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-<head>
-  <META http-equiv="Content-Type" content="text/html; charset=ISO-8859-1" />
-  <title>KLEE - Tutorial Two</title>
-  <link type="text/css" rel="stylesheet" href="menu.css" />
-  <link type="text/css" rel="stylesheet" href="content.css" />
-</head>
-<body>
-
-<!--#include virtual="menu.html.incl"-->
-
-<div id="content">
-
-<h1>Tutorial Two: Testing a Simple Regular Expression Library</h1>
-
-<p>This is an example of using KLEE to test a simple regular expression matching
-function. You can find the basic example in the source tree
-under <tt>examples/regexp</tt>.</p>
-
-<p><tt>Regexp.c</tt> contains a simple regular expression matching function, and
-the bare bones testing harness (in <tt>main</tt>) needed to explore this code
-with klee. You can see a version of the source
-code <a href="resources/Regexp.c.html">here</a>.</p>
-
-<p>This example will show to build and run the example using KLEE, as well as
-how to interpret the output, and some additional KLEE features that can be used
-when writing a test driver by hand.</p>
-
-<p>We'll start by showing how to build and run the example, and then explain how
-the test harness works in more detail.</p>
-
-<h2>Building the example</h2>
-
-<p>The first step is to compile the source code using a compiler which can
-generate object files in LLVM bitcode format. Here we use <tt>llvm-gcc</tt>,
-but <a href="http://clang.llvm.org">Clang</a> works just as well!</p>
-
-<p>From within the <tt>examples/regexp</tt> directory:
-<div class="instr">
-  <b>$ llvm-gcc -I ../../include -emit-llvm -c -g Regexp.c</b>
-</div>
-which should create a <tt>Regexp.o</tt> file in LLVM bitcode
-format. The <tt>-I</tt> argument is used so that the compiler can
-find <a href="http://t1.minormatter.com/~ddunbar/klee-doxygen/klee_8h-source.html">"klee/klee.h"</a>,
-which contains definitions for the intrinsic functions used to interact with the
-KLEE virtual machine. <tt>-c</tt> is used because we only want to compile the
-code to an object file (not a native executable), and finally <tt>-g</tt> causes
-additional debug information to be stored in the object file, which KLEE will
-use to determine source line number information.</p>
-
-<p>If you have the LLVM tools installed in your path, you can verify that this step
-worked by running <tt>llvm-nm</tt> on the generated file:</p>
-<div class="instr">
-<pre>
-  <b>$ llvm-nm Regexp.o</b>
-         t matchstar
-         t matchhere
-         T match
-         T main
-         U klee_make_symbolic_name
-         d LC
-         d LC1
-</pre>
-</div>
-
-<p>Normally before running this program we would need to link it to create a
-native executable. However, KLEE runs directly on LLVM bitcode files -- since
-this program only has a single file there is no need to link. For "real"
-programs with multiple inputs,
-the <a href="http://llvm.org/cmds/llvm-link.html"><tt>llvm-link</tt></a>
-and <a href="http://llvm.org/cmds/llvm-ld.html"><tt>llvm-ld</tt></a> tools can
-be used in place of the regular link step to merge multiple LLVM bitcode files
-into a single module which can be executed by KLEE.</p>
-
-<h2>Executing the code with KLEE</h2>
-
-<!-- FIXME: Make only-output-states-covering-new default -->
-<p>The next step is to execute the code with KLEE:</p>
-<div class="instr">
-<pre>
-<b>$ klee --only-output-states-covering-new Regexp.o</b>
-KLEE: output directory = "klee-out-1"
-KLEE: ERROR: .../klee/examples/regexp/Regexp.c:23: memory error: out of bound pointer
-KLEE: NOTE: now ignoring this error at this location
-KLEE: ERROR: .../klee/examples/regexp/Regexp.c:25: memory error: out of bound pointer
-KLEE: NOTE: now ignoring this error at this location
-KLEE: done: total instructions = 6334861
-KLEE: done: completed paths = 7692
-KLEE: done: generated tests = 22
-</pre>
-</div>
-
-<p>On startup, KLEE prints the directory used to store output (in this
-case <tt>klee-out-1</tt>). By default klee will use the first
-free <tt>klee-out-<em>N</em></tt> directory and also create a <tt>klee-last</tt>
-symlink which will point to the most recent created directory. You can specify a
-directory to use for outputs using the <tt>-output-dir=<em>path</em></tt>
-command line argument.</p>
-
-<p>While KLEE is running, it will print status messages for "important" events,
-for example when it finds an error in the program. In this case, KLEE detected
-to invalid memory accesses on lines 23 and 25 of our test program. We'll look
-more at this in a moment.</p>
-
-<p>Finally, when KLEE finishes execution it prints out a few statistics about
-the run. Here we see that KLEE executed a total of ~6 million instructions,
-explored 7,692 paths, and generated 22 test cases.</p>
-
-<p>Note that many realistic programs have an infinite (or extremely large)
-number of paths through them, and it is common that KLEE will not terminate. By
-default KLEE will run until the user presses Control-C (i.e. <tt>klee</tt> gets
-a SIGINT), but there are additional options to limit KLEE's runtime and memory
-usage:<p>
-<ul>
-  <li><tt>-max-time=<em>seconds</em></tt>: Halt execution after the given number
-  of seconds.</li>
-  <li><tt>-max-forks=<em>N</em></tt>: Stop forking after <em>N</em> symbolic
-  branches, and run the remaining paths to termination.</li>
-  <li><tt>-max-memory=<em>N</em></tt>: Try to limit memory consumption
-  to <em>N</em> megabytes.</li>
-</ul>
-</p>
-
-<h2>KLEE error reports</h2>
-
-<p>When KLEE detects an error in the program being executed it will generate a
-test case which exhibits the error, and write some additional information about
-the error into a file <tt>test<i>N</i>.<i>TYPE</i>.err</tt>, where <i>N</i> is
-the test case number, and <i>TYPE</i> identifies the kind of error. Some
-types of errors KLEE detects include:</p>
-
-<ul>
-  <li><b>ptr</b>: Stores or loads of invalid memory locations.</li>
-
-  <li><b>free</b>: Double or invalid <tt>free()</tt>.</li>
-
-  <li><b>abort</b>: The program called <tt>abort()</tt>.</li>
-
-  <li><b>assert</b>: An assertion failed.</li>
-
-  <li><b>div</b>: A division or modulus by zero was detected.</li>
-
-  <li><b>user</b>: There is a problem with the input (invalid <tt>klee</tt>
-  intrinsic calls) or the way KLEE is being used.</li>
-
-  <li><b>exec</b>: There was a problem which prevented KLEE from executing the
-  program; for example an unknown instruction, a call to an invalid function
-  pointer, or inline assembly.</li>
-
-  <li><b>model</b>: KLEE was unable to keep full precision and is only exploring
-  parts of the program state. For example, symbolic sizes to <tt>malloc</tt> are
-  not currently supported, in such cases KLEE will concretize the argument.</li>
-</ul>
-
-<p>KLEE will print a message to the console when it detects an error, in the
-test run above we can see that KLEE detected two memory errors. For all program
-errors, KLEE will write a simple backtrace into the <tt>.err</tt> file. This is
-what one of the errors above looks like:</p>
-<div class="instr">
-<pre>
-Error: memory error: out of bound pointer
-File: .../klee/examples/regexp/Regexp.c
-Line: 23
-Stack: 
-	#0 00000146 in matchhere (re=14816471, text=14815301) at .../klee/examples/regexp/Regexp.c:23
-	#1 00000074 in matchstar (c, re=14816471, text=14815301) at .../klee/examples/regexp/Regexp.c:16
-	#2 00000172 in matchhere (re=14816469, text=14815301) at .../klee/examples/regexp/Regexp.c:26
-	#3 00000074 in matchstar (c, re=14816469, text=14815301) at .../klee/examples/regexp/Regexp.c:16
-	#4 00000172 in matchhere (re=14816467, text=14815301) at .../klee/examples/regexp/Regexp.c:26
-	#5 00000074 in matchstar (c, re=14816467, text=14815301) at .../klee/examples/regexp/Regexp.c:16
-	#6 00000172 in matchhere (re=14816465, text=14815301) at .../klee/examples/regexp/Regexp.c:26
-	#7 00000231 in matchhere (re=14816464, text=14815300) at .../klee/examples/regexp/Regexp.c:30
-	#8 00000280 in match (re=14816464, text=14815296) at .../klee/examples/regexp/Regexp.c:38
-	#9 00000327 in main () at .../klee/examples/regexp/Regexp.c:59
-Info: 
-	address: 14816471
-	next: object at 14816624 of size 4
-	prev: object at 14816464 of size 7
-</pre>
-</div>
-
-<p>Each line of the backtrace lists the frame number, the instruction line (this
-is the line number in the <tt>assembly.ll</tt> file found along with the run
-output), the function and arguments (including values for the concrete
-parameters), and the source information.</p>
-
-<p>Particular error reports may also include additional information. For memory
-errors, KLEE will show the invalid address, and what objects are on the heap
-both before and after that address. In this case, we can see that the address
-happens to be exactly one byte past the end of the previous object.</p>
-
-<h2>Changing the test harness</h2>
-
-<p>The reason KLEE is finding memory errors in this program isn't because the
-regular expression functions have a bug, rather it indicates a problem in our
-test driver. The problem is that we are making the input regular expression
-buffer completely symbolic, but the <tt>match</tt> function expects it to be a
-null terminated string. Let's look at two ways we can fix this.</p>
-
-<p>The simplest way to fix this problem is to store <tt>'\0'</tt> at the end of
-the buffer, after making it symbolic. This makes our driver look like this:</p>
-<div class="instr">
-<pre>
-int main() {
-  // The input regular expression.
-  char re[SIZE];
-  
-  // Make the input symbolic. 
-  klee_make_symbolic(re, sizeof re, "re");
-  re[SIZE - 1] = '\0';
-
-  // Try to match against a constant string "hello".
-  match(re, "hello");
-
-  return 0;
-}
-</pre>
-</div>
-<p>Making a buffer symbolic just initializes the contents to refer to symbolic
-variables, we are still free to modify the memory as we wish. If you recompile
-and run <tt>klee</tt> on this test program, the memory errors should now be
-gone.</p>
-
-<p>Another way to accomplish the same effect is to use the <tt>klee_assume</tt>
-intrinsic function. <tt>klee_assume</tt> takes a single argument (an unsigned
-integer) which generally should some kind of conditional expression, and
-"assumes" that expression to be true on the current path (if that can never
-happen, i.e. the expression is provably false, KLEE will report an error).</pp>
-
-<p>We can use <tt>klee_assume</tt> to cause KLEE to only explore states where
-the string is null terminated by writing the driver like this:</p>
-<div class="instr">
-<pre>
-int main() {
-  // The input regular expression.
-  char re[SIZE];
-  
-  // Make the input symbolic. 
-  klee_make_symbolic(re, sizeof re, "re");
-  klee_assume(re[SIZE - 1] == '\0');
-
-  // Try to match against a constant string "hello".
-  match(re, "hello");
-
-  return 0;
-}
-</pre>
-</div>
-<p>In this particular example, both solutions work fine, but in
-general <tt>klee_assume</tt> is more flexible:</p>
-<ul>
-  <li>By explicitly declaring the constraint, this will force test cases to have
-  the <tt>'\0'</tt> in them. In the first example where we write the terminating
-  null explicitly, it doesn't matter what the last byte of the symbolic input is
-  and KLEE is free to generate any value. In some cases where you want to
-  inspect the test cases by hand, it is more convenient for the test case to
-  show all the values that matter.</li>
-
-  <li><tt>klee_assume</tt> can be used to encode more complicated
-  constraints. For example, we could use <tt>klee_assume(re[0] != '^')</tt> to
-  cause KLEE to only explore states where the first byte is
-  not <tt>'^'</tt>.</li>
-</ul>
-
-<p><b>NOTE</b>: One important caveat when using <tt>klee_assume</tt> with
-multiple conditions; remember that boolean conditionals like '&&' and '||' may
-be compiled into code which branches before computing the result of the
-expression. In such situations KLEE will branch the process *before* it reaches
-the call to <tt>klee_assume</tt>, which may result in exploring unnecessary
-additional states. For this reason it is good to use as simple expressions as
-possible to <tt>klee_assume</tt> (for example splitting a single call into
-multiple ones), and to use the '&' and '|' operators instead of the
-short-circuiting ones.</p>
-
-<!--
-<h2>Visualizing what KLEE explored<h2>
-
-<p>For large or long running programs, it is frequently useful to know exactly
-what code KLEE explored, where it spent its time, where branches were taken,
-and so on.</p>
--->
-
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-</body>
-</html>