[Mono-dev] mono numerical performance
Jonathan Shore
jonathan.shore at gmail.com
Sat Nov 19 20:13:42 EST 2011
I write scientific numerical algorithms that are very data / array intensive. Having recently moved from using the JVM to the Mono CLR, was curious about the pure numerical performance against arrays. Towards this end, wrote a partial matrix class and driver around it to test performance across C++, JVM (Java), and CLRs (C#) with both safe and unsafe implementations.
The code is essentially the same across these languages, with the exception that I included an unsafe variant (using pointers), to see what sort of additional performance could be obtained in the CLR.
On a linux box had the following runtimes (where Java is 1.7 and mono 2.10.6 with LLVM and without (same #s)):
CPP (Core i7-950): 01:28:818
Java (Core i7-950): 01:31.840
Mono .NET (Core i7-950): 04:01.466 (unsafe, LLVM)
Mono .NET (Core i7-950): 04:29.680 (safe, LLVM)
Notice two things:
the mono runtimes are ~3x slower than the JVM or C++
the unsafe implementation offered very little performance improvement (why?)
So I decided to take a look at the MS .NET CLR on a VM and compare that with a C++ baseline (since the VM is slower):
CPP (VM): 01:56:296
.NET (VM): 02:17.359 (unsafe, MS CLR)
.NET (VM): 04.03.786 (safe, MS CLR)
Interestingly, the MS CLR is almost as fast as C++ with -O3 optimisations for the unsafe implementation. The "safe" implementation is 2x as slow, in line with the idea that the unsafe implementation offers a significant performance advantage.
The "safe" implementations more or less align in that they are multiples slower than the C++ implementation (3x in the case of mono and 2x in the case of the MS CLR). The mono implementation of the "unsafe" code shows very little performance benefit.
So I am wondering the following:
are there runtime or compile parameters that would increase the performance of the unsafe code?
is the cost of pinning the arrays expensive?
is it just a lack of JIT optimisation on the unsafe code?
I'm enclosing a source project with a csharp, java, and cpp sub-directory. I hand compiled these, however, there is a sln that will compile the cpp and csharp parts.
Ideas?
Jonathan
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