diff --git a/package/test/benchmarks/2/CPU-did-not-finish b/package/test/benchmarks/2/CPU-did-not-finish
new file mode 100644
index 0000000..ce931ad
--- /dev/null
+++ b/package/test/benchmarks/2/CPU-did-not-finish
@@ -0,0 +1 @@
+The CPU did not finish. Once it started using the page-file it just aborted. therefore too little RAM for this test
\ No newline at end of file
diff --git a/package/test/data/nikuradse_2.csv b/package/test/data/nikuradse_2.csv
new file mode 100644
index 0000000..13c56f7
--- /dev/null
+++ b/package/test/data/nikuradse_2.csv
@@ -0,0 +1,3621 @@
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diff --git a/thesis/chapters/evaluation.tex b/thesis/chapters/evaluation.tex
index 9a730c7..a3b9226 100644
--- a/thesis/chapters/evaluation.tex
+++ b/thesis/chapters/evaluation.tex
@@ -110,7 +110,11 @@ Most of the time is spent doing the parameter optimisation step
 \subsection{Transpiler}
 Results only for Transpiler (also contains final kernel configuration and probably quick overview/recap of the implementation used and described in Implementation section
 
+\subsubsection{Benchmark 1}
 
+\subsubsection{Benchmark 2}
+
+\subsubsection{Benchmark 3}
 
 \subsection{Performance Tuning}
 Document the process of performance tuning
@@ -125,4 +129,12 @@ CPU at 100\% GPU at around 30\%. Heavily CPU bottlenecked. Mainly due to PTX com
 \subsection{Comparison}
 Comparison of Interpreter and Transpiler as well as Comparing the two with CPU interpreter
 
-talk about that compute portion is just too little. Only more complex expressions with higher var set count benefit well (make one or two performance evaluations, with 10 larger expressions and at least 1k var sets and present that here as point for that statement)
\ No newline at end of file
+talk about that compute portion is just too little. Only more complex expressions with higher var set count benefit well (make one or two performance evaluations, with 10 larger expressions and at least 1k var sets and present that here as point for that statement)
+
+\subsubsection{Benchmark 1}
+
+
+\subsubsection{Benchmark 2}
+CPU Did not finish due to RAM constraints
+
+\subsubsection{Benchmark 3}
\ No newline at end of file
diff --git a/thesis/main.pdf b/thesis/main.pdf
index 29a305a..841d41a 100644
Binary files a/thesis/main.pdf and b/thesis/main.pdf differ