cws/cw03.tex
author Christian Urban <urbanc@in.tum.de>
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\documentclass{article}
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\usepackage{chessboard}
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\usepackage[LSBC4,T1]{fontenc}
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\let\clipbox\relax
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\usepackage{../style}
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\usepackage{../langs}
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\usepackage{disclaimer}
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\begin{document}
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\setchessboard{smallboard,
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               zero,
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               showmover=false,
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               boardfontencoding=LSBC4,
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               hlabelformat=\arabic{ranklabel},
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               vlabelformat=\arabic{filelabel}}
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\mbox{}\\[-18mm]\mbox{}
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\section*{Coursework 8 (Scala)}
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This coursework is worth 10\%. It is about searching and
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backtracking. The first part is due on 29 November at 11pm; the
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second, more advanced part, is due on 20 December at 11pm. You are
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asked to implement Scala programs that solve various versions of the
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\textit{Knight's Tour Problem} on a chessboard. Note the second, more
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advanced, part might include material you have not yet seen in the
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first three lectures. \bigskip
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\IMPORTANT{}
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Also note that the running time of each part will be restricted to a
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maximum of 30 seconds on my laptop: If you calculate a result once,
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try to avoid to calculate the result again. Feel free to copy any code
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you need from files \texttt{knight1.scala}, \texttt{knight2.scala} and
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\texttt{knight3.scala}.
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\DISCLAIMER{}
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\subsection*{Background}
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The \textit{Knight's Tour Problem} is about finding a tour such that
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the knight visits every field on an $n\times n$ chessboard once. For
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example on a $5\times 5$ chessboard, a knight's tour is:
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\chessboard[maxfield=d4, 
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            pgfstyle= {[base,at={\pgfpoint{0pt}{-0.5ex}}]text},
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            text = \small 24, markfield=Z4,
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            text = \small 11, markfield=a4,
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            text = \small  6, markfield=b4,
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            text = \small 17, markfield=c4,
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            text = \small  0, markfield=d4,
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            text = \small 19, markfield=Z3,
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            text = \small 16, markfield=a3,
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            text = \small 23, markfield=b3,
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            text = \small 12, markfield=c3,
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            text = \small  7, markfield=d3,
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            text = \small 10, markfield=Z2,
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            text = \small  5, markfield=a2,
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            text = \small 18, markfield=b2,
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            text = \small  1, markfield=c2,
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            text = \small 22, markfield=d2,
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            text = \small 15, markfield=Z1,
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            text = \small 20, markfield=a1,
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            text = \small  3, markfield=b1,
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            text = \small  8, markfield=c1,
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            text = \small 13, markfield=d1,
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            text = \small  4, markfield=Z0,
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            text = \small  9, markfield=a0,
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            text = \small 14, markfield=b0,
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            text = \small 21, markfield=c0,
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            text = \small  2, markfield=d0
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           ]
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\noindent
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This tour starts in the right-upper corner, then moves to field
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$(3,2)$, then $(4,0)$ and so on. There are no knight's tours on
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$2\times 2$, $3\times 3$ and $4\times 4$ chessboards, but for every
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bigger board there is. 
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A knight's tour is called \emph{closed}, if the last step in the tour
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is within a knight's move to the beginning of the tour. So the above
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knight's tour is \underline{not} closed because the last
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step on field $(0, 4)$ is not within the reach of the first step on
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$(4, 4)$. It turns out there is no closed knight's tour on a $5\times
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5$ board. But there are on a $6\times 6$ board and on bigger ones, for
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example
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\chessboard[maxfield=e5, 
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            pgfstyle={[base,at={\pgfpoint{0pt}{-0.5ex}}]text},
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            text = \small 10, markfield=Z5,
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            text = \small  5, markfield=a5,
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            text = \small 18, markfield=b5,
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            text = \small 25, markfield=c5,
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            text = \small 16, markfield=d5,
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            text = \small  7, markfield=e5,
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            text = \small 31, markfield=Z4,
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            text = \small 26, markfield=a4,
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            text = \small  9, markfield=b4,
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            text = \small  6, markfield=c4,
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            text = \small 19, markfield=d4,
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            text = \small 24, markfield=e4,
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            % 4  11  30  17   8  15 
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            text = \small  4, markfield=Z3,
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            text = \small 11, markfield=a3,
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            text = \small 30, markfield=b3,
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            text = \small 17, markfield=c3,
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            text = \small  8, markfield=d3,
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            text = \small 15, markfield=e3,
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            %29  32  27   0  23  20 
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            text = \small 29, markfield=Z2,
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            text = \small 32, markfield=a2,
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            text = \small 27, markfield=b2,
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            text = \small  0, markfield=c2,
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            text = \small 23, markfield=d2,
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            text = \small 20, markfield=e2,
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            %12   3  34  21  14   1 
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            text = \small 12, markfield=Z1,
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            text = \small  3, markfield=a1,
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            text = \small 34, markfield=b1,
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            text = \small 21, markfield=c1,
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            text = \small 14, markfield=d1,
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            text = \small  1, markfield=e1,
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            %33  28  13   2  35  22 
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            text = \small 33, markfield=Z0,
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            text = \small 28, markfield=a0,
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            text = \small 13, markfield=b0,
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            text = \small  2, markfield=c0,
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            text = \small 35, markfield=d0,
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            text = \small 22, markfield=e0,
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            vlabel=false,
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            hlabel=false
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           ]
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\noindent
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where the 35th move can join up again with the 0th move.
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If you cannot remember how a knight moves in chess, or never played
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chess, below are all potential moves indicated for two knights, one on
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field $(2, 2)$ (blue moves) and another on $(7, 7)$ (red moves):
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{\chessboard[maxfield=g7,
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            color=blue!50,
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            linewidth=0.2em,
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            shortenstart=0.5ex,
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            shortenend=0.5ex,
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            markstyle=cross,
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            markfields={a4, c4, Z3, d3, Z1, d1, a0, c0},
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            color=red!50,
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            markfields={f5, e6},
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            setpieces={Ng7, Nb2},
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            boardfontsize=12pt,labelfontsize=9pt]}
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\subsection*{Reference Implementation}
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The Scala assignment comes with reference implementations in form of
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a \texttt{jar}-files. This allows you to run any test cases on your own
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computer. For example you can call Scala on the command line with the
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option \texttt{-cp knight1.jar} and then query any function from the
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template file. 
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\begin{lstlisting}[language={},numbers=none,basicstyle=\ttfamily\small]
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$ scala -cp knight1.jar
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scala> CW8a.enum_tours(5, List((0, 0))).length
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Time needed: 1.722 secs.
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res0: Int = 304
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scala> CW8a.print_board(8, CW8a.first_tour(8, List((0, 0))).get)
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Time needed: 15.411 secs.
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 51  46  55  44  53   4  21  12 
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 56  43  52   3  22  13  24   5 
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 47  50  45  54  25  20  11  14 
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 42  57   2  49  40  23   6  19 
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 35  48  41  26  61  10  15  28 
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 58   1  36  39  32  27  18   7 
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 37  34  31  60   9  62  29  16 
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  0  59  38  33  30  17   8  63 
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\end{lstlisting}%$
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\subsection*{Hints}
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\noindent
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\textbf{Part 1} useful list functions: \texttt{.contains(..)} checks
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whether an element is in a list, \texttt{.flatten} turns a list of
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lists into just a list, \texttt{\_::\_} puts an element on the head of
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the list, \texttt{.head} gives you the first element of a list (make
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sure the list is not \texttt{Nil}); a useful option function:
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\texttt{.isDefined} returns true, if an option is \texttt{Some(..)};
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anonymous functions can be constructed using \texttt{(x:Int) => ...},
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this functions takes an \texttt{Int} as an argument.\medskip
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\noindent
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\textbf{Part 2} a useful list function: \texttt{.sortBy} sorts a list
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according to a component given by the function; a function can be
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tested to be tail recursive by annotation \texttt{@tailrec}, which is
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made available by importing \texttt{scala.annotation.tailrec}.
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\subsection*{Part 1 (6 Marks)}
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You are asked to implement the knight's tour problem such that the
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dimension of the board can be changed.  Therefore most functions will
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take the dimension of the board as an argument.  The fun with this
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problem is that even for small chessboard dimensions it has already an
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incredibly large search space---finding a tour is like finding a
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needle in a haystack. In the first task we want to see how far we get
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with exhaustively exploring the complete search space for small
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chessboards.\medskip
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\noindent
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Let us first fix the basic datastructures for the implementation.  The
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board dimension is an integer.
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A \emph{position} (or field) on the chessboard is
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a pair of integers, like $(0, 0)$. A \emph{path} is a list of
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positions. The first (or 0th move) in a path is the last element in
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this list; and the last move in the path is the first element. For
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example the path for the $5\times 5$ chessboard above is represented
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by
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\[
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\texttt{List($\underbrace{\texttt{(0, 4)}}_{24}$,
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  $\underbrace{\texttt{(2, 3)}}_{23}$, ...,
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  $\underbrace{\texttt{(3, 2)}}_1$, $\underbrace{\texttt{(4, 4)}}_0$)}
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\]
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\noindent
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Suppose the dimension of a chessboard is $n$, then a path is a
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\emph{tour} if the length of the path is $n \times n$, each element
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occurs only once in the path, and each move follows the rules of how a
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knight moves (see above for the rules).
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\subsubsection*{Tasks (file knight1.scala)}
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\begin{itemize}
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\item[(1)] Implement an \texttt{is\_legal} function that takes a
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  dimension, a path and a position as arguments and tests whether the
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  position is inside the board and not yet element in the
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  path. \hfill[1 Mark]
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\item[(2)] Implement a \texttt{legal\_moves} function that calculates for a
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  position all legal onward moves. If the onward moves are
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  placed on a circle, you should produce them starting from
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  ``12-o'clock'' following in clockwise order.  For example on an
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  $8\times 8$ board for a knight at position $(2, 2)$ and otherwise
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  empty board, the legal-moves function should produce the onward
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  positions in this order:
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  \begin{center}
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  \texttt{List((3,4), (4,3), (4,1), (3,0), (1,0), (0,1), (0,3), (1,4))}
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  \end{center}
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  If the board is not empty, then maybe some of the moves need to be
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  filtered out from this list.  For a knight on field $(7, 7)$ and an
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  empty board, the legal moves are
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  \begin{center}
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  \texttt{List((6,5), (5,6))}
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  \end{center}
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  \mbox{}\hfill[1 Mark]
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\item[(3)] Implement two recursive functions (\texttt{count\_tours} and
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  \texttt{enum\_tours}). They each take a dimension and a path as
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  arguments. They exhaustively search for tours starting
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  from the given path. The first function counts all possible 
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  tours (there can be none for certain board sizes) and the second
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  collects all tours in a list of paths.\hfill[2 Marks]
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\end{itemize}
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\noindent \textbf{Test data:} For the marking, the functions in (3)
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will be called with board sizes up to $5 \times 5$. If you search
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for tours on a $5 \times 5$ board starting only from field $(0, 0)$,
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there are 304 of tours. If you try out every field of a $5 \times
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5$-board as a starting field and add up all tours, you obtain
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1728. A $6\times 6$ board is already too large to be searched
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exhaustively.\footnote{For your interest, the number of tours on
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  $6\times 6$, $7\times 7$ and $8\times 8$ are 6637920, 165575218320,
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  19591828170979904, respectively.}\smallskip
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\subsubsection*{Tasks (cont.)}
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\begin{itemize}
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\item[(4)] Implement a \texttt{first}-function. This function takes a list of
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  positions and a function $f$ as arguments; $f$ is the name we give to
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  this argument). The function $f$ takes a position as argument and
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  produces an optional path. So $f$'s type is \texttt{Pos =>
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    Option[Path]}. The idea behind the \texttt{first}-function is as follows:
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  \[
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  \begin{array}{lcl}
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  \textit{first}(\texttt{Nil}, f) & \dn & \texttt{None}\\  
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  \textit{first}(x\!::\!xs, f) & \dn & \begin{cases}
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    f(x) & \textit{if}\;f(x) \not=\texttt{None}\\
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    \textit{first}(xs, f) & \textit{otherwise}\\
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                              \end{cases}
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  \end{array}
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  \]
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  \noindent That is, we want to find the first position where the
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  result of $f$ is not \texttt{None}, if there is one. Note that
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  `inside' \texttt{first}, you do not (need to) know anything about
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  the argument $f$ except its type, namely \texttt{Pos =>
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    Option[Path]}. If you want to find out what the result of $f$ is
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  on a particular argument, say $x$, you can just write $f(x)$. 
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  There is one additional point however you should
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  take into account when implementing \texttt{first}: you will need to
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  calculate what the result of $f(x)$ is; your code should do this
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  only \textbf{once} and for as \textbf{few} elements in the list as
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  possible! Do not calculate $f(x)$ for all elements and then see which 
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  is the first \texttt{Some}.\\\mbox{}\hfill[1 Mark]
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\item[(5)] Implement a \texttt{first\_tour} function that uses the
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  \texttt{first}-function from (4), and searches recursively for single tour.
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  As there might not be such a tour at all, the \texttt{first\_tour} function
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  needs to return a value of type
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  \texttt{Option[Path]}.\\\mbox{}\hfill[1 Mark]
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\end{itemize}
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\noindent
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\textbf{Testing:} The \texttt{first\_tour} function will be called with board
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sizes of up to $8 \times 8$.
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\bigskip
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%%\newpage
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\subsection*{Advanced Part 2 (4 Marks)}
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As you should have seen in Part 1, a naive search for tours beyond
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$8 \times 8$ boards and also searching for closed tours even on small
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boards takes too much time. There is a heuristic, called \emph{Warnsdorf's
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Rule} that can speed up finding a tour. This heuristic states that a
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knight is moved so that it always proceeds to the field from which the
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knight will have the \underline{fewest} onward moves.  For example for
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a knight on field $(1, 3)$, the field $(0, 1)$ has the fewest possible
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onward moves, namely 2.
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\chessboard[maxfield=g7,
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            pgfstyle= {[base,at={\pgfpoint{0pt}{-0.5ex}}]text},
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            text = \small 3, markfield=Z5,
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            text = \small 7, markfield=b5,
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            text = \small 7, markfield=c4,
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            text = \small 7, markfield=c2,
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            text = \small 5, markfield=b1,
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            text = \small 2, markfield=Z1,
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            setpieces={Na3}]
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\noindent
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Warnsdorf's Rule states that the moves on the board above should be
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tried in the order
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\[
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(0, 1), (0, 5), (2, 1), (2, 5), (3, 4), (3, 2)
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\]
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\noindent
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Whenever there are ties, the corresponding onward moves can be in any
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order.  When calculating the number of onward moves for each field, we
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do not count moves that revisit any field already visited.
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\subsubsection*{Tasks (file knight2.scala)}
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\begin{itemize}
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\item[(6)] Write a function \texttt{ordered\_moves} that calculates a list of
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  onward moves like in (2) but orders them according to the
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  Warnsdorf’s Rule. That means moves with the fewest legal onward moves
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  should come first (in order to be tried out first). \hfill[1 Mark]
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\item[(7)] Implement a \texttt{first\_closed\_tour\_heuristic}
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  function that searches for a single
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  \textbf{closed} tour on a $6\times 6$ board. It should try out
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  onward moves according to
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  the \texttt{ordered\_moves} function from (6). It is more likely to find
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  a solution when started in the middle of the board (that is
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  position $(dimension / 2, dimension / 2)$). \hfill[1 Mark]
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\item[(8)] Implement a \texttt{first\_tour\_heuristic} function
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  for boards up to
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  $30\times 30$.  It is the same function as in (7) but searches for
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  tours (not just closed tours). It might be called with any field on the
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  board as start.\\
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  %You have to be careful to write a
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  %tail-recursive function of the \texttt{first\_tour\_heuristic} function
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  %otherwise you will get problems with stack-overflows.\\
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  \mbox{}\hfill[1 Mark]
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\end{itemize}    
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\subsubsection*{Task (file knight3.scala)}
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\begin{itemize}
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\item[(9)] Implement a function \texttt{tour\_on\_mega\_board} which is
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  the same function as (7), \textbf{but} can deal with boards up to
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  $70\times 70$ \textbf{within 30 seconds}. This will be tested
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  by starting from field $(0, 0)$. You have to be careful to
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  write a tail-recursive function otherwise you will get problems
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  with stack-overflows. Please observe the requirements about
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  the submissions: no tricks involving \textbf{.par}.\medskip
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  The timelimit of 30 secs is with respect to the laptop on which the
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  marking will happen. You can estimate how well your
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  implementation performs by running \texttt{knight3.jar} on your
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  computer. For example:
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  \begin{lstlisting}[language={},numbers=none,basicstyle=\ttfamily\small]
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$ scala -cp knight3.jar
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scala> CW8c.tour_on_mega_board(70, List((0, 0)))
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Time needed: 9.484 secs.
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...<<long_list>>...
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\end{lstlisting}%$
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  \mbox{}\hfill[1 Mark]
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\end{itemize}  
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\bigskip
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\end{document}
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%%% Local Variables: 
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%%% mode: latex
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%%% TeX-master: t
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%%% End: