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\begin{frame}
\frametitle{Simplification}
A sequence of edges can be collapsed into just one edge\\
~\newline
\includegraphics[scale=0.5]{../Figures/Simplification.png}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Example: Euclid's Algorithm}
\includegraphics[scale=0.5]{../Figures/EuclidsAlgorithmNoGraph.png}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Example: Euclid's Algorithm}
\includegraphics[scale=0.5]{../Figures/EuclidsAlgorithm.png}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Weakness}
\includegraphics[scale=0.4]{../Figures/WeaknessEdgeCoverage.png}\\
\uncover<2->{\structure{Do not discover the error ($<$ instead of $\leq$)}}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
%\frametitle{Alternative View of Condition Coverage}
\lstset{language=java,breaklines=true,showspaces=false,showstringspaces=false,breakatwhitespace=true}
\noindent \lstinputlisting{CondCovExample.java}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Condition-Coverage Criterion}
\begin{itemize}
\item Select a test set $T$ such that every edge of $P$'s control flow is traversed and all possible values of the
constituents of compound conditions are exercised at least once
\item This criterion is finer than edge coverage
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Weakness}
\includegraphics[scale=0.5]{../Figures/WeaknessConditionCoverage.png}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Path-Coverage Criterion}
\begin{itemize}
\item Select a test set $T$ that traverses all paths from the initial to the final node of $P$s control flow
\item It is finer than the previous kinds of coverage
\item However, number of paths may be too large, or even infinite (see while loops)
\item Loops
\begin{itemize}
\item Zero times (or minimum number of times)
\item Maximum times
\item Average number of times
\end{itemize}
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{The Infeasibility Problem}
\begin{itemize}
\item Syntactically indicated behaviours (statements, edges, etc.) are often impossible
\item Unreachable code, infeasible edges, paths, etc.
\item Adequacy criteria may be impossible to satisfy
\begin{itemize}
\item Manual justification for omitting each impossible test case
\item Adequacy ``scores'' based on coverage - example 95 \% statement coverage
\end{itemize}
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Further Problem}
\begin{itemize}
\item What if the code omits the implementation of some part of the specification?
\item White box test cases derived from the code will ignore that part of the specification!
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Testing Boundary Conditions}
\begin{itemize}
\item Testing criteria partition input domain in classes, assuming that behavior
is ``similar'' for all data within a class
\item Some typical programming errors, however, just happen to be at the
boundary between different classes
\begin{itemize}
\item Off by one errors
\item $<$ instead of $\leq$
\item equals zero
\end{itemize}
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Criterion}
\begin{itemize}
\item After partitioning the input domain D into several classes, test the
program using input values not only ``inside'' the classes, but also at their
boundaries
\item This applies to both white-box and black-box techniques
\item In practice, use the different testing criteria in combinations
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{The Oracle Problem}
\structure{When might it be difficult to know the ``expected''
output/behaviour?}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{The Oracle Problem}
\begin{itemize}
\item Given input test cases that cover the domain, what are the expected
outputs?
\item Oracles are required at each stage of testing to tell us what the right
answer is
\item Black-box criteria are better than white-box for building test oracles
\item Automated test oracles are required for running large amounts of tests
\item Oracles are difficult to design - no universal recipe
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{The Oracle Problem Continued}
\begin{itemize}
\item Determining what the right answer should be is not always easy
\begin{itemize}
%\item Air traffic control system
\item Scientific computing
\item Machine learning
\item Artifical intelligence
\end{itemize}
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{The Oracle Problem Continued}
\structure{What are some strategies we can use when we do not have a test
oracle?}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Strategies Without An Oracle}
\begin{itemize}
\item Using an independent program to approximate the oracle (pseudo oracle)
\item Method of manufactured solutions
\item Properties of the expected values can be easier than stating the expected
output
\bi
\item \uncover<1>{\structure<1>{Examples?}}
\item \uncover<2->{List is sorted}
\item \uncover<2->{Number of entries in file matches number of inputs}
\item \uncover<2->{Conservation of energy or mass}
\item \uncover<2->{Expected trends in output are observed (metamorphic testing)}
\item \uncover<2->{etc.}
\ei
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Mutation Testing for SC}
\begin{itemize}
\item Generate changes to the source code, called mutants, which become code faults
\item Mutants include changing an operation, modifying constants, changing the order of execution, etc.
\item The adequacy of a set of tests is established by running the tests on all generated mutants
\item Need to account for floating point approximations
\item See Hook and Kelly, 2009
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Analysis of Units}
\begin{itemize}
\item Dynamic testing of units is not the only option
\item Static testing (analysis) includes the following
\begin{itemize}
\item Informal inspection
\item Systematic inspection
\item Code walkthroughs, data flow analysis
\item Correctness proofs (for instance using pre and post conditions)
\item Complexity measures
\end{itemize}
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Challenges Specific to Scientific Computing}
\begin{itemize}
\item Unknown solution
\item Approximation of real numbers
\item Nonfunctional requirements
\item Parallel computation
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Validation Testing Report for PMGT}
\begin{itemize}
\item Prepared by Wen Yu
\item Do not know the correct solution, but know properties of the correct solution
\item Automated correctness validation tests
\begin{itemize}
\item The area of each element is greater than zero
\item The boundary of the mesh is closed
\item Vertices in a clockwise order
\item $nc + nv - ne = 1$
\item ...
\end{itemize}
\item Visual correctness validation tests
\begin{itemize}
\item No vertex outside the input domain
\item No vertex inside a cell
\item No dangling edges
\item All cells connected
\item The mesh is conformal
\end{itemize}
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}
\frametitle{Validation Testing Report for PMGT (Continued)}
\begin{itemize}
\item List and description of test cases
\item Test cases are labelled and numbered
\item Traceability to SRS requirements
\item Traceability to MG
\item Summary of results
\item Analysis of results
\begin{itemize}
\item Focus on nonfunctional requirements
\item Speed
\end{itemize}
\end{itemize}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}[allowframebreaks]
\frametitle{References}
\bibliography{../../ReferenceMaterial/References}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\end{document}