I am running a program on both Windows and Linux (x86-64). It has been compiled with the same compiler (Intel Parallel Studio XE 2017) with the same options, and the Windows version is 3 times faster than the Linux one. The culprit is a call to std::erf
which is resolved in the Intel math library for both cases (by default, it is linked dynamically on Windows and statically on Linux but using dynamic linking on Linux gives the same performance).
Here is a simple program to reproduce the problem.
#include <cmath>
#include <cstdio>
int main() {
int n = 100000000;
float sum = 1.0f;
for (int k = 0; k < n; k++) {
sum += std::erf(sum);
}
std::printf("%7.2f\n", sum);
}
When I profile this program using vTune, I find that the assembly is a bit different in between the Windows and the Linux version. Here is the call site (the loop) on Windows
Block 3:
"vmovaps xmm0, xmm6"
call 0x1400023e0 <erff>
Block 4:
inc ebx
"vaddss xmm6, xmm6, xmm0"
"cmp ebx, 0x5f5e100"
jl 0x14000103f <Block 3>
And the beginning of the erf function called on Windows
Block 1:
push rbp
"sub rsp, 0x40"
"lea rbp, ptr [rsp+0x20]"
"lea rcx, ptr [rip-0xa6c81]"
"movd edx, xmm0"
"movups xmmword ptr [rbp+0x10], xmm6"
"movss dword ptr [rbp+0x30], xmm0"
"mov eax, edx"
"and edx, 0x7fffffff"
"and eax, 0x80000000"
"add eax, 0x3f800000"
"mov dword ptr [rbp], eax"
"movss xmm6, dword ptr [rbp]"
"cmp edx, 0x7f800000"
...
On Linux, the code is a bit different. The call site is:
Block 3
"vmovaps %xmm1, %xmm0"
"vmovssl %xmm1, (%rsp)"
callq 0x400bc0 <erff>
Block 4
inc %r12d
"vmovssl (%rsp), %xmm1"
"vaddss %xmm0, %xmm1, %xmm1" <-------- hotspot here
"cmp $0x5f5e100, %r12d"
jl 0x400b6b <Block 3>
and the beginning of the called function (erf) is:
"movd %xmm0, %edx"
"movssl %xmm0, -0x10(%rsp)" <-------- hotspot here
"mov %edx, %eax"
"and $0x7fffffff, %edx"
"and $0x80000000, %eax"
"add $0x3f800000, %eax"
"movl %eax, -0x18(%rsp)"
"movssl -0x18(%rsp), %xmm0"
"cmp $0x7f800000, %edx"
jnl 0x400dac <Block 8>
...
I have shown the 2 points where the time is lost on Linux.
Does anyone understand assembly enough to explain me the difference of the 2 codes and why the Linux version is 3 times slower?
In both cases the arguments and results are passed only in registers, as per the respective calling conventions on Windows and GNU/Linux.
In the GNU/Linux variant, the xmm1
is used for accumulating the sum. Since it's a call-clobbered register (a.k.a caller-saved) it's stored (and restored) in the stack frame of the caller on each call.
In the Windows variant, the xmm6
is used for accumulating the sum. This register is callee-saved in the Windows calling convention (but not in the GNU/Linux one).
So, in summary, the GNU/Linux version saves/restores both xmm0
(in the callee[1]) and xmm1
(in the caller), whereas the Windows version saves/restores only xmm6
(in the callee).
[1] need to look at std::errf
to figure out why.
Using Visual Studio 2015, Win 7 64 bit mode, I find the following code for some of the paths used in erf() (not all paths shown). Each path involves up to 8 (maybe more for other paths) constants read from memory, so a single store / load to save a register seems unlikely to result in a 3x speed differential between Linux and Windows. As far for save / restores, this example saves and restores xmm6 and xmm7. As for the time, the program in the original post takes about 0.86 seconds on an Intel 3770K (3.5ghz cpu) (VS2015 / Win 7 64 bit). Update - I later determined the overhead for a save and restore of a xmm register is about 0.03 seconds in the case of the programs 10^8 loops (about 3 nanoseconds per loop).
000007FEEE25CF90 mov rax,rsp
000007FEEE25CF93 movss dword ptr [rax+8],xmm0
000007FEEE25CF98 sub rsp,48h
000007FEEE25CF9C movaps xmmword ptr [rax-18h],xmm6
000007FEEE25CFA0 lea rcx,[rax+8]
000007FEEE25CFA4 movaps xmmword ptr [rax-28h],xmm7
000007FEEE25CFA8 movaps xmm6,xmm0
000007FEEE25CFAB call 000007FEEE266370
000007FEEE25CFB0 movsx ecx,ax
000007FEEE25CFB3 test ecx,ecx
000007FEEE25CFB5 je 000007FEEE25D0AF
000007FEEE25CFBB sub ecx,1
000007FEEE25CFBE je 000007FEEE25D08F
000007FEEE25CFC4 cmp ecx,1
000007FEEE25CFC7 je 000007FEEE25D0AF
000007FEEE25CFCD xorps xmm7,xmm7
000007FEEE25CFD0 movaps xmm2,xmm6
000007FEEE25CFD3 comiss xmm7,xmm6
000007FEEE25CFD6 jbe 000007FEEE25CFDF
000007FEEE25CFD8 xorps xmm2,xmmword ptr [7FEEE2991E0h]
000007FEEE25CFDF movss xmm0,dword ptr [7FEEE298E50h]
000007FEEE25CFE7 comiss xmm0,xmm2
000007FEEE25CFEA jbe 000007FEEE25D053
000007FEEE25CFEC movaps xmm2,xmm6
000007FEEE25CFEF mulss xmm2,xmm6
000007FEEE25CFF3 movaps xmm0,xmm2
000007FEEE25CFF6 movaps xmm1,xmm2
000007FEEE25CFF9 mulss xmm0,dword ptr [7FEEE298B34h]
000007FEEE25D001 mulss xmm1,dword ptr [7FEEE298B5Ch]
000007FEEE25D009 addss xmm0,dword ptr [7FEEE298B8Ch]
000007FEEE25D011 addss xmm1,dword ptr [7FEEE298B9Ch]
000007FEEE25D019 mulss xmm0,xmm2
000007FEEE25D01D mulss xmm1,xmm2
000007FEEE25D021 addss xmm0,dword ptr [7FEEE298BB8h]
000007FEEE25D029 addss xmm1,dword ptr [7FEEE298C88h]
000007FEEE25D031 mulss xmm0,xmm2
000007FEEE25D035 mulss xmm1,xmm2
000007FEEE25D039 addss xmm0,dword ptr [7FEEE298DC8h]
000007FEEE25D041 addss xmm1,dword ptr [7FEEE298D8Ch]
000007FEEE25D049 divss xmm0,xmm1
000007FEEE25D04D mulss xmm0,xmm6
000007FEEE25D051 jmp 000007FEEE25D0B2
000007FEEE25D053 movss xmm1,dword ptr [7FEEE299028h]
000007FEEE25D05B comiss xmm1,xmm2
000007FEEE25D05E jbe 000007FEEE25D076
000007FEEE25D060 movaps xmm0,xmm2
000007FEEE25D063 call 000007FEEE25CF04
000007FEEE25D068 movss xmm1,dword ptr [7FEEE298D8Ch]
000007FEEE25D070 subss xmm1,xmm0
000007FEEE25D074 jmp 000007FEEE25D07E
000007FEEE25D076 movss xmm1,dword ptr [7FEEE298D8Ch]
000007FEEE25D07E comiss xmm7,xmm6
000007FEEE25D081 jbe 000007FEEE25D08A
000007FEEE25D083 xorps xmm1,xmmword ptr [7FEEE2991E0h]
000007FEEE25D08A movaps xmm0,xmm1
000007FEEE25D08D jmp 000007FEEE25D0B2
000007FEEE25D08F mov eax,8000h
000007FEEE25D094 test word ptr [rsp+52h],ax
000007FEEE25D099 je 000007FEEE25D0A5
000007FEEE25D09B movss xmm0,dword ptr [7FEEE2990DCh]
000007FEEE25D0A3 jmp 000007FEEE25D0B2
000007FEEE25D0A5 movss xmm0,dword ptr [7FEEE298D8Ch]
000007FEEE25D0AD jmp 000007FEEE25D0B2
000007FEEE25D0AF movaps xmm0,xmm6
000007FEEE25D0B2 movaps xmm6,xmmword ptr [rsp+30h]
000007FEEE25D0B7 movaps xmm7,xmmword ptr [rsp+20h]
000007FEEE25D0BC add rsp,48h
000007FEEE25D0C0 ret
If you love us? You can donate to us via Paypal or buy me a coffee so we can maintain and grow! Thank you!
Donate Us With