JVM JIT方法重新计算纯方法

Alb*_*ymk 7 java assembly jit jvm jmh

使用jmh对以下Java代码进行基准测试:

interface MyInterface {
    public int test(int i);
}

class A implements MyInterface {
    public int test(int i) {
        return (int)Math.sin(Math.cos(i));
    }
}

@State(Scope.Thread)
public class MyBenchmark {
    public MyInterface inter;

    @Setup(Level.Trial)
    public void init() {
        inter = new A();
    }

    @Benchmark
    public void testMethod(Blackhole sink) {
        int[] res = new int[2];
        res[0] = inter.test(1);
        res[1] = inter.test(1);
        sink.consume(res);
    }
}
Run Code Online (Sandbox Code Playgroud)

使用mvn package && java -XX:-UseCompressedOops -XX:CompileCommand='print, *.testMethod' -jar target/benchmarks.jar -wi 10 -i 1 -f 1,我是能够得到大会,如果我们着眼于从C2的一个(如下图所示),我们可以看到,无论是cossin被调用两次.

ImmutableOopMap{}pc offsets: 796 812 828 Compiled method (c2)     402  563       4       org.sample.MyBenchmark::testMethod (42 bytes)
 total in heap  [0x00007efd3d74fb90,0x00007efd3d7503a0] = 2064
 relocation     [0x00007efd3d74fcd0,0x00007efd3d74fd08] = 56
 constants      [0x00007efd3d74fd20,0x00007efd3d74fd40] = 32
 main code      [0x00007efd3d74fd40,0x00007efd3d750040] = 768
 stub code      [0x00007efd3d750040,0x00007efd3d750068] = 40
 oops           [0x00007efd3d750068,0x00007efd3d750070] = 8
 metadata       [0x00007efd3d750070,0x00007efd3d750080] = 16
 scopes data    [0x00007efd3d750080,0x00007efd3d750108] = 136
 scopes pcs     [0x00007efd3d750108,0x00007efd3d750358] = 592
 dependencies   [0x00007efd3d750358,0x00007efd3d750360] = 8
 handler table  [0x00007efd3d750360,0x00007efd3d750390] = 48
 nul chk table  [0x00007efd3d750390,0x00007efd3d7503a0] = 16
----------------------------------------------------------------------
org/sample/MyBenchmark.testMethod(Lorg/openjdk/jmh/infra/Blackhole;)V  [0x00007efd3d74fd40, 0x00007efd3d750068]  808 bytes
[Constants]
  0x00007efd3d74fd20 (offset:    0): 0x00000000   0x3ff0000000000000
  0x00007efd3d74fd24 (offset:    4): 0x3ff00000
  0x00007efd3d74fd28 (offset:    8): 0xf4f4f4f4   0xf4f4f4f4f4f4f4f4
  0x00007efd3d74fd2c (offset:   12): 0xf4f4f4f4
  0x00007efd3d74fd30 (offset:   16): 0xf4f4f4f4   0xf4f4f4f4f4f4f4f4
  0x00007efd3d74fd34 (offset:   20): 0xf4f4f4f4
  0x00007efd3d74fd38 (offset:   24): 0xf4f4f4f4   0xf4f4f4f4f4f4f4f4
  0x00007efd3d74fd3c (offset:   28): 0xf4f4f4f4
Argument 0 is unknown.RIP: 0x7efd3d74fd40 Code size: 0x00000328
[Entry Point]
  # {method} {0x00007efd35857f08} 'testMethod' '(Lorg/openjdk/jmh/infra/Blackhole;)V' in 'org/sample/MyBenchmark'
  # this:     rsi:rsi   = 'org/sample/MyBenchmark'
  # parm0:    rdx:rdx   = 'org/openjdk/jmh/infra/Blackhole'
  #           [sp+0x30]  (sp of caller)
  0x00007efd3d74fd40: cmp     0x8(%rsi),%rax    ;   {no_reloc}
  0x00007efd3d74fd44: jne     0x7efd35c99c60    ;   {runtime_call ic_miss_stub}
  0x00007efd3d74fd4a: nop
  0x00007efd3d74fd4c: nopl    0x0(%rax)
[Verified Entry Point]
  0x00007efd3d74fd50: mov     %eax,0xfffffffffffec000(%rsp)
  0x00007efd3d74fd57: push    %rbp
  0x00007efd3d74fd58: sub     $0x20,%rsp        ;*synchronization entry
                                                ; - org.sample.MyBenchmark::testMethod@-1 (line 64)

  0x00007efd3d74fd5c: mov     %rdx,(%rsp)
  0x00007efd3d74fd60: mov     %rsi,%rbp
  0x00007efd3d74fd63: mov     0x60(%r15),%rbx
  0x00007efd3d74fd67: mov     %rbx,%r10
  0x00007efd3d74fd6a: add     $0x1a8,%r10
  0x00007efd3d74fd71: cmp     0x70(%r15),%r10
  0x00007efd3d74fd75: jnb     0x7efd3d74ffcc
  0x00007efd3d74fd7b: mov     %r10,0x60(%r15)
  0x00007efd3d74fd7f: prefetchnta 0xc0(%r10)
  0x00007efd3d74fd87: movq    $0x1,(%rbx)
  0x00007efd3d74fd8e: prefetchnta 0x100(%r10)
  0x00007efd3d74fd96: mov     %rbx,%rdi
  0x00007efd3d74fd99: add     $0x18,%rdi
  0x00007efd3d74fd9d: prefetchnta 0x140(%r10)
  0x00007efd3d74fda5: prefetchnta 0x180(%r10)
  0x00007efd3d74fdad: movabs  $0x7efd350d9b38,%r10  ;   {metadata({type array int})}
  0x00007efd3d74fdb7: mov     %r10,0x8(%rbx)
  0x00007efd3d74fdbb: movl    $0x64,0x10(%rbx)
  0x00007efd3d74fdc2: mov     $0x32,%ecx
  0x00007efd3d74fdc7: xor     %rax,%rax
  0x00007efd3d74fdca: shl     $0x3,%rcx
  0x00007efd3d74fdce: rep stosb (%rdi)          ;*newarray {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@4 (line 65)

  0x00007efd3d74fdd1: mov     0x10(%rbp),%r10   ;*getfield inter {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@20 (line 67)

  0x00007efd3d74fdd5: mov     0x8(%r10),%r10    ; implicit exception: dispatches to 0x00007efd3d74fffd
  0x00007efd3d74fdd9: movabs  $0x7efd3587f8c8,%r11  ;   {metadata('org/sample/A')}
  0x00007efd3d74fde3: cmp     %r11,%r10
  0x00007efd3d74fde6: jne     0x7efd3d74fffd    ;*synchronization entry
                                                ; - org.sample.A::test@-1 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fdec: vmovsd  0xffffff2c(%rip),%xmm0  ;   {section_word}
  0x00007efd3d74fdf4: vmovq   %xmm0,%r13
  0x00007efd3d74fdf9: movabs  $0x7efd35c53b33,%r10
  0x00007efd3d74fe03: callq   %r10              ;*invokestatic cos {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@2 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fe06: movabs  $0x7efd35c5349c,%r10
  0x00007efd3d74fe10: callq   %r10              ;*invokestatic sin {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@5 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fe13: vcvttsd2si %xmm0,%r11d
  0x00007efd3d74fe17: cmp     $0x80000000,%r11d
  0x00007efd3d74fe1e: jne     0x7efd3d74fe30
  0x00007efd3d74fe20: sub     $0x8,%rsp
  0x00007efd3d74fe24: vmovsd  %xmm0,(%rsp)
  0x00007efd3d74fe29: callq   0x7efd35ca745b    ;   {runtime_call StubRoutines (2)}
  0x00007efd3d74fe2e: pop     %r11
  0x00007efd3d74fe30: mov     %r11d,0x18(%rbx)  ;*iastore {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@29 (line 67)

  0x00007efd3d74fe34: mov     $0x1,%ebp
  0x00007efd3d74fe39: jmp     0x7efd3d74fe43
  0x00007efd3d74fe3b: nopl    0x0(%rax,%rax)
  0x00007efd3d74fe40: mov     %r11d,%ebp        ;*synchronization entry
                                                ; - org.sample.A::test@-1 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fe43: vmovq   %r13,%xmm0
  0x00007efd3d74fe48: movabs  $0x7efd35c53b33,%r10
  0x00007efd3d74fe52: callq   %r10              ;*invokestatic cos {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@2 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fe55: movabs  $0x7efd35c5349c,%r10
  0x00007efd3d74fe5f: callq   %r10              ;*invokestatic sin {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@5 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fe62: vcvttsd2si %xmm0,%r11d
  0x00007efd3d74fe66: cmp     $0x80000000,%r11d
  0x00007efd3d74fe6d: jne     0x7efd3d74fe7f
  0x00007efd3d74fe6f: sub     $0x8,%rsp
  0x00007efd3d74fe73: vmovsd  %xmm0,(%rsp)
  0x00007efd3d74fe78: callq   0x7efd35ca745b    ;   {runtime_call StubRoutines (2)}
  0x00007efd3d74fe7d: pop     %r11
  0x00007efd3d74fe7f: mov     %r11d,0x18(%rbx,%rbp,4)  ;*synchronization entry
                                                ; - org.sample.A::test@-1 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fe84: vmovq   %r13,%xmm0
  0x00007efd3d74fe89: movabs  $0x7efd35c53b33,%r10
  0x00007efd3d74fe93: callq   %r10              ;*invokestatic cos {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@2 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fe96: movabs  $0x7efd35c5349c,%r10
  0x00007efd3d74fea0: callq   %r10              ;*invokestatic sin {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@5 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fea3: vcvttsd2si %xmm0,%r11d
  0x00007efd3d74fea7: cmp     $0x80000000,%r11d
  0x00007efd3d74feae: jne     0x7efd3d74fec0
  0x00007efd3d74feb0: sub     $0x8,%rsp
  0x00007efd3d74feb4: vmovsd  %xmm0,(%rsp)
  0x00007efd3d74feb9: callq   0x7efd35ca745b    ;   {runtime_call StubRoutines (2)}
  0x00007efd3d74febe: pop     %r11
  0x00007efd3d74fec0: mov     %r11d,0x1c(%rbx,%rbp,4)  ;*synchronization entry
                                                ; - org.sample.A::test@-1 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fec5: vmovq   %r13,%xmm0
  0x00007efd3d74feca: movabs  $0x7efd35c53b33,%r10
  0x00007efd3d74fed4: callq   %r10              ;*invokestatic cos {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@2 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fed7: movabs  $0x7efd35c5349c,%r10
  0x00007efd3d74fee1: callq   %r10              ;*invokestatic sin {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@5 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74fee4: vcvttsd2si %xmm0,%r11d
  0x00007efd3d74fee8: cmp     $0x80000000,%r11d
  0x00007efd3d74feef: jne     0x7efd3d74ff01
  0x00007efd3d74fef1: sub     $0x8,%rsp
  0x00007efd3d74fef5: vmovsd  %xmm0,(%rsp)
  0x00007efd3d74fefa: callq   0x7efd35ca745b    ;   {runtime_call StubRoutines (2)}
  0x00007efd3d74feff: pop     %r11
  0x00007efd3d74ff01: mov     %r11d,0x20(%rbx,%rbp,4)  ;*synchronization entry
                                                ; - org.sample.A::test@-1 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74ff06: vmovq   %r13,%xmm0
  0x00007efd3d74ff0b: movabs  $0x7efd35c53b33,%r10
  0x00007efd3d74ff15: callq   %r10              ;*invokestatic cos {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@2 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74ff18: movabs  $0x7efd35c5349c,%r10
  0x00007efd3d74ff22: callq   %r10              ;*invokestatic sin {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@5 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74ff25: vcvttsd2si %xmm0,%r11d
  0x00007efd3d74ff29: cmp     $0x80000000,%r11d
  0x00007efd3d74ff30: jne     0x7efd3d74ff42
  0x00007efd3d74ff32: sub     $0x8,%rsp
  0x00007efd3d74ff36: vmovsd  %xmm0,(%rsp)
  0x00007efd3d74ff3b: callq   0x7efd35ca745b    ;   {runtime_call StubRoutines (2)}
  0x00007efd3d74ff40: pop     %r11
  0x00007efd3d74ff42: mov     %r11d,0x24(%rbx,%rbp,4)  ;*iastore {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@29 (line 67)

  0x00007efd3d74ff47: mov     %ebp,%r11d
  0x00007efd3d74ff4a: add     $0x4,%r11d        ;*iinc {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@30 (line 66)

  0x00007efd3d74ff4e: cmp     $0x61,%r11d
  0x00007efd3d74ff52: jl      0x7efd3d74fe40    ;*if_icmpge {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@13 (line 66)

  0x00007efd3d74ff58: cmp     $0x64,%r11d
  0x00007efd3d74ff5c: jnl     0x7efd3d74ffac
  0x00007efd3d74ff5e: add     $0x4,%ebp         ;*iinc {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@30 (line 66)

  0x00007efd3d74ff61: nop                       ;*synchronization entry
                                                ; - org.sample.A::test@-1 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74ff64: vmovq   %r13,%xmm0
  0x00007efd3d74ff69: movabs  $0x7efd35c53b33,%r10
  0x00007efd3d74ff73: callq   %r10              ;*invokestatic cos {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@2 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74ff76: movabs  $0x7efd35c5349c,%r10
  0x00007efd3d74ff80: callq   %r10              ;*invokestatic sin {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.A::test@5 (line 49)
                                                ; - org.sample.MyBenchmark::testMethod@24 (line 67)

  0x00007efd3d74ff83: vcvttsd2si %xmm0,%r10d
  0x00007efd3d74ff87: cmp     $0x80000000,%r10d
  0x00007efd3d74ff8e: jne     0x7efd3d74ffa0
  0x00007efd3d74ff90: sub     $0x8,%rsp
  0x00007efd3d74ff94: vmovsd  %xmm0,(%rsp)
  0x00007efd3d74ff99: callq   0x7efd35ca745b    ;   {runtime_call StubRoutines (2)}
  0x00007efd3d74ff9e: pop     %r10
  0x00007efd3d74ffa0: mov     %r10d,0x18(%rbx,%rbp,4)  ;*iastore {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@29 (line 67)

  0x00007efd3d74ffa5: incl    %ebp              ;*iinc {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@30 (line 66)

  0x00007efd3d74ffa7: cmp     $0x64,%ebp
  0x00007efd3d74ffaa: jl      0x7efd3d74ff64
  0x00007efd3d74ffac: mov     (%rsp),%rsi
  0x00007efd3d74ffb0: test    %rsi,%rsi
  0x00007efd3d74ffb3: je      0x7efd3d74ffe8    ;*if_icmpge {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@13 (line 66)

  0x00007efd3d74ffb5: mov     %rbx,%rdx
  0x00007efd3d74ffb8: nop
  0x00007efd3d74ffbb: callq   0x7efd362c50e0    ; ImmutableOopMap{}
                                                ;*invokevirtual consume {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@38 (line 69)
                                                ;   {optimized virtual_call}
  0x00007efd3d74ffc0: add     $0x20,%rsp
  0x00007efd3d74ffc4: pop     %rbp
  0x00007efd3d74ffc5: test    %eax,0x18f98035(%rip)  ;   {poll_return}
  0x00007efd3d74ffcb: retq
  0x00007efd3d74ffcc: mov     $0x64,%edx
  0x00007efd3d74ffd1: movabs  $0x7efd350d9b38,%rsi  ;   {metadata({type array int})}
  0x00007efd3d74ffdb: callq   0x7efd35d5fd60    ; ImmutableOopMap{rbp=Oop [0]=Oop }
                                                ;*newarray {reexecute=0 rethrow=0 return_oop=1}
                                                ; - org.sample.MyBenchmark::testMethod@4 (line 65)
                                                ;   {runtime_call _new_array_Java}
  0x00007efd3d74ffe0: mov     %rax,%rbx
  0x00007efd3d74ffe3: jmpq    0x7efd3d74fdd1
  0x00007efd3d74ffe8: mov     $0xfffffff6,%esi
  0x00007efd3d74ffed: mov     %rbx,%rbp
  0x00007efd3d74fff0: nop
  0x00007efd3d74fff3: callq   0x7efd35c9b560    ; ImmutableOopMap{rbp=Oop }
                                                ;*invokevirtual consume {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@38 (line 69)
                                                ;   {runtime_call UncommonTrapBlob}
  0x00007efd3d74fff8: callq   0x7efd55167aa0    ;   {runtime_call}
  0x00007efd3d74fffd: mov     $0xffffff86,%esi
  0x00007efd3d750002: mov     %rbx,0x8(%rsp)
  0x00007efd3d750007: callq   0x7efd35c9b560    ; ImmutableOopMap{rbp=Oop [0]=Oop [8]=Oop }
                                                ;*aload_3 {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@16 (line 67)
                                                ;   {runtime_call UncommonTrapBlob}
  0x00007efd3d75000c: callq   0x7efd55167aa0    ;*newarray {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@4 (line 65)
                                                ;   {runtime_call}
  0x00007efd3d750011: mov     %rax,%rsi
  0x00007efd3d750014: jmp     0x7efd3d750019
  0x00007efd3d750016: mov     %rax,%rsi         ;*invokevirtual consume {reexecute=0 rethrow=0 return_oop=0}
                                                ; - org.sample.MyBenchmark::testMethod@38 (line 69)

  0x00007efd3d750019: add     $0x20,%rsp
  0x00007efd3d75001d: pop     %rbp
  0x00007efd3d75001e: jmpq    0x7efd35d64160    ;   {runtime_call _rethrow_Java}
  0x00007efd3d750023: hlt
  0x00007efd3d750024: hlt
  0x00007efd3d750025: hlt
  0x00007efd3d750026: hlt
  0x00007efd3d750027: hlt
  0x00007efd3d750028: hlt
  0x00007efd3d750029: hlt
  0x00007efd3d75002a: hlt
  0x00007efd3d75002b: hlt
  0x00007efd3d75002c: hlt
  0x00007efd3d75002d: hlt
  0x00007efd3d75002e: hlt
  0x00007efd3d75002f: hlt
  0x00007efd3d750030: hlt
  0x00007efd3d750031: hlt
  0x00007efd3d750032: hlt
  0x00007efd3d750033: hlt
  0x00007efd3d750034: hlt
  0x00007efd3d750035: hlt
  0x00007efd3d750036: hlt
  0x00007efd3d750037: hlt
  0x00007efd3d750038: hlt
  0x00007efd3d750039: hlt
  0x00007efd3d75003a: hlt
  0x00007efd3d75003b: hlt
  0x00007efd3d75003c: hlt
  0x00007efd3d75003d: hlt
  0x00007efd3d75003e: hlt
  0x00007efd3d75003f: hlt
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我期待结果来自inter.test缓存或某种东西,以便inter.test(sin和cos)只被调用一次.我可以使用任何选项让JVM(JIT)这样做吗?或者是什么阻止JVM(JIT)看到该方法是纯粹的?

ENV:

$ java -version
openjdk version "9-internal"
OpenJDK Runtime Environment (build 9-internal+0-2016-04-14-195246.buildd.src)
OpenJDK 64-Bit Server VM (build 9-internal+0-2016-04-14-195246.buildd.src, mixed mode)
# jmh version
<jmh.version>1.19</jmh.version>
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Bee*_*ope 11

据我所知,HotSpot不能优化方法的冗余调用(即调用具有相同参数的纯方法),除非间接通过内联.

也就是说,如果在调用站点处全部内联对纯方法的冗余调用,则通过常规优化(例如CSE和GVN)间接地在内联代码中检测冗余,并且以这种方式,额外调用的成本通常消失.但是,如果没有内联方法,我认为JVM不会将它们标记为"纯",因此无法消除它们(例如,不像许多本机编译器那样).

仍然认为内联可以删除多余的调用,问题仍然存在:为什么不冗余Math.sinMath.cos调用内联并最终优化掉?

事实证明,Math.sin并且Math.cos,像MathJDK中的其他几个方法一样,特别是作为内部函数处理.下面你将详细了解Java 8和某些版本的Java 9中发生的情况.你展示的反汇编来自Java 9的更高版本,它以不同的方式处理这个问题,最后介绍了这一点.

在JVM中处理trig方法的方式很复杂.原则上,Math.sin并且Math.cos在x86上使用本机FP指令作为内在方法内联,但有一些警告.

您的基准测试中有许多无关紧要的因素会使分析变得更难,例如数组分配,调用Blackhole.consume,使用Math.sinMath.cos传递常量(这可能导致某些trig指令被完全优化),接口的使用和该接口A的实现等.

相反,让我们删除那个残余并将其缩小为更简单的版本,只Math.sin(x)使用相同的参数调用三次,并返回总和:

private double i = Math.PI / 4 - 0.01;

@Benchmark
public double testMethod() {
    double res0 = Math.sin(i);
    double res1 = Math.sin(i);
    double res2 = Math.sin(i);
    return res0 + res1 + res2;
}
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使用JHM args运行时,-bm avgt -tu ns -wi 5 -f 1 -i 5我得到大约40 ns/op,这是fsin现代x86硬件上单个调用的低端范围.我们来看看大会:

[Constants]
  0x00007ff2e4dbbd20 (offset:    0): 0x54442d18   0x3fe921fb54442d18
  0x00007ff2e4dbbd24 (offset:    4): 0x3fe921fb
  0x00007ff2e4dbbd28 (offset:    8): 0xf4f4f4f4   0xf4f4f4f4f4f4f4f4
  0x00007ff2e4dbbd2c (offset:   12): 0xf4f4f4f4
  0x00007ff2e4dbbd30 (offset:   16): 0xf4f4f4f4   0xf4f4f4f4f4f4f4f4
  0x00007ff2e4dbbd34 (offset:   20): 0xf4f4f4f4
  0x00007ff2e4dbbd38 (offset:   24): 0xf4f4f4f4   0xf4f4f4f4f4f4f4f4
  0x00007ff2e4dbbd3c (offset:   28): 0xf4f4f4f4
  (snip)
[Verified Entry Point]
  0x00007ff2e4dbbd50: sub     $0x28,%rsp
  0x00007ff2e4dbbd57: mov     %rbp,0x20(%rsp)   ;*synchronization entry
                                                ; - stackoverflow.TrigBench::testMethod@-1 (line 38)

  0x00007ff2e4dbbd5c: vmovsd  0x10(%rsi),%xmm2  ;*getfield i
                                                ; - stackoverflow.TrigBench::testMethod@1 (line 38)

  0x00007ff2e4dbbd61: vmovapd %xmm2,%xmm1
  0x00007ff2e4dbbd65: sub     $0x8,%rsp
  0x00007ff2e4dbbd69: vmovsd  %xmm1,(%rsp)
  0x00007ff2e4dbbd6e: fldl    (%rsp)
  0x00007ff2e4dbbd71: fsin
  0x00007ff2e4dbbd73: fstpl   (%rsp)
  0x00007ff2e4dbbd76: vmovsd  (%rsp),%xmm1
  0x00007ff2e4dbbd7b: add     $0x8,%rsp         ;*invokestatic sin
                                                ; - stackoverflow.TrigBench::testMethod@20 (line 40)

  0x00007ff2e4dbbd7f: vmovsd  0xffffff99(%rip),%xmm3  ;   {section_word}
  0x00007ff2e4dbbd87: vandpd  0xffe68411(%rip),%xmm2,%xmm0
                                                ;   {external_word}
  0x00007ff2e4dbbd8f: vucomisd %xmm0,%xmm3
  0x00007ff2e4dbbd93: jnb     0x7ff2e4dbbe4c
  0x00007ff2e4dbbd99: vmovq   %xmm3,%r13
  0x00007ff2e4dbbd9e: vmovq   %xmm1,%rbp
  0x00007ff2e4dbbda3: vmovq   %xmm2,%rbx
  0x00007ff2e4dbbda8: vmovapd %xmm2,%xmm0
  0x00007ff2e4dbbdac: movabs  $0x7ff2f9abaeec,%r10
  0x00007ff2e4dbbdb6: callq   %r10
  0x00007ff2e4dbbdb9: vmovq   %xmm0,%r14
  0x00007ff2e4dbbdbe: vmovq   %rbx,%xmm2
  0x00007ff2e4dbbdc3: vmovq   %rbp,%xmm1
  0x00007ff2e4dbbdc8: vmovq   %r13,%xmm3
  0x00007ff2e4dbbdcd: vandpd  0xffe683cb(%rip),%xmm2,%xmm0
                                                ;*invokestatic sin
                                                ; - stackoverflow.TrigBench::testMethod@4 (line 38)
                                                ;   {external_word}
  0x00007ff2e4dbbdd5: vucomisd %xmm0,%xmm3
  0x00007ff2e4dbbdd9: jnb     0x7ff2e4dbbe56
  0x00007ff2e4dbbddb: vmovq   %xmm3,%r13
  0x00007ff2e4dbbde0: vmovq   %xmm1,%rbp
  0x00007ff2e4dbbde5: vmovq   %xmm2,%rbx
  0x00007ff2e4dbbdea: vmovapd %xmm2,%xmm0
  0x00007ff2e4dbbdee: movabs  $0x7ff2f9abaeec,%r10
  0x00007ff2e4dbbdf8: callq   %r10
  0x00007ff2e4dbbdfb: vmovsd  %xmm0,(%rsp)
  0x00007ff2e4dbbe00: vmovq   %rbx,%xmm2
  0x00007ff2e4dbbe05: vmovq   %rbp,%xmm1
  0x00007ff2e4dbbe0a: vmovq   %r13,%xmm3        ;*invokestatic sin
                                                ; - stackoverflow.TrigBench::testMethod@12 (line 39)

  0x00007ff2e4dbbe0f: vandpd  0xffe68389(%rip),%xmm2,%xmm0
                                                ;*invokestatic sin
                                                ; - stackoverflow.TrigBench::testMethod@4 (line 38)
                                                ;   {external_word}
  0x00007ff2e4dbbe17: vucomisd %xmm0,%xmm3
  0x00007ff2e4dbbe1b: jnb     0x7ff2e4dbbe32
  0x00007ff2e4dbbe1d: vmovapd %xmm2,%xmm0
  0x00007ff2e4dbbe21: movabs  $0x7ff2f9abaeec,%r10
  0x00007ff2e4dbbe2b: callq   %r10
  0x00007ff2e4dbbe2e: vmovapd %xmm0,%xmm1       ;*invokestatic sin
                                                ; - stackoverflow.TrigBench::testMethod@20 (line 40)

  0x00007ff2e4dbbe32: vmovq   %r14,%xmm0
  0x00007ff2e4dbbe37: vaddsd  (%rsp),%xmm0,%xmm0
  0x00007ff2e4dbbe3c: vaddsd  %xmm0,%xmm1,%xmm0  ;*dadd
                                                ; - stackoverflow.TrigBench::testMethod@30 (line 41)

  0x00007ff2e4dbbe40: add     $0x20,%rsp
  0x00007ff2e4dbbe44: pop     %rbp
  0x00007ff2e4dbbe45: test    %eax,0x15f461b5(%rip)  ;   {poll_return}
  0x00007ff2e4dbbe4b: retq
  0x00007ff2e4dbbe4c: vmovq   %xmm1,%r14
  0x00007ff2e4dbbe51: jmpq    0x7ff2e4dbbdcd
  0x00007ff2e4dbbe56: vmovsd  %xmm1,(%rsp)
  0x00007ff2e4dbbe5b: jmp     0x7ff2e4dbbe0f
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在前面,我们看到生成的代码将字段加载i到x87 FP堆栈1并使用fsin指令进行计算Math.sin(i).


下一部分也很有趣:

  0x00007ff2e4dbbd7f: vmovsd  0xffffff99(%rip),%xmm3  ;   {section_word}
  0x00007ff2e4dbbd87: vandpd  0xffe68411(%rip),%xmm2,%xmm0
                                                ;   {external_word}
  0x00007ff2e4dbbd8f: vucomisd %xmm0,%xmm3
  0x00007ff2e4dbbd93: jnb     0x7ff2e4dbbe4c
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第一条指令是加载常量0x3fe921fb54442d18,0.785398...也就是说pi / 4.第二个是使用其他常vpand量值i.然后我们将pi / 4其与结果进行比较,vpand如果后者小于或等于前者,则跳转到某处.

咦?如果你按照跳转,有一系列(冗余)vpandpdvucomisd指令反对相同的值(并使用相同的常量vpand),这很快导致这个序列:

  0x00007ff2e4dbbe32: vmovq   %r14,%xmm0
  0x00007ff2e4dbbe37: vaddsd  (%rsp),%xmm0,%xmm0
  0x00007ff2e4dbbe3c: vaddsd  %xmm0,%xmm1,%xmm0  ;*dadd
  ...
  0x00007ff2e4dbbe4b: retq
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这简单地使从fsin调用返回的值(在各种跳转中r14[rsp]在各种跳转期间被隐藏)返回三倍.

所以我们在这里看到Math.sin(i),在"跳转"的情况下已经消除了两个冗余调用,尽管消除仍然明确地将所有值加在一起,好像它们是唯一的并且做了一堆冗余and和比较指令.

如果我们不进行跳转,我们会得到callq %r10您在反汇编中显示的相同行为.

这里发生了什么?


如果我们深入研究热点JVM源代码中inline_trig调用library_call.cpp,我们将找到启示.在这个方法的开头附近,我们看到了这一点(为简洁起见省略了一些代码):

  // Rounding required?  Check for argument reduction!
  if (Matcher::strict_fp_requires_explicit_rounding) {
    // (snip)

    // Pseudocode for sin:
    // if (x <= Math.PI / 4.0) {
    //   if (x >= -Math.PI / 4.0) return  fsin(x);
    //   if (x >= -Math.PI / 2.0) return -fcos(x + Math.PI / 2.0);
    // } else {
    //   if (x <=  Math.PI / 2.0) return  fcos(x - Math.PI / 2.0);
    // }
    // return StrictMath.sin(x);

    // (snip)

    // Actually, sticking in an 80-bit Intel value into C2 will be tough; it
    // requires a special machine instruction to load it.  Instead we'll try
    // the 'easy' case.  If we really need the extra range +/- PI/2 we'll
    // probably do the math inside the SIN encoding.

    // Make the merge point
    RegionNode* r = new RegionNode(3);
    Node* phi = new PhiNode(r, Type::DOUBLE);

    // Flatten arg so we need only 1 test
    Node *abs = _gvn.transform(new AbsDNode(arg));
    // Node for PI/4 constant
    Node *pi4 = makecon(TypeD::make(pi_4));
    // Check PI/4 : abs(arg)
    Node *cmp = _gvn.transform(new CmpDNode(pi4,abs));
    // Check: If PI/4 < abs(arg) then go slow
    Node *bol = _gvn.transform(new BoolNode( cmp, BoolTest::lt ));
    // Branch either way
    IfNode *iff = create_and_xform_if(control(),bol, PROB_STATIC_FREQUENT, COUNT_UNKNOWN);
    set_control(opt_iff(r,iff));

    // Set fast path result
    phi->init_req(2, n);

    // Slow path - non-blocking leaf call
    Node* call = NULL;
    switch (id) {
    case vmIntrinsics::_dsin:
      call = make_runtime_call(RC_LEAF, OptoRuntime::Math_D_D_Type(),
                               CAST_FROM_FN_PTR(address, SharedRuntime::dsin),
                               "Sin", NULL, arg, top());
      break;

      break;
    }
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基本上,trig方法有一个快速路径慢速路径 - 如果参数sin大于Math.PI / 4我们使用慢速路径.检查涉及一个Math.abs调用,这是神秘的vandpd 0xffe68411(%rip),%xmm2,%xmm0行为:它正在清除顶部位,这是absSSE或AVX寄存器中浮点值的快速方法.

现在剩下的代码也是有道理的:我们看到的大部分代码都是优化后的三条快速路径:两条冗余fsin调用已被删除,但周围的检查没有.这可能只是优化器的一个限制:要么优化器不够强大,不能消除所有内容,要么这些内部方法的扩展发生在将它们组合在一起的优化阶段之后2.

在缓慢的路径上,我们做了一个make_runtime_call调用的东西,它显示为一个callq %r10.这是一个所谓的存根方法调用,它将在内部实现sin,包括注释中提到的"参数减少"问题.在我的系统上,慢速路径不一定比快速路径慢得多:如果在初始化时更改-为a :+i

private double i = Math.PI / 4 - 0.01;
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你调用慢速路径,这对于一个单一的 Math.sin(i)通话大约需要50纳秒与40纳秒的快速路径3.优化三个冗余Math.sin(i)调用时会出现问题.正如我们从上面的来源看到的那样,callq %r10发生了三次(并且通过追踪执行路径,我们看到它们都是在第一次跳跃后才被捕获).这意味着三次调用的运行时间约为150 ns,快速路径的情况几乎是4倍.

显然,JDK runtime_call在这种情况下不能组合节点,即使它们是相同的参数.很可能runtime_call内部表示中的节点相对不透明,并且不受CSE和其他有用的优化的影响.这些调用主要用于内部扩展和一些内部JVM方法,并且实际上并不是这种类型优化的关键目标,因此这种方法似乎是合理的.

最近的Java 9

所有这些都在Java 9中随着这一变化而改变.

fsin删除了直接内联的"快速路径" .我在这里使用"快速路径"的引用是故意的:有理由相信SSE或AVX感知软件sin方法可能比x8​​7更快,而x87 fsin在十多年里没有得到太多的爱.实际上,这一变化正在取代fsin"使用英特尔LIBM实现" 的呼吁(这里的算法正在为那些感兴趣的人带来充分的荣耀).

很好,所以也许它现在更快(也许 - OP没有提供数字,即使在请求之后,所以我们也不知道) - 但副作用是没有内联,我们总是明确地调用每个Math.sin并且Math.cos出现在源中:没有CSE发生.

您可能会将此文件作为热点错误提交,特别是因为它可以定位为回归 - 尽管我怀疑已知相同的参数重复传递给trig函数的用例非常小.即使是合法的性能错误,清楚地解释和记录也经常萎缩多年(除非你当然与甲骨文签订了付费的支持合同 - 然后萎靡不振).


1实际上是以一种愚蠢的,迂回的方式:它从内存开始[rsi + 0x10],然后从那里加载xmm2,然后一个reg-reg进入xmm1并将其存储堆栈顶部的内存(vmovsd %xmm1,(%rsp)),最后用它将它加载到x87 FP堆栈中fldl (%rsp).当然,这可能只是装载它直接从它在原来的位置[rsp + 0x10]有一个fld!这可能会使总延迟增加5个周期或更多.

2应该注意的是,fsin这里的指令在运行时占主导地位,因此额外的东西并没有真正向运行时添加任何内容:如果将方法减少到单行,return Math.sin(i);则运行时在40ns时大致相同.

3至少对于接近的论点Math.PI / 4.在该范围之外,时序各不相同 - 对于接近pi / 2(约40ns - 与"快速路径"一样快)的值非常快,对于非常大的值通常约为65ns,这可能通过除法/ mod进行降低.