cws/cw04-new.tex
changeset 483 a2c4c6bf319d
parent 482 20f02c5ff53f
child 484 70c477ad2fd9
--- a/cws/cw04-new.tex	Fri Apr 26 17:29:30 2024 +0100
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,651 +0,0 @@
-\documentclass{article}
-\usepackage{../style}
-\usepackage{../langs}
-\usepackage{disclaimer}
-\usepackage{tikz}
-\usepackage{pgf}
-\usepackage{pgfplots}
-\usepackage{stackengine}
-%% \usepackage{accents}
-\newcommand\barbelow[1]{\stackunder[1.2pt]{#1}{\raisebox{-4mm}{\boldmath$\uparrow$}}}
-
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-\end{filecontents}
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-\end{filecontents}
-
-
-\begin{document}
-
-% BF IDE
-% https://www.microsoft.com/en-us/p/brainf-ck/9nblgggzhvq5
-  
-\section*{Coursework 8 (Regular Expressions and Brainf***)}
-
-This coursework is worth 10\%. It is about regular expressions,
-pattern matching and an interpreter. The first part is due on 30
-November at 11pm; the second, more advanced part, is due on 21
-December at 11pm. In the first part, you are asked to implement a
-regular expression matcher based on derivatives of regular
-expressions. The reason is that regular expression matching in Java
-and Python can sometimes be extremely slow. The advanced part is about
-an interpreter for a very simple programming language.\bigskip
-
-\IMPORTANT{}
-
-\noindent
-Also note that the running time of each part will be restricted to a
-maximum of 360 seconds on my laptop.
-
-\DISCLAIMER{}
-
-
-\subsection*{Part 1 (6 Marks)}
-
-The task is to implement a regular expression matcher that is based on
-derivatives of regular expressions. Most of the functions are defined by
-recursion over regular expressions and can be elegantly implemented
-using Scala's pattern-matching. The implementation should deal with the
-following regular expressions, which have been predefined in the file
-\texttt{re.scala}:
-
-\begin{center}
-\begin{tabular}{lcll}
-  $r$ & $::=$ & $\ZERO$     & cannot match anything\\
-      &   $|$ & $\ONE$      & can only match the empty string\\
-      &   $|$ & $c$         & can match a single character (in this case $c$)\\
-      &   $|$ & $r_1 + r_2$ & can match a string either with $r_1$ or with $r_2$\\
-  &   $|$ & $r_1\cdot r_2$ & can match the first part of a string with $r_1$ and\\
-          &  & & then the second part with $r_2$\\
-      &   $|$ & $r^*$       & can match zero or more times $r$\\
-\end{tabular}
-\end{center}
-
-\noindent 
-Why? Knowing how to match regular expressions and strings will let you
-solve a lot of problems that vex other humans. Regular expressions are
-one of the fastest and simplest ways to match patterns in text, and
-are endlessly useful for searching, editing and analysing data in all
-sorts of places (for example analysing network traffic in order to
-detect security breaches). However, you need to be fast, otherwise you
-will stumble over problems such as recently reported at
-
-{\small
-\begin{itemize}
-\item[$\bullet$] \url{http://stackstatus.net/post/147710624694/outage-postmortem-july-20-2016}
-\item[$\bullet$] \url{https://vimeo.com/112065252}
-\item[$\bullet$] \url{http://davidvgalbraith.com/how-i-fixed-atom/}  
-\end{itemize}}
-
-\subsubsection*{Tasks (file re.scala)}
-
-The file \texttt{re.scala} has already a definition for regular
-expressions and also defines some handy shorthand notation for
-regular expressions. The notation in this document matches up
-with the code in the file as follows:
-
-\begin{center}
-  \begin{tabular}{rcl@{\hspace{10mm}}l}
-    & & code: & shorthand:\smallskip \\ 
-  $\ZERO$ & $\mapsto$ & \texttt{ZERO}\\
-  $\ONE$  & $\mapsto$ & \texttt{ONE}\\
-  $c$     & $\mapsto$ & \texttt{CHAR(c)}\\
-  $r_1 + r_2$ & $\mapsto$ & \texttt{ALT(r1, r2)} & \texttt{r1 | r2}\\
-  $r_1 \cdot r_2$ & $\mapsto$ & \texttt{SEQ(r1, r2)} & \texttt{r1 $\sim$ r2}\\
-  $r^*$ & $\mapsto$ &  \texttt{STAR(r)} & \texttt{r.\%}
-\end{tabular}    
-\end{center}  
-
-
-\begin{itemize}
-\item[(1a)] Implement a function, called \textit{nullable}, by
-  recursion over regular expressions. This function tests whether a
-  regular expression can match the empty string. This means given a
-  regular expression it either returns true or false. The function
-  \textit{nullable}
-  is defined as follows:
-
-\begin{center}
-\begin{tabular}{lcl}
-$\textit{nullable}(\ZERO)$ & $\dn$ & $\textit{false}$\\
-$\textit{nullable}(\ONE)$  & $\dn$ & $\textit{true}$\\
-$\textit{nullable}(c)$     & $\dn$ & $\textit{false}$\\
-$\textit{nullable}(r_1 + r_2)$ & $\dn$ & $\textit{nullable}(r_1) \vee \textit{nullable}(r_2)$\\
-$\textit{nullable}(r_1 \cdot r_2)$ & $\dn$ & $\textit{nullable}(r_1) \wedge \textit{nullable}(r_2)$\\
-$\textit{nullable}(r^*)$ & $\dn$ & $\textit{true}$\\
-\end{tabular}
-\end{center}~\hfill[1 Mark]
-
-\item[(1b)] Implement a function, called \textit{der}, by recursion over
-  regular expressions. It takes a character and a regular expression
-  as arguments and calculates the derivative regular expression according
-  to the rules:
-
-\begin{center}
-\begin{tabular}{lcl}
-$\textit{der}\;c\;(\ZERO)$ & $\dn$ & $\ZERO$\\
-$\textit{der}\;c\;(\ONE)$  & $\dn$ & $\ZERO$\\
-$\textit{der}\;c\;(d)$     & $\dn$ & $\textit{if}\; c = d\;\textit{then} \;\ONE \; \textit{else} \;\ZERO$\\
-$\textit{der}\;c\;(r_1 + r_2)$ & $\dn$ & $(\textit{der}\;c\;r_1) + (\textit{der}\;c\;r_2)$\\
-$\textit{der}\;c\;(r_1 \cdot r_2)$ & $\dn$ & $\textit{if}\;\textit{nullable}(r_1)$\\
-      & & $\textit{then}\;((\textit{der}\;c\;r_1)\cdot r_2) + (\textit{der}\;c\;r_2)$\\
-      & & $\textit{else}\;(\textit{der}\;c\;r_1)\cdot r_2$\\
-$\textit{der}\;c\;(r^*)$ & $\dn$ & $(\textit{der}\;c\;r)\cdot (r^*)$\\
-\end{tabular}
-\end{center}
-
-For example given the regular expression $r = (a \cdot b) \cdot c$, the derivatives
-w.r.t.~the characters $a$, $b$ and $c$ are
-
-\begin{center}
-  \begin{tabular}{lcll}
-    $\textit{der}\;a\;r$ & $=$ & $(\ONE \cdot b)\cdot c$ & ($= r'$)\\
-    $\textit{der}\;b\;r$ & $=$ & $(\ZERO \cdot b)\cdot c$\\
-    $\textit{der}\;c\;r$ & $=$ & $(\ZERO \cdot b)\cdot c$
-  \end{tabular}
-\end{center}
-
-Let $r'$ stand for the first derivative, then taking the derivatives of $r'$
-w.r.t.~the characters $a$, $b$ and $c$ gives
-
-\begin{center}
-  \begin{tabular}{lcll}
-    $\textit{der}\;a\;r'$ & $=$ & $((\ZERO \cdot b) + \ZERO)\cdot c$ \\
-    $\textit{der}\;b\;r'$ & $=$ & $((\ZERO \cdot b) + \ONE)\cdot c$ & ($= r''$)\\
-    $\textit{der}\;c\;r'$ & $=$ & $((\ZERO \cdot b) + \ZERO)\cdot c$
-  \end{tabular}
-\end{center}
-
-One more example: Let $r''$ stand for the second derivative above,
-then taking the derivatives of $r''$ w.r.t.~the characters $a$, $b$
-and $c$ gives
-
-\begin{center}
-  \begin{tabular}{lcll}
-    $\textit{der}\;a\;r''$ & $=$ & $((\ZERO \cdot b) + \ZERO) \cdot c + \ZERO$ \\
-    $\textit{der}\;b\;r''$ & $=$ & $((\ZERO \cdot b) + \ZERO) \cdot c + \ZERO$\\
-    $\textit{der}\;c\;r''$ & $=$ & $((\ZERO \cdot b) + \ZERO) \cdot c + \ONE$ &
-    (is $\textit{nullable}$)                      
-  \end{tabular}
-\end{center}
-
-Note, the last derivative can match the empty string, that is it is \textit{nullable}.\\
-\mbox{}\hfill\mbox{[1 Mark]}
-
-\item[(1c)] Implement the function \textit{simp}, which recursively
-  traverses a regular expression from the inside to the outside, and
-  on the way simplifies every regular expression on the left (see
-  below) to the regular expression on the right, except it does not
-  simplify inside ${}^*$-regular expressions.
-
-  \begin{center}
-\begin{tabular}{l@{\hspace{4mm}}c@{\hspace{4mm}}ll}
-$r \cdot \ZERO$ & $\mapsto$ & $\ZERO$\\ 
-$\ZERO \cdot r$ & $\mapsto$ & $\ZERO$\\ 
-$r \cdot \ONE$ & $\mapsto$ & $r$\\ 
-$\ONE \cdot r$ & $\mapsto$ & $r$\\ 
-$r + \ZERO$ & $\mapsto$ & $r$\\ 
-$\ZERO + r$ & $\mapsto$ & $r$\\ 
-$r + r$ & $\mapsto$ & $r$\\ 
-\end{tabular}
-  \end{center}
-
-  For example the regular expression
-  \[(r_1 + \ZERO) \cdot \ONE + ((\ONE + r_2) + r_3) \cdot (r_4 \cdot \ZERO)\]
-
-  simplifies to just $r_1$. \textbf{Hint:} Regular expressions can be
-  seen as trees and there are several methods for traversing
-  trees. One of them corresponds to the inside-out traversal, which is
-  sometimes also called post-order traversal. Furthermore,
-  remember numerical expressions from school times: there you had expressions
-  like $u + \ldots + (1 \cdot x) - \ldots (z + (y \cdot 0)) \ldots$
-  and simplification rules that looked very similar to rules
-  above. You would simplify such numerical expressions by replacing
-  for example the $y \cdot 0$ by $0$, or $1\cdot x$ by $x$, and then
-  look whether more rules are applicable. If you organise the
-  simplification in an inside-out fashion, it is always clear which
-  rule should be applied next.\hfill[2 Marks]
-
-\item[(1d)] Implement two functions: The first, called \textit{ders},
-  takes a list of characters and a regular expression as arguments, and
-  builds the derivative w.r.t.~the list as follows:
-
-\begin{center}
-\begin{tabular}{lcl}
-$\textit{ders}\;(Nil)\;r$ & $\dn$ & $r$\\
-  $\textit{ders}\;(c::cs)\;r$  & $\dn$ &
-    $\textit{ders}\;cs\;(\textit{simp}(\textit{der}\;c\;r))$\\
-\end{tabular}
-\end{center}
-
-Note that this function is different from \textit{der}, which only
-takes a single character.
-
-The second function, called \textit{matcher}, takes a string and a
-regular expression as arguments. It builds first the derivatives
-according to \textit{ders} and after that tests whether the resulting
-derivative regular expression can match the empty string (using
-\textit{nullable}).  For example the \textit{matcher} will produce
-true for the regular expression $(a\cdot b)\cdot c$ and the string
-$abc$, but false if you give it the string $ab$. \hfill[1 Mark]
-
-\item[(1e)] Implement a function, called \textit{size}, by recursion
-  over regular expressions. If a regular expression is seen as a tree,
-  then \textit{size} should return the number of nodes in such a
-  tree. Therefore this function is defined as follows:
-
-\begin{center}
-\begin{tabular}{lcl}
-$\textit{size}(\ZERO)$ & $\dn$ & $1$\\
-$\textit{size}(\ONE)$  & $\dn$ & $1$\\
-$\textit{size}(c)$     & $\dn$ & $1$\\
-$\textit{size}(r_1 + r_2)$ & $\dn$ & $1 + \textit{size}(r_1) + \textit{size}(r_2)$\\
-$\textit{size}(r_1 \cdot r_2)$ & $\dn$ & $1 + \textit{size}(r_1) + \textit{size}(r_2)$\\
-$\textit{size}(r^*)$ & $\dn$ & $1 + \textit{size}(r)$\\
-\end{tabular}
-\end{center}
-
-You can use \textit{size} in order to test how much the `evil' regular
-expression $(a^*)^* \cdot b$ grows when taking successive derivatives
-according the letter $a$ without simplification and then compare it to
-taking the derivative, but simplify the result.  The sizes
-are given in \texttt{re.scala}. \hfill[1 Mark]
-\end{itemize}
-
-\subsection*{Background}
-
-Although easily implementable in Scala, the idea behind the derivative
-function might not so easy to be seen. To understand its purpose
-better, assume a regular expression $r$ can match strings of the form
-$c\!::\!cs$ (that means strings which start with a character $c$ and have
-some rest, or tail, $cs$). If you take the derivative of $r$ with
-respect to the character $c$, then you obtain a regular expression
-that can match all the strings $cs$.  In other words, the regular
-expression $\textit{der}\;c\;r$ can match the same strings $c\!::\!cs$
-that can be matched by $r$, except that the $c$ is chopped off.
-
-Assume now $r$ can match the string $abc$. If you take the derivative
-according to $a$ then you obtain a regular expression that can match
-$bc$ (it is $abc$ where the $a$ has been chopped off). If you now
-build the derivative $\textit{der}\;b\;(\textit{der}\;a\;r)$ you
-obtain a regular expression that can match the string $c$ (it is $bc$
-where $b$ is chopped off). If you finally build the derivative of this
-according $c$, that is
-$\textit{der}\;c\;(\textit{der}\;b\;(\textit{der}\;a\;r))$, you obtain
-a regular expression that can match the empty string. You can test
-whether this is indeed the case using the function nullable, which is
-what your matcher is doing.
-
-The purpose of the $\textit{simp}$ function is to keep the regular
-expressions small. Normally the derivative function makes the regular
-expression bigger (see the SEQ case and the example in (1b)) and the
-algorithm would be slower and slower over time. The $\textit{simp}$
-function counters this increase in size and the result is that the
-algorithm is fast throughout.  By the way, this algorithm is by Janusz
-Brzozowski who came up with the idea of derivatives in 1964 in his PhD
-thesis.
-
-\begin{center}\small
-\url{https://en.wikipedia.org/wiki/Janusz_Brzozowski_(computer_scientist)}
-\end{center}
-
-
-If you want to see how badly the regular expression matchers do in
-Java\footnote{Version 8 and below; Version 9 does not seem to be as
-  catastrophic, but still worse than the regular expression matcher
-based on derivatives.} and in Python with the `evil' regular
-expression $(a^*)^*\cdot b$, then have a look at the graphs below (you
-can try it out for yourself: have a look at the file
-\texttt{catastrophic.java} and \texttt{catastrophic.py} on
-KEATS). Compare this with the matcher you have implemented. How long
-can the string of $a$'s be in your matcher and still stay within the
-30 seconds time limit?
-
-\begin{center}
-\begin{tabular}{@{}cc@{}}
-\multicolumn{2}{c}{Graph: $(a^*)^*\cdot b$ and strings 
-           $\underbrace{a\ldots a}_{n}$}\bigskip\\
-  
-\begin{tikzpicture}
-\begin{axis}[
-    xlabel={$n$},
-    x label style={at={(1.05,0.0)}},
-    ylabel={time in secs},
-    y label style={at={(0.06,0.5)}},
-    enlargelimits=false,
-    xtick={0,5,...,30},
-    xmax=33,
-    ymax=45,
-    ytick={0,5,...,40},
-    scaled ticks=false,
-    axis lines=left,
-    width=6cm,
-    height=5.5cm, 
-    legend entries={Python, Java 8},  
-    legend pos=north west]
-\addplot[blue,mark=*, mark options={fill=white}] table {re-python2.data};
-\addplot[cyan,mark=*, mark options={fill=white}] table {re-java.data};
-\end{axis}
-\end{tikzpicture}
-  & 
-\begin{tikzpicture}
-\begin{axis}[
-    xlabel={$n$},
-    x label style={at={(1.05,0.0)}},
-    ylabel={time in secs},
-    y label style={at={(0.06,0.5)}},
-    %enlargelimits=false,
-    %xtick={0,5000,...,30000},
-    xmax=65000,
-    ymax=45,
-    ytick={0,5,...,40},
-    scaled ticks=false,
-    axis lines=left,
-    width=6cm,
-    height=5.5cm, 
-    legend entries={Java 9},  
-    legend pos=north west]
-\addplot[cyan,mark=*, mark options={fill=white}] table {re-java9.data};
-\end{axis}
-\end{tikzpicture}
-\end{tabular}  
-\end{center}
-\newpage
-
-\subsection*{Part 2 (4 Marks)}
-
-Coming from Java or C++, you might think Scala is a quite esoteric
-programming language.  But remember, some serious companies have built
-their business on
-Scala.\footnote{\url{https://en.wikipedia.org/wiki/Scala_(programming_language)\#Companies}}
-And there are far, far more esoteric languages out there. One is
-called \emph{brainf***}. You are asked in this part to implement an
-interpreter for this language.
-
-Urban M\"uller developed brainf*** in 1993.  A close relative of this
-language was already introduced in 1964 by Corado B\"ohm, an Italian
-computer pioneer, who unfortunately died a few months ago. The main
-feature of brainf*** is its minimalistic set of instructions---just 8
-instructions in total and all of which are single characters. Despite
-the minimalism, this language has been shown to be Turing
-complete\ldots{}if this doesn't ring any bell with you: it roughly
-means that every algorithm we know can, in principle, be implemented in
-brainf***. It just takes a lot of determination and quite a lot of
-memory resources. Some relatively sophisticated sample programs in
-brainf*** are given in the file \texttt{bf.scala}.\bigskip
-
-\noindent
-As mentioned above, brainf*** has 8 single-character commands, namely
-\texttt{'>'}, \texttt{'<'}, \texttt{'+'}, \texttt{'-'}, \texttt{'.'},
-\texttt{','}, \texttt{'['} and \texttt{']'}. Every other character is
-considered a comment.  Brainf*** operates on memory cells containing
-integers. For this it uses a single memory pointer that points at each
-stage to one memory cell. This pointer can be moved forward by one
-memory cell by using the command \texttt{'>'}, and backward by using
-\texttt{'<'}. The commands \texttt{'+'} and \texttt{'-'} increase,
-respectively decrease, by 1 the content of the memory cell to which
-the memory pointer currently points to. The commands for input/output
-are \texttt{','} and \texttt{'.'}. Output works by reading the content
-of the memory cell to which the memory pointer points to and printing
-it out as an ASCII character. Input works the other way, taking some
-user input and storing it in the cell to which the memory pointer
-points to. The commands \texttt{'['} and \texttt{']'} are looping
-constructs. Everything in between \texttt{'['} and \texttt{']'} is
-repeated until a counter (memory cell) reaches zero.  A typical
-program in brainf*** looks as follows:
-
-\begin{center}
-\begin{verbatim}
- ++++++++[>++++[>++>+++>+++>+<<<<-]>+>+>->>+[<]<-]>>.>---.+++++++
- ..+++.>>.<-.<.+++.------.--------.>>+.>++.
-\end{verbatim}
-\end{center}  
-
-\noindent
-This one prints out Hello World\ldots{}obviously. 
-
-\subsubsection*{Tasks (file bf.scala)}
-
-\begin{itemize}
-\item[(2a)] Brainf*** memory is represented by a \texttt{Map} from
-  integers to integers. The empty memory is represented by
-  \texttt{Map()}, that is nothing is stored in the
-  memory. \texttt{Map(0 -> 1, 2 -> 3)} clearly stores \texttt{1} at
-  memory location \texttt{0}; at \texttt{2} it stores \texttt{3}. The
-  convention is that if we query the memory at a location that is
-  \emph{not} defined in the \texttt{Map}, we return \texttt{0}. Write
-  a function, \texttt{sread}, that takes a memory (a \texttt{Map}) and
-  a memory pointer (an \texttt{Int}) as argument, and safely reads the
-  corresponding memory location. If the \texttt{Map} is not defined at
-  the memory pointer, \texttt{sread} returns \texttt{0}.
-
-  Write another function \texttt{write}, which takes a memory, a
-  memory pointer and an integer value as argument and updates the
-  \texttt{Map} with the value at the given memory location. As usual
-  the \texttt{Map} is not updated `in-place' but a new map is created
-  with the same data, except the value is stored at the given memory
-  pointer.\hfill[1 Mark]
-
-\item[(2b)] Write two functions, \texttt{jumpRight} and
-  \texttt{jumpLeft} that are needed to implement the loop constructs
-  of brainf***. They take a program (a \texttt{String}) and a program
-  counter (an \texttt{Int}) as argument and move right (respectively
-  left) in the string in order to find the \textbf{matching}
-  opening/closing bracket. For example, given the following program
-  with the program counter indicated by an arrow:
-
-  \begin{center}
-  \texttt{--[\barbelow{.}.+>--],>,++}
-  \end{center}
-
-  then the matching closing bracket is in 9th position (counting from 0) and
-  \texttt{jumpRight} is supposed to return the position just after this
-  
-  \begin{center}
-  \texttt{--[..+>--]\barbelow{,}>,++}
-  \end{center}
-
-  meaning it jumps to after the loop. Similarly, if you are in 8th position
-  then \texttt{jumpLeft} is supposed to jump to just after the opening
-  bracket (that is jumping to the beginning of the loop):
-
-  \begin{center}
-    \texttt{--[..+>-\barbelow{-}],>,++}
-    \qquad$\stackrel{\texttt{jumpLeft}}{\longrightarrow}$\qquad
-    \texttt{--[\barbelow{.}.+>--],>,++}
-  \end{center}
-
-  Unfortunately we have to take into account that there might be
-  other opening and closing brackets on the `way' to find the
-  matching bracket. For example in the brainf*** program
-
-  \begin{center}
-  \texttt{--[\barbelow{.}.[+>]--],>,++}
-  \end{center}
-
-  we do not want to return the index for the \texttt{'-'} in the 9th
-  position, but the program counter for \texttt{','} in 12th
-  position. The easiest to find out whether a bracket is matched is by
-  using levels (which are the third argument in \texttt{jumpLeft} and
-  \texttt{jumpLeft}). In case of \texttt{jumpRight} you increase the
-  level by one whenever you find an opening bracket and decrease by
-  one for a closing bracket. Then in \texttt{jumpRight} you are looking
-  for the closing bracket on level \texttt{0}. For \texttt{jumpLeft} you
-  do the opposite. In this way you can find \textbf{matching} brackets
-  in strings such as
-
-  \begin{center}
-  \texttt{--[\barbelow{.}.[[-]+>[.]]--],>,++}
-  \end{center}
-
-  for which \texttt{jumpRight} should produce the position:
-
-  \begin{center}
-  \texttt{--[..[[-]+>[.]]--]\barbelow{,}>,++}
-  \end{center}
-
-  It is also possible that the position returned by \texttt{jumpRight} or
-  \texttt{jumpLeft} is outside the string in cases where there are
-  no matching brackets. For example
-
-  \begin{center}
-  \texttt{--[\barbelow{.}.[[-]+>[.]]--,>,++}
-  \qquad$\stackrel{\texttt{jumpRight}}{\longrightarrow}$\qquad
-  \texttt{--[..[[-]+>[.]]-->,++\barbelow{\;\phantom{+}}}
-  \end{center}
-  \hfill[1 Mark]
-
-
-\item[(2c)] Write a recursive function \texttt{run} that executes a
-  brainf*** program. It takes a program, a program counter, a memory
-  pointer and a memory as arguments. If the program counter is outside
-  the program string, the execution stops and \texttt{run} returns the
-  memory. If the program counter is inside the string, it reads the
-  corresponding character and updates the program counter \texttt{pc},
-  memory pointer \texttt{mp} and memory \texttt{mem} according to the
-  rules shown in Figure~\ref{comms}. It then calls recursively
-  \texttt{run} with the updated data.
-
-  Write another function \texttt{start} that calls \texttt{run} with a
-  given brainfu** program and memory, and the program counter and memory pointer
-  set to~$0$. Like \texttt{run} it returns the memory after the execution
-  of the program finishes. You can test your brainf**k interpreter with the
-  Sierpinski triangle or the Hello world programs or have a look at
-
-  \begin{center}
-  \url{https://esolangs.org/wiki/Brainfuck}
-  \end{center}\hfill[2 Marks]
-  
-  \begin{figure}[p]
-  \begin{center}
-    \begin{tabular}{|@{}p{0.8cm}|l|}
-      \hline
-      \hfill\texttt{'>'} & \begin{tabular}[t]{@{}l@{\hspace{2mm}}l@{}}
-                       $\bullet$ & $\texttt{pc} + 1$\\
-                       $\bullet$ & $\texttt{mp} + 1$\\
-                       $\bullet$ & \texttt{mem} unchanged
-                     \end{tabular}\\\hline   
-      \hfill\texttt{'<'} & \begin{tabular}[t]{@{}l@{\hspace{2mm}}l@{}}
-                       $\bullet$ & $\texttt{pc} + 1$\\
-                       $\bullet$ & $\texttt{mp} - 1$\\
-                       $\bullet$ & \texttt{mem} unchanged
-                     \end{tabular}\\\hline   
-      \hfill\texttt{'+'} & \begin{tabular}[t]{@{}l@{\hspace{2mm}}l@{}}
-                       $\bullet$ & $\texttt{pc} + 1$\\
-                       $\bullet$ & $\texttt{mp}$ unchanged\\
-                       $\bullet$ & \texttt{mem} updated with \texttt{mp -> mem(mp) + 1}\\
-                     \end{tabular}\\\hline   
-      \hfill\texttt{'-'} & \begin{tabular}[t]{@{}l@{\hspace{2mm}}l@{}}
-                       $\bullet$ & $\texttt{pc} + 1$\\
-                       $\bullet$ & $\texttt{mp}$ unchanged\\
-                       $\bullet$ & \texttt{mem} updated with \texttt{mp -> mem(mp) - 1}\\
-                     \end{tabular}\\\hline   
-      \hfill\texttt{'.'} & \begin{tabular}[t]{@{}l@{\hspace{2mm}}l@{}}
-                       $\bullet$ & $\texttt{pc} + 1$\\
-                       $\bullet$ & $\texttt{mp}$ and \texttt{mem} unchanged\\
-                       $\bullet$ & print out \,\texttt{mem(mp)} as a character\\
-                     \end{tabular}\\\hline   
-      \hfill\texttt{','} & \begin{tabular}[t]{@{}l@{\hspace{2mm}}l@{}}
-                       $\bullet$ & $\texttt{pc} + 1$\\
-                       $\bullet$ & $\texttt{mp}$ unchanged\\
-                       $\bullet$ & \texttt{mem} updated with \texttt{mp -> \textrm{input}}\\
-                       \multicolumn{2}{@{}l}{the input is given by \texttt{Console.in.read().toByte}}
-                     \end{tabular}\\\hline   
-      \hfill\texttt{'['} & \begin{tabular}[t]{@{}l@{\hspace{2mm}}l@{}}
-                       \multicolumn{2}{@{}l}{if \texttt{mem(mp) == 0} then}\\
-                       $\bullet$ & $\texttt{pc = jumpRight(prog, pc + 1, 0)}$\\
-                       $\bullet$ & $\texttt{mp}$ and \texttt{mem} unchanged\medskip\\
-                       \multicolumn{2}{@{}l}{otherwise if \texttt{mem(mp) != 0} then}\\
-                       $\bullet$ & $\texttt{pc} + 1$\\
-                       $\bullet$ & $\texttt{mp}$ and \texttt{mem} unchanged\\
-                     \end{tabular}
-                     \\\hline   
-      \hfill\texttt{']'} & \begin{tabular}[t]{@{}l@{\hspace{2mm}}l@{}}
-                       \multicolumn{2}{@{}l}{if \texttt{mem(mp) != 0} then}\\
-                       $\bullet$ & $\texttt{pc = jumpLeft(prog, pc - 1, 0)}$\\
-                       $\bullet$ & $\texttt{mp}$ and \texttt{mem} unchanged\medskip\\
-                       \multicolumn{2}{@{}l}{otherwise if \texttt{mem(mp) == 0} then}\\
-                       $\bullet$ & $\texttt{pc} + 1$\\
-                       $\bullet$ & $\texttt{mp}$ and \texttt{mem} unchanged\\
-                     \end{tabular}\\\hline   
-      any other char & \begin{tabular}[t]{@{}l@{\hspace{2mm}}l@{}}
-                         $\bullet$ & $\texttt{pc} + 1$\\
-                         $\bullet$ & \texttt{mp} and \texttt{mem} unchanged
-                       \end{tabular}\\
-      \hline                 
-    \end{tabular}
-  \end{center}
-  \caption{The rules for how commands in the brainf*** language update the program counter \texttt{pc},
-    memory pointer \texttt{mp} and memory \texttt{mem}.\label{comms}}
-  \end{figure}
-\end{itemize}\bigskip  
-
-
-
-
-\end{document}
-
-
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