ||
import org.eclipse.tracecompass.internal.provisional.analysis.lami.core.types.LamiLongNumber; | ||
import org.eclipse.tracecompass.internal.provisional.analysis.lami.core.types.LamiTimeRange; | ||
import org.eclipse.tracecompass.internal.provisional.analysis.lami.core.types.LamiTimestamp; | ||
import org.eclipse.tracecompass.tmf.core.event.ITmfEvent; | ||
import org.eclipse.tracecompass.tmf.core.request.ITmfEventRequest.ExecutionType; | ||
import org.eclipse.tracecompass.tmf.core.request.TmfEventRequest; | ||
import org.eclipse.tracecompass.tmf.core.timestamp.TmfTimeRange; | ||
import org.eclipse.tracecompass.tmf.core.trace.ITmfTrace; | ||
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/** | ||
* The DPDK Polls Statistics Analysis is an on-demand analysis that computes | ||
* statistics related to the polling of receive queues of Ethernet ports by PMD | ||
* (Poll-Mode Driver) threads, through calls to `rte_eth_rx_burst()`. The | ||
* statistics include, per queue and per thread, the minimum, maximum, average, | ||
* and standard deviation of the number of packets retrieved in a single call to | ||
* the `rte_eth_rx_burst()` API function. | ||
* | ||
* @author Adel Belkhiri | ||
*/ | ||
public class DpdkPollStatsAnalysis extends LamiAnalysis { | ||
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private static final long PROGRESS_INTERVAL = (1 << 10) - 1L; | ||
private static final int MEMORY_SANITY_LIMIT = 40000; | ||
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/** | ||
* Constructor | ||
*/ | ||
public DpdkPollStatsAnalysis() { | ||
super(Messages.getMessage(Messages.EthdevPollStats_AnalysisName), false, trace -> true, Collections.emptyList()); | ||
} | ||
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@Override | ||
protected synchronized void initialize() { | ||
// do nothing | ||
} | ||
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@Override | ||
public boolean canExecute(ITmfTrace trace) { | ||
if (trace instanceof DpdkTrace) { | ||
return ((DpdkTrace) trace).validate(null, trace.getPath()).isOK() ? true : false; | ||
} | ||
return false; | ||
} | ||
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private static int workRemaining(ITmfTrace trace) { | ||
return (int) Math.min(trace.getNbEvents() / (PROGRESS_INTERVAL + 1), Integer.MAX_VALUE); | ||
} | ||
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@Override | ||
public List<LamiResultTable> execute(ITmfTrace trace, @Nullable TmfTimeRange timeRange, String extraParamsString, IProgressMonitor monitor) throws CoreException { | ||
AtomicLong done = new AtomicLong(); | ||
Map<@NonNull String, Map<@NonNull String, List<Integer>>> pollCountMap = new HashMap<>(); | ||
TmfTimeRange adjustedTimeRange = timeRange == null ? TmfTimeRange.ETERNITY : timeRange; | ||
SubMonitor subMonitor = SubMonitor.convert(monitor, Messages.EthdevPollStats_AnalysisName, workRemaining(trace)); | ||
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// create and send the event request | ||
TmfEventRequest eventRequest = createEventRequest(trace, adjustedTimeRange, | ||
pollCountMap, subMonitor, done); | ||
trace.sendRequest(eventRequest); | ||
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// convert the results to LAMI tables | ||
try { | ||
eventRequest.waitForCompletion(); | ||
return convertToLamiTables(adjustedTimeRange, pollCountMap); | ||
} catch (InterruptedException e) { | ||
Thread.currentThread().interrupt(); | ||
return Collections.emptyList(); | ||
} | ||
} | ||
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private static TmfEventRequest createEventRequest(ITmfTrace trace, TmfTimeRange timeRange, Map<@NonNull String, Map<@NonNull String, List<Integer>>> pollAspectCounts, SubMonitor monitor, AtomicLong nbProcessevents) { | ||
return new TmfEventRequest(ITmfEvent.class, timeRange, 0, Integer.MAX_VALUE, ExecutionType.BACKGROUND) { | ||
@Override | ||
public void handleData(ITmfEvent event) { | ||
if (monitor.isCanceled()) { | ||
cancel(); | ||
return; | ||
} | ||
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// process events to compute RX polls statistics | ||
processEvent(event, pollAspectCounts); | ||
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if ((nbProcessevents.incrementAndGet() & PROGRESS_INTERVAL) == 0) { | ||
monitor.setWorkRemaining(workRemaining(trace)); | ||
monitor.worked(1); | ||
monitor.setTaskName(String.format("Dpdk Polls Statistics Analysis (%s events processed)", //$NON-NLS-1$ | ||
NumberFormat.getInstance().format(nbProcessevents.get()))); | ||
} | ||
} | ||
}; | ||
} | ||
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private static void processEvent(ITmfEvent event, Map<@NonNull String, Map<@NonNull String, List<Integer>>> pollCountsMap) { | ||
if (!event.getName().equals(DpdkEthdevEventLayout.eventEthdevRxBurstNonEmpty())) { | ||
return; | ||
} | ||
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Integer nbRxPkts = event.getContent().getFieldValue(Integer.class, DpdkEthdevEventLayout.fieldNbRxPkts()); | ||
Integer portId = event.getContent().getFieldValue(Integer.class, DpdkEthdevEventLayout.fieldPortId()); | ||
Integer queueId = event.getContent().getFieldValue(Integer.class, DpdkEthdevEventLayout.fieldQueueId()); | ||
String threadName = event.getContent().getFieldValue(String.class, DpdkEthdevEventLayout.fieldThreadName()); | ||
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if (nbRxPkts == null || portId == null || queueId == null || threadName == null) { | ||
return; | ||
} | ||
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// update the poll count from a queue perspective | ||
String queueName = "P" + portId + "/Q" + queueId; //$NON-NLS-1$ //$NON-NLS-2$ | ||
updatePollCountsMap(pollCountsMap, Messages.getMessage(Messages.EthdevPollStats_QueueLabel), queueName, nbRxPkts); | ||
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// update the poll count from a thread perspective | ||
updatePollCountsMap(pollCountsMap, Messages.getMessage(Messages.EthdevPollStats_ThreadLabel), threadName, nbRxPkts); | ||
} | ||
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private static void updatePollCountsMap(Map<@NonNull String, Map<@NonNull String, List<Integer>>> pollCountsMap, @NonNull String aspectName, @NonNull String key, Integer nbRxPkts) { | ||
Map<@NonNull String, List<Integer>> dataSet = pollCountsMap.computeIfAbsent(aspectName, unused -> new HashMap<>()); | ||
if (dataSet.size() < MEMORY_SANITY_LIMIT) { | ||
List<Integer> data = dataSet.computeIfAbsent(key, unused -> new ArrayList<>()); | ||
data.add(nbRxPkts); | ||
} | ||
} | ||
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private @NonNull List<LamiResultTable> convertToLamiTables(TmfTimeRange timeRange, | ||
Map<@NonNull String, Map<@NonNull String, List<Integer>>> pollAspectCounts) { | ||
List<LamiResultTable> results = new ArrayList<>(); | ||
for (Entry<@NonNull String, Map<@NonNull String, List<Integer>>> entry : pollAspectCounts.entrySet()) { | ||
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Map<@NonNull String, List<Integer>> dataSet = entry.getValue(); | ||
List<LamiTableEntry> entries = new ArrayList<>(); | ||
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for (Entry<@NonNull String, List<Integer>> element : dataSet.entrySet()) { | ||
/* | ||
* Calculate the number of successful polls, along with the | ||
* minimum and maximum polls values | ||
*/ | ||
int nbSuccessfulPolls = element.getValue().size(); | ||
int minPollValue = Collections.min(element.getValue()); | ||
int maxPollValue = Collections.max(element.getValue()); | ||
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// calculate the mean and the standard deviation | ||
double avgPollValue = element.getValue().stream().mapToInt(i -> i).average().orElse(0); | ||
double sd = element.getValue().stream().mapToDouble(val -> Math.pow(val - avgPollValue, 2)).sum(); | ||
double std = Math.sqrt(sd / element.getValue().size()); | ||
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BigDecimal bd = new BigDecimal(std).setScale(2, RoundingMode.HALF_UP); | ||
double rounded = bd.doubleValue(); | ||
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List<@NonNull LamiData> data = Arrays.asList( | ||
new LamiString(element.getKey()), | ||
new LamiLongNumber((long) minPollValue), | ||
new LamiLongNumber((long) maxPollValue), | ||
new LamiLongNumber((long) avgPollValue), | ||
new LamiDoubleNumber(rounded), | ||
new LamiLongNumber((long) nbSuccessfulPolls)); | ||
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entries.add(new LamiTableEntry(data)); | ||
} | ||
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List<@NonNull LamiTableEntryAspect> tableAspects = Arrays.asList(new LamiCategoryAspect(entry.getKey(), 0), | ||
new LamiCountAspect(Messages.EthdevPollStats_MinimumValueLabel, 1), | ||
new LamiCountAspect(Messages.EthdevPollStats_MaximumValueLabel, 2), | ||
new LamiCountAspect(Messages.EthdevPollStats_AverageValueLabel, 3), | ||
new LamiCountAspect(Messages.EthdevPollStats_StandardDeviationLabel, 4), | ||
new LamiCountAspect(Messages.EthdevPollStats_CountLabel, 5)); | ||
LamiTableClass tableClass = new LamiTableClass(entry.getKey(), entry.getKey(), tableAspects, Collections.emptySet()); | ||
LamiResultTable lrt = new LamiResultTable(createTimeRange(timeRange), tableClass, entries); | ||
results.add(lrt); | ||
} | ||
return results; | ||
} | ||
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/** | ||
* Todo, move to LAMI | ||
*/ | ||
private static LamiTimeRange createTimeRange(TmfTimeRange timeRange) { | ||
return new LamiTimeRange(new LamiTimestamp(timeRange.getStartTime().toNanos()), new LamiTimestamp(timeRange.getEndTime().toNanos())); | ||
} | ||
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/** | ||
* Todo, move to LAMI | ||
*/ | ||
private final class LamiString extends LamiData { | ||
private final String fElement; | ||
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private LamiString(@NonNull String element) { | ||
fElement = element; | ||
} | ||
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@Override | ||
public @NonNull String toString() { | ||
return fElement; | ||
} | ||
} | ||
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/** | ||
* Count aspect, generic | ||
* | ||
* TODO: move to LAMI | ||
* | ||
*/ | ||
private final class LamiCountAspect extends LamiGenericAspect { | ||
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private LamiCountAspect(String name, int column) { | ||
super(name, null, column, true, false); | ||
} | ||
} | ||
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/** | ||
* Category aspect, generic | ||
* | ||
* TODO: move to LAMI | ||
* | ||
*/ | ||
private final class LamiCategoryAspect extends LamiGenericAspect { | ||
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private LamiCategoryAspect(String name, int column) { | ||
super(name, null, column, false, false); | ||
} | ||
} | ||
} |
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51
...clipse/tracecompass/incubator/internal/dpdk/core/ethdev/poll/stats/analysis/Messages.java
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/******************************************************************************* | ||
* Copyright (c) 2024 École Polytechnique de Montréal | ||
* | ||
* All rights reserved. This program and the accompanying materials are | ||
* made available under the terms of the Eclipse Public License 2.0 which | ||
* accompanies this distribution, and is available at | ||
* https://www.eclipse.org/legal/epl-2.0/ | ||
* | ||
* SPDX-License-Identifier: EPL-2.0 | ||
*******************************************************************************/ | ||
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package org.eclipse.tracecompass.incubator.internal.dpdk.core.ethdev.poll.stats.analysis; | ||
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import org.eclipse.jdt.annotation.NonNull; | ||
import org.eclipse.jdt.annotation.Nullable; | ||
import org.eclipse.osgi.util.NLS; | ||
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/** | ||
* Messages for the {@link DpdkPollStatsAnalysis} on-demand analysis | ||
* | ||
* @author Adel Belkhiri | ||
*/ | ||
@SuppressWarnings("javadoc") | ||
public class Messages extends NLS { | ||
private static final String BUNDLE_NAME = "org.eclipse.tracecompass.incubator.internal.dpdk.core.ethdev.poll.stats.analysis.messages"; //$NON-NLS-1$ | ||
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public static @Nullable String EthdevPollStats_AnalysisName; | ||
public static @Nullable String EthdevPollStats_QueueLabel; | ||
public static @Nullable String EthdevPollStats_ThreadLabel; | ||
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public static @Nullable String EthdevPollStats_MinimumValueLabel; | ||
public static @Nullable String EthdevPollStats_MaximumValueLabel; | ||
public static @Nullable String EthdevPollStats_AverageValueLabel; | ||
public static @Nullable String EthdevPollStats_StandardDeviationLabel; | ||
public static @Nullable String EthdevPollStats_CountLabel; | ||
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static @NonNull String getMessage(@Nullable String msg) { | ||
if (msg == null) { | ||
return ""; //$NON-NLS-1$ | ||
} | ||
return msg; | ||
} | ||
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static { | ||
// initialize resource bundle | ||
NLS.initializeMessages(BUNDLE_NAME, Messages.class); | ||
} | ||
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private Messages() { | ||
} | ||
} |
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.../tracecompass/incubator/internal/dpdk/core/ethdev/poll/stats/analysis/messages.properties
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############################################################################### | ||
# Copyright (c) 2024 École Polytechnique de Montréal | ||
# | ||
# All rights reserved. This program and the accompanying materials | ||
# are made available under the terms of the Eclipse Public License 2.0 | ||
# which accompanies this distribution, and is available at | ||
# https://www.eclipse.org/legal/epl-2.0 | ||
# | ||
# SPDX-License-Identifier: EPL-2.0 | ||
############################################################################### | ||
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EthdevPollStats_AnalysisName=DPDK Polls Statistics (ethdev) | ||
EthdevPollStats_QueueLabel=Port Queue | ||
EthdevPollStats_ThreadLabel=PMD Thread | ||
EthdevPollStats_MinimumValueLabel=Minimum Value | ||
EthdevPollStats_MaximumValueLabel=Maximum Value | ||
EthdevPollStats_AverageValueLabel=Average Value | ||
EthdevPollStats_StandardDeviationLabel=Standard Deviation | ||
EthdevPollStats_CountLabel=Count |