diff --git a/plot/plot.py b/plot/plot.py
index 198739c..3110358 100644
--- a/plot/plot.py
+++ b/plot/plot.py
@@ -30,6 +30,8 @@ basepeak = 54.4
 ymem = []
 ypeak = []
 ybasepeak = []
+yeight = []
+ysix = []
 
 for i in np.arange(0,64,0.1):
     if bandwidth*i < peak:
@@ -39,6 +41,13 @@ for i in np.arange(0,64,0.1):
 
 i=1/32
 while i<=64:
+    if i < 16 and i > 4:
+        yeight.append(21.78)
+        ysix.append(peak)
+    else:
+        yeight.append(None)
+        ysix.append(None)
+    
     if bandwidth*i < peak and bandwidth*i*2 < peak:
         ymem.append(bandwidth*i)
         ypeak.append(None)
@@ -55,7 +64,7 @@ while i<=64:
 #plot data
 #data = pd.Series(data=values, name='Peak Memory Bandwidth', index=np.arange(0,64,0.1))
 
-data = {'Peak Memory Bandwidth': pd.Series(ymem, index=xlbl), 'Peak Floating-Point Performance (Turbo)': pd.Series(ypeak, index=xlbl)}
+data = {'Peak Memory Bandwidth': pd.Series(ymem, index=xlbl), 'Peak Floating-Point Performance (Turbo)': pd.Series(ypeak, index=xlbl), 'Best 8 OI Kernel': pd.Series(yeight, index=xlbl), 'Best 1/16 OI Kernel': pd.Series(yeight, index=xlbl)}
 df = pd.DataFrame(data)
 
 ax = df.plot()
diff --git a/reduce/size.log b/reduce/size.log
new file mode 100644
index 0000000..dcbc9dd
--- /dev/null
+++ b/reduce/size.log
@@ -0,0 +1,210 @@
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diff --git a/roofline/report/inputs/kernels.tex b/roofline/report/inputs/kernels.tex
index 3ffd91d..8225e82 100644
--- a/roofline/report/inputs/kernels.tex
+++ b/roofline/report/inputs/kernels.tex
@@ -114,6 +114,7 @@ for(size_t i=0; i<size; i++){
 \bigskip
 
 \subsubsection{Some Further 8/1 Kernel}
+\label{sec:advanced-kernels}
 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.
 
 \bigskip
diff --git a/roofline/report/inputs/results.tex b/roofline/report/inputs/results.tex
index eb418a3..8d4dc35 100644
--- a/roofline/report/inputs/results.tex
+++ b/roofline/report/inputs/results.tex
@@ -1,5 +1,7 @@
 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.
 
+Note how \verb|simple8| is clearly flawed with \verb|-ffast-math| enabled. This is due to the non IEEE compliant optimization as described in~\prettyref{sec:advanced-kernels}. At this level of optimization only \verb|simple8fastmath| (which is fastmath safe but flawed with lower optimization levels) should be considered as a \emph{replacement} of \verb|simple8|.
+
 \begin{table}[h!]
   \centering
   \begin{tabular}{ll}
@@ -18,6 +20,17 @@ The best results for various kernels are given in~\prettyref{tbl:res-kernels}. T
   \label{tbl:res-kernels}
 \end{table}
 
+The rooftop graph with the best runs of the 2 best kernels of each category (\verb|simple16| and \verb|fma8|) is depictured in~\prettyref{fig:roofline-withres}.
+
+\begin{figure}
+  \begin{adjustbox}{center}
+    \includegraphics[width=0.8\linewidth]{res/rooftop_res}
+  \end{adjustbox}
+  \caption{Roofline graph with kernel results}
+  \label{fig:roofline-withres}
+\end{figure}
+
+
 %%% Local Variables:
 %%% mode: latex
 %%% TeX-master: "../report"
diff --git a/roofline/report/report.aux b/roofline/report/report.aux
index c52c53c..e5a6979 100644
--- a/roofline/report/report.aux
+++ b/roofline/report/report.aux
@@ -69,10 +69,17 @@
 \newlabel{lst:8-1-fma}{{7}{7}{FMA aware $8$ OI kernel}{lstlisting.7}{}}
 \@writefile{lol}{\defcounter {refsection}{0}\relax }\@writefile{lol}{\contentsline {lstlisting}{\numberline {7}FMA aware $8$ OI kernel}{7}{lstlisting.7}}
 \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.3.1}Some Further 8/1 Kernel}{8}{subsubsection.3.3.1}}
+\newlabel{sec:advanced-kernels}{{3.3.1}{8}{Some Further 8/1 Kernel}{subsubsection.3.3.1}{}}
 \newlabel{lst:8-1-fma-fastmath}{{8}{8}{FMA aware $8$ OI kernel with fastmath correctness}{lstlisting.8}{}}
 \@writefile{lol}{\defcounter {refsection}{0}\relax }\@writefile{lol}{\contentsline {lstlisting}{\numberline {8}FMA aware $8$ OI kernel with fastmath correctness}{8}{lstlisting.8}}
 \newlabel{lst:8-1-intrinsics}{{9}{8}{FMA aware $8$ OI kernel with intrinsics}{lstlisting.9}{}}
 \@writefile{lol}{\defcounter {refsection}{0}\relax }\@writefile{lol}{\contentsline {lstlisting}{\numberline {9}FMA aware $8$ OI kernel with intrinsics}{8}{lstlisting.9}}
-\newlabel{LastPage}{{}{9}{}{page.9}{}}
-\xdef\lastpage@lastpage{9}
-\xdef\lastpage@lastpageHy{9}
+\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {4}Results}{8}{section.4}}
+\newlabel{sec:results}{{4}{8}{Results}{section.4}{}}
+\@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces Roofline graph with kernel results\relax }}{9}{figure.caption.5}}
+\newlabel{fig:roofline-withres}{{2}{9}{Roofline graph with kernel results\relax }{figure.caption.5}{}}
+\@writefile{lot}{\defcounter {refsection}{0}\relax }\@writefile{lot}{\contentsline {table}{\numberline {2}{\ignorespaces Results for various kernels\relax }}{9}{table.caption.4}}
+\newlabel{tbl:res-kernels}{{2}{9}{Results for various kernels\relax }{table.caption.4}{}}
+\newlabel{LastPage}{{}{10}{}{page.10}{}}
+\xdef\lastpage@lastpage{10}
+\xdef\lastpage@lastpageHy{10}
diff --git a/roofline/report/report.fdb_latexmk b/roofline/report/report.fdb_latexmk
index d5e1ea0..329630a 100644
--- a/roofline/report/report.fdb_latexmk
+++ b/roofline/report/report.fdb_latexmk
@@ -1,11 +1,11 @@
 # Fdb version 3
-["biber report"] 1466704438 "report.bcf" "report.bbl" "report" 1466801023
-  "report.bcf" 1466799693 92382 2683b542d57d2326e3b37a6a44222b52 ""
+["biber report"] 1466704438 "report.bcf" "report.bbl" "report" 1466802710
+  "report.bcf" 1466802710 92382 2683b542d57d2326e3b37a6a44222b52 ""
   "roofline.bib" 1466704433 4157 226e47c750579a202f66b6f0e4df67bb ""
   (generated)
   "report.bbl"
   "report.blg"
-["pdflatex"] 1466799692 "report.tex" "report.pdf" "report" 1466801023
+["pdflatex"] 1466802708 "report.tex" "report.pdf" "report" 1466802710
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