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Kostya Serebryany361c9702016-04-28 15:19:05 +00001=======================================================
2libFuzzer – a library for coverage-guided fuzz testing.
3=======================================================
Kostya Serebryany58bc6082015-03-31 21:39:38 +00004.. contents::
5 :local:
Kostya Serebryany409f59e2016-03-12 02:56:25 +00006 :depth: 1
Kostya Serebryany58bc6082015-03-31 21:39:38 +00007
8Introduction
9============
Kostya Serebryany35064572015-03-30 23:05:30 +000010
Kostya Serebryany95134532016-10-26 01:55:17 +000011LibFuzzer is in-process, coverage-guided, evolutionary fuzzing engine.
Kostya Serebryany35064572015-03-30 23:05:30 +000012
Kostya Serebryany95134532016-10-26 01:55:17 +000013LibFuzzer is linked with the library under test, and feeds fuzzed inputs to the
Kostya Serebryany361c9702016-04-28 15:19:05 +000014library via a specific fuzzing entrypoint (aka "target function"); the fuzzer
15then tracks which areas of the code are reached, and generates mutations on the
Kostya Serebryany95134532016-10-26 01:55:17 +000016corpus of input data in order to maximize the code coverage.
17The code coverage
Kostya Serebryany361c9702016-04-28 15:19:05 +000018information for libFuzzer is provided by LLVM's SanitizerCoverage_
19instrumentation.
Kostya Serebryany35064572015-03-30 23:05:30 +000020
Kostya Serebryany7f9dfc22016-06-02 05:45:42 +000021Contact: libfuzzer(#)googlegroups.com
Kostya Serebryany35064572015-03-30 23:05:30 +000022
Kostya Serebryany361c9702016-04-28 15:19:05 +000023Versions
24========
Kostya Serebryany409f59e2016-03-12 02:56:25 +000025
Kostya Serebryany95134532016-10-26 01:55:17 +000026LibFuzzer is under active development so you will need the current
Kostya Serebryany05ceafb2017-11-09 21:32:02 +000027(or at least a very recent) version of the Clang compiler (see `building Clang from trunk`_)
Kostya Serebryany35064572015-03-30 23:05:30 +000028
Kostya Serebryany05ceafb2017-11-09 21:32:02 +000029Refer to https://releases.llvm.org/5.0.0/docs/LibFuzzer.html for documentation on the older version.
Kostya Serebryany485551e2016-02-02 03:03:47 +000030
Kostya Serebryany485551e2016-02-02 03:03:47 +000031
Kostya Serebryany361c9702016-04-28 15:19:05 +000032Getting Started
33===============
34
35.. contents::
36 :local:
37 :depth: 1
38
Kostya Serebryany23d90fc2016-10-27 20:45:35 +000039Fuzz Target
40-----------
Kostya Serebryany361c9702016-04-28 15:19:05 +000041
Kostya Serebryany23d90fc2016-10-27 20:45:35 +000042The first step in using libFuzzer on a library is to implement a
43*fuzz target* -- a function that accepts an array of bytes and
44does something interesting with these bytes using the API under test.
45Like this:
Kostya Serebryany361c9702016-04-28 15:19:05 +000046
47.. code-block:: c++
48
49 // fuzz_target.cc
50 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) {
51 DoSomethingInterestingWithMyAPI(Data, Size);
52 return 0; // Non-zero return values are reserved for future use.
53 }
54
Kostya Serebryany23d90fc2016-10-27 20:45:35 +000055Note that this fuzz target does not depend on libFuzzer in any way
Kostya Serebryany9a9bc142016-11-08 21:57:37 +000056and so it is possible and even desirable to use it with other fuzzing engines
Kostya Serebryany23d90fc2016-10-27 20:45:35 +000057e.g. AFL_ and/or Radamsa_.
58
59Some important things to remember about fuzz targets:
60
61* The fuzzing engine will execute the fuzz target many times with different inputs in the same process.
62* It must tolerate any kind of input (empty, huge, malformed, etc).
63* It must not `exit()` on any input.
Kostya Serebryanya3dd1fe2016-10-28 16:55:29 +000064* It may use threads but ideally all threads should be joined at the end of the function.
Kostya Serebryany9a9bc142016-11-08 21:57:37 +000065* It must be as deterministic as possible. Non-determinism (e.g. random decisions not based on the input bytes) will make fuzzing inefficient.
66* It must be fast. Try avoiding cubic or greater complexity, logging, or excessive memory consumption.
Kostya Serebryany23d90fc2016-10-27 20:45:35 +000067* Ideally, it should not modify any global state (although that's not strict).
Kostya Serebryany68f637f2016-12-14 01:31:21 +000068* Usually, the narrower the target the better. E.g. if your target can parse several data formats, split it into several targets, one per format.
Kostya Serebryany23d90fc2016-10-27 20:45:35 +000069
70
George Karpenkov6f76a432017-04-24 18:39:52 +000071Fuzzer Usage
72------------
Kostya Serebryany23d90fc2016-10-27 20:45:35 +000073
Kostya Serebryany05ceafb2017-11-09 21:32:02 +000074Recent versions of Clang (starting from 6.0) include libFuzzer, and no extra installation is necessary.
George Karpenkov6f76a432017-04-24 18:39:52 +000075
Kostya Serebryany05ceafb2017-11-09 21:32:02 +000076In order to build your fuzzer binary, use the `-fsanitize=fuzzer` flag during the
77compilation and linking. In most cases you may want to combine libFuzzer with
Matt Morehouse5b81b482018-07-19 17:59:11 +000078AddressSanitizer_ (ASAN), UndefinedBehaviorSanitizer_ (UBSAN), or both. You can
79also build with MemorySanitizer_ (MSAN), but support is experimental::
George Karpenkov6f76a432017-04-24 18:39:52 +000080
Kostya Serebryany05ceafb2017-11-09 21:32:02 +000081 clang -g -O1 -fsanitize=fuzzer mytarget.c # Builds the fuzz target w/o sanitizers
82 clang -g -O1 -fsanitize=fuzzer,address mytarget.c # Builds the fuzz target with ASAN
83 clang -g -O1 -fsanitize=fuzzer,signed-integer-overflow mytarget.c # Builds the fuzz target with a part of UBSAN
Matt Morehouse5b81b482018-07-19 17:59:11 +000084 clang -g -O1 -fsanitize=fuzzer,memory mytarget.c # Builds the fuzz target with MSAN
Kostya Serebryany05ceafb2017-11-09 21:32:02 +000085
86This will perform the necessary instrumentation, as well as linking with the libFuzzer library.
87Note that ``-fsanitize=fuzzer`` links in the libFuzzer's ``main()`` symbol.
88
George Karpenkov41ae6052017-08-11 17:23:45 +000089If modifying ``CFLAGS`` of a large project, which also compiles executables
90requiring their own ``main`` symbol, it may be desirable to request just the
91instrumentation without linking::
92
93 clang -fsanitize=fuzzer-no-link mytarget.c
94
95Then libFuzzer can be linked to the desired driver by passing in
96``-fsanitize=fuzzer`` during the linking stage.
97
Justin Bogner89b77ce2017-10-12 01:44:24 +000098.. _libfuzzer-corpus:
Kostya Serebryany05ceafb2017-11-09 21:32:02 +000099
Kostya Serebryany464c4e82016-05-09 19:29:53 +0000100Corpus
Kostya Serebryanyce06f032016-05-09 19:32:10 +0000101------
Kostya Serebryany464c4e82016-05-09 19:29:53 +0000102
103Coverage-guided fuzzers like libFuzzer rely on a corpus of sample inputs for the
104code under test. This corpus should ideally be seeded with a varied collection
105of valid and invalid inputs for the code under test; for example, for a graphics
106library the initial corpus might hold a variety of different small PNG/JPG/GIF
107files. The fuzzer generates random mutations based around the sample inputs in
108the current corpus. If a mutation triggers execution of a previously-uncovered
109path in the code under test, then that mutation is saved to the corpus for
110future variations.
111
112LibFuzzer will work without any initial seeds, but will be less
113efficient if the library under test accepts complex,
114structured inputs.
115
116The corpus can also act as a sanity/regression check, to confirm that the
117fuzzing entrypoint still works and that all of the sample inputs run through
118the code under test without problems.
119
120If you have a large corpus (either generated by fuzzing or acquired by other means)
121you may want to minimize it while still preserving the full coverage. One way to do that
122is to use the `-merge=1` flag:
123
124.. code-block:: console
125
126 mkdir NEW_CORPUS_DIR # Store minimized corpus here.
127 ./my_fuzzer -merge=1 NEW_CORPUS_DIR FULL_CORPUS_DIR
128
129You may use the same flag to add more interesting items to an existing corpus.
130Only the inputs that trigger new coverage will be added to the first corpus.
131
132.. code-block:: console
133
134 ./my_fuzzer -merge=1 CURRENT_CORPUS_DIR NEW_POTENTIALLY_INTERESTING_INPUTS_DIR
135
Kostya Serebryany361c9702016-04-28 15:19:05 +0000136Running
137-------
138
139To run the fuzzer, first create a Corpus_ directory that holds the
140initial "seed" sample inputs:
141
142.. code-block:: console
143
144 mkdir CORPUS_DIR
145 cp /some/input/samples/* CORPUS_DIR
146
147Then run the fuzzer on the corpus directory:
148
149.. code-block:: console
150
151 ./my_fuzzer CORPUS_DIR # -max_len=1000 -jobs=20 ...
152
153As the fuzzer discovers new interesting test cases (i.e. test cases that
154trigger coverage of new paths through the code under test), those test cases
155will be added to the corpus directory.
156
157By default, the fuzzing process will continue indefinitely – at least until
158a bug is found. Any crashes or sanitizer failures will be reported as usual,
159stopping the fuzzing process, and the particular input that triggered the bug
Kostya Serebryany168e5112016-04-29 18:49:55 +0000160will be written to disk (typically as ``crash-<sha1>``, ``leak-<sha1>``,
161or ``timeout-<sha1>``).
Kostya Serebryany361c9702016-04-28 15:19:05 +0000162
163
164Parallel Fuzzing
165----------------
166
167Each libFuzzer process is single-threaded, unless the library under test starts
168its own threads. However, it is possible to run multiple libFuzzer processes in
169parallel with a shared corpus directory; this has the advantage that any new
170inputs found by one fuzzer process will be available to the other fuzzer
171processes (unless you disable this with the ``-reload=0`` option).
172
173This is primarily controlled by the ``-jobs=N`` option, which indicates that
174that `N` fuzzing jobs should be run to completion (i.e. until a bug is found or
175time/iteration limits are reached). These jobs will be run across a set of
176worker processes, by default using half of the available CPU cores; the count of
177worker processes can be overridden by the ``-workers=N`` option. For example,
178running with ``-jobs=30`` on a 12-core machine would run 6 workers by default,
179with each worker averaging 5 bugs by completion of the entire process.
180
181
Kostya Serebryany05ceafb2017-11-09 21:32:02 +0000182Resuming merge
183--------------
184
185Merging large corpora may be time consuming, and it is often desirable to do it
186on preemptable VMs, where the process may be killed at any time.
187In order to seamlessly resume the merge, use the ``-merge_control_file`` flag
188and use ``killall -SIGUSR1 /path/to/fuzzer/binary`` to stop the merge gracefully. Example:
189
190.. code-block:: console
191
192 % rm -f SomeLocalPath
193 % ./my_fuzzer CORPUS1 CORPUS2 -merge=1 -merge_control_file=SomeLocalPath
194 ...
195 MERGE-INNER: using the control file 'SomeLocalPath'
196 ...
197 # While this is running, do `killall -SIGUSR1 my_fuzzer` in another console
198 ==9015== INFO: libFuzzer: exiting as requested
199
200 # This will leave the file SomeLocalPath with the partial state of the merge.
201 # Now, you can continue the merge by executing the same command. The merge
202 # will continue from where it has been interrupted.
203 % ./my_fuzzer CORPUS1 CORPUS2 -merge=1 -merge_control_file=SomeLocalPath
204 ...
205 MERGE-OUTER: non-empty control file provided: 'SomeLocalPath'
206 MERGE-OUTER: control file ok, 32 files total, first not processed file 20
207 ...
208
Kostya Serebryany361c9702016-04-28 15:19:05 +0000209Options
210=======
211
212To run the fuzzer, pass zero or more corpus directories as command line
213arguments. The fuzzer will read test inputs from each of these corpus
214directories, and any new test inputs that are generated will be written
215back to the first corpus directory:
216
217.. code-block:: console
218
219 ./fuzzer [-flag1=val1 [-flag2=val2 ...] ] [dir1 [dir2 ...] ]
220
221If a list of files (rather than directories) are passed to the fuzzer program,
222then it will re-run those files as test inputs but will not perform any fuzzing.
223In this mode the fuzzer binary can be used as a regression test (e.g. on a
224continuous integration system) to check the target function and saved inputs
225still work.
226
227The most important command line options are:
228
229``-help``
230 Print help message.
231``-seed``
232 Random seed. If 0 (the default), the seed is generated.
233``-runs``
234 Number of individual test runs, -1 (the default) to run indefinitely.
235``-max_len``
236 Maximum length of a test input. If 0 (the default), libFuzzer tries to guess
237 a good value based on the corpus (and reports it).
238``-timeout``
239 Timeout in seconds, default 1200. If an input takes longer than this timeout,
240 the process is treated as a failure case.
Kostya Serebryanyf01dfdd2016-05-06 23:38:07 +0000241``-rss_limit_mb``
242 Memory usage limit in Mb, default 2048. Use 0 to disable the limit.
243 If an input requires more than this amount of RSS memory to execute,
244 the process is treated as a failure case.
245 The limit is checked in a separate thread every second.
246 If running w/o ASAN/MSAN, you may use 'ulimit -v' instead.
Kostya Serebryany1fe1bd12017-12-01 22:12:04 +0000247``-malloc_limit_mb``
248 If non-zero, the fuzzer will exit if the target tries to allocate this
249 number of Mb with one malloc call.
250 If zero (default) same limit as rss_limit_mb is applied.
Kostya Serebryany361c9702016-04-28 15:19:05 +0000251``-timeout_exitcode``
Kostya Serebryany2d1f4f52016-11-03 19:31:18 +0000252 Exit code (default 77) used if libFuzzer reports a timeout.
253``-error_exitcode``
254 Exit code (default 77) used if libFuzzer itself (not a sanitizer) reports a bug (leak, OOM, etc).
Kostya Serebryany361c9702016-04-28 15:19:05 +0000255``-max_total_time``
256 If positive, indicates the maximum total time in seconds to run the fuzzer.
257 If 0 (the default), run indefinitely.
258``-merge``
259 If set to 1, any corpus inputs from the 2nd, 3rd etc. corpus directories
260 that trigger new code coverage will be merged into the first corpus
Kostya Serebryany2f120982016-05-09 19:11:36 +0000261 directory. Defaults to 0. This flag can be used to minimize a corpus.
Kostya Serebryany05ceafb2017-11-09 21:32:02 +0000262``-merge_control_file``
263 Specify a control file used for the merge proccess.
264 If a merge process gets killed it tries to leave this file in a state
265 suitable for resuming the merge. By default a temporary file will be used.
Kostya Serebryany10c8c3c2016-09-08 22:21:13 +0000266``-minimize_crash``
267 If 1, minimizes the provided crash input.
Kostya Serebryany05e1dea2016-09-09 01:17:03 +0000268 Use with -runs=N or -max_total_time=N to limit the number of attempts.
Kostya Serebryany361c9702016-04-28 15:19:05 +0000269``-reload``
270 If set to 1 (the default), the corpus directory is re-read periodically to
271 check for new inputs; this allows detection of new inputs that were discovered
272 by other fuzzing processes.
273``-jobs``
274 Number of fuzzing jobs to run to completion. Default value is 0, which runs a
275 single fuzzing process until completion. If the value is >= 1, then this
276 number of jobs performing fuzzing are run, in a collection of parallel
277 separate worker processes; each such worker process has its
278 ``stdout``/``stderr`` redirected to ``fuzz-<JOB>.log``.
279``-workers``
280 Number of simultaneous worker processes to run the fuzzing jobs to completion
281 in. If 0 (the default), ``min(jobs, NumberOfCpuCores()/2)`` is used.
282``-dict``
283 Provide a dictionary of input keywords; see Dictionaries_.
284``-use_counters``
285 Use `coverage counters`_ to generate approximate counts of how often code
286 blocks are hit; defaults to 1.
Kostya Serebryany549203e2017-11-16 18:58:14 +0000287``-reduce_inputs``
288 Try to reduce the size of inputs while preserving their full feature sets;
289 defaults to 1.
Kostya Serebryany94041882016-08-23 23:36:21 +0000290``-use_value_profile``
291 Use `value profile`_ to guide corpus expansion; defaults to 0.
Kostya Serebryany361c9702016-04-28 15:19:05 +0000292``-only_ascii``
293 If 1, generate only ASCII (``isprint``+``isspace``) inputs. Defaults to 0.
294``-artifact_prefix``
295 Provide a prefix to use when saving fuzzing artifacts (crash, timeout, or
296 slow inputs) as ``$(artifact_prefix)file``. Defaults to empty.
297``-exact_artifact_path``
298 Ignored if empty (the default). If non-empty, write the single artifact on
299 failure (crash, timeout) as ``$(exact_artifact_path)``. This overrides
300 ``-artifact_prefix`` and will not use checksum in the file name. Do not use
301 the same path for several parallel processes.
Kostya Serebryany7750b382016-08-25 22:35:08 +0000302``-print_pcs``
303 If 1, print out newly covered PCs. Defaults to 0.
Kostya Serebryany361c9702016-04-28 15:19:05 +0000304``-print_final_stats``
305 If 1, print statistics at exit. Defaults to 0.
Kostya Serebryany45edca12016-08-12 20:42:24 +0000306``-detect_leaks``
Kostya Serebryanyda55e692016-04-29 19:28:24 +0000307 If 1 (default) and if LeakSanitizer is enabled
308 try to detect memory leaks during fuzzing (i.e. not only at shut down).
Kostya Serebryany361c9702016-04-28 15:19:05 +0000309``-close_fd_mask``
Kostya Serebryanydc4065f2016-05-27 21:46:22 +0000310 Indicate output streams to close at startup. Be careful, this will
311 remove diagnostic output from target code (e.g. messages on assert failure).
Kostya Serebryany361c9702016-04-28 15:19:05 +0000312
313 - 0 (default): close neither ``stdout`` nor ``stderr``
314 - 1 : close ``stdout``
315 - 2 : close ``stderr``
316 - 3 : close both ``stdout`` and ``stderr``.
Kostya Serebryanyb753a302015-05-20 21:03:03 +0000317
318For the full list of flags run the fuzzer binary with ``-help=1``.
319
Kostya Serebryany361c9702016-04-28 15:19:05 +0000320Output
321======
322
323During operation the fuzzer prints information to ``stderr``, for example::
324
Kostya Serebryanycbc00872016-10-27 21:03:48 +0000325 INFO: Seed: 1523017872
326 INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0),
Kostya Serebryany361c9702016-04-28 15:19:05 +0000327 INFO: -max_len is not provided, using 64
Kostya Serebryanycbc00872016-10-27 21:03:48 +0000328 INFO: A corpus is not provided, starting from an empty corpus
329 #0 READ units: 1
330 #1 INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb
331 #3811 NEW cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte-
332 #3827 NEW cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart-
333 #3963 NEW cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit-
334 #4167 NEW cov: 7 ft: 6 corp: 5/9b exec/s: 0 rss: 25Mb L: 3 MS: 1 InsertByte-
Kostya Serebryany361c9702016-04-28 15:19:05 +0000335 ...
336
337The early parts of the output include information about the fuzzer options and
338configuration, including the current random seed (in the ``Seed:`` line; this
339can be overridden with the ``-seed=N`` flag).
340
341Further output lines have the form of an event code and statistics. The
342possible event codes are:
343
344``READ``
345 The fuzzer has read in all of the provided input samples from the corpus
346 directories.
347``INITED``
348 The fuzzer has completed initialization, which includes running each of
349 the initial input samples through the code under test.
350``NEW``
351 The fuzzer has created a test input that covers new areas of the code
352 under test. This input will be saved to the primary corpus directory.
Kostya Serebryanya575cf62017-07-19 22:10:30 +0000353``REDUCE``
354 The fuzzer has found a better (smaller) input that triggers previously
355 discovered features (set ``-reduce_inputs=0`` to disable).
Kostya Serebryany361c9702016-04-28 15:19:05 +0000356``pulse``
357 The fuzzer has generated 2\ :sup:`n` inputs (generated periodically to reassure
358 the user that the fuzzer is still working).
359``DONE``
360 The fuzzer has completed operation because it has reached the specified
361 iteration limit (``-runs``) or time limit (``-max_total_time``).
Kostya Serebryany361c9702016-04-28 15:19:05 +0000362``RELOAD``
363 The fuzzer is performing a periodic reload of inputs from the corpus
364 directory; this allows it to discover any inputs discovered by other
365 fuzzer processes (see `Parallel Fuzzing`_).
366
367Each output line also reports the following statistics (when non-zero):
368
369``cov:``
Matt Morehouse21ed2a62018-02-22 19:00:17 +0000370 Total number of code blocks or edges covered by executing the current corpus.
Kostya Serebryanycbc00872016-10-27 21:03:48 +0000371``ft:``
372 libFuzzer uses different signals to evaluate the code coverage:
373 edge coverage, edge counters, value profiles, indirect caller/callee pairs, etc.
374 These signals combined are called *features* (`ft:`).
375``corp:``
376 Number of entries in the current in-memory test corpus and its size in bytes.
Matt Morehouse21ed2a62018-02-22 19:00:17 +0000377``lim:``
378 Current limit on the length of new entries in the corpus. Increases over time
379 until the max length (``-max_len``) is reached.
Kostya Serebryany361c9702016-04-28 15:19:05 +0000380``exec/s:``
381 Number of fuzzer iterations per second.
Kostya Serebryanycbc00872016-10-27 21:03:48 +0000382``rss:``
383 Current memory consumption.
Kostya Serebryany361c9702016-04-28 15:19:05 +0000384
385For ``NEW`` events, the output line also includes information about the mutation
386operation that produced the new input:
387
388``L:``
389 Size of the new input in bytes.
390``MS: <n> <operations>``
391 Count and list of the mutation operations used to generate the input.
392
393
394Examples
395========
Kostya Serebryany409f59e2016-03-12 02:56:25 +0000396.. contents::
397 :local:
398 :depth: 1
Kostya Serebryany58bc6082015-03-31 21:39:38 +0000399
400Toy example
401-----------
402
Kostya Serebryany361c9702016-04-28 15:19:05 +0000403A simple function that does something interesting if it receives the input
404"HI!"::
Kostya Serebryany58bc6082015-03-31 21:39:38 +0000405
Kostya Serebryany2ec40a62016-05-10 23:52:47 +0000406 cat << EOF > test_fuzzer.cc
Kostya Serebryany20bbb642015-11-26 00:12:57 +0000407 #include <stdint.h>
408 #include <stddef.h>
409 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *data, size_t size) {
Kostya Serebryany58bc6082015-03-31 21:39:38 +0000410 if (size > 0 && data[0] == 'H')
411 if (size > 1 && data[1] == 'I')
412 if (size > 2 && data[2] == '!')
413 __builtin_trap();
Kostya Serebryany9906eef2015-10-02 23:34:06 +0000414 return 0;
Kostya Serebryany58bc6082015-03-31 21:39:38 +0000415 }
416 EOF
Kostya Serebryany4b45ff12016-03-12 03:05:37 +0000417 # Build test_fuzzer.cc with asan and link against libFuzzer.a
Kostya Serebryanycbc00872016-10-27 21:03:48 +0000418 clang++ -fsanitize=address -fsanitize-coverage=trace-pc-guard test_fuzzer.cc libFuzzer.a
Kostya Serebryany58bc6082015-03-31 21:39:38 +0000419 # Run the fuzzer with no corpus.
420 ./a.out
421
Kostya Serebryany4b45ff12016-03-12 03:05:37 +0000422You should get an error pretty quickly::
423
Kostya Serebryanycbc00872016-10-27 21:03:48 +0000424 INFO: Seed: 1523017872
425 INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0),
426 INFO: -max_len is not provided, using 64
427 INFO: A corpus is not provided, starting from an empty corpus
428 #0 READ units: 1
429 #1 INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb
430 #3811 NEW cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte-
431 #3827 NEW cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart-
432 #3963 NEW cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit-
433 #4167 NEW cov: 7 ft: 6 corp: 5/9b exec/s: 0 rss: 25Mb L: 3 MS: 1 InsertByte-
Kostya Serebryany4b45ff12016-03-12 03:05:37 +0000434 ==31511== ERROR: libFuzzer: deadly signal
435 ...
436 artifact_prefix='./'; Test unit written to ./crash-b13e8756b13a00cf168300179061fb4b91fefbed
437
Kostya Serebryany58bc6082015-03-31 21:39:38 +0000438
Kostya Serebryanyf8e32dd2016-10-27 20:14:03 +0000439More examples
440-------------
Kostya Serebryany58bc6082015-03-31 21:39:38 +0000441
Kostya Serebryanyf8e32dd2016-10-27 20:14:03 +0000442Examples of real-life fuzz targets and the bugs they find can be found
443at http://tutorial.libfuzzer.info. Among other things you can learn how
444to detect Heartbleed_ in one second.
Kostya Serebryany58bc6082015-03-31 21:39:38 +0000445
Kostya Serebryany20bbb642015-11-26 00:12:57 +0000446
Kostya Serebryany01055ec2015-04-01 21:33:20 +0000447Advanced features
448=================
Kostya Serebryany409f59e2016-03-12 02:56:25 +0000449.. contents::
450 :local:
451 :depth: 1
Kostya Serebryany01055ec2015-04-01 21:33:20 +0000452
Kostya Serebryany6cc3ed72015-09-04 00:12:11 +0000453Dictionaries
454------------
Kostya Serebryany6cc3ed72015-09-04 00:12:11 +0000455LibFuzzer supports user-supplied dictionaries with input language keywords
456or other interesting byte sequences (e.g. multi-byte magic values).
457Use ``-dict=DICTIONARY_FILE``. For some input languages using a dictionary
458may significantly improve the search speed.
459The dictionary syntax is similar to that used by AFL_ for its ``-x`` option::
460
461 # Lines starting with '#' and empty lines are ignored.
462
463 # Adds "blah" (w/o quotes) to the dictionary.
464 kw1="blah"
465 # Use \\ for backslash and \" for quotes.
466 kw2="\"ac\\dc\""
467 # Use \xAB for hex values
468 kw3="\xF7\xF8"
469 # the name of the keyword followed by '=' may be omitted:
470 "foo\x0Abar"
471
Kostya Serebryany94041882016-08-23 23:36:21 +0000472
Kostya Serebryanyf6d63cc2016-11-17 17:31:54 +0000473
474Tracing CMP instructions
475------------------------
476
Kostya Serebryany94041882016-08-23 23:36:21 +0000477With an additional compiler flag ``-fsanitize-coverage=trace-cmp``
Kostya Serebryany05ceafb2017-11-09 21:32:02 +0000478(on by default as part of ``-fsanitize=fuzzer``, see SanitizerCoverageTraceDataFlow_)
Kostya Serebryanyf6d63cc2016-11-17 17:31:54 +0000479libFuzzer will intercept CMP instructions and guide mutations based
480on the arguments of intercepted CMP instructions. This may slow down
481the fuzzing but is very likely to improve the results.
482
483Value Profile
484-------------
485
Kostya Serebryanyf6d63cc2016-11-17 17:31:54 +0000486With ``-fsanitize-coverage=trace-cmp``
Kostya Serebryany94041882016-08-23 23:36:21 +0000487and extra run-time flag ``-use_value_profile=1`` the fuzzer will
488collect value profiles for the parameters of compare instructions
489and treat some new values as new coverage.
490
491The current imlpementation does roughly the following:
492
493* The compiler instruments all CMP instructions with a callback that receives both CMP arguments.
494* The callback computes `(caller_pc&4095) | (popcnt(Arg1 ^ Arg2) << 12)` and uses this value to set a bit in a bitset.
495* Every new observed bit in the bitset is treated as new coverage.
496
497
498This feature has a potential to discover many interesting inputs,
499but there are two downsides.
500First, the extra instrumentation may bring up to 2x additional slowdown.
501Second, the corpus may grow by several times.
502
Kostya Serebryany7dd7cd12016-05-25 18:41:53 +0000503Fuzzer-friendly build mode
504---------------------------
505Sometimes the code under test is not fuzzing-friendly. Examples:
506
507 - The target code uses a PRNG seeded e.g. by system time and
508 thus two consequent invocations may potentially execute different code paths
509 even if the end result will be the same. This will cause a fuzzer to treat
510 two similar inputs as significantly different and it will blow up the test corpus.
511 E.g. libxml uses ``rand()`` inside its hash table.
512 - The target code uses checksums to protect from invalid inputs.
513 E.g. png checks CRC for every chunk.
514
515In many cases it makes sense to build a special fuzzing-friendly build
516with certain fuzzing-unfriendly features disabled. We propose to use a common build macro
517for all such cases for consistency: ``FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION``.
518
519.. code-block:: c++
520
521 void MyInitPRNG() {
522 #ifdef FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION
523 // In fuzzing mode the behavior of the code should be deterministic.
524 srand(0);
525 #else
526 srand(time(0));
527 #endif
528 }
529
530
531
Kostya Serebryany3e35db62015-04-10 05:44:43 +0000532AFL compatibility
533-----------------
Kostya Serebryany7544ffc2016-03-29 23:07:36 +0000534LibFuzzer can be used together with AFL_ on the same test corpus.
Kostya Serebryany3e35db62015-04-10 05:44:43 +0000535Both fuzzers expect the test corpus to reside in a directory, one file per input.
Kostya Serebryany361c9702016-04-28 15:19:05 +0000536You can run both fuzzers on the same corpus, one after another:
537
538.. code-block:: console
Kostya Serebryany3e35db62015-04-10 05:44:43 +0000539
Kostya Serebryany7544ffc2016-03-29 23:07:36 +0000540 ./afl-fuzz -i testcase_dir -o findings_dir /path/to/program @@
Kostya Serebryany3e35db62015-04-10 05:44:43 +0000541 ./llvm-fuzz testcase_dir findings_dir # Will write new tests to testcase_dir
542
543Periodically restart both fuzzers so that they can use each other's findings.
Kostya Serebryany7544ffc2016-03-29 23:07:36 +0000544Currently, there is no simple way to run both fuzzing engines in parallel while sharing the same corpus dir.
Kostya Serebryany58bc6082015-03-31 21:39:38 +0000545
Kostya Serebryany2ec40a62016-05-10 23:52:47 +0000546You may also use AFL on your target function ``LLVMFuzzerTestOneInput``:
Kostya Serebryany5808cae2017-11-09 21:35:28 +0000547see an example `here <https://github.com/llvm-mirror/compiler-rt/tree/master/lib/fuzzer/afl>`__.
Kostya Serebryany2ec40a62016-05-10 23:52:47 +0000548
Kostya Serebryanyf3a664f2015-04-10 06:32:29 +0000549How good is my fuzzer?
550----------------------
551
Kostya Serebryanyb6ca45c2015-05-06 22:19:00 +0000552Once you implement your target function ``LLVMFuzzerTestOneInput`` and fuzz it to death,
Kostya Serebryanyf3a664f2015-04-10 06:32:29 +0000553you will want to know whether the function or the corpus can be improved further.
554One easy to use metric is, of course, code coverage.
Kostya Serebryany361c9702016-04-28 15:19:05 +0000555
Kostya Serebryany0a4c4a22017-08-11 20:32:47 +0000556We recommend to use
557`Clang Coverage <http://clang.llvm.org/docs/SourceBasedCodeCoverage.html>`_,
558to visualize and study your code coverage
559(`example <https://github.com/google/fuzzer-test-suite/blob/master/tutorial/libFuzzerTutorial.md#visualizing-coverage>`_).
Kostya Serebryanyf3a664f2015-04-10 06:32:29 +0000560
Kostya Serebryanyf3a664f2015-04-10 06:32:29 +0000561
Kostya Serebryanyb3fdcb32015-05-22 22:43:05 +0000562User-supplied mutators
563----------------------
564
565LibFuzzer allows to use custom (user-supplied) mutators,
566see FuzzerInterface.h_
567
Kostya Serebryany1e595312016-01-16 01:23:12 +0000568Startup initialization
569----------------------
570If the library being tested needs to be initialized, there are several options.
571
Kostya Serebryany2372d8b2016-05-06 23:51:28 +0000572The simplest way is to have a statically initialized global object inside
573`LLVMFuzzerTestOneInput` (or in global scope if that works for you):
Kostya Serebryany361c9702016-04-28 15:19:05 +0000574
575.. code-block:: c++
Kostya Serebryany1e595312016-01-16 01:23:12 +0000576
Kostya Serebryany2372d8b2016-05-06 23:51:28 +0000577 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) {
578 static bool Initialized = DoInitialization();
579 ...
Kostya Serebryany1e595312016-01-16 01:23:12 +0000580
581Alternatively, you may define an optional init function and it will receive
Kostya Serebryany2372d8b2016-05-06 23:51:28 +0000582the program arguments that you can read and modify. Do this **only** if you
Hiroshi Inoue2b4e72e2017-07-12 12:16:22 +0000583really need to access ``argv``/``argc``.
Kostya Serebryany361c9702016-04-28 15:19:05 +0000584
585.. code-block:: c++
Kostya Serebryany1e595312016-01-16 01:23:12 +0000586
587 extern "C" int LLVMFuzzerInitialize(int *argc, char ***argv) {
588 ReadAndMaybeModify(argc, argv);
589 return 0;
590 }
591
Kostya Serebryany1e595312016-01-16 01:23:12 +0000592
Kostya Serebryany7544ffc2016-03-29 23:07:36 +0000593Leaks
594-----
595
Kostya Serebryany168e5112016-04-29 18:49:55 +0000596Binaries built with AddressSanitizer_ or LeakSanitizer_ will try to detect
597memory leaks at the process shutdown.
598For in-process fuzzing this is inconvenient
599since the fuzzer needs to report a leak with a reproducer as soon as the leaky
600mutation is found. However, running full leak detection after every mutation
601is expensive.
Kostya Serebryany7544ffc2016-03-29 23:07:36 +0000602
Kostya Serebryany168e5112016-04-29 18:49:55 +0000603By default (``-detect_leaks=1``) libFuzzer will count the number of
604``malloc`` and ``free`` calls when executing every mutation.
605If the numbers don't match (which by itself doesn't mean there is a leak)
606libFuzzer will invoke the more expensive LeakSanitizer_
607pass and if the actual leak is found, it will be reported with the reproducer
608and the process will exit.
609
610If your target has massive leaks and the leak detection is disabled
Kostya Serebryany3eeac862016-05-06 23:41:11 +0000611you will eventually run out of RAM (see the ``-rss_limit_mb`` flag).
Kostya Serebryany7544ffc2016-03-29 23:07:36 +0000612
Kostya Serebryany7544ffc2016-03-29 23:07:36 +0000613
Mike Aizatskybfd41192016-05-24 22:25:46 +0000614Developing libFuzzer
615====================
616
George Karpenkov32fab332017-08-04 17:19:45 +0000617LibFuzzer is built as a part of LLVM project by default on macos and Linux.
618Users of other operating systems can explicitly request compilation using
619``-DLIBFUZZER_ENABLE=YES`` flag.
620Tests are run using ``check-fuzzer`` target from the build directory
George Karpenkovba968632017-08-04 19:29:16 +0000621which was configured with ``-DLIBFUZZER_ENABLE_TESTS=ON`` flag.
Mike Aizatskybfd41192016-05-24 22:25:46 +0000622
623.. code-block:: console
624
Mike Aizatskybfd41192016-05-24 22:25:46 +0000625 ninja check-fuzzer
626
627
Kostya Serebryany35064572015-03-30 23:05:30 +0000628FAQ
629=========================
630
Kostya Serebryany361c9702016-04-28 15:19:05 +0000631Q. Why doesn't libFuzzer use any of the LLVM support?
632-----------------------------------------------------
Kostya Serebryany35064572015-03-30 23:05:30 +0000633
634There are two reasons.
635
Kostya Serebryany361c9702016-04-28 15:19:05 +0000636First, we want this library to be used outside of the LLVM without users having to
Kostya Serebryany35064572015-03-30 23:05:30 +0000637build the rest of LLVM. This may sound unconvincing for many LLVM folks,
638but in practice the need for building the whole LLVM frightens many potential
639users -- and we want more users to use this code.
640
641Second, there is a subtle technical reason not to rely on the rest of LLVM, or
642any other large body of code (maybe not even STL). When coverage instrumentation
643is enabled, it will also instrument the LLVM support code which will blow up the
644coverage set of the process (since the fuzzer is in-process). In other words, by
645using more external dependencies we will slow down the fuzzer while the main
646reason for it to exist is extreme speed.
647
Hans Wennborg28661592019-02-12 09:11:50 +0000648Q. Does libFuzzer Support Windows?
Kostya Serebryany35064572015-03-30 23:05:30 +0000649------------------------------------------------------------------------------------
650
Hans Wennborg28661592019-02-12 09:11:50 +0000651Yes, libFuzzer now supports Windows. Initial support was added in r341082.
652You can download a build of Clang for Windows
653that has libFuzzer from
654`LLVM Snapshot Builds <https://llvm.org/builds/>`_.
655
656Using libFuzzer on Windows without ASAN is unsupported. Building fuzzers with the
657``/MD`` (dynamic runtime library) compile option is unsupported. Support for these
658may be added in the future. Linking fuzzers with the ``/INCREMENTAL`` link option
659(or the ``/DEBUG`` option which implies it) is also unsupported.
660
661Send any questions or comments to the mailing list: libfuzzer(#)googlegroups.com
Kostya Serebryany35064572015-03-30 23:05:30 +0000662
Kostya Serebryany95134532016-10-26 01:55:17 +0000663Q. When libFuzzer is not a good solution for a problem?
Kostya Serebryany35064572015-03-30 23:05:30 +0000664---------------------------------------------------------
665
666* If the test inputs are validated by the target library and the validator
Kostya Serebryany258d1e62016-03-12 03:23:02 +0000667 asserts/crashes on invalid inputs, in-process fuzzing is not applicable.
Kostya Serebryany361c9702016-04-28 15:19:05 +0000668* Bugs in the target library may accumulate without being detected. E.g. a memory
Kostya Serebryany35064572015-03-30 23:05:30 +0000669 corruption that goes undetected at first and then leads to a crash while
670 testing another input. This is why it is highly recommended to run this
671 in-process fuzzer with all sanitizers to detect most bugs on the spot.
672* It is harder to protect the in-process fuzzer from excessive memory
673 consumption and infinite loops in the target library (still possible).
674* The target library should not have significant global state that is not
675 reset between the runs.
Kostya Serebryany361c9702016-04-28 15:19:05 +0000676* Many interesting target libraries are not designed in a way that supports
Kostya Serebryany35064572015-03-30 23:05:30 +0000677 the in-process fuzzer interface (e.g. require a file path instead of a
678 byte array).
679* If a single test run takes a considerable fraction of a second (or
680 more) the speed benefit from the in-process fuzzer is negligible.
681* If the target library runs persistent threads (that outlive
682 execution of one test) the fuzzing results will be unreliable.
683
684Q. So, what exactly this Fuzzer is good for?
685--------------------------------------------
686
687This Fuzzer might be a good choice for testing libraries that have relatively
Kostya Serebryany258d1e62016-03-12 03:23:02 +0000688small inputs, each input takes < 10ms to run, and the library code is not expected
Kostya Serebryany35064572015-03-30 23:05:30 +0000689to crash on invalid inputs.
Kostya Serebryany258d1e62016-03-12 03:23:02 +0000690Examples: regular expression matchers, text or binary format parsers, compression,
691network, crypto.
Kostya Serebryany35064572015-03-30 23:05:30 +0000692
George Karpenkove6dc33f2017-04-24 17:28:32 +0000693
Kostya Serebryanyc9d23082015-08-11 01:53:45 +0000694Trophies
695========
Kostya Serebryany05ceafb2017-11-09 21:32:02 +0000696* Thousands of bugs found on OSS-Fuzz: https://opensource.googleblog.com/2017/05/oss-fuzz-five-months-later-and.html
697
Kostya Serebryanyc9d23082015-08-11 01:53:45 +0000698* GLIBC: https://sourceware.org/glibc/wiki/FuzzingLibc
Kostya Serebryanyddbe8122015-08-11 04:16:37 +0000699
Kostya Serebryany4e0bd0b2016-06-02 06:06:34 +0000700* MUSL LIBC: `[1] <http://git.musl-libc.org/cgit/musl/commit/?id=39dfd58417ef642307d90306e1c7e50aaec5a35c>`__ `[2] <http://www.openwall.com/lists/oss-security/2015/03/30/3>`__
Kostya Serebryanyddbe8122015-08-11 04:16:37 +0000701
Kostya Serebryanye4234982015-10-12 18:15:42 +0000702* `pugixml <https://github.com/zeux/pugixml/issues/39>`_
Kostya Serebryanyddbe8122015-08-11 04:16:37 +0000703
Kostya Serebryany79b5b1a2015-10-10 02:14:18 +0000704* PCRE: Search for "LLVM fuzzer" in http://vcs.pcre.org/pcre2/code/trunk/ChangeLog?view=markup;
Kostya Serebryanye4234982015-10-12 18:15:42 +0000705 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 Serebryanyddbe8122015-08-11 04:16:37 +0000706
Kostya Serebryanye4234982015-10-12 18:15:42 +0000707* `ICU <http://bugs.icu-project.org/trac/ticket/11838>`_
Kostya Serebryanyf18fe352015-08-11 20:34:48 +0000708
Kostya Serebryanye4234982015-10-12 18:15:42 +0000709* `Freetype <https://savannah.nongnu.org/search/?words=LibFuzzer&type_of_search=bugs&Search=Search&exact=1#options>`_
Kostya Serebryany18320e52015-09-11 16:34:14 +0000710
Kostya Serebryanye4234982015-10-12 18:15:42 +0000711* `Harfbuzz <https://github.com/behdad/harfbuzz/issues/139>`_
712
Kostya Serebryanyce3db552015-11-11 05:25:24 +0000713* `SQLite <http://www3.sqlite.org/cgi/src/info/088009efdd56160b>`_
Kostya Serebryanyfb427c42015-11-11 05:20:55 +0000714
Kostya Serebryany1adc6062015-11-13 02:44:16 +0000715* `Python <http://bugs.python.org/issue25388>`_
716
Kostya Serebryanyd8fa1852016-04-18 18:41:25 +0000717* 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 Serebryany35be7582015-12-05 02:23:49 +0000718
Kostya Serebryanye4234982015-10-12 18:15:42 +0000719* `Libxml2
Kostya Serebryany8bb475f2016-03-29 23:13:25 +0000720 <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 Serebryany79b5b1a2015-10-10 02:14:18 +0000721
Kostya Serebryanyce3db552015-11-11 05:25:24 +0000722* `Linux Kernel's BPF verifier <https://github.com/iovisor/bpf-fuzzer>`_
Kostya Serebryany18320e52015-09-11 16:34:14 +0000723
Kostya Serebryanyeb4cb7a2017-11-30 02:26:47 +0000724* `Linux Kernel's Crypto code <https://www.spinics.net/lists/stable/msg199712.html>`_
725
Kostya Serebryany4e0bd0b2016-06-02 06:06:34 +0000726* Capstone: `[1] <https://github.com/aquynh/capstone/issues/600>`__ `[2] <https://github.com/aquynh/capstone/commit/6b88d1d51eadf7175a8f8a11b690684443b11359>`__
727
728* file:`[1] <http://bugs.gw.com/view.php?id=550>`__ `[2] <http://bugs.gw.com/view.php?id=551>`__ `[3] <http://bugs.gw.com/view.php?id=553>`__ `[4] <http://bugs.gw.com/view.php?id=554>`__
Kostya Serebryany50620d62016-04-19 22:37:44 +0000729
730* Radare2: `[1] <https://github.com/revskills?tab=contributions&from=2016-04-09>`__
731
732* 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>`__
733
Kostya Serebryanya021eb72016-05-06 20:14:48 +0000734* WOFF2: `[1] <https://github.com/google/woff2/commit/a15a8ab>`__
735
Kostya Serebryanyafcd0572016-08-13 00:12:32 +0000736* 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>`_, `Demangler <https://bugs.chromium.org/p/chromium/issues/detail?id=606626>`_, 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 Serebryanyc9d23082015-08-11 01:53:45 +0000737
Kostya Serebryany26071eb2017-01-18 00:45:02 +0000738* Tensorflow: `[1] <https://da-data.blogspot.com/2017/01/finding-bugs-in-tensorflow-with.html>`__
Kostya Serebryanyaa9584a2016-10-21 20:01:45 +0000739
Kostya Serebryanybe300182016-11-12 02:55:45 +0000740* Ffmpeg: `[1] <https://github.com/FFmpeg/FFmpeg/commit/c92f55847a3d9cd12db60bfcd0831ff7f089c37c>`__ `[2] <https://github.com/FFmpeg/FFmpeg/commit/25ab1a65f3acb5ec67b53fb7a2463a7368f1ad16>`__ `[3] <https://github.com/FFmpeg/FFmpeg/commit/85d23e5cbc9ad6835eef870a5b4247de78febe56>`__ `[4] <https://github.com/FFmpeg/FFmpeg/commit/04bd1b38ee6b8df410d0ab8d4949546b6c4af26a>`__
Kostya Serebryany51fb5102016-10-28 22:03:54 +0000741
Kostya Serebryany2bb40bf2017-04-14 20:11:16 +0000742* `Wireshark <https://bugs.wireshark.org/bugzilla/buglist.cgi?bug_status=UNCONFIRMED&bug_status=CONFIRMED&bug_status=IN_PROGRESS&bug_status=INCOMPLETE&bug_status=RESOLVED&bug_status=VERIFIED&f0=OP&f1=OP&f2=product&f3=component&f4=alias&f5=short_desc&f7=content&f8=CP&f9=CP&j1=OR&o2=substring&o3=substring&o4=substring&o5=substring&o6=substring&o7=matches&order=bug_id%20DESC&query_format=advanced&v2=libfuzzer&v3=libfuzzer&v4=libfuzzer&v5=libfuzzer&v6=libfuzzer&v7=%22libfuzzer%22>`_
743
Kostya Serebryany1f2266a2017-09-18 20:48:35 +0000744* `QEMU <https://researchcenter.paloaltonetworks.com/2017/09/unit42-palo-alto-networks-discovers-new-qemu-vulnerability/>`_
745
Kostya Serebryany58bc6082015-03-31 21:39:38 +0000746.. _pcre2: http://www.pcre.org/
Kostya Serebryany58bc6082015-03-31 21:39:38 +0000747.. _AFL: http://lcamtuf.coredump.cx/afl/
Kostya Serebryany23d90fc2016-10-27 20:45:35 +0000748.. _Radamsa: https://github.com/aoh/radamsa
Alexey Samsonov5d3a9d62015-04-27 22:50:06 +0000749.. _SanitizerCoverage: http://clang.llvm.org/docs/SanitizerCoverage.html
Kostya Serebryanycab56782015-07-31 21:48:10 +0000750.. _SanitizerCoverageTraceDataFlow: http://clang.llvm.org/docs/SanitizerCoverage.html#tracing-data-flow
Kostya Serebryany7544ffc2016-03-29 23:07:36 +0000751.. _AddressSanitizer: http://clang.llvm.org/docs/AddressSanitizer.html
Kostya Serebryany168e5112016-04-29 18:49:55 +0000752.. _LeakSanitizer: http://clang.llvm.org/docs/LeakSanitizer.html
Kostya Serebryanye32bb4c2015-04-08 06:16:11 +0000753.. _Heartbleed: http://en.wikipedia.org/wiki/Heartbleed
Kostya Serebryany5808cae2017-11-09 21:35:28 +0000754.. _FuzzerInterface.h: https://github.com/llvm-mirror/compiler-rt/blob/master/lib/fuzzer/FuzzerInterface.h
Kostya Serebryany361c9702016-04-28 15:19:05 +0000755.. _3.7.0: http://llvm.org/releases/3.7.0/docs/LibFuzzer.html
756.. _building Clang from trunk: http://clang.llvm.org/get_started.html
757.. _MemorySanitizer: http://clang.llvm.org/docs/MemorySanitizer.html
758.. _UndefinedBehaviorSanitizer: http://clang.llvm.org/docs/UndefinedBehaviorSanitizer.html
759.. _`coverage counters`: http://clang.llvm.org/docs/SanitizerCoverage.html#coverage-counters
Kostya Serebryany5c091362016-08-23 23:43:08 +0000760.. _`value profile`: #value-profile
Kostya Serebryany361c9702016-04-28 15:19:05 +0000761.. _`caller-callee pairs`: http://clang.llvm.org/docs/SanitizerCoverage.html#caller-callee-coverage
762.. _BoringSSL: https://boringssl.googlesource.com/boringssl/
Justin Bogner89b77ce2017-10-12 01:44:24 +0000763