author | Christian Urban <christian dot urban at kcl dot ac dot uk> |
Wed, 17 Dec 2014 17:50:34 +0000 | |
changeset 354 | 8e5e84b14041 |
parent 352 | da5713bcdbb0 |
child 355 | 619073c37649 |
permissions | -rw-r--r-- |
276
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\documentclass{article} |
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\usepackage{../style} |
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\usepackage{../langs} |
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\usepackage{../graphics} |
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\usepackage{../grammar} |
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\usepackage{multicol} |
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\usepackage{array} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
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|
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
9 |
\begin{document} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
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10 |
|
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\section*{Handout 9 (Static Analysis)} |
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12 |
|
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parents:
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13 |
If we want to improve the safety and security of our programs, |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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14 |
we need a more principled approach to programming. Testing is |
351
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15 |
good, but as Dijkstra famously wrote: |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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16 |
|
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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17 |
\begin{quote}\it |
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parents:
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``Program testing can be a very effective way to show the |
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parents:
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19 |
\underline{\smash{presence}} of bugs, but it is hopelessly |
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parents:
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20 |
inadequate for showing their \underline{\smash{absence}}.'' |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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21 |
\end{quote} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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22 |
|
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parents:
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23 |
\noindent While such a more principled approach has been the |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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24 |
subject of intense study for a long, long time, only in the |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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25 |
past few years some impressive results have been achieved. One |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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26 |
is the complete formalisation and (mathematical) verification |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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27 |
of a microkernel operating system called seL4. |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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28 |
|
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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29 |
\begin{center} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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30 |
\url{http://sel4.systems} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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31 |
\end{center} |
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parents:
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32 |
|
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33 |
\noindent In 2011 this work was included in the MIT Technology |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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34 |
Review in the annual list of the world’s ten most important |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
35 |
emerging |
337
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
36 |
technologies.\footnote{\url{http://www2.technologyreview.com/tr10/?year=2011}} |
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parents:
337
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37 |
While this work is impressive, its technical details are too |
346
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
38 |
enormous for an explanation here. Therefore let us look at |
337
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
335
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|
39 |
something much simpler, namely finding out properties about |
338
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
40 |
programs using \emph{static analysis}. |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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41 |
|
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Christian Urban <christian dot urban at kcl dot ac dot uk>
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42 |
Static analysis is a technique that checks properties of a |
346
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parents:
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43 |
program without actually running the program. This should |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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44 |
raise alarm bells with you---because almost all interesting |
351
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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45 |
properties about programs are equivalent to the halting |
346
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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46 |
problem, which we know is undecidable. For example estimating |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
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|
47 |
the memory consumption of programs is in general undecidable, |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
48 |
just like the halting problem. Static analysis circumvents |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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49 |
this undecidability-problem by essentially allowing answers |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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50 |
\emph{yes} and \emph{no}, but also \emph{don't know}. With |
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parents:
338
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51 |
this ``trick'' even the halting problem becomes |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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52 |
decidable\ldots{}for example we could always say \emph{don't |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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53 |
know}. Of course this would be silly. The point is that we |
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parents:
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54 |
should be striving for a method that answers as often as |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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55 |
possible either \emph{yes} or \emph{no}---just in cases when |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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56 |
it is too difficult we fall back on the |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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57 |
\emph{don't-know}-answer. This might sound all like abstract |
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parents:
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58 |
nonsense. Therefore let us look at a concrete example. |
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parents:
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59 |
|
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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60 |
|
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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61 |
\subsubsection*{A Simple, Idealised Programming Language} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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62 |
|
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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63 |
Our starting point is a small, idealised programming language. |
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parents:
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64 |
It is idealised because we cut several corners in comparison |
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parents:
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65 |
with real programming languages. The language we will study |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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66 |
contains, amongst other things, variables holding integers. |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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67 |
Using static analysis, we want to find out what the sign of |
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parents:
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68 |
these integers (positive or negative) will be when the program |
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parents:
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69 |
runs. This sign-analysis seems like a very simple problem. But |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
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70 |
teven such simple problems, if approached naively, are in |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
71 |
general undecidable, just like Turing's halting problem. I let |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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72 |
you think why? |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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73 |
|
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
74 |
|
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
75 |
Is sign-analysis of variables an interesting problem? Well, |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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76 |
yes---if a compiler can find out that for example a variable |
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parents:
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77 |
will never be negative and this variable is used as an index |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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78 |
for an array, then the comopiler does not need to generate code |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
79 |
for an underflow-test. Remember some languages are immune to |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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80 |
buffer-overflow attacks, but they need to add underflow and |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
81 |
overflow checks everywhere. If the compiler can omit the |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
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|
82 |
underflow test, for example, then this can potentially |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
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|
83 |
drastically speed up the generated code. |
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parents:
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|
84 |
|
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
85 |
What do programs in our simple programming language look like? |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
86 |
The following grammar gives a first specification: |
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parents:
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|
87 |
|
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
88 |
\begin{multicols}{2} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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89 |
\begin{plstx}[rhs style=,one per line,left margin=9mm] |
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: \meta{Stmt} ::= \meta{label} \texttt{:} |
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parents:
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91 |
| \meta{var} \texttt{:=} \meta{Exp} |
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parents:
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|
92 |
| \texttt{jmp?} \meta{Exp} \meta{label} |
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parents:
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93 |
| \texttt{goto} \meta{label}\\ |
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94 |
: \meta{Prog} ::= \meta{Stmt} \ldots{} \meta{Stmt}\\ |
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parents:
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95 |
\end{plstx} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
96 |
\columnbreak |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
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|
97 |
\begin{plstx}[rhs style=,one per line] : \meta{Exp} ::= \meta{Exp} \texttt{+} \meta{Exp} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
98 |
| \meta{Exp} \texttt{*} \meta{Exp} |
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parents:
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|
99 |
| \meta{Exp} \texttt{=} \meta{Exp} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
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|
100 |
| \meta{num} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
101 |
| \meta{var}\\ |
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parents:
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|
102 |
\end{plstx} |
346
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
103 |
\end{multicols} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
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|
104 |
|
350
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
105 |
\noindent I assume you are familiar with such |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
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|
106 |
grammars.\footnote{\url{http://en.wikipedia.org/wiki/Backus–Naur_Form}} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
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|
107 |
There are three main syntactic categories: \emph{statments} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
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|
108 |
and \emph{expressions} as well as \emph{programs}, which are |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
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|
109 |
sequences of statements. Statements are either labels, |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
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|
110 |
variable assignments, conditional jumps (\pcode{jmp?}) and |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
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|
111 |
unconditional jumps (\pcode{goto}). Labels are just strings, |
352
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parents:
351
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|
112 |
which can be used as the target of a jump. We assume that in |
354
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
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|
113 |
every program the labels are unique---if there is a clash we |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
114 |
do not know where to jump to. The conditional jumps and |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
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|
115 |
variable assignments involve (arithmetic) expressions. |
352
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
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|
116 |
Expressions are either numbers, variables or compound |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
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|
117 |
expressions built up from \pcode{+}, \pcode{*} and \emph{=} |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
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|
118 |
(for simplicity reasons we do not consider any other |
350
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
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|
119 |
operations). We assume we have negative and positive numbers, |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
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|
120 |
\ldots \pcode{-2}, \pcode{-1}, \pcode{0}, \pcode{1}, |
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
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|
121 |
\pcode{2}\ldots{} An example program that calculates the |
354
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Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
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|
122 |
factorial of 5 is in oure programming language as follows: |
350
54d6fc856950
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
changeset
|
123 |
|
54d6fc856950
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
changeset
|
124 |
\begin{lstlisting}[language={},xleftmargin=10mm] |
346
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
125 |
a := 1 |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
126 |
n := 5 |
350
54d6fc856950
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
changeset
|
127 |
top: |
54d6fc856950
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
changeset
|
128 |
jmp? n = 0 done |
346
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
129 |
a := a * n |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
130 |
n := n + -1 |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
131 |
goto top |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
132 |
done: |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
133 |
\end{lstlisting} |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
134 |
|
354
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
135 |
\noindent As can be seen each line of the program contains a |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
136 |
statement. In the first two lines we assign values to the |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
137 |
variables \pcode{a} and \pcode{n}. In line 4 we test whether |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
138 |
\pcode{n} is zero, in which case we jump to the end of the |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
139 |
program marked with the label \pcode{done}. If \pcode{n} is |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
140 |
not zero, we multiply the content of \pcode{a} by \pcode{n}, |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
141 |
decrease \pcode{n} by one and jump back to the beginning of |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
142 |
the loop, marked with the label \pcode{top}. Another program |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
143 |
in our language is shown in Figure~\ref{fib}. I let you think |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
144 |
what it calculates. |
350
54d6fc856950
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
changeset
|
145 |
|
54d6fc856950
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
changeset
|
146 |
\begin{figure}[t] |
346
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
147 |
\begin{lstlisting}[numbers=none, |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
148 |
language={},xleftmargin=10mm] |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
149 |
n := 6 |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
150 |
m1 := 0 |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
151 |
m2 := 1 |
350
54d6fc856950
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
changeset
|
152 |
loop: |
54d6fc856950
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
changeset
|
153 |
jmp? n = 0 done |
346
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
154 |
tmp := m2 |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
155 |
m2 := m1 + m2 |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
156 |
m1 := tmp |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
157 |
n := n + -1 |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
158 |
goto top |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
159 |
done: |
5a6e8b7d20f7
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
338
diff
changeset
|
160 |
\end{lstlisting} |
351
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
161 |
\caption{A mystery program in our idealised programming language. |
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
162 |
Try to find out what it calculates! \label{fib}} |
350
54d6fc856950
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
changeset
|
163 |
\end{figure} |
338
f1491e0d7be0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
337
diff
changeset
|
164 |
|
350
54d6fc856950
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
347
diff
changeset
|
165 |
Even if our language is rather small, it is still Turing |
351
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
166 |
complete---meaning quite powerful. However, discussing this |
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
167 |
fact in more detail would lead us too far astray. Clearly, our |
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
168 |
programming is rather low-level and not very comfortable for |
354
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
169 |
writing programs. It is inspired by real machine code, which |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
170 |
is the code that is executed by a CPU. So a more interesting |
351
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
171 |
question is what is missing in comparison with real machine |
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
172 |
code? Well, not much\ldots{}in principle. Real machine code, |
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
173 |
of course, contains many more arithmetic instructions (not |
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
174 |
just addition and multiplication) and many more conditional |
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
175 |
jumps. We could add these to our language if we wanted, but |
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
176 |
complexity is really beside the point here. Furthermore, real |
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
177 |
machine code has many instructions for manipulating memory. We |
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
178 |
do not have this at all. This is actually a more serious |
352
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
179 |
simplification because we assume numbers to be arbitrary small |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
180 |
or large, which is not the case with real machine code. In |
351
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
181 |
real code basic number formats have a range and might |
352
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
182 |
over-flow or under-flow from this range. Also the number of |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
183 |
variables in our programs is potentially unlimited, while |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
184 |
memory in an actual computer, of course, is always limited |
354
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
185 |
somehow on any actual. To sum up, our language might look |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
186 |
ridiculously simple, but it is not much removed from |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
187 |
practically relevant issues. |
276
d7109c6e721d
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff
changeset
|
188 |
|
351
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
189 |
|
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
190 |
\subsubsection*{An Interpreter} |
cd8d18f7b7ac
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
350
diff
changeset
|
191 |
|
352
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
192 |
Designing a language is like playing god: you can say what |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
193 |
names for variables you allow; what programs should look like; |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
194 |
most importantly you can decide what each part of the program |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
195 |
should mean and do. While our language is rather simple and |
354
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
196 |
the meaning of statements, for example, is rather |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
197 |
straightforward, there are still places where we need to make |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
198 |
real choices. For example consider the conditional jumps, say |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
199 |
the one in the factorial program: |
352
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
200 |
|
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
201 |
\begin{center} |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
202 |
\code{jmp? n = 0 done} |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
203 |
\end{center} |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
204 |
|
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
205 |
\noindent How should they work? We could introduce Booleans |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
206 |
(\pcode{true} and \pcode{false}) and then jump only when the |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
207 |
condition is \pcode{true}. However, since we have numbers in |
354
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
208 |
our language anyway, why not just encoding \pcode{true} as |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
209 |
one, and \pcode{false} as zero? In this way we can dispense |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
210 |
with the additional concept of Booleans, {\bf but also we could |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
211 |
replace the jump above by |
352
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
212 |
|
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
213 |
\begin{center} |
354
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
214 |
\code{jmp? 1 + (n + -n) done} |
352
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
215 |
\end{center} |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
216 |
|
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
217 |
\noindent which behaves exactly the same. But what does it |
354
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
218 |
actually mean that two jumps behave the same? Or two programs |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
219 |
for that matter?} |
352
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
220 |
|
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
221 |
I hope the above discussion makes it already clear we need to |
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
222 |
be a bit more careful with our programs. Below we shall |
354
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
223 |
describe an interpreter for our programming language, which |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
224 |
specifies exactly how programs are supposed to be |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
225 |
run\ldots{}at least we will specify this for all \emph{good} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
226 |
programs. By good programs I mean where all variables are |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
227 |
initialised, for example. Our interpreter will just crash if |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
228 |
it cannot find out the value for a variable, in case it is not |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
229 |
initialised. Also we will assume that labels in good programs |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
230 |
are unique, otherwise our programs will calculate ``garbage''. |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
231 |
|
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
232 |
First we will pre-process our programs. This will simplify the |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
233 |
definition of our interpreter later on. We will transform |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
234 |
programs into \emph{snippets}. A snippet is a label and all |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
235 |
code that comes after the label. This essentially means a |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
236 |
snippet is a \emph{map} from labels to code. Given that |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
237 |
programs are sequences (or lists) of statements, we can easily |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
238 |
calculate the snippets by just recursively generating the map. |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
239 |
Suppose a program is of the general form |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
240 |
|
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
241 |
\begin{center} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
242 |
$stmt_1\;stmt_2\; \ldots\; stmt_n$ |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
243 |
\end{center} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
244 |
|
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
245 |
\noindent In order to calculate the snippets of such a |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
246 |
program, we have to go through the statements one by one and |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
247 |
check whether they are a label. If yes, we add the label and |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
248 |
the remaining statements to our map. If no we just continue |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
249 |
with the next statement. To come up with a recursive |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
250 |
definition for generating snippets, let us write $[]$ for the |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
251 |
program that does not contain any statement. Consider the |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
252 |
following definition: |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
253 |
|
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
254 |
\begin{center} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
255 |
\begin{tabular}{l@{\hspace{1mm}}c@{\hspace{1mm}}l} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
256 |
$\textit{snippets}([])$ & $\dn$ & $\varnothing$\\ |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
257 |
$\textit{snippets}(stmt\;\; rest)$ & $\dn$ & |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
258 |
$\begin{cases} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
259 |
\textit{snippets}(rest)[label := rest] & \text{if}\;stmt = \textit{label:}\\ |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
260 |
\textit{snippets}(rest) & \text{otherwise} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
261 |
\end{cases}$ |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
262 |
\end{tabular} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
263 |
\end{center} |
352
da5713bcdbb0
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
351
diff
changeset
|
264 |
|
354
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
265 |
\noindent In the first clause we just return the empty map for |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
266 |
the program that does not contain any statements. In the |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
267 |
second clause, we have to distinguish the case where the first |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
268 |
statement is a label or not. If not, then we just ``throw |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
269 |
away'' the label and recursively calculate the snippets for |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
270 |
the rest of the program. If yes, then we do the same, but also |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
271 |
update the map so that $label$ now points to the rest of the |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
272 |
statements. There is one small problem we need to overcome: |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
273 |
our two programs have no label as entry point---that is where |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
274 |
the execution starts. We always assume that the first |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
275 |
statement will be run first. For us it seems convenient if |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
276 |
we add to all our programs a default label, say |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
277 |
\pcode{""} (the empty string). With this we can define |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
278 |
our preprocessing of programs as follows |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
279 |
|
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
280 |
\begin{center} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
281 |
$\textit{preproc}(prog) \dn \textit{snippets}(\pcode{"":}\;\; prog)$ |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
282 |
\end{center} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
283 |
|
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
284 |
\noindent Let us see how this pans out in practice. If we |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
285 |
preprocess the factorial program shown earlier we obtain the |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
286 |
following map: |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
287 |
|
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
288 |
\begin{center} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
289 |
\small |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
290 |
\lstset{numbers=none, |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
291 |
language={}, |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
292 |
xleftmargin=0mm, |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
293 |
aboveskip=0.5mm, |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
294 |
frame=single, |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
295 |
framerule=0mm, |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
296 |
framesep=0mm} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
297 |
\begin{tikzpicture}[node distance=0mm] |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
298 |
\node (A1) [draw]{\pcode{""}}; |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
299 |
\node (B1) [right=of A1] {$\mapsto$}; |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
300 |
\node (C1) [right=of B1,anchor=north west] { |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
301 |
\begin{minipage}{3.5cm} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
302 |
\begin{lstlisting}[language={},xleftmargin=0mm] |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
303 |
a := 1 |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
304 |
n := 5 |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
305 |
top: |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
306 |
jmp? n = 0 done |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
307 |
a := a * n |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
308 |
n := n + -1 |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
309 |
goto top |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
310 |
done: |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
311 |
\end{lstlisting} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
312 |
\end{minipage}}; |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
313 |
\node (A2) [right=of C1.north east,draw] {\pcode{top}}; |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
314 |
\node (B2) [right=of A2] {$\mapsto$}; |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
315 |
\node (C2) [right=of B2, anchor=north west] { |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
316 |
\begin{minipage}{3.5cm} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
317 |
\begin{lstlisting}[language={},xleftmargin=0mm] |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
318 |
jmp? n = 0 done |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
319 |
a := a * n |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
320 |
n := n + -1 |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
321 |
goto top |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
322 |
done: |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
323 |
\end{lstlisting} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
324 |
\end{minipage}}; |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
325 |
\node (A3) [right=of C2.north east,draw] {\pcode{done}}; |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
326 |
\node (B3) [right=of A3] {$\mapsto$}; |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
327 |
\node (C3) [right=of B3] {$[]$}; |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
328 |
\end{tikzpicture} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
329 |
\end{center} |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
330 |
|
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
331 |
\noindent I highlighted the \emph{keys} in this map. Since |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
332 |
there are three labels in the factorial program, there are |
8e5e84b14041
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
352
diff
changeset
|
333 |
three keys. |
276
d7109c6e721d
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff
changeset
|
334 |
|
d7109c6e721d
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff
changeset
|
335 |
\end{document} |
d7109c6e721d
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff
changeset
|
336 |
|
d7109c6e721d
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff
changeset
|
337 |
%%% Local Variables: |
d7109c6e721d
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff
changeset
|
338 |
%%% mode: latex |
d7109c6e721d
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff
changeset
|
339 |
%%% TeX-master: t |
d7109c6e721d
updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff
changeset
|
340 |
%%% End: |