第一次Java循环运行时,为什么?[Sun HotSpot 1.5,sparc]

Ada*_*son 11 java performance jvm-hotspot microbenchmark

在对Solaris SPARC盒子上的一些Java代码进行基准测试时,我注意到我第一次调用基准测试函数时,它运行得很慢(10倍差异):

  • 首先| 1 | 25295.979毫秒
  • 第二| 1 | 2256.990毫秒
  • 第三| 1 | 2250.575毫秒

为什么是这样?我怀疑是JIT编译器,有没有办法验证这个?

编辑:根据一些答案,我想澄清一下,这段代码是最简单的测试案例,我可以找到展示这种行为.所以我的目标不是让它快速运行,而是要了解发生了什么,所以我可以在我真正的基准测试中避免它.

解决: Tom Hawtin正确地指出我的"慢"时间实际上是合理的.根据这一观察,我将调试器附加到Java进程.在第一个中,内循环看起来像这样:

0xf9037218:     cmp      %l0, 100
0xf903721c:     bge,pn   %icc,0xf90371f4        ! 0xf90371f4
0xf9037220:     nop
0xf9037224:     ld       [%l3 + 92], %l2
0xf9037228:     ld       [%l2 + 8], %l6
0xf903722c:     add      %l6, 1, %l5
0xf9037230:     st       %l5, [%l2 + 8]
0xf9037234:     inc      %l0
0xf9037238:     ld       [%l1], %g0
0xf903723c:     ba,pt    %icc,0xf9037218        ! 0xf9037218
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在接下来的迭代中,循环如下所示:

0xf90377d4:     sub      %l2, %l0, %l3
0xf90377d8:     add      %l3, %l0, %l2
0xf90377dc:     add      %l2, 1, %l4
0xf90377e0:     inc      %l0
0xf90377e4:     cmp      %l0, 100
0xf90377e8:     bl,pn    %icc,0xf90377d8        ! 0xf90377d8
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因此,HotSpot从内部循环中删除了内存访问,将其加速了一个数量级.

经验教训:做数学!我应该自己完成汤姆的计算.

基准Java代码:

    private int counter;
    private int nThreads;

    private void measure(String tag) throws Exception {
            MyThread threads[] = new MyThread[nThreads];
            int i;

            counter = 0;

            for (i = 0; i < nThreads; i++)
                    threads[i] = new MyThread();

            long start = System.nanoTime();

            for (i = 0; i < nThreads; i++)
                    threads[i].start();

            for (i = 0; i < nThreads; i++)
                    threads[i].join();

            if (tag != null)
                    System.out.format("%-20s | %-2d | %.3f ms \n", tag, nThreads,
                                     new Double((System.nanoTime() - start) / 1000000.0));
    }
    public MyBench() {
            try {
                    this.nThreads = 1;
                    measure("First");
                    measure("Second");
                    measure("Third");
            } catch (Exception e) {
                    System.out.println("Error: " + e);
            }
    }

    private class MyThread extends Thread {
            public void run() {
                    while (counter < 10000000) {
                            // work
                            for (int j = 0; j < 100; j++)
                                    counter++;
                            counter -= 99;
                    }
            }
    }
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Tom*_*ine 8

一些丑陋,不切实际的代码(微基准测试的东西):

                while (counter < 10000000) {
                        // work
                        for (int j = 0; j < 100; j++)
                                counter++;
                        counter -= 99;
                }
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那么这是做什么以及它应该有多快.

内部循环递增计数器100次,然后计数器递减99.因此增量为1.注意计数器是外部类的成员变量,因此有一些开销.然后运行10,000,000次.因此内循环运行1,000,000,000次.

使用to accessor方法的循环,称之为25个循环.1 GHz时1,000,000,000次,可提供25秒.

嘿,我们预测了时间.慢的时候很快.快速时间是在基准以某种方式被打破之后 - 一次迭代2.5个周期?使用-server可能会发现它变得更加愚蠢.


Esk*_*ola 5

可能是本地方法的类加载或动态链接.如果使用以下JVM参数运行Java(请参阅此处获取完整列表),它将打印有关花费时间的信息:

-verbose:class -verbose:jni -verbose:gc -XX:+PrintCompilation

要确切了解每个measure()调用的开始和结束位置,请在这些方法之间添加一些新类的初始化作为标记,以便-verbose:class显示日志中加载标记类的位置.有关类似的测量,请参阅此答案.

为了确切了解代码的作用,我将其修改为:

public MyBench() {
    try {
        this.nThreads = 1;
        new Mark1();
        measure("First");
        new Mark2();
        measure("Second");
        new Mark3();
        measure("Third");
        new Mark4();
    } catch (Exception e) {
        System.out.println("Error: " + e);
    }
}

private static class Mark1 {
}
private static class Mark2 {
}
private static class Mark3 {
}
private static class Mark4 {
}
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然后通过查看JVM何时加载了Mark1等类,这里是结果.

在第一次调用measure()期间,总共加载了85个类,11个本机方法被动态链接,5个方法被JIT编译:

[Loaded MyBench$Mark1 from file:/D:/DEVEL/Test/classes/]
[Loaded java.net.InetSocketAddress from shared objects file]
[Loaded java.net.InetAddress from shared objects file]
[Loaded MyBench$MyThread from file:/D:/DEVEL/Test/classes/]
[Loaded sun.security.action.GetBooleanAction from shared objects file]
[Dynamic-linking native method java.net.InetAddress.init ... JNI]
[Loaded java.net.InetAddress$Cache from shared objects file]
[Loaded java.lang.Enum from shared objects file]
[Loaded java.net.InetAddress$Cache$Type from shared objects file]
[Loaded java.net.InetAddressImplFactory from shared objects file]
[Dynamic-linking native method java.net.InetAddressImplFactory.isIPv6Supported ... JNI]
 22       MyBench::access$508 (12 bytes)
[Loaded java.net.InetAddressImpl from shared objects file]
[Loaded java.net.Inet4AddressImpl from shared objects file  1%      MyBench$MyThread::run @ 14 (48 bytes)
]
[Loaded sun.net.spi.nameservice.NameService from shared objects file]
[Loaded java.net.InetAddress$1 from shared objects file]
[Loaded java.net.Inet4Address from shared objects file]
[Dynamic-linking native method java.net.Inet4Address.init ... JNI]
[Dynamic-linking native method java.net.PlainSocketImpl.socketCreate ... JNI]
[Dynamic-linking native method java.net.PlainSocketImpl.socketBind ... JNI]
[Dynamic-linking native method java.net.PlainSocketImpl.socketListen ... JNI]
[Loaded java.net.Socket from shared objects file]
[Dynamic-linking native method java.net.PlainSocketImpl.socketAccept ... JNI]
[Loaded java.lang.Integer$IntegerCache from shared objects file]
[Loaded java.util.Formatter from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded java.util.regex.Pattern$6 from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded java.text.DecimalFormatSymbols from shared objects file]
[Loaded java.util.spi.LocaleServiceProvider from shared objects file]
[Loaded java.text.spi.DecimalFormatSymbolsProvider from shared objects file]
[Loaded sun.util.LocaleServiceProviderPool from shared objects file]
[Loaded java.util.LinkedHashSet from shared objects file]
[Loaded sun.util.LocaleServiceProviderPool$1 from shared objects file]
[Loaded java.util.ServiceLoader from shared objects file]
[Loaded java.util.ServiceLoader$LazyIterator from shared objects file]
[Loaded java.util.ServiceLoader$1 from shared objects file]
[Loaded java.util.HashMap$EntrySet from shared objects file]
[Loaded java.util.LinkedHashMap$LinkedHashIterator from shared objects file]
[Loaded java.util.LinkedHashMap$EntryIterator from shared objects file]
[Loaded sun.misc.Launcher$1 from shared objects file]
 23  !    java.io.BufferedReader::readLine (304 bytes)
[Loaded sun.misc.Launcher$2 from shared objects file]
[Loaded sun.misc.URLClassPath$2 from shared objects file]
[Loaded java.lang.ClassLoader$2 from shared objects file]
[Loaded sun.misc.URLClassPath$1 from shared objects file]
[Loaded java.net.URLClassLoader$3 from shared objects file]
[Loaded sun.misc.CompoundEnumeration from shared objects file]
 24       sun.nio.cs.UTF_8$Decoder::decodeArrayLoop (553 bytes)
[Loaded java.io.FileNotFoundException from shared objects file]
[Loaded java.net.URLClassLoader$3$1 from shared objects file]
[Dynamic-linking native method java.security.AccessController.doPrivileged ... JNI]
[Loaded sun.util.resources.LocaleData from shared objects file]
[Loaded sun.util.resources.LocaleData$1 from shared objects file]
[Loaded java.util.ResourceBundle$Control from shared objects file]
[Loaded sun.util.resources.LocaleData$LocaleDataResourceBundleControl from shared objects file]
[Loaded java.util.Arrays$ArrayList from shared objects file]
[Loaded java.util.Collections$UnmodifiableCollection from shared objects file]
 25       java.lang.String::startsWith (78 bytes)
[Loaded java.util.Collections$UnmodifiableList from shared objects file]
[Loaded java.util.Collections$UnmodifiableRandomAccessList from shared objects file]
[Loaded java.util.ResourceBundle from shared objects file]
[Loaded java.util.ResourceBundle$1 from shared objects file]
[Dynamic-linking native method java.util.ResourceBundle.getClassContext ... JNI]
[Loaded java.util.ResourceBundle$RBClassLoader from shared objects file]
[Loaded java.util.ResourceBundle$RBClassLoader$1 from shared objects file]
[Loaded java.util.ResourceBundle$CacheKey from shared objects file]
[Loaded java.util.ResourceBundle$CacheKeyReference from shared objects file]
[Loaded java.util.ResourceBundle$LoaderReference from shared objects file]
[Loaded java.util.ResourceBundle$SingleFormatControl from shared objects file]
[Loaded sun.util.LocaleDataMetaInfo from shared objects file]
[Loaded java.util.AbstractList$Itr from shared objects file]
[Loaded java.util.ListResourceBundle from shared objects file]
[Loaded sun.text.resources.FormatData from shared objects file]
[Dynamic-linking native method java.lang.Class.isAssignableFrom ... JNI]
[Loaded java.util.ResourceBundle$BundleReference from shared objects file]
[Loaded sun.text.resources.FormatData_fi from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded sun.text.resources.FormatData_fi_FI from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded java.util.Currency from shared objects file]
[Loaded java.util.Currency$1 from shared objects file]
[Loaded java.util.CurrencyData from shared objects file]
[Loaded sun.reflect.UnsafeFieldAccessorFactory from shared objects file]
[Loaded sun.reflect.UnsafeQualifiedStaticFieldAccessorImpl from shared objects file]
[Loaded sun.reflect.UnsafeQualifiedStaticObjectFieldAccessorImpl from shared objects file]
[Loaded java.util.spi.CurrencyNameProvider from shared objects file]
[Loaded sun.util.resources.OpenListResourceBundle from shared objects file]
[Loaded sun.util.resources.LocaleNamesBundle from shared objects file]
[Loaded sun.util.resources.CurrencyNames from shared objects file]
[Loaded sun.util.resources.CurrencyNames_fi_FI from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded java.util.regex.MatchResult from shared objects file]
[Loaded java.util.regex.Matcher from shared objects file]
[Loaded java.util.regex.ASCII from shared objects file]
[Loaded java.util.Formatter$FormatString from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded java.util.Formatter$FormatSpecifier from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded java.util.Formatter$Flags from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded java.util.Formatter$Conversion from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded java.util.Formatter$FixedString from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded java.util.Formattable from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Dynamic-linking native method java.io.FileOutputStream.writeBytes ... JNI]
First                | 1  | [Loaded sun.misc.FormattedFloatingDecimal from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded sun.misc.FormattedFloatingDecimal$1 from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded sun.misc.FormattedFloatingDecimal$Form from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
[Loaded sun.misc.FormattedFloatingDecimal$2 from C:\Program Files\Java\jdk1.6.0_11\jre\lib\rt.jar]
2072,825 ms 
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在第二次调用期间,只有一个方法是JIT编译的:

[Loaded MyBench$Mark2 from file:/D:/DEVEL/Test/classes/]
 26       MyBench$MyThread::run (48 bytes)
Second               | 1  | 2058,669 ms 
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在第三次通话期间,没有其他工作发生:

[Loaded MyBench$Mark3 from file:/D:/DEVEL/Test/classes/]
Third                | 1  | 2093,659 ms 
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这是在Windows上使用jdk1.6.0_11运行的,因此您的系统可能会做一些不同的事情.例如,动态方法的这些链接中的一个可能在您的系统上异常缓慢.或者然后所有类加载都比较慢.尝试查看日志,是否存在异常长的暂停,或者所有这些操作是否同样缓慢.