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@ -113,6 +113,39 @@ for(size_t i=0; i<size; i++){
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\end{lstlisting}
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\end{lstlisting}
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\bigskip
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\bigskip
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\subsubsection{Some Further 8/1 Kernel}
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Since some effort was put in getting results near peak performance \verb|-Ofast -ffast-math| was used to stretch compiler optimization to the maximum. Unfortunately \verb|-ffast-math| does not preserve strict IEEE compliance. It is therefore allowed to ignore non-associativity of floating point operations. For example $x = x*x*x*x*x*x*x*x$ can be optimized to $x~*=~x; x~*=~x; x~*=~x;$. Clearly this has an effect on the OI of the kernel. To test fastmath the kernel in~\prettyref{lst:8-1-fma-fastmath} was introduced. Mind that a[i] is written out only once and held in registers during a single iteration.
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\bigskip
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\begin{lstlisting}[caption={FMA aware $8$ OI kernel with fastmath correctness}, label=lst:8-1-fma-fastmath]
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(*\textcolor{Orchid}{\#pragma omp parallel for}*)
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for(size_t i=0; i<size; i++){
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REP100(a[i]=a[i]*a[i];);
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REP20(a[i]=a[i]*a[i];);
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REP8(a[i]=a[i]*a[i];);
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}
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\end{lstlisting}
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\bigskip
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Since the results were still not satisfying another kernel 8/1 OI kernel which makes use of handcrafted compiler intrinsics was introduced too. This kernel makes full use of the 256-bit-packed-doubles fused-multiply-add floating-point operation the FMA unit of the processor provides. The kernel can be seen in~\prettyref{lst:8-1-intrinsics}. At least in theory this should yield peak performance. The disassembly under full optimization (options can be seen in \verb|Makefile|) behaves very much like handwritten assembly.
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\bigskip
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\begin{lstlisting}[caption={FMA aware $8$ OI kernel with intrinsics}, label=lst:8-1-intrinsics]
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(*\textcolor{Orchid}{\#pragma omp parallel for}*)
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for(size_t i=0; i<(size-4); i+=4){
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// pack doubles
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__m256d packvec = _mm256_set_pd(a[i], a[i+1], a[i+2], a[i+3]);
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REP60(packvec = _mm256_fmadd_pd(packvec, packvec, packvec););
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REP4(packvec = _mm256_fmadd_pd(packvec, packvec, packvec););
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a[i] = packvec[0];
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a[i+1] = packvec[1];
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a[i+2] = packvec[2];
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a[i+3] = packvec[3];
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}
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\end{lstlisting}
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\bigskip
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%%% Local Variables:
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%%% mode: latex
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%%% mode: latex
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roofline/report/inputs/results.tex
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The best results for various kernels are given in~\prettyref{tbl:res-kernels}. The optimization binary \verb|roofline_full_manpack| was used for these results. This is the binary with all optimizations and the intrinsics kernel enabled. The following parameters were used: \verb|roofline_full_manpack -s 150000000 -r 5|. One double array was therefore 1144.41 MB big -- clearly too big for the cache.
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\begin{table}[h!]
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\centering
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\begin{tabular}{ll}
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\toprule
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Kernel & Max. GFLOP/s \\
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\midrule
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simple16 & 0.9919 \\
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fma16 & 0.9891 \\
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simple8 & 123.4004 \\
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simple8fastmath & 8.7187 \\
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fma8 & 21.7866 \\
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fma8manpack & 18.9066 \\
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\bottomrule
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\end{tabular}
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\caption{Results for various kernels}
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\label{tbl:res-kernels}
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\end{table}
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%%% Local Variables:
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%%% mode: latex
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%%% TeX-master: "../report"
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%%% End:
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@ -68,6 +68,11 @@
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\@writefile{lol}{\defcounter {refsection}{0}\relax }\@writefile{lol}{\contentsline {lstlisting}{\numberline {6}Simple $8$ OI kernel}{7}{lstlisting.6}}
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\newlabel{lst:8-1-fma}{{7}{7}{FMA aware $8$ OI kernel}{lstlisting.7}{}}
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\newlabel{lst:8-1-fma}{{7}{7}{FMA aware $8$ OI kernel}{lstlisting.7}{}}
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\@writefile{lol}{\defcounter {refsection}{0}\relax }\@writefile{lol}{\contentsline {lstlisting}{\numberline {7}FMA aware $8$ OI kernel}{7}{lstlisting.7}}
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\@writefile{lol}{\defcounter {refsection}{0}\relax }\@writefile{lol}{\contentsline {lstlisting}{\numberline {7}FMA aware $8$ OI kernel}{7}{lstlisting.7}}
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\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.3.1}Some Further 8/1 Kernel}{8}{subsubsection.3.3.1}}
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\newlabel{lst:8-1-fma-fastmath}{{8}{8}{FMA aware $8$ OI kernel with fastmath correctness}{lstlisting.8}{}}
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\newlabel{lst:8-1-intrinsics}{{9}{8}{FMA aware $8$ OI kernel with intrinsics}{lstlisting.9}{}}
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\contentsline {subsection}{\numberline {3.2}The 1/16 OI Kernel}{6}{subsection.3.2}
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all: clean bin lib
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# Roofline Binary
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# Roofline Binary
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## This is the least demanding target, use it if nothing else works
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nofancy: roofline roofline_o3
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mkdir bin
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## Your processor needs an FMA unit for this target to work
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fmacap: roofline roofline_o3 roofline_fma roofline_fma_o3 roofline_fma_fast_o3 roofline_fma_fast_o2 roofline_fma_fast_fastmath_o3
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## This will compile just everything
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bin: roofline roofline_o3 roofline_fma roofline_fma_o3 roofline_fma_fast_o3 roofline_fma_fast_o2 roofline_fma_fast_fastmath_o3 roofline_full roofline_profile roofline_full_clang roofline_full_manpack
|
bin: roofline roofline_o3 roofline_fma roofline_fma_o3 roofline_fma_fast_o3 roofline_fma_fast_o2 roofline_fma_fast_fastmath_o3 roofline_full roofline_profile roofline_full_clang roofline_full_manpack
|
||||||
mkdir bin
|
mkdir bin
|
||||||
mv $^ bin
|
mv $^ bin
|
||||||
|
|
|
@ -1,5 +1,5 @@
|
||||||
run,start,end,delta,GFLOP/s
|
run,start,end,delta,GFLOP/s
|
||||||
1,1466764717.8266,1466764718.1751,0.3486,0.8606
|
1,1466800735.6110,1466800735.9143,0.3033,0.9891
|
||||||
2,1466764718.1751,1466764718.5235,0.3484,0.8611
|
2,1466800735.9143,1466800736.2212,0.3069,0.9776
|
||||||
3,1466764718.5235,1466764718.8726,0.3491,0.8593
|
3,1466800736.2212,1466800736.5252,0.3040,0.9868
|
||||||
4,1466764718.8726,1466764719.2248,0.3522,0.8518
|
4,1466800736.5252,1466800736.8295,0.3043,0.9858
|
||||||
|
|
|
@ -1,5 +1,5 @@
|
||||||
run,start,end,delta,GFLOP/s
|
run,start,end,delta,GFLOP/s
|
||||||
1,1466764721.0839,1466764721.9589,0.8750,21.9434
|
1,1466800738.5621,1466800739.4551,0.8930,21.5008
|
||||||
2,1466764721.9589,1466764722.8340,0.8752,21.9383
|
2,1466800739.4551,1466800740.3364,0.8813,21.7866
|
||||||
3,1466764722.8340,1466764723.7090,0.8749,21.9451
|
3,1466800740.3364,1466800741.2678,0.9314,20.6144
|
||||||
4,1466764723.7090,1466764724.5784,0.8694,22.0840
|
4,1466800741.2678,1466800742.1560,0.8882,21.6173
|
||||||
|
|
|
@ -1,5 +1,5 @@
|
||||||
run,start,end,delta,GFLOP/s
|
run,start,end,delta,GFLOP/s
|
||||||
1,1466764736.6256,1466764737.6487,1.0231,18.7665
|
1,1466800754.3877,1466800755.4812,1.0935,17.5586
|
||||||
2,1466764737.6487,1466764738.6642,1.0155,18.9073
|
2,1466800755.4812,1466800756.4967,1.0155,18.9066
|
||||||
3,1466764738.6642,1466764739.6867,1.0225,18.7770
|
3,1466800756.4967,1466800757.5917,1.0949,17.5351
|
||||||
4,1466764739.6867,1466764740.7045,1.0178,18.8651
|
4,1466800757.5917,1466800758.6499,1.0582,18.1442
|
||||||
|
|
|
@ -1,5 +1,5 @@
|
||||||
run,start,end,delta,GFLOP/s
|
run,start,end,delta,GFLOP/s
|
||||||
1,1466764716.7465,1466764716.9269,0.1804,0.8314
|
1,1466800734.6958,1466800734.8498,0.1540,0.9743
|
||||||
2,1466764716.9269,1466764717.1069,0.1800,0.8334
|
2,1466800734.8498,1466800735.0010,0.1512,0.9919
|
||||||
3,1466764717.1069,1466764717.2871,0.1801,0.8327
|
3,1466800735.0010,1466800735.1535,0.1525,0.9835
|
||||||
4,1466764717.2871,1466764717.4767,0.1897,0.7908
|
4,1466800735.1535,1466800735.3052,0.1517,0.9890
|
||||||
|
|
|
@ -1,5 +1,5 @@
|
||||||
run,start,end,delta,GFLOP/s
|
run,start,end,delta,GFLOP/s
|
||||||
1,1466764719.4042,1466764719.5845,0.1803,106.5045
|
1,1466800736.9802,1466800737.1358,0.1556,123.4004
|
||||||
2,1466764719.5845,1466764719.7707,0.1861,103.1532
|
2,1466800737.1358,1466800737.2968,0.1609,119.3029
|
||||||
3,1466764719.7707,1466764719.9487,0.1780,107.8675
|
3,1466800737.2968,1466800737.4573,0.1605,119.6037
|
||||||
4,1466764719.9487,1466764720.1264,0.1777,108.0261
|
4,1466800737.4573,1466800737.6192,0.1619,118.5706
|
||||||
|
|
|
@ -1,5 +1,5 @@
|
||||||
run,start,end,delta,GFLOP/s
|
run,start,end,delta,GFLOP/s
|
||||||
1,1466764726.7241,1466764728.9906,2.2664,8.4714
|
1,1466800744.3973,1466800746.6229,2.2256,8.6270
|
||||||
2,1466764728.9906,1466764731.1306,2.1400,8.9720
|
2,1466800746.6229,1466800748.8499,2.2270,8.6216
|
||||||
3,1466764731.1306,1466764733.3797,2.2491,8.5366
|
3,1466800748.8499,1466800751.1237,2.2738,8.4440
|
||||||
4,1466764733.3797,1466764735.6046,2.2249,8.6298
|
4,1466800751.1237,1466800753.3258,2.2022,8.7187
|
||||||
|
|
|
@ -169,6 +169,10 @@ int main(int argc, char* argv[]) {
|
||||||
#endif
|
#endif
|
||||||
|
|
||||||
|
|
||||||
|
printf("\n\n\n");
|
||||||
|
printf("Please refer to the log files in the log/ folder for details about the GFLOP/s of every kernel.");
|
||||||
|
printf("\n");
|
||||||
|
printf("Exiting...");
|
||||||
exit(EXIT_SUCCESS);
|
exit(EXIT_SUCCESS);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
@ -238,6 +242,7 @@ static int get_int(char *oparg)
|
||||||
static void usage()
|
static void usage()
|
||||||
{
|
{
|
||||||
fprintf(stderr, "USAGE: ./roofline -s <size> -r <runs> \n");
|
fprintf(stderr, "USAGE: ./roofline -s <size> -r <runs> \n");
|
||||||
|
fprintf(stderr, "e.g.: ./roofline -s 100000 -r 5 \n");
|
||||||
bail_out("Invalid paramers");
|
bail_out("Invalid paramers");
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
Loading…
Reference in a new issue