Created
August 10, 2019 16:01
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Memory profiling extension for JMH.
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package com.intendia.jmh; | |
import static java.lang.Double.NaN; | |
import static java.util.concurrent.TimeUnit.SECONDS; | |
import static org.openjdk.jmh.results.AggregationPolicy.AVG; | |
import static org.openjdk.jmh.results.AggregationPolicy.MAX; | |
import static org.openjdk.jmh.results.AggregationPolicy.SUM; | |
import java.lang.management.GarbageCollectorMXBean; | |
import java.lang.management.ManagementFactory; | |
import java.lang.management.MemoryUsage; | |
import java.lang.management.ThreadMXBean; | |
import java.lang.reflect.InvocationTargetException; | |
import java.lang.reflect.Method; | |
import java.util.ArrayList; | |
import java.util.Collection; | |
import java.util.Collections; | |
import java.util.EnumSet; | |
import java.util.HashMap; | |
import java.util.List; | |
import java.util.Map; | |
import java.util.stream.Collectors; | |
import java.util.stream.Stream; | |
import javax.annotation.Nullable; | |
import javax.management.ListenerNotFoundException; | |
import javax.management.Notification; | |
import javax.management.NotificationEmitter; | |
import javax.management.NotificationListener; | |
import javax.management.openmbean.CompositeData; | |
import org.openjdk.jmh.infra.BenchmarkParams; | |
import org.openjdk.jmh.infra.IterationParams; | |
import org.openjdk.jmh.profile.InternalProfiler; | |
import org.openjdk.jmh.results.IterationResult; | |
import org.openjdk.jmh.results.Result; | |
import org.openjdk.jmh.results.ScalarResult; | |
import org.openjdk.jmh.util.HashMultiset; | |
import org.openjdk.jmh.util.Multiset; | |
/** | |
* https://cruftex.net/2017/03/28/The-6-Memory-Metrics-You-Should-Track-in-Your-Java-Benchmarks.html | |
* https://github.com/cache2k/cache2k-benchmark/blob/094baada3248f2ac759bd0803b74d6dc77f33274/jmh-suite/src/main/java/org/cache2k/benchmark/jmh/GcProfiler.java | |
* | |
* <b>NOTE</b>: since java9 you must add this argument to allow jdk.management access | |
* <pre> | |
* --add-opens jdk.management/com.sun.management.internal=ALL-UNNAMED | |
* </pre> | |
* | |
* TODO configure stats enum using benchmark params | |
*/ | |
public class GcProfiler implements InternalProfiler { | |
static final String PREFIX = "mem."; | |
enum Metric {ALLOC, COLLECT, POOLS} | |
private EnumSet<Metric> stats = EnumSet.of(Metric.ALLOC); | |
private @Nullable MyHook hook; | |
private long beforeT; | |
private long beforeGcTime; | |
private long beforeGcCount; | |
private HotspotAllocationSnapshot beforeAlloc; | |
@Override public String getDescription() { return "GC profiling via standard MBeans";} | |
@Override | |
public void beforeIteration(BenchmarkParams benchmarkParams, IterationParams iterationParams) { | |
if (stats.contains(Metric.POOLS)) installHooks(); | |
long gcTime = 0, gcCount = 0; | |
for (GarbageCollectorMXBean bean : ManagementFactory.getGarbageCollectorMXBeans()) { | |
gcTime += bean.getCollectionTime(); gcCount += bean.getCollectionCount(); | |
} | |
this.beforeT = System.nanoTime(); | |
this.beforeGcTime = gcTime; | |
this.beforeGcCount = gcCount; | |
this.beforeAlloc = HotspotAllocationSnapshot.create(); | |
} | |
@Override | |
public Collection<? extends Result> afterIteration(BenchmarkParams bParams, IterationParams iParams, | |
IterationResult iResult) { | |
try { Thread.sleep(500);} catch (InterruptedException ignore) {} | |
long afterT = System.nanoTime(); | |
@Nullable MyHook pool = stats.contains(Metric.POOLS) ? uninstallHooks() : null; | |
HotspotAllocationSnapshot newSnapshot = HotspotAllocationSnapshot.create(); | |
long gcTime = 0, gcCount = 0; | |
for (GarbageCollectorMXBean bean : ManagementFactory.getGarbageCollectorMXBeans()) { | |
gcCount += bean.getCollectionCount(); | |
gcTime += bean.getCollectionTime(); | |
} | |
Stream.Builder<Result> results = Stream.builder(); | |
if (stats.contains(Metric.ALLOC)) { | |
if (beforeAlloc == HotspotAllocationSnapshot.EMPTY) { | |
results.add(new ScalarResult(PREFIX + "alloc.rate", NaN, "MB/sec", AVG)); | |
results.add(new ScalarResult(PREFIX + "alloc.norm", NaN, "B/op", AVG)); | |
} else { | |
long alloc = newSnapshot.subtract(beforeAlloc); | |
long allOps = iResult.getMetadata().getAllOps(); | |
double rate = afterT == beforeT ? NaN : | |
1.0 * alloc / 1024 / 1024 * SECONDS.toNanos(1) / (afterT - beforeT); | |
double norm = alloc == 0 ? 0 : allOps != 0 ? 1.0 * alloc / allOps : NaN; | |
results.add(new ScalarResult(PREFIX + "alloc.rate", rate, "MB/sec", AVG)); | |
results.add(new ScalarResult(PREFIX + "alloc.norm", norm, "B/op", AVG)); | |
} | |
} | |
if (stats.contains(Metric.COLLECT)) { | |
results.add(new ScalarResult(PREFIX + "collect.count", gcCount - beforeGcCount, "counts", SUM)); | |
results.add(new ScalarResult(PREFIX + "collect.time", gcTime - beforeGcTime, "ms", SUM)); | |
} | |
if (pool != null) { | |
for (String space : pool.usedDiffByPool.keys()) { | |
String name = space.replaceAll(" ", "_"); | |
double rate = afterT == beforeT ? NaN : | |
1.0 * pool.usedDiffByPool.count(space) * SECONDS.toNanos(1) / (afterT - beforeT) / 1024 / 1024; | |
double norm = 1.0 * pool.usedDiffByPool.count(space) / iResult.getMetadata().getAllOps(); | |
results.add(new ScalarResult(PREFIX + "pool." + name + ".rate", rate, "MB/sec", AVG)); | |
results.add(new ScalarResult(PREFIX + "pool." + name + ".norm", norm, "B/op", AVG)); | |
} | |
if (!pool.usedAfterGc.isEmpty()) { | |
Collections.sort(pool.usedAfterGc); | |
long maxUag = pool.usedAfterGc.get(pool.usedAfterGc.size() - 1); | |
results.add(new ScalarResult(PREFIX + "pool.all.maxUsed", maxUag, "bytes", MAX)); | |
} | |
if (!pool.committedAfterGc.isEmpty()) { | |
Collections.sort(pool.committedAfterGc); | |
long maxCag = pool.committedAfterGc.get(pool.committedAfterGc.size() - 1); | |
results.add(new ScalarResult(PREFIX + "pool.all.maxCommitted", maxCag, "bytes", MAX)); | |
} | |
} | |
return results.build().collect(Collectors.toList()); | |
} | |
private synchronized void installHooks() { | |
if (hook != null) throw new IllegalStateException("hook already installed"); | |
MyHook hook = (this.hook = new MyHook()); | |
for (GarbageCollectorMXBean bean : ManagementFactory.getGarbageCollectorMXBeans()) { | |
((NotificationEmitter) bean).addNotificationListener(hook, null, null); | |
} | |
} | |
private synchronized MyHook uninstallHooks() { | |
if (hook == null) throw new IllegalStateException("hook already uninstalled or never installed"); | |
MyHook hook = this.hook; this.hook = null; | |
for (GarbageCollectorMXBean bean : ManagementFactory.getGarbageCollectorMXBeans()) { | |
try { | |
((NotificationEmitter) bean).removeNotificationListener(hook); | |
} catch (ListenerNotFoundException ignore) {} | |
} | |
return hook; | |
} | |
static class HotspotAllocationSnapshot { | |
public final static HotspotAllocationSnapshot EMPTY = new HotspotAllocationSnapshot(new long[0], new long[0]); | |
private static volatile Method GET_THREAD_ALLOCATED_BYTES; | |
private static volatile boolean allocationNotAvailable; | |
private final long[] threadIds; | |
private final long[] allocatedBytes; | |
private HotspotAllocationSnapshot(long[] threadIds, long[] allocatedBytes) { | |
this.threadIds = threadIds; | |
this.allocatedBytes = allocatedBytes; | |
} | |
/** | |
* Takes a snapshot of thread allocation counters. | |
* The method might allocate, however it is assumed that allocations made by "current thread" will | |
* be excluded from the result while performing {@link HotspotAllocationSnapshot#subtract(HotspotAllocationSnapshot)} | |
* | |
* @return snapshot of thread allocation counters | |
*/ | |
public static HotspotAllocationSnapshot create() { | |
Method getBytes = getAllocatedBytesGetter(); | |
if (getBytes == null) return HotspotAllocationSnapshot.EMPTY; | |
try { | |
ThreadMXBean threadMXBean = ManagementFactory.getThreadMXBean(); | |
long[] threadIds = threadMXBean.getAllThreadIds(); | |
long[] allocatedBytes = (long[]) getBytes.invoke(threadMXBean, (Object) threadIds); | |
return new HotspotAllocationSnapshot(threadIds, allocatedBytes); | |
} catch (IllegalAccessException | InvocationTargetException ignore) {} | |
return HotspotAllocationSnapshot.EMPTY; | |
} | |
/** | |
* Estimates allocated bytes based on two snapshots. | |
* The problem is threads can come and go while performing the benchmark, | |
* thus we would miss allocations made in a thread that was created and died between the snapshots. | |
* <p/> | |
* <p>Current thread is intentionally excluded since it believed to execute jmh infrastructure code only. | |
* | |
* @return estimated number of allocated bytes between profiler calls | |
*/ | |
public long subtract(HotspotAllocationSnapshot other) { | |
HashMap<Long, Integer> prevIndex = new HashMap<>(); | |
for (int i = 0; i < other.threadIds.length; i++) { | |
long id = other.threadIds[i]; | |
prevIndex.put(id, i); | |
} | |
long currentThreadId = Thread.currentThread().getId(); | |
long allocated = 0; | |
for (int i = 0; i < threadIds.length; i++) { | |
long id = threadIds[i]; | |
if (id == currentThreadId) { | |
continue; | |
} | |
allocated += allocatedBytes[i]; | |
Integer prev = prevIndex.get(id); | |
if (prev != null) { | |
allocated -= other.allocatedBytes[prev]; | |
} | |
} | |
return allocated; | |
} | |
private static Method getAllocatedBytesGetter() { | |
Method getBytes = GET_THREAD_ALLOCATED_BYTES; | |
if (getBytes != null || allocationNotAvailable) { | |
return getBytes; | |
} | |
ThreadMXBean threadMXBean = ManagementFactory.getThreadMXBean(); | |
try { | |
getBytes = threadMXBean.getClass().getMethod("getThreadAllocatedBytes", long[].class); | |
getBytes.setAccessible(true); | |
} catch (Throwable e) { // To avoid jmh failure in case of incompatible JDK and/or inaccessible method | |
getBytes = null; | |
allocationNotAvailable = true; | |
System.out.println("Allocation profiling is not available: " + e.getMessage()); | |
} | |
GET_THREAD_ALLOCATED_BYTES = getBytes; | |
return getBytes; | |
} | |
} | |
private static class MyHook implements NotificationListener { | |
final Class<?> infoType; | |
final Object GC_TYPE; | |
final Method infoMethod; | |
final Method getGcInfo; | |
final Method memoryUsageBeforeGc; | |
final Method memoryUsageAfterGc; | |
final Multiset<String> usedDiffByPool = new HashMultiset<>(); | |
final List<Long> usedAfterGc = Collections.synchronizedList(new ArrayList<>()); | |
final List<Long> committedAfterGc = Collections.synchronizedList(new ArrayList<>()); | |
public MyHook() { | |
try { | |
infoType = Class.forName("com.sun.management.GarbageCollectionNotificationInfo"); | |
GC_TYPE = infoType.getField("GARBAGE_COLLECTION_NOTIFICATION").get(null); | |
infoMethod = infoType.getMethod("from", CompositeData.class); | |
getGcInfo = infoType.getMethod("getGcInfo"); | |
memoryUsageBeforeGc = getGcInfo.getReturnType().getMethod("getMemoryUsageBeforeGc"); | |
memoryUsageAfterGc = getGcInfo.getReturnType().getMethod("getMemoryUsageAfterGc"); | |
} catch (ReflectiveOperationException e) { | |
throw new RuntimeException("unexpected reflection error, maybe a non sun friendly jdk?", e); | |
} | |
} | |
@Override public void handleNotification(Notification n, Object o) { | |
if (!n.getType().equals(GC_TYPE)) return; | |
try { | |
Object gc = getGcInfo.invoke(infoMethod.invoke(null, n.getUserData())); | |
@SuppressWarnings("unchecked") Map<String, MemoryUsage> mapBefore = | |
(Map<String, MemoryUsage>) memoryUsageBeforeGc.invoke(gc); | |
@SuppressWarnings("unchecked") Map<String, MemoryUsage> mapAfter = | |
(Map<String, MemoryUsage>) memoryUsageAfterGc.invoke(gc); | |
long committed = 0, used = 0; | |
for (Map.Entry<String, MemoryUsage> entry : mapAfter.entrySet()) { | |
String name = entry.getKey(); | |
MemoryUsage after = entry.getValue(); | |
committed += after.getCommitted(); | |
used += after.getUsed(); | |
MemoryUsage before = mapBefore.get(name); | |
usedDiffByPool.add(name, before.getUsed() - after.getUsed()); | |
} | |
usedAfterGc.add(used); | |
committedAfterGc.add(committed); | |
} catch (IllegalAccessException | InvocationTargetException ignore) {} | |
} | |
} | |
} |
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