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Kostya Serebryany7456af52016-04-28 15:19:05 +00001=======================================================
2libFuzzer – a library for coverage-guided fuzz testing.
3=======================================================
Kostya Serebryany79677382015-03-31 21:39:38 +00004.. contents::
5 :local:
Kostya Serebryanyd11dc172016-03-12 02:56:25 +00006 :depth: 1
Kostya Serebryany79677382015-03-31 21:39:38 +00007
8Introduction
9============
Kostya Serebryany35ce8632015-03-30 23:05:30 +000010
Kostya Serebryany7456af52016-04-28 15:19:05 +000011LibFuzzer is a library for in-process, coverage-guided, evolutionary fuzzing
12of other libraries.
Kostya Serebryany35ce8632015-03-30 23:05:30 +000013
Kostya Serebryany7456af52016-04-28 15:19:05 +000014LibFuzzer is similar in concept to American Fuzzy Lop (AFL_), but it performs
15all of its fuzzing inside a single process. This in-process fuzzing can be more
16restrictive and fragile, but is potentially much faster as there is no overhead
17for process start-up.
Kostya Serebryanyd11dc172016-03-12 02:56:25 +000018
Kostya Serebryany7456af52016-04-28 15:19:05 +000019The fuzzer is linked with the library under test, and feeds fuzzed inputs to the
20library via a specific fuzzing entrypoint (aka "target function"); the fuzzer
21then tracks which areas of the code are reached, and generates mutations on the
22corpus of input data in order to maximize the code coverage. The code coverage
23information for libFuzzer is provided by LLVM's SanitizerCoverage_
24instrumentation.
Kostya Serebryany35ce8632015-03-30 23:05:30 +000025
26
Kostya Serebryany7456af52016-04-28 15:19:05 +000027Versions
28========
Kostya Serebryanyd11dc172016-03-12 02:56:25 +000029
Kostya Serebryany7456af52016-04-28 15:19:05 +000030LibFuzzer is under active development so a current (or at least very recent)
31version of Clang is the only supported variant.
Kostya Serebryany35ce8632015-03-30 23:05:30 +000032
Kostya Serebryany7456af52016-04-28 15:19:05 +000033(If `building Clang from trunk`_ is too time-consuming or difficult, then
34the Clang binaries that the Chromium developers build are likely to be
35fairly recent:
Kostya Serebryany35ce8632015-03-30 23:05:30 +000036
Kostya Serebryany7456af52016-04-28 15:19:05 +000037.. code-block:: console
Kostya Serebryany9e1a2382016-03-29 23:07:36 +000038
39 mkdir TMP_CLANG
40 cd TMP_CLANG
41 git clone https://chromium.googlesource.com/chromium/src/tools/clang
42 cd ..
43 TMP_CLANG/clang/scripts/update.py
44
Kostya Serebryany7456af52016-04-28 15:19:05 +000045This installs the Clang binary as
46``./third_party/llvm-build/Release+Asserts/bin/clang``)
Kostya Serebryany9e1a2382016-03-29 23:07:36 +000047
Kostya Serebryany7456af52016-04-28 15:19:05 +000048The libFuzzer code resides in the LLVM repository, and requires a recent Clang
49compiler to build (and is used to `fuzz various parts of LLVM itself`_).
50However the fuzzer itself does not (and should not) depend on any part of LLVM
51infrastructure and can be used for other projects without requiring the rest
52of LLVM.
Kostya Serebryanybfbe7fc2016-02-02 03:03:47 +000053
Kostya Serebryanybfbe7fc2016-02-02 03:03:47 +000054
Kostya Serebryany0a6c26e2016-05-09 19:23:28 +000055
Kostya Serebryany7456af52016-04-28 15:19:05 +000056Getting Started
57===============
58
59.. contents::
60 :local:
61 :depth: 1
62
63Building
64--------
65
66The first step for using libFuzzer on a library is to implement a fuzzing
67target function that accepts a sequence of bytes, like this:
68
69.. code-block:: c++
70
71 // fuzz_target.cc
72 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) {
73 DoSomethingInterestingWithMyAPI(Data, Size);
74 return 0; // Non-zero return values are reserved for future use.
75 }
76
77Next, build the libFuzzer library as a static archive, without any sanitizer
78options. Note that the libFuzzer library contains the ``main()`` function:
79
80.. code-block:: console
81
82 svn co http://llvm.org/svn/llvm-project/llvm/trunk/lib/Fuzzer
83 # Alternative: get libFuzzer from a dedicated git mirror:
84 # git clone https://chromium.googlesource.com/chromium/llvm-project/llvm/lib/Fuzzer
85 clang++ -c -g -O2 -std=c++11 Fuzzer/*.cpp -IFuzzer
86 ar ruv libFuzzer.a Fuzzer*.o
87
88Then build the fuzzing target function and the library under test using
89the SanitizerCoverage_ option, which instruments the code so that the fuzzer
90can retrieve code coverage information (to guide the fuzzing). Linking with
91the libFuzzer code then gives an fuzzer executable.
92
93You should also enable one or more of the *sanitizers*, which help to expose
94latent bugs by making incorrect behavior generate errors at runtime:
95
96 - AddressSanitizer_ detects memory access errors.
97 - MemorySanitizer_ detects uninitialized reads: code whose behavior relies on memory
98 contents that have not been initialized to a specific value.
99 - UndefinedBehaviorSanitizer_ detects the use of various features of C/C++ that are explicitly
100 listed as resulting in undefined behavior.
101
102Finally, link with ``libFuzzer.a``::
103
104 clang -fsanitize-coverage=edge -fsanitize=address your_lib.cc fuzz_target.cc libFuzzer.a -o my_fuzzer
105
Kostya Serebryanyabfac462016-05-09 19:29:53 +0000106Corpus
Kostya Serebryanya2dfae12016-05-09 19:32:10 +0000107------
Kostya Serebryanyabfac462016-05-09 19:29:53 +0000108
109Coverage-guided fuzzers like libFuzzer rely on a corpus of sample inputs for the
110code under test. This corpus should ideally be seeded with a varied collection
111of valid and invalid inputs for the code under test; for example, for a graphics
112library the initial corpus might hold a variety of different small PNG/JPG/GIF
113files. The fuzzer generates random mutations based around the sample inputs in
114the current corpus. If a mutation triggers execution of a previously-uncovered
115path in the code under test, then that mutation is saved to the corpus for
116future variations.
117
118LibFuzzer will work without any initial seeds, but will be less
119efficient if the library under test accepts complex,
120structured inputs.
121
122The corpus can also act as a sanity/regression check, to confirm that the
123fuzzing entrypoint still works and that all of the sample inputs run through
124the code under test without problems.
125
126If you have a large corpus (either generated by fuzzing or acquired by other means)
127you may want to minimize it while still preserving the full coverage. One way to do that
128is to use the `-merge=1` flag:
129
130.. code-block:: console
131
132 mkdir NEW_CORPUS_DIR # Store minimized corpus here.
133 ./my_fuzzer -merge=1 NEW_CORPUS_DIR FULL_CORPUS_DIR
134
135You may use the same flag to add more interesting items to an existing corpus.
136Only the inputs that trigger new coverage will be added to the first corpus.
137
138.. code-block:: console
139
140 ./my_fuzzer -merge=1 CURRENT_CORPUS_DIR NEW_POTENTIALLY_INTERESTING_INPUTS_DIR
141
142
Kostya Serebryany7456af52016-04-28 15:19:05 +0000143Running
144-------
145
146To run the fuzzer, first create a Corpus_ directory that holds the
147initial "seed" sample inputs:
148
149.. code-block:: console
150
151 mkdir CORPUS_DIR
152 cp /some/input/samples/* CORPUS_DIR
153
154Then run the fuzzer on the corpus directory:
155
156.. code-block:: console
157
158 ./my_fuzzer CORPUS_DIR # -max_len=1000 -jobs=20 ...
159
160As the fuzzer discovers new interesting test cases (i.e. test cases that
161trigger coverage of new paths through the code under test), those test cases
162will be added to the corpus directory.
163
164By default, the fuzzing process will continue indefinitely – at least until
165a bug is found. Any crashes or sanitizer failures will be reported as usual,
166stopping the fuzzing process, and the particular input that triggered the bug
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000167will be written to disk (typically as ``crash-<sha1>``, ``leak-<sha1>``,
168or ``timeout-<sha1>``).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000169
170
171Parallel Fuzzing
172----------------
173
174Each libFuzzer process is single-threaded, unless the library under test starts
175its own threads. However, it is possible to run multiple libFuzzer processes in
176parallel with a shared corpus directory; this has the advantage that any new
177inputs found by one fuzzer process will be available to the other fuzzer
178processes (unless you disable this with the ``-reload=0`` option).
179
180This is primarily controlled by the ``-jobs=N`` option, which indicates that
181that `N` fuzzing jobs should be run to completion (i.e. until a bug is found or
182time/iteration limits are reached). These jobs will be run across a set of
183worker processes, by default using half of the available CPU cores; the count of
184worker processes can be overridden by the ``-workers=N`` option. For example,
185running with ``-jobs=30`` on a 12-core machine would run 6 workers by default,
186with each worker averaging 5 bugs by completion of the entire process.
187
188
189Options
190=======
191
192To run the fuzzer, pass zero or more corpus directories as command line
193arguments. The fuzzer will read test inputs from each of these corpus
194directories, and any new test inputs that are generated will be written
195back to the first corpus directory:
196
197.. code-block:: console
198
199 ./fuzzer [-flag1=val1 [-flag2=val2 ...] ] [dir1 [dir2 ...] ]
200
201If a list of files (rather than directories) are passed to the fuzzer program,
202then it will re-run those files as test inputs but will not perform any fuzzing.
203In this mode the fuzzer binary can be used as a regression test (e.g. on a
204continuous integration system) to check the target function and saved inputs
205still work.
206
207The most important command line options are:
208
209``-help``
210 Print help message.
211``-seed``
212 Random seed. If 0 (the default), the seed is generated.
213``-runs``
214 Number of individual test runs, -1 (the default) to run indefinitely.
215``-max_len``
216 Maximum length of a test input. If 0 (the default), libFuzzer tries to guess
217 a good value based on the corpus (and reports it).
218``-timeout``
219 Timeout in seconds, default 1200. If an input takes longer than this timeout,
220 the process is treated as a failure case.
Kostya Serebryany8b8f7a32016-05-06 23:38:07 +0000221``-rss_limit_mb``
222 Memory usage limit in Mb, default 2048. Use 0 to disable the limit.
223 If an input requires more than this amount of RSS memory to execute,
224 the process is treated as a failure case.
225 The limit is checked in a separate thread every second.
226 If running w/o ASAN/MSAN, you may use 'ulimit -v' instead.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000227``-timeout_exitcode``
228 Exit code (default 77) to emit when terminating due to timeout, when
229 ``-abort_on_timeout`` is not set.
230``-max_total_time``
231 If positive, indicates the maximum total time in seconds to run the fuzzer.
232 If 0 (the default), run indefinitely.
233``-merge``
234 If set to 1, any corpus inputs from the 2nd, 3rd etc. corpus directories
235 that trigger new code coverage will be merged into the first corpus
Kostya Serebryany61b07ac2016-05-09 19:11:36 +0000236 directory. Defaults to 0. This flag can be used to minimize a corpus.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000237``-reload``
238 If set to 1 (the default), the corpus directory is re-read periodically to
239 check for new inputs; this allows detection of new inputs that were discovered
240 by other fuzzing processes.
241``-jobs``
242 Number of fuzzing jobs to run to completion. Default value is 0, which runs a
243 single fuzzing process until completion. If the value is >= 1, then this
244 number of jobs performing fuzzing are run, in a collection of parallel
245 separate worker processes; each such worker process has its
246 ``stdout``/``stderr`` redirected to ``fuzz-<JOB>.log``.
247``-workers``
248 Number of simultaneous worker processes to run the fuzzing jobs to completion
249 in. If 0 (the default), ``min(jobs, NumberOfCpuCores()/2)`` is used.
250``-dict``
251 Provide a dictionary of input keywords; see Dictionaries_.
252``-use_counters``
253 Use `coverage counters`_ to generate approximate counts of how often code
254 blocks are hit; defaults to 1.
255``-use_traces``
256 Use instruction traces (experimental, defaults to 0); see `Data-flow-guided fuzzing`_.
257``-only_ascii``
258 If 1, generate only ASCII (``isprint``+``isspace``) inputs. Defaults to 0.
259``-artifact_prefix``
260 Provide a prefix to use when saving fuzzing artifacts (crash, timeout, or
261 slow inputs) as ``$(artifact_prefix)file``. Defaults to empty.
262``-exact_artifact_path``
263 Ignored if empty (the default). If non-empty, write the single artifact on
264 failure (crash, timeout) as ``$(exact_artifact_path)``. This overrides
265 ``-artifact_prefix`` and will not use checksum in the file name. Do not use
266 the same path for several parallel processes.
267``-print_final_stats``
268 If 1, print statistics at exit. Defaults to 0.
Kostya Serebryanydced5d32016-04-29 19:28:24 +0000269``-detect-leaks``
270 If 1 (default) and if LeakSanitizer is enabled
271 try to detect memory leaks during fuzzing (i.e. not only at shut down).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000272``-close_fd_mask``
273 Indicate output streams to close at startup. Be careful, this will also
274 remove diagnostic output from the tools in use; for example the messages
275 AddressSanitizer_ sends to ``stderr``/``stdout`` will also be lost.
276
277 - 0 (default): close neither ``stdout`` nor ``stderr``
278 - 1 : close ``stdout``
279 - 2 : close ``stderr``
280 - 3 : close both ``stdout`` and ``stderr``.
Kostya Serebryany2adfa3b2015-05-20 21:03:03 +0000281
282For the full list of flags run the fuzzer binary with ``-help=1``.
283
Kostya Serebryany7456af52016-04-28 15:19:05 +0000284Output
285======
286
287During operation the fuzzer prints information to ``stderr``, for example::
288
289 INFO: Seed: 3338750330
290 Loaded 1024/1211 files from corpus/
291 INFO: -max_len is not provided, using 64
292 #0 READ units: 1211 exec/s: 0
293 #1211 INITED cov: 2575 bits: 8855 indir: 5 units: 830 exec/s: 1211
294 #1422 NEW cov: 2580 bits: 8860 indir: 5 units: 831 exec/s: 1422 L: 21 MS: 1 ShuffleBytes-
295 #1688 NEW cov: 2581 bits: 8865 indir: 5 units: 832 exec/s: 1688 L: 19 MS: 2 EraseByte-CrossOver-
296 #1734 NEW cov: 2583 bits: 8879 indir: 5 units: 833 exec/s: 1734 L: 27 MS: 3 ChangeBit-EraseByte-ShuffleBytes-
297 ...
298
299The early parts of the output include information about the fuzzer options and
300configuration, including the current random seed (in the ``Seed:`` line; this
301can be overridden with the ``-seed=N`` flag).
302
303Further output lines have the form of an event code and statistics. The
304possible event codes are:
305
306``READ``
307 The fuzzer has read in all of the provided input samples from the corpus
308 directories.
309``INITED``
310 The fuzzer has completed initialization, which includes running each of
311 the initial input samples through the code under test.
312``NEW``
313 The fuzzer has created a test input that covers new areas of the code
314 under test. This input will be saved to the primary corpus directory.
315``pulse``
316 The fuzzer has generated 2\ :sup:`n` inputs (generated periodically to reassure
317 the user that the fuzzer is still working).
318``DONE``
319 The fuzzer has completed operation because it has reached the specified
320 iteration limit (``-runs``) or time limit (``-max_total_time``).
321``MIN<n>``
322 The fuzzer is minimizing the combination of input corpus directories into
323 a single unified corpus (due to the ``-merge`` command line option).
324``RELOAD``
325 The fuzzer is performing a periodic reload of inputs from the corpus
326 directory; this allows it to discover any inputs discovered by other
327 fuzzer processes (see `Parallel Fuzzing`_).
328
329Each output line also reports the following statistics (when non-zero):
330
331``cov:``
332 Total number of code blocks or edges covered by the executing the current
333 corpus.
334``bits:``
335 Rough measure of the number of code blocks or edges covered, and how often;
336 only valid if the fuzzer is run with ``-use_counters=1``.
337``indir:``
338 Number of distinct function `caller-callee pairs`_ executed with the
339 current corpus; only valid if the code under test was built with
340 ``-fsanitize-coverage=indirect-calls``.
341``units:``
342 Number of entries in the current input corpus.
343``exec/s:``
344 Number of fuzzer iterations per second.
345
346For ``NEW`` events, the output line also includes information about the mutation
347operation that produced the new input:
348
349``L:``
350 Size of the new input in bytes.
351``MS: <n> <operations>``
352 Count and list of the mutation operations used to generate the input.
353
354
355Examples
356========
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000357.. contents::
358 :local:
359 :depth: 1
Kostya Serebryany79677382015-03-31 21:39:38 +0000360
361Toy example
362-----------
363
Kostya Serebryany7456af52016-04-28 15:19:05 +0000364A simple function that does something interesting if it receives the input
365"HI!"::
Kostya Serebryany79677382015-03-31 21:39:38 +0000366
367 cat << EOF >> test_fuzzer.cc
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000368 #include <stdint.h>
369 #include <stddef.h>
370 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *data, size_t size) {
Kostya Serebryany79677382015-03-31 21:39:38 +0000371 if (size > 0 && data[0] == 'H')
372 if (size > 1 && data[1] == 'I')
373 if (size > 2 && data[2] == '!')
374 __builtin_trap();
Kostya Serebryany20bb5e72015-10-02 23:34:06 +0000375 return 0;
Kostya Serebryany79677382015-03-31 21:39:38 +0000376 }
377 EOF
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000378 # Build test_fuzzer.cc with asan and link against libFuzzer.a
379 clang++ -fsanitize=address -fsanitize-coverage=edge test_fuzzer.cc libFuzzer.a
Kostya Serebryany79677382015-03-31 21:39:38 +0000380 # Run the fuzzer with no corpus.
381 ./a.out
382
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000383You should get an error pretty quickly::
384
385 #0 READ units: 1 exec/s: 0
386 #1 INITED cov: 3 units: 1 exec/s: 0
Kostya Serebryany7456af52016-04-28 15:19:05 +0000387 #2 NEW cov: 5 units: 2 exec/s: 0 L: 64 MS: 0
388 #19237 NEW cov: 9 units: 3 exec/s: 0 L: 64 MS: 0
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000389 #20595 NEW cov: 10 units: 4 exec/s: 0 L: 1 MS: 4 ChangeASCIIInt-ShuffleBytes-ChangeByte-CrossOver-
390 #34574 NEW cov: 13 units: 5 exec/s: 0 L: 2 MS: 3 ShuffleBytes-CrossOver-ChangeBit-
391 #34807 NEW cov: 15 units: 6 exec/s: 0 L: 3 MS: 1 CrossOver-
392 ==31511== ERROR: libFuzzer: deadly signal
393 ...
394 artifact_prefix='./'; Test unit written to ./crash-b13e8756b13a00cf168300179061fb4b91fefbed
395
Kostya Serebryany79677382015-03-31 21:39:38 +0000396
397PCRE2
398-----
399
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000400Here we show how to use libFuzzer on something real, yet simple: pcre2_::
Kostya Serebryany79677382015-03-31 21:39:38 +0000401
Alexey Samsonov21a33812015-05-07 23:33:24 +0000402 COV_FLAGS=" -fsanitize-coverage=edge,indirect-calls,8bit-counters"
Kostya Serebryany79677382015-03-31 21:39:38 +0000403 # Get PCRE2
Kostya Serebryany7456af52016-04-28 15:19:05 +0000404 wget ftp://ftp.csx.cam.ac.uk/pub/software/programming/pcre/pcre2-10.20.tar.gz
405 tar xf pcre2-10.20.tar.gz
406 # Build PCRE2 with AddressSanitizer and coverage; requires autotools.
407 (cd pcre2-10.20; ./autogen.sh; CC="clang -fsanitize=address $COV_FLAGS" ./configure --prefix=`pwd`/../inst && make -j && make install)
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000408 # Build the fuzzing target function that does something interesting with PCRE2.
Kostya Serebryany79677382015-03-31 21:39:38 +0000409 cat << EOF > pcre_fuzzer.cc
410 #include <string.h>
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000411 #include <stdint.h>
Kostya Serebryany79677382015-03-31 21:39:38 +0000412 #include "pcre2posix.h"
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000413 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *data, size_t size) {
Kostya Serebryany20bb5e72015-10-02 23:34:06 +0000414 if (size < 1) return 0;
Kostya Serebryany79677382015-03-31 21:39:38 +0000415 char *str = new char[size+1];
416 memcpy(str, data, size);
417 str[size] = 0;
418 regex_t preg;
419 if (0 == regcomp(&preg, str, 0)) {
420 regexec(&preg, str, 0, 0, 0);
421 regfree(&preg);
422 }
423 delete [] str;
Kostya Serebryany20bb5e72015-10-02 23:34:06 +0000424 return 0;
Kostya Serebryany79677382015-03-31 21:39:38 +0000425 }
426 EOF
427 clang++ -g -fsanitize=address $COV_FLAGS -c -std=c++11 -I inst/include/ pcre_fuzzer.cc
428 # Link.
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000429 clang++ -g -fsanitize=address -Wl,--whole-archive inst/lib/*.a -Wl,-no-whole-archive libFuzzer.a pcre_fuzzer.o -o pcre_fuzzer
Kostya Serebryany79677382015-03-31 21:39:38 +0000430
431This will give you a binary of the fuzzer, called ``pcre_fuzzer``.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000432Now, create a directory that will hold the test corpus:
433
434.. code-block:: console
Kostya Serebryany79677382015-03-31 21:39:38 +0000435
436 mkdir -p CORPUS
437
438For simple input languages like regular expressions this is all you need.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000439For more complicated/structured inputs, the fuzzer works much more efficiently
440if you can populate the corpus directory with a variety of valid and invalid
441inputs for the code under test.
442Now run the fuzzer with the corpus directory as the only parameter:
443
444.. code-block:: console
Kostya Serebryany79677382015-03-31 21:39:38 +0000445
446 ./pcre_fuzzer ./CORPUS
447
Kostya Serebryany7456af52016-04-28 15:19:05 +0000448Initially, you will see Output_ like this::
Kostya Serebryany79677382015-03-31 21:39:38 +0000449
Kostya Serebryany7456af52016-04-28 15:19:05 +0000450 INFO: Seed: 2938818941
451 INFO: -max_len is not provided, using 64
452 INFO: A corpus is not provided, starting from an empty corpus
453 #0 READ units: 1 exec/s: 0
454 #1 INITED cov: 3 bits: 3 units: 1 exec/s: 0
455 #2 NEW cov: 176 bits: 176 indir: 3 units: 2 exec/s: 0 L: 64 MS: 0
456 #8 NEW cov: 176 bits: 179 indir: 3 units: 3 exec/s: 0 L: 63 MS: 2 ChangeByte-EraseByte-
457 ...
458 #14004 NEW cov: 1500 bits: 4536 indir: 5 units: 406 exec/s: 0 L: 54 MS: 3 ChangeBit-ChangeBit-CrossOver-
Kostya Serebryany79677382015-03-31 21:39:38 +0000459
460Now, interrupt the fuzzer and run it again the same way. You will see::
461
Kostya Serebryany7456af52016-04-28 15:19:05 +0000462 INFO: Seed: 3398349082
463 INFO: -max_len is not provided, using 64
464 #0 READ units: 405 exec/s: 0
465 #405 INITED cov: 1499 bits: 4535 indir: 5 units: 286 exec/s: 0
466 #587 NEW cov: 1499 bits: 4540 indir: 5 units: 287 exec/s: 0 L: 52 MS: 2 InsertByte-EraseByte-
467 #667 NEW cov: 1501 bits: 4542 indir: 5 units: 288 exec/s: 0 L: 39 MS: 2 ChangeBit-InsertByte-
468 #672 NEW cov: 1501 bits: 4543 indir: 5 units: 289 exec/s: 0 L: 15 MS: 2 ChangeASCIIInt-ChangeBit-
469 #739 NEW cov: 1501 bits: 4544 indir: 5 units: 290 exec/s: 0 L: 64 MS: 4 ShuffleBytes-ChangeASCIIInt-InsertByte-ChangeBit-
Kostya Serebryany79677382015-03-31 21:39:38 +0000470 ...
Kostya Serebryany79677382015-03-31 21:39:38 +0000471
Kostya Serebryany7456af52016-04-28 15:19:05 +0000472On the second execution the fuzzer has a non-empty input corpus (405 items). As
473the first step, the fuzzer minimized this corpus (the ``INITED`` line) to
474produce 286 interesting items, omitting inputs that do not hit any additional
475code.
Kostya Serebryany79677382015-03-31 21:39:38 +0000476
Kostya Serebryany7456af52016-04-28 15:19:05 +0000477(Aside: although the fuzzer only saves new inputs that hit additional code, this
478does not mean that the corpus as a whole is kept minimized. For example, if
479an input hitting A-B-C then an input that hits A-B-C-D are generated,
480they will both be saved, even though the latter subsumes the former.)
481
482
483You may run ``N`` independent fuzzer jobs in parallel on ``M`` CPUs:
484
485.. code-block:: console
Kostya Serebryany79677382015-03-31 21:39:38 +0000486
487 N=100; M=4; ./pcre_fuzzer ./CORPUS -jobs=$N -workers=$M
488
Kostya Serebryany7456af52016-04-28 15:19:05 +0000489By default (``-reload=1``) the fuzzer processes will periodically scan the corpus directory
Kostya Serebryany9690fcf2015-05-12 18:51:57 +0000490and reload any new tests. This way the test inputs found by one process will be picked up
491by all others.
Kostya Serebryany79677382015-03-31 21:39:38 +0000492
Kostya Serebryany9690fcf2015-05-12 18:51:57 +0000493If ``-workers=$M`` is not supplied, ``min($N,NumberOfCpuCore/2)`` will be used.
Kostya Serebryany79677382015-03-31 21:39:38 +0000494
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000495Heartbleed
496----------
497Remember Heartbleed_?
498As it was recently `shown <https://blog.hboeck.de/archives/868-How-Heartbleed-couldve-been-found.html>`_,
Kostya Serebryany7456af52016-04-28 15:19:05 +0000499fuzzing with AddressSanitizer_ can find Heartbleed. Indeed, here are the step-by-step instructions
500to find Heartbleed with libFuzzer::
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000501
502 wget https://www.openssl.org/source/openssl-1.0.1f.tar.gz
503 tar xf openssl-1.0.1f.tar.gz
Alexey Samsonov21a33812015-05-07 23:33:24 +0000504 COV_FLAGS="-fsanitize-coverage=edge,indirect-calls" # -fsanitize-coverage=8bit-counters
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000505 (cd openssl-1.0.1f/ && ./config &&
506 make -j 32 CC="clang -g -fsanitize=address $COV_FLAGS")
Kostya Serebryany7456af52016-04-28 15:19:05 +0000507 # Get and build libFuzzer
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000508 svn co http://llvm.org/svn/llvm-project/llvm/trunk/lib/Fuzzer
509 clang -c -g -O2 -std=c++11 Fuzzer/*.cpp -IFuzzer
510 # Get examples of key/pem files.
511 git clone https://github.com/hannob/selftls
512 cp selftls/server* . -v
513 cat << EOF > handshake-fuzz.cc
514 #include <openssl/ssl.h>
515 #include <openssl/err.h>
516 #include <assert.h>
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000517 #include <stdint.h>
518 #include <stddef.h>
519
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000520 SSL_CTX *sctx;
521 int Init() {
522 SSL_library_init();
523 SSL_load_error_strings();
524 ERR_load_BIO_strings();
525 OpenSSL_add_all_algorithms();
526 assert (sctx = SSL_CTX_new(TLSv1_method()));
527 assert (SSL_CTX_use_certificate_file(sctx, "server.pem", SSL_FILETYPE_PEM));
528 assert (SSL_CTX_use_PrivateKey_file(sctx, "server.key", SSL_FILETYPE_PEM));
529 return 0;
530 }
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000531 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) {
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000532 static int unused = Init();
533 SSL *server = SSL_new(sctx);
534 BIO *sinbio = BIO_new(BIO_s_mem());
535 BIO *soutbio = BIO_new(BIO_s_mem());
536 SSL_set_bio(server, sinbio, soutbio);
537 SSL_set_accept_state(server);
538 BIO_write(sinbio, Data, Size);
539 SSL_do_handshake(server);
540 SSL_free(server);
Kostya Serebryany20bb5e72015-10-02 23:34:06 +0000541 return 0;
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000542 }
543 EOF
Mehdi Amini30618f92015-09-17 15:59:52 +0000544 # Build the fuzzer.
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000545 clang++ -g handshake-fuzz.cc -fsanitize=address \
546 openssl-1.0.1f/libssl.a openssl-1.0.1f/libcrypto.a Fuzzer*.o
547 # Run 20 independent fuzzer jobs.
548 ./a.out -jobs=20 -workers=20
549
550Voila::
551
552 #1048576 pulse cov 3424 bits 0 units 9 exec/s 24385
553 =================================================================
554 ==17488==ERROR: AddressSanitizer: heap-buffer-overflow on address 0x629000004748 at pc 0x00000048c979 bp 0x7fffe3e864f0 sp 0x7fffe3e85ca8
555 READ of size 60731 at 0x629000004748 thread T0
556 #0 0x48c978 in __asan_memcpy
557 #1 0x4db504 in tls1_process_heartbeat openssl-1.0.1f/ssl/t1_lib.c:2586:3
558 #2 0x580be3 in ssl3_read_bytes openssl-1.0.1f/ssl/s3_pkt.c:1092:4
559
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000560Note: a `similar fuzzer <https://boringssl.googlesource.com/boringssl/+/HEAD/FUZZING.md>`_
Kostya Serebryany7456af52016-04-28 15:19:05 +0000561is now a part of the BoringSSL_ source tree.
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000562
Kostya Serebryany043ab1c2015-04-01 21:33:20 +0000563Advanced features
564=================
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000565.. contents::
566 :local:
567 :depth: 1
Kostya Serebryany043ab1c2015-04-01 21:33:20 +0000568
Kostya Serebryany7d211662015-09-04 00:12:11 +0000569Dictionaries
570------------
Kostya Serebryany7d211662015-09-04 00:12:11 +0000571LibFuzzer supports user-supplied dictionaries with input language keywords
572or other interesting byte sequences (e.g. multi-byte magic values).
573Use ``-dict=DICTIONARY_FILE``. For some input languages using a dictionary
574may significantly improve the search speed.
575The dictionary syntax is similar to that used by AFL_ for its ``-x`` option::
576
577 # Lines starting with '#' and empty lines are ignored.
578
579 # Adds "blah" (w/o quotes) to the dictionary.
580 kw1="blah"
581 # Use \\ for backslash and \" for quotes.
582 kw2="\"ac\\dc\""
583 # Use \xAB for hex values
584 kw3="\xF7\xF8"
585 # the name of the keyword followed by '=' may be omitted:
586 "foo\x0Abar"
587
Kostya Serebryanyb17e2982015-07-31 21:48:10 +0000588Data-flow-guided fuzzing
589------------------------
590
591*EXPERIMENTAL*.
592With an additional compiler flag ``-fsanitize-coverage=trace-cmp`` (see SanitizerCoverageTraceDataFlow_)
593and extra run-time flag ``-use_traces=1`` the fuzzer will try to apply *data-flow-guided fuzzing*.
594That is, the fuzzer will record the inputs to comparison instructions, switch statements,
Kostya Serebryany7f4227d2015-08-05 18:23:01 +0000595and several libc functions (``memcmp``, ``strcmp``, ``strncmp``, etc).
Kostya Serebryanyb17e2982015-07-31 21:48:10 +0000596It will later use those recorded inputs during mutations.
597
598This mode can be combined with DataFlowSanitizer_ to achieve better sensitivity.
599
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000600AFL compatibility
601-----------------
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000602LibFuzzer can be used together with AFL_ on the same test corpus.
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000603Both fuzzers expect the test corpus to reside in a directory, one file per input.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000604You can run both fuzzers on the same corpus, one after another:
605
606.. code-block:: console
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000607
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000608 ./afl-fuzz -i testcase_dir -o findings_dir /path/to/program @@
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000609 ./llvm-fuzz testcase_dir findings_dir # Will write new tests to testcase_dir
610
611Periodically restart both fuzzers so that they can use each other's findings.
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000612Currently, there is no simple way to run both fuzzing engines in parallel while sharing the same corpus dir.
Kostya Serebryany79677382015-03-31 21:39:38 +0000613
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000614How good is my fuzzer?
615----------------------
616
Kostya Serebryany566bc5a2015-05-06 22:19:00 +0000617Once you implement your target function ``LLVMFuzzerTestOneInput`` and fuzz it to death,
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000618you will want to know whether the function or the corpus can be improved further.
619One easy to use metric is, of course, code coverage.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000620You can get the coverage for your corpus like this:
621
622.. code-block:: console
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000623
Kostya Serebryanyec77af32016-05-05 18:07:09 +0000624 ASAN_OPTIONS=coverage=1:html_cov_report=1 ./fuzzer CORPUS_DIR -runs=0
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000625
Kostya Serebryanyec77af32016-05-05 18:07:09 +0000626This will run all tests in the CORPUS_DIR but will not perform any fuzzing.
627At the end of the process it will dump a single html file with coverage information.
628See SanitizerCoverage_ for details.
629
630You may also use other ways to visualize coverage,
631e.g. `llvm-cov <http://llvm.org/docs/CommandGuide/llvm-cov.html>`_, but those will require
632you to rebuild the code with different compiler flags.
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000633
Kostya Serebryany926b9bd2015-05-22 22:43:05 +0000634User-supplied mutators
635----------------------
636
637LibFuzzer allows to use custom (user-supplied) mutators,
638see FuzzerInterface.h_
639
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000640Startup initialization
641----------------------
642If the library being tested needs to be initialized, there are several options.
643
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000644The simplest way is to have a statically initialized global object inside
645`LLVMFuzzerTestOneInput` (or in global scope if that works for you):
Kostya Serebryany7456af52016-04-28 15:19:05 +0000646
647.. code-block:: c++
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000648
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000649 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) {
650 static bool Initialized = DoInitialization();
651 ...
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000652
653Alternatively, you may define an optional init function and it will receive
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000654the program arguments that you can read and modify. Do this **only** if you
655realy need to access ``argv``/``argc``.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000656
657.. code-block:: c++
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000658
659 extern "C" int LLVMFuzzerInitialize(int *argc, char ***argv) {
660 ReadAndMaybeModify(argc, argv);
661 return 0;
662 }
663
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000664
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000665Leaks
666-----
667
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000668Binaries built with AddressSanitizer_ or LeakSanitizer_ will try to detect
669memory leaks at the process shutdown.
670For in-process fuzzing this is inconvenient
671since the fuzzer needs to report a leak with a reproducer as soon as the leaky
672mutation is found. However, running full leak detection after every mutation
673is expensive.
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000674
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000675By default (``-detect_leaks=1``) libFuzzer will count the number of
676``malloc`` and ``free`` calls when executing every mutation.
677If the numbers don't match (which by itself doesn't mean there is a leak)
678libFuzzer will invoke the more expensive LeakSanitizer_
679pass and if the actual leak is found, it will be reported with the reproducer
680and the process will exit.
681
682If your target has massive leaks and the leak detection is disabled
Kostya Serebryany1ed1aea2016-05-06 23:41:11 +0000683you will eventually run out of RAM (see the ``-rss_limit_mb`` flag).
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000684
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000685
Kostya Serebryany79677382015-03-31 21:39:38 +0000686Fuzzing components of LLVM
687==========================
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000688.. contents::
689 :local:
690 :depth: 1
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000691
692clang-format-fuzzer
693-------------------
694The inputs are random pieces of C++-like text.
695
Kostya Serebryany7456af52016-04-28 15:19:05 +0000696Build (make sure to use fresh clang as the host compiler):
697
698.. code-block:: console
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000699
700 cmake -GNinja -DCMAKE_C_COMPILER=clang -DCMAKE_CXX_COMPILER=clang++ -DLLVM_USE_SANITIZER=Address -DLLVM_USE_SANITIZE_COVERAGE=YES -DCMAKE_BUILD_TYPE=Release /path/to/llvm
701 ninja clang-format-fuzzer
702 mkdir CORPUS_DIR
703 ./bin/clang-format-fuzzer CORPUS_DIR
704
Kostya Serebryany7456af52016-04-28 15:19:05 +0000705Optionally build other kinds of binaries (ASan+Debug, MSan, UBSan, etc).
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000706
Kostya Serebryany79677382015-03-31 21:39:38 +0000707Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=23052
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000708
Kostya Serebryany79677382015-03-31 21:39:38 +0000709clang-fuzzer
710------------
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000711
Kostya Serebryany866e0d12015-09-02 22:44:46 +0000712The behavior is very similar to ``clang-format-fuzzer``.
Kostya Serebryany79677382015-03-31 21:39:38 +0000713
714Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=23057
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000715
Kostya Serebryanyb98e3272015-08-31 18:57:24 +0000716llvm-as-fuzzer
717--------------
718
719Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=24639
720
Daniel Sanders5151b202015-09-18 10:47:45 +0000721llvm-mc-fuzzer
722--------------
723
724This tool fuzzes the MC layer. Currently it is only able to fuzz the
725disassembler but it is hoped that assembly, and round-trip verification will be
726added in future.
727
728When run in dissassembly mode, the inputs are opcodes to be disassembled. The
729fuzzer will consume as many instructions as possible and will stop when it
730finds an invalid instruction or runs out of data.
731
Daniel Sanders4fe1c8b2015-09-26 17:09:01 +0000732Please note that the command line interface differs slightly from that of other
733fuzzers. The fuzzer arguments should follow ``--fuzzer-args`` and should have
734a single dash, while other arguments control the operation mode and target in a
Kostya Serebryany7456af52016-04-28 15:19:05 +0000735similar manner to ``llvm-mc`` and should have two dashes. For example:
736
737.. code-block:: console
Daniel Sanders5151b202015-09-18 10:47:45 +0000738
Daniel Sanders4fe1c8b2015-09-26 17:09:01 +0000739 llvm-mc-fuzzer --triple=aarch64-linux-gnu --disassemble --fuzzer-args -max_len=4 -jobs=10
Daniel Sanders5151b202015-09-18 10:47:45 +0000740
Kostya Serebryanyfb2f3312015-05-13 22:42:28 +0000741Buildbot
742--------
743
Kostya Serebryany7456af52016-04-28 15:19:05 +0000744A buildbot continuously runs the above fuzzers for LLVM components, with results
745shown at http://lab.llvm.org:8011/builders/sanitizer-x86_64-linux-fuzzer .
Kostya Serebryanyfb2f3312015-05-13 22:42:28 +0000746
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000747FAQ
748=========================
749
Kostya Serebryany7456af52016-04-28 15:19:05 +0000750Q. Why doesn't libFuzzer use any of the LLVM support?
751-----------------------------------------------------
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000752
753There are two reasons.
754
Kostya Serebryany7456af52016-04-28 15:19:05 +0000755First, we want this library to be used outside of the LLVM without users having to
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000756build the rest of LLVM. This may sound unconvincing for many LLVM folks,
757but in practice the need for building the whole LLVM frightens many potential
758users -- and we want more users to use this code.
759
760Second, there is a subtle technical reason not to rely on the rest of LLVM, or
761any other large body of code (maybe not even STL). When coverage instrumentation
762is enabled, it will also instrument the LLVM support code which will blow up the
763coverage set of the process (since the fuzzer is in-process). In other words, by
764using more external dependencies we will slow down the fuzzer while the main
765reason for it to exist is extreme speed.
766
Kostya Serebryany7456af52016-04-28 15:19:05 +0000767Q. What about Windows then? The fuzzer contains code that does not build on Windows.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000768------------------------------------------------------------------------------------
769
Kostya Serebryany241fb612016-03-12 03:23:02 +0000770Volunteers are welcome.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000771
772Q. When this Fuzzer is not a good solution for a problem?
773---------------------------------------------------------
774
775* If the test inputs are validated by the target library and the validator
Kostya Serebryany241fb612016-03-12 03:23:02 +0000776 asserts/crashes on invalid inputs, in-process fuzzing is not applicable.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000777* Bugs in the target library may accumulate without being detected. E.g. a memory
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000778 corruption that goes undetected at first and then leads to a crash while
779 testing another input. This is why it is highly recommended to run this
780 in-process fuzzer with all sanitizers to detect most bugs on the spot.
781* It is harder to protect the in-process fuzzer from excessive memory
782 consumption and infinite loops in the target library (still possible).
783* The target library should not have significant global state that is not
784 reset between the runs.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000785* Many interesting target libraries are not designed in a way that supports
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000786 the in-process fuzzer interface (e.g. require a file path instead of a
787 byte array).
788* If a single test run takes a considerable fraction of a second (or
789 more) the speed benefit from the in-process fuzzer is negligible.
790* If the target library runs persistent threads (that outlive
791 execution of one test) the fuzzing results will be unreliable.
792
793Q. So, what exactly this Fuzzer is good for?
794--------------------------------------------
795
796This Fuzzer might be a good choice for testing libraries that have relatively
Kostya Serebryany241fb612016-03-12 03:23:02 +0000797small inputs, each input takes < 10ms to run, and the library code is not expected
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000798to crash on invalid inputs.
Kostya Serebryany241fb612016-03-12 03:23:02 +0000799Examples: regular expression matchers, text or binary format parsers, compression,
800network, crypto.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000801
Kostya Serebryanyfab4fba2015-08-11 01:53:45 +0000802Trophies
803========
804* GLIBC: https://sourceware.org/glibc/wiki/FuzzingLibc
Kostya Serebryanyfdf44182015-08-11 04:16:37 +0000805
Kostya Serebryanyfab4fba2015-08-11 01:53:45 +0000806* MUSL LIBC:
Kostya Serebryanyfdf44182015-08-11 04:16:37 +0000807
808 * http://git.musl-libc.org/cgit/musl/commit/?id=39dfd58417ef642307d90306e1c7e50aaec5a35c
809 * http://www.openwall.com/lists/oss-security/2015/03/30/3
810
Kostya Serebryany928eb332015-10-12 18:15:42 +0000811* `pugixml <https://github.com/zeux/pugixml/issues/39>`_
Kostya Serebryanyfdf44182015-08-11 04:16:37 +0000812
Kostya Serebryany45dac2a2015-10-10 02:14:18 +0000813* PCRE: Search for "LLVM fuzzer" in http://vcs.pcre.org/pcre2/code/trunk/ChangeLog?view=markup;
Kostya Serebryany928eb332015-10-12 18:15:42 +0000814 also in `bugzilla <https://bugs.exim.org/buglist.cgi?bug_status=__all__&content=libfuzzer&no_redirect=1&order=Importance&product=PCRE&query_format=specific>`_
Kostya Serebryanyfdf44182015-08-11 04:16:37 +0000815
Kostya Serebryany928eb332015-10-12 18:15:42 +0000816* `ICU <http://bugs.icu-project.org/trac/ticket/11838>`_
Kostya Serebryanyed483772015-08-11 20:34:48 +0000817
Kostya Serebryany928eb332015-10-12 18:15:42 +0000818* `Freetype <https://savannah.nongnu.org/search/?words=LibFuzzer&type_of_search=bugs&Search=Search&exact=1#options>`_
Kostya Serebryany62921282015-09-11 16:34:14 +0000819
Kostya Serebryany928eb332015-10-12 18:15:42 +0000820* `Harfbuzz <https://github.com/behdad/harfbuzz/issues/139>`_
821
Kostya Serebryany240a1592015-11-11 05:25:24 +0000822* `SQLite <http://www3.sqlite.org/cgi/src/info/088009efdd56160b>`_
Kostya Serebryany65e71262015-11-11 05:20:55 +0000823
Kostya Serebryany12fa3b52015-11-13 02:44:16 +0000824* `Python <http://bugs.python.org/issue25388>`_
825
Kostya Serebryanyfece6742016-04-18 18:41:25 +0000826* OpenSSL/BoringSSL: `[1] <https://boringssl.googlesource.com/boringssl/+/cb852981cd61733a7a1ae4fd8755b7ff950e857d>`_ `[2] <https://openssl.org/news/secadv/20160301.txt>`_ `[3] <https://boringssl.googlesource.com/boringssl/+/2b07fa4b22198ac02e0cee8f37f3337c3dba91bc>`_ `[4] <https://boringssl.googlesource.com/boringssl/+/6b6e0b20893e2be0e68af605a60ffa2cbb0ffa64>`_ `[5] <https://github.com/openssl/openssl/pull/931/commits/dd5ac557f052cc2b7f718ac44a8cb7ac6f77dca8>`_ `[6] <https://github.com/openssl/openssl/pull/931/commits/19b5b9194071d1d84e38ac9a952e715afbc85a81>`_
Kostya Serebryany064a6722015-12-05 02:23:49 +0000827
Kostya Serebryany928eb332015-10-12 18:15:42 +0000828* `Libxml2
Kostya Serebryany0d234c32016-03-29 23:13:25 +0000829 <https://bugzilla.gnome.org/buglist.cgi?bug_status=__all__&content=libFuzzer&list_id=68957&order=Importance&product=libxml2&query_format=specific>`_ and `[HT206167] <https://support.apple.com/en-gb/HT206167>`_ (CVE-2015-5312, CVE-2015-7500, CVE-2015-7942)
Kostya Serebryany45dac2a2015-10-10 02:14:18 +0000830
Kostya Serebryany240a1592015-11-11 05:25:24 +0000831* `Linux Kernel's BPF verifier <https://github.com/iovisor/bpf-fuzzer>`_
Kostya Serebryany62921282015-09-11 16:34:14 +0000832
Kostya Serebryanyc138b642016-04-19 22:37:44 +0000833* Capstone: `[1] <https://github.com/aquynh/capstone/issues/600>`__ `[2] <https://github.com/aquynh/capstone/commit/6b88d1d51eadf7175a8f8a11b690684443b11359>`__
834
835* Radare2: `[1] <https://github.com/revskills?tab=contributions&from=2016-04-09>`__
836
837* gRPC: `[1] <https://github.com/grpc/grpc/pull/6071/commits/df04c1f7f6aec6e95722ec0b023a6b29b6ea871c>`__ `[2] <https://github.com/grpc/grpc/pull/6071/commits/22a3dfd95468daa0db7245a4e8e6679a52847579>`__ `[3] <https://github.com/grpc/grpc/pull/6071/commits/9cac2a12d9e181d130841092e9d40fa3309d7aa7>`__ `[4] <https://github.com/grpc/grpc/pull/6012/commits/82a91c91d01ce9b999c8821ed13515883468e203>`__ `[5] <https://github.com/grpc/grpc/pull/6202/commits/2e3e0039b30edaf89fb93bfb2c1d0909098519fa>`__ `[6] <https://github.com/grpc/grpc/pull/6106/files>`__
838
Kostya Serebryany62023f22016-05-06 20:14:48 +0000839* WOFF2: `[1] <https://github.com/google/woff2/commit/a15a8ab>`__
840
Kostya Serebryany240a1592015-11-11 05:25:24 +0000841* LLVM: `Clang <https://llvm.org/bugs/show_bug.cgi?id=23057>`_, `Clang-format <https://llvm.org/bugs/show_bug.cgi?id=23052>`_, `libc++ <https://llvm.org/bugs/show_bug.cgi?id=24411>`_, `llvm-as <https://llvm.org/bugs/show_bug.cgi?id=24639>`_, Disassembler: http://reviews.llvm.org/rL247405, http://reviews.llvm.org/rL247414, http://reviews.llvm.org/rL247416, http://reviews.llvm.org/rL247417, http://reviews.llvm.org/rL247420, http://reviews.llvm.org/rL247422.
Kostya Serebryanyfab4fba2015-08-11 01:53:45 +0000842
Kostya Serebryany79677382015-03-31 21:39:38 +0000843.. _pcre2: http://www.pcre.org/
Kostya Serebryany79677382015-03-31 21:39:38 +0000844.. _AFL: http://lcamtuf.coredump.cx/afl/
Alexey Samsonov675e5392015-04-27 22:50:06 +0000845.. _SanitizerCoverage: http://clang.llvm.org/docs/SanitizerCoverage.html
Kostya Serebryanyb17e2982015-07-31 21:48:10 +0000846.. _SanitizerCoverageTraceDataFlow: http://clang.llvm.org/docs/SanitizerCoverage.html#tracing-data-flow
847.. _DataFlowSanitizer: http://clang.llvm.org/docs/DataFlowSanitizer.html
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000848.. _AddressSanitizer: http://clang.llvm.org/docs/AddressSanitizer.html
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000849.. _LeakSanitizer: http://clang.llvm.org/docs/LeakSanitizer.html
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000850.. _Heartbleed: http://en.wikipedia.org/wiki/Heartbleed
Kostya Serebryany926b9bd2015-05-22 22:43:05 +0000851.. _FuzzerInterface.h: https://github.com/llvm-mirror/llvm/blob/master/lib/Fuzzer/FuzzerInterface.h
Kostya Serebryany7456af52016-04-28 15:19:05 +0000852.. _3.7.0: http://llvm.org/releases/3.7.0/docs/LibFuzzer.html
853.. _building Clang from trunk: http://clang.llvm.org/get_started.html
854.. _MemorySanitizer: http://clang.llvm.org/docs/MemorySanitizer.html
855.. _UndefinedBehaviorSanitizer: http://clang.llvm.org/docs/UndefinedBehaviorSanitizer.html
856.. _`coverage counters`: http://clang.llvm.org/docs/SanitizerCoverage.html#coverage-counters
857.. _`caller-callee pairs`: http://clang.llvm.org/docs/SanitizerCoverage.html#caller-callee-coverage
858.. _BoringSSL: https://boringssl.googlesource.com/boringssl/
859.. _`fuzz various parts of LLVM itself`: `Fuzzing components of LLVM`_