I would like to produce the same random number sequence in both a program written in C and Fortran. I am using gcc version 10.3.0 within Windows Subsystem for Linux (Win10) running Ubuntu 20.04 LTS. I’ve tried using the same RNG implementation in C and using the same seeds, but thus far I can’t seem to get the same output.
According to the documentation for RANDOM_NUMBER(), the runtime implements xoshiro256**
https://gcc.gnu.org/onlinedocs/gcc-10.3.0/gfortran/RANDOM_005fNUMBER.html
I grabbed xoshiro256** from here:
https://prng.di.unimi.it/xoshiro256starstar.c
This is my C test program (uses the upper 53 bits to calculate a 64-bit result):
#include <stdio.h>
#include "xoshiro256starstar.c"
int main(int argc, char** argv)
{
size_t trials = 10u;
int* p32state = (int*)s;
p32state[0] = -1468754105;
p32state[1] = -743753204;
p32state[2] = 2022458965;
p32state[3] = -443226243;
p32state[4] = -23942267;
p32state[5] = -1265286489;
p32state[6] = -1934963269;
p32state[7] = 1953963768;
for( size_t i = 0u; i < trials; ++i )
{
uint64_t ret = next();
if( i < 10u )
{
double d = ((uint64_t)(ret >> 11ull)) / (double)(1ull << 53ull);
printf("%1.56fn", d);
}
}
}
Compiled using this line:
gcc-10 -o test_rng_c test_rng.c
And here’s the C output:
0.58728832572904277053993382651242427527904510498046875000
0.99628180739434757384742624708451330661773681640625000000
0.91328887972667560646300444204825907945632934570312500000
0.47383268683575230362237107328837737441062927246093750000
0.28868422781068314719732370576821267604827880859375000000
0.90562880102745912935802152787800878286361694335937500000
0.16771219329385134155785408438532613217830657958984375000
0.27161266560374741629857453517615795135498046875000000000
0.78859890296564516543043055207817815244197845458984375000
0.95109314522241128475599225566838867962360382080078125000
This is my Fortran test program:
program test_rand
implicit none
real*8::v
integer::trials,i
integer::n
integer, allocatable :: seed(:)
trials = 10
call random_seed(size=n)
allocate(seed(n))
if (n .eq. 8) then
seed(1) = -1468754105
seed(2) = -743753204
seed(3) = 2022458965
seed(4) = -443226243
seed(5) = -23942267
seed(6) = -1265286489
seed(7) = -1934963269
seed(8) = 1953963768
call random_seed(put=seed)
endif
call random_seed(get=seed)
do i=0,trials-1
call random_number(v)
Print "(f58.56)", v
enddo
stop
end
Compiled using this line:
gfortran-10 -ffree-form -o test_rng_f test_rand.f
And here’s the Fortran output:
0.33898027596283408779953560951980762183666229248046875000
0.30153436367708152943123423028737306594848632812500000000
0.85599856867939150273372206356725655496120452880859375000
0.39833679489551077068654194590635597705841064453125000000
0.06316340952695409516337576860678382217884063720703125000
0.66356016219458069382852727358113043010234832763671875000
0.68412746418987169239045442736824043095111846923828125000
0.98553591281548125202505161723820492625236511230468750000
0.27351003115908101293030085798818618059158325195312500000
0.09340321315109112454422302107559517025947570800781250000
Output of gfortran-10 -v for good measure.
Using built-in specs.
COLLECT_GCC=gfortran-10
COLLECT_LTO_WRAPPER=/usr/lib/gcc/x86_64-linux-gnu/10/lto-wrapper
OFFLOAD_TARGET_NAMES=nvptx-none:amdgcn-amdhsa:hsa
OFFLOAD_TARGET_DEFAULT=1
Target: x86_64-linux-gnu
Configured with: ../src/configure -v --with-pkgversion='Ubuntu 10.3.0-1ubuntu1~20.04' --with-bugurl=file:///usr/share/doc/gcc-10/README.Bugs --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --prefix=/usr --with-gcc-major-version-only --program-suffix=-10 --program-prefix=x86_64-linux-gnu- --enable-shared --enable-linker-build-id --libexecdir=/usr/lib --without-included-gettext --enable-threads=posix --libdir=/usr/lib --enable-nls --enable-bootstrap --enable-clocale=gnu --enable-libstdcxx-debug --enable-libstdcxx-time=yes --with-default-libstdcxx-abi=new --enable-gnu-unique-object --disable-vtable-verify --enable-plugin --enable-default-pie --with-system-zlib --enable-libphobos-checking=release --with-target-system-zlib=auto --enable-objc-gc=auto --enable-multiarch --disable-werror --with-arch-32=i686 --with-abi=m64 --with-multilib-list=m32,m64,mx32 --enable-multilib --with-tune=generic --enable-offload-targets=nvptx-none=/build/gcc-10-S4I5Pr/gcc-10-10.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-S4I5Pr/gcc-10-10.3.0/debian/tmp-gcn/usr,hsa --without-cuda-driver --enable-checking=release --build=x86_64-linux-gnu --host=x86_64-linux-gnu --target=x86_64-linux-gnu --with-build-config=bootstrap-lto-lean --enable-link-mutex
Thread model: posix
Supported LTO compression algorithms: zlib zstd
gcc version 10.3.0 (Ubuntu 10.3.0-1ubuntu1~20.04)
I’m either not setting the seeds correct in the C code, or the implementations defer slightly in some key way. Any insight would be appreciated.
2
Answers
Thanks to the insight posted by janneb, I decided to take it to the source code and found the answer here:
gcc/libgfortran/intrinsics/random.c
The xoshiro256** implementation is identical to the source file posted in the question, and the secret XOR keys are in const called
xor_keys
and applied with a method calledscramble_seed
. In addition, the seed array is reversed as it is read from the int32 user array.The explanation of the xor scramble directly from the source code:
Here is the updated C example that produces identical results to the above Fortran code. Conversion to float from uint64 also from source:
In order to guard against the somewhat common error of setting the seed to all zeros, the GFortran implementation XOR’s the provided seed with a "secret" key. "Secret" in quotes because it’s not really secret in any kind of cryptographic sense, you can find the key right there in the source code of the implementation.
Also if you’re using threads, the GFortran does some tricks to jump the PRNG sequence so that each thread gets its own PRNG stream.
So for your C implementation you’d need to replicate these features.
Probably the simplest and most robust solution is to create an ISO_C_BINDING interface to your C implementation and call that one from Fortran.