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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 Serebryany8b6af7a2016-10-26 01:55:17 +000011LibFuzzer is in-process, coverage-guided, evolutionary fuzzing engine.
Kostya Serebryany35ce8632015-03-30 23:05:30 +000012
Kostya Serebryany8b6af7a2016-10-26 01:55:17 +000013LibFuzzer is linked with the library under test, and feeds fuzzed inputs to the
Kostya Serebryany7456af52016-04-28 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 Serebryany8b6af7a2016-10-26 01:55:17 +000016corpus of input data in order to maximize the code coverage.
17The code coverage
Kostya Serebryany7456af52016-04-28 15:19:05 +000018information for libFuzzer is provided by LLVM's SanitizerCoverage_
19instrumentation.
Kostya Serebryany35ce8632015-03-30 23:05:30 +000020
Kostya Serebryany9ded49e2016-06-02 05:45:42 +000021Contact: libfuzzer(#)googlegroups.com
Kostya Serebryany35ce8632015-03-30 23:05:30 +000022
Kostya Serebryany7456af52016-04-28 15:19:05 +000023Versions
24========
Kostya Serebryanyd11dc172016-03-12 02:56:25 +000025
Kostya Serebryany8b6af7a2016-10-26 01:55:17 +000026LibFuzzer is under active development so you will need the current
27(or at least a very recent) version of the Clang compiler.
Kostya Serebryany35ce8632015-03-30 23:05:30 +000028
Kostya Serebryany7456af52016-04-28 15:19:05 +000029(If `building Clang from trunk`_ is too time-consuming or difficult, then
30the Clang binaries that the Chromium developers build are likely to be
31fairly recent:
Kostya Serebryany35ce8632015-03-30 23:05:30 +000032
Kostya Serebryany7456af52016-04-28 15:19:05 +000033.. code-block:: console
Kostya Serebryany9e1a2382016-03-29 23:07:36 +000034
35 mkdir TMP_CLANG
36 cd TMP_CLANG
37 git clone https://chromium.googlesource.com/chromium/src/tools/clang
38 cd ..
39 TMP_CLANG/clang/scripts/update.py
40
Kostya Serebryany7456af52016-04-28 15:19:05 +000041This installs the Clang binary as
42``./third_party/llvm-build/Release+Asserts/bin/clang``)
Kostya Serebryany9e1a2382016-03-29 23:07:36 +000043
Kostya Serebryany7456af52016-04-28 15:19:05 +000044The libFuzzer code resides in the LLVM repository, and requires a recent Clang
45compiler to build (and is used to `fuzz various parts of LLVM itself`_).
46However the fuzzer itself does not (and should not) depend on any part of LLVM
47infrastructure and can be used for other projects without requiring the rest
48of LLVM.
Kostya Serebryanybfbe7fc2016-02-02 03:03:47 +000049
Kostya Serebryanybfbe7fc2016-02-02 03:03:47 +000050
Kostya Serebryany7456af52016-04-28 15:19:05 +000051Getting Started
52===============
53
54.. contents::
55 :local:
56 :depth: 1
57
Kostya Serebryanycbefff72016-10-27 20:45:35 +000058Fuzz Target
59-----------
Kostya Serebryany7456af52016-04-28 15:19:05 +000060
Kostya Serebryanycbefff72016-10-27 20:45:35 +000061The first step in using libFuzzer on a library is to implement a
62*fuzz target* -- a function that accepts an array of bytes and
63does something interesting with these bytes using the API under test.
64Like this:
Kostya Serebryany7456af52016-04-28 15:19:05 +000065
66.. code-block:: c++
67
68 // fuzz_target.cc
69 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) {
70 DoSomethingInterestingWithMyAPI(Data, Size);
71 return 0; // Non-zero return values are reserved for future use.
72 }
73
Kostya Serebryanycbefff72016-10-27 20:45:35 +000074Note that this fuzz target does not depend on libFuzzer in any way
Kostya Serebryanyb5064662016-11-08 21:57:37 +000075and so it is possible and even desirable to use it with other fuzzing engines
Kostya Serebryanycbefff72016-10-27 20:45:35 +000076e.g. AFL_ and/or Radamsa_.
77
78Some important things to remember about fuzz targets:
79
80* The fuzzing engine will execute the fuzz target many times with different inputs in the same process.
81* It must tolerate any kind of input (empty, huge, malformed, etc).
82* It must not `exit()` on any input.
Kostya Serebryany82ff4e72016-10-28 16:55:29 +000083* It may use threads but ideally all threads should be joined at the end of the function.
Kostya Serebryanyb5064662016-11-08 21:57:37 +000084* It must be as deterministic as possible. Non-determinism (e.g. random decisions not based on the input bytes) will make fuzzing inefficient.
85* It must be fast. Try avoiding cubic or greater complexity, logging, or excessive memory consumption.
Kostya Serebryanycbefff72016-10-27 20:45:35 +000086* Ideally, it should not modify any global state (although that's not strict).
Kostya Serebryany8efb35b2016-12-14 01:31:21 +000087* 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 Serebryanycbefff72016-10-27 20:45:35 +000088
89
90Building
91--------
92
Kostya Serebryany7456af52016-04-28 15:19:05 +000093Next, build the libFuzzer library as a static archive, without any sanitizer
94options. Note that the libFuzzer library contains the ``main()`` function:
95
96.. code-block:: console
97
Kostya Serebryanyc1708b02016-10-27 21:03:48 +000098 svn co http://llvm.org/svn/llvm-project/llvm/trunk/lib/Fuzzer # or git clone https://chromium.googlesource.com/chromium/llvm-project/llvm/lib/Fuzzer
Kostya Serebryany8b6af7a2016-10-26 01:55:17 +000099 ./Fuzzer/build.sh # Produces libFuzzer.a
Kostya Serebryany7456af52016-04-28 15:19:05 +0000100
101Then build the fuzzing target function and the library under test using
102the SanitizerCoverage_ option, which instruments the code so that the fuzzer
103can retrieve code coverage information (to guide the fuzzing). Linking with
Kostya Serebryany8b6af7a2016-10-26 01:55:17 +0000104the libFuzzer code then gives a fuzzer executable.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000105
106You should also enable one or more of the *sanitizers*, which help to expose
107latent bugs by making incorrect behavior generate errors at runtime:
108
Kostya Serebryanyca9694b2016-05-09 21:02:36 +0000109 - AddressSanitizer_ (ASAN) detects memory access errors. Use `-fsanitize=address`.
110 - UndefinedBehaviorSanitizer_ (UBSAN) detects the use of various features of C/C++ that are explicitly
111 listed as resulting in undefined behavior. Use `-fsanitize=undefined -fno-sanitize-recover=undefined`
112 or any individual UBSAN check, e.g. `-fsanitize=signed-integer-overflow -fno-sanitize-recover=undefined`.
113 You may combine ASAN and UBSAN in one build.
114 - MemorySanitizer_ (MSAN) detects uninitialized reads: code whose behavior relies on memory
115 contents that have not been initialized to a specific value. Use `-fsanitize=memory`.
116 MSAN can not be combined with other sanirizers and should be used as a seprate build.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000117
118Finally, link with ``libFuzzer.a``::
119
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000120 clang -fsanitize-coverage=trace-pc-guard -fsanitize=address your_lib.cc fuzz_target.cc libFuzzer.a -o my_fuzzer
Kostya Serebryany7456af52016-04-28 15:19:05 +0000121
Kostya Serebryanyabfac462016-05-09 19:29:53 +0000122Corpus
Kostya Serebryanya2dfae12016-05-09 19:32:10 +0000123------
Kostya Serebryanyabfac462016-05-09 19:29:53 +0000124
125Coverage-guided fuzzers like libFuzzer rely on a corpus of sample inputs for the
126code under test. This corpus should ideally be seeded with a varied collection
127of valid and invalid inputs for the code under test; for example, for a graphics
128library the initial corpus might hold a variety of different small PNG/JPG/GIF
129files. The fuzzer generates random mutations based around the sample inputs in
130the current corpus. If a mutation triggers execution of a previously-uncovered
131path in the code under test, then that mutation is saved to the corpus for
132future variations.
133
134LibFuzzer will work without any initial seeds, but will be less
135efficient if the library under test accepts complex,
136structured inputs.
137
138The corpus can also act as a sanity/regression check, to confirm that the
139fuzzing entrypoint still works and that all of the sample inputs run through
140the code under test without problems.
141
142If you have a large corpus (either generated by fuzzing or acquired by other means)
143you may want to minimize it while still preserving the full coverage. One way to do that
144is to use the `-merge=1` flag:
145
146.. code-block:: console
147
148 mkdir NEW_CORPUS_DIR # Store minimized corpus here.
149 ./my_fuzzer -merge=1 NEW_CORPUS_DIR FULL_CORPUS_DIR
150
151You may use the same flag to add more interesting items to an existing corpus.
152Only the inputs that trigger new coverage will be added to the first corpus.
153
154.. code-block:: console
155
156 ./my_fuzzer -merge=1 CURRENT_CORPUS_DIR NEW_POTENTIALLY_INTERESTING_INPUTS_DIR
157
158
Kostya Serebryany7456af52016-04-28 15:19:05 +0000159Running
160-------
161
162To run the fuzzer, first create a Corpus_ directory that holds the
163initial "seed" sample inputs:
164
165.. code-block:: console
166
167 mkdir CORPUS_DIR
168 cp /some/input/samples/* CORPUS_DIR
169
170Then run the fuzzer on the corpus directory:
171
172.. code-block:: console
173
174 ./my_fuzzer CORPUS_DIR # -max_len=1000 -jobs=20 ...
175
176As the fuzzer discovers new interesting test cases (i.e. test cases that
177trigger coverage of new paths through the code under test), those test cases
178will be added to the corpus directory.
179
180By default, the fuzzing process will continue indefinitely – at least until
181a bug is found. Any crashes or sanitizer failures will be reported as usual,
182stopping the fuzzing process, and the particular input that triggered the bug
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000183will be written to disk (typically as ``crash-<sha1>``, ``leak-<sha1>``,
184or ``timeout-<sha1>``).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000185
186
187Parallel Fuzzing
188----------------
189
190Each libFuzzer process is single-threaded, unless the library under test starts
191its own threads. However, it is possible to run multiple libFuzzer processes in
192parallel with a shared corpus directory; this has the advantage that any new
193inputs found by one fuzzer process will be available to the other fuzzer
194processes (unless you disable this with the ``-reload=0`` option).
195
196This is primarily controlled by the ``-jobs=N`` option, which indicates that
197that `N` fuzzing jobs should be run to completion (i.e. until a bug is found or
198time/iteration limits are reached). These jobs will be run across a set of
199worker processes, by default using half of the available CPU cores; the count of
200worker processes can be overridden by the ``-workers=N`` option. For example,
201running with ``-jobs=30`` on a 12-core machine would run 6 workers by default,
202with each worker averaging 5 bugs by completion of the entire process.
203
204
205Options
206=======
207
208To run the fuzzer, pass zero or more corpus directories as command line
209arguments. The fuzzer will read test inputs from each of these corpus
210directories, and any new test inputs that are generated will be written
211back to the first corpus directory:
212
213.. code-block:: console
214
215 ./fuzzer [-flag1=val1 [-flag2=val2 ...] ] [dir1 [dir2 ...] ]
216
217If a list of files (rather than directories) are passed to the fuzzer program,
218then it will re-run those files as test inputs but will not perform any fuzzing.
219In this mode the fuzzer binary can be used as a regression test (e.g. on a
220continuous integration system) to check the target function and saved inputs
221still work.
222
223The most important command line options are:
224
225``-help``
226 Print help message.
227``-seed``
228 Random seed. If 0 (the default), the seed is generated.
229``-runs``
230 Number of individual test runs, -1 (the default) to run indefinitely.
231``-max_len``
232 Maximum length of a test input. If 0 (the default), libFuzzer tries to guess
233 a good value based on the corpus (and reports it).
234``-timeout``
235 Timeout in seconds, default 1200. If an input takes longer than this timeout,
236 the process is treated as a failure case.
Kostya Serebryany8b8f7a32016-05-06 23:38:07 +0000237``-rss_limit_mb``
238 Memory usage limit in Mb, default 2048. Use 0 to disable the limit.
239 If an input requires more than this amount of RSS memory to execute,
240 the process is treated as a failure case.
241 The limit is checked in a separate thread every second.
242 If running w/o ASAN/MSAN, you may use 'ulimit -v' instead.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000243``-timeout_exitcode``
Kostya Serebryany8a569172016-11-03 19:31:18 +0000244 Exit code (default 77) used if libFuzzer reports a timeout.
245``-error_exitcode``
246 Exit code (default 77) used if libFuzzer itself (not a sanitizer) reports a bug (leak, OOM, etc).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000247``-max_total_time``
248 If positive, indicates the maximum total time in seconds to run the fuzzer.
249 If 0 (the default), run indefinitely.
250``-merge``
251 If set to 1, any corpus inputs from the 2nd, 3rd etc. corpus directories
252 that trigger new code coverage will be merged into the first corpus
Kostya Serebryany61b07ac2016-05-09 19:11:36 +0000253 directory. Defaults to 0. This flag can be used to minimize a corpus.
Kostya Serebryanydec39492016-09-08 22:21:13 +0000254``-minimize_crash``
255 If 1, minimizes the provided crash input.
Kostya Serebryany5c04bd22016-09-09 01:17:03 +0000256 Use with -runs=N or -max_total_time=N to limit the number of attempts.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000257``-reload``
258 If set to 1 (the default), the corpus directory is re-read periodically to
259 check for new inputs; this allows detection of new inputs that were discovered
260 by other fuzzing processes.
261``-jobs``
262 Number of fuzzing jobs to run to completion. Default value is 0, which runs a
263 single fuzzing process until completion. If the value is >= 1, then this
264 number of jobs performing fuzzing are run, in a collection of parallel
265 separate worker processes; each such worker process has its
266 ``stdout``/``stderr`` redirected to ``fuzz-<JOB>.log``.
267``-workers``
268 Number of simultaneous worker processes to run the fuzzing jobs to completion
269 in. If 0 (the default), ``min(jobs, NumberOfCpuCores()/2)`` is used.
270``-dict``
271 Provide a dictionary of input keywords; see Dictionaries_.
272``-use_counters``
273 Use `coverage counters`_ to generate approximate counts of how often code
274 blocks are hit; defaults to 1.
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000275``-use_value_profile``
276 Use `value profile`_ to guide corpus expansion; defaults to 0.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000277``-only_ascii``
278 If 1, generate only ASCII (``isprint``+``isspace``) inputs. Defaults to 0.
279``-artifact_prefix``
280 Provide a prefix to use when saving fuzzing artifacts (crash, timeout, or
281 slow inputs) as ``$(artifact_prefix)file``. Defaults to empty.
282``-exact_artifact_path``
283 Ignored if empty (the default). If non-empty, write the single artifact on
284 failure (crash, timeout) as ``$(exact_artifact_path)``. This overrides
285 ``-artifact_prefix`` and will not use checksum in the file name. Do not use
286 the same path for several parallel processes.
Kostya Serebryany0f0fa4f2016-08-25 22:35:08 +0000287``-print_pcs``
288 If 1, print out newly covered PCs. Defaults to 0.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000289``-print_final_stats``
290 If 1, print statistics at exit. Defaults to 0.
Kostya Serebryany5d70d822016-08-12 20:42:24 +0000291``-detect_leaks``
Kostya Serebryanydced5d32016-04-29 19:28:24 +0000292 If 1 (default) and if LeakSanitizer is enabled
293 try to detect memory leaks during fuzzing (i.e. not only at shut down).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000294``-close_fd_mask``
Kostya Serebryany470d0442016-05-27 21:46:22 +0000295 Indicate output streams to close at startup. Be careful, this will
296 remove diagnostic output from target code (e.g. messages on assert failure).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000297
298 - 0 (default): close neither ``stdout`` nor ``stderr``
299 - 1 : close ``stdout``
300 - 2 : close ``stderr``
301 - 3 : close both ``stdout`` and ``stderr``.
Kostya Serebryany2adfa3b2015-05-20 21:03:03 +0000302
303For the full list of flags run the fuzzer binary with ``-help=1``.
304
Kostya Serebryany7456af52016-04-28 15:19:05 +0000305Output
306======
307
308During operation the fuzzer prints information to ``stderr``, for example::
309
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000310 INFO: Seed: 1523017872
311 INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0),
Kostya Serebryany7456af52016-04-28 15:19:05 +0000312 INFO: -max_len is not provided, using 64
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000313 INFO: A corpus is not provided, starting from an empty corpus
314 #0 READ units: 1
315 #1 INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb
316 #3811 NEW cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte-
317 #3827 NEW cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart-
318 #3963 NEW cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit-
319 #4167 NEW cov: 7 ft: 6 corp: 5/9b exec/s: 0 rss: 25Mb L: 3 MS: 1 InsertByte-
Kostya Serebryany7456af52016-04-28 15:19:05 +0000320 ...
321
322The early parts of the output include information about the fuzzer options and
323configuration, including the current random seed (in the ``Seed:`` line; this
324can be overridden with the ``-seed=N`` flag).
325
326Further output lines have the form of an event code and statistics. The
327possible event codes are:
328
329``READ``
330 The fuzzer has read in all of the provided input samples from the corpus
331 directories.
332``INITED``
333 The fuzzer has completed initialization, which includes running each of
334 the initial input samples through the code under test.
335``NEW``
336 The fuzzer has created a test input that covers new areas of the code
337 under test. This input will be saved to the primary corpus directory.
338``pulse``
339 The fuzzer has generated 2\ :sup:`n` inputs (generated periodically to reassure
340 the user that the fuzzer is still working).
341``DONE``
342 The fuzzer has completed operation because it has reached the specified
343 iteration limit (``-runs``) or time limit (``-max_total_time``).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000344``RELOAD``
345 The fuzzer is performing a periodic reload of inputs from the corpus
346 directory; this allows it to discover any inputs discovered by other
347 fuzzer processes (see `Parallel Fuzzing`_).
348
349Each output line also reports the following statistics (when non-zero):
350
351``cov:``
352 Total number of code blocks or edges covered by the executing the current
353 corpus.
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000354``ft:``
355 libFuzzer uses different signals to evaluate the code coverage:
356 edge coverage, edge counters, value profiles, indirect caller/callee pairs, etc.
357 These signals combined are called *features* (`ft:`).
358``corp:``
359 Number of entries in the current in-memory test corpus and its size in bytes.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000360``exec/s:``
361 Number of fuzzer iterations per second.
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000362``rss:``
363 Current memory consumption.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000364
365For ``NEW`` events, the output line also includes information about the mutation
366operation that produced the new input:
367
368``L:``
369 Size of the new input in bytes.
370``MS: <n> <operations>``
371 Count and list of the mutation operations used to generate the input.
372
373
374Examples
375========
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000376.. contents::
377 :local:
378 :depth: 1
Kostya Serebryany79677382015-03-31 21:39:38 +0000379
380Toy example
381-----------
382
Kostya Serebryany7456af52016-04-28 15:19:05 +0000383A simple function that does something interesting if it receives the input
384"HI!"::
Kostya Serebryany79677382015-03-31 21:39:38 +0000385
Kostya Serebryany3a486362016-05-10 23:52:47 +0000386 cat << EOF > test_fuzzer.cc
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000387 #include <stdint.h>
388 #include <stddef.h>
389 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *data, size_t size) {
Kostya Serebryany79677382015-03-31 21:39:38 +0000390 if (size > 0 && data[0] == 'H')
391 if (size > 1 && data[1] == 'I')
392 if (size > 2 && data[2] == '!')
393 __builtin_trap();
Kostya Serebryany20bb5e72015-10-02 23:34:06 +0000394 return 0;
Kostya Serebryany79677382015-03-31 21:39:38 +0000395 }
396 EOF
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000397 # Build test_fuzzer.cc with asan and link against libFuzzer.a
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000398 clang++ -fsanitize=address -fsanitize-coverage=trace-pc-guard test_fuzzer.cc libFuzzer.a
Kostya Serebryany79677382015-03-31 21:39:38 +0000399 # Run the fuzzer with no corpus.
400 ./a.out
401
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000402You should get an error pretty quickly::
403
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000404 INFO: Seed: 1523017872
405 INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0),
406 INFO: -max_len is not provided, using 64
407 INFO: A corpus is not provided, starting from an empty corpus
408 #0 READ units: 1
409 #1 INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb
410 #3811 NEW cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte-
411 #3827 NEW cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart-
412 #3963 NEW cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit-
413 #4167 NEW cov: 7 ft: 6 corp: 5/9b exec/s: 0 rss: 25Mb L: 3 MS: 1 InsertByte-
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000414 ==31511== ERROR: libFuzzer: deadly signal
415 ...
416 artifact_prefix='./'; Test unit written to ./crash-b13e8756b13a00cf168300179061fb4b91fefbed
417
Kostya Serebryany79677382015-03-31 21:39:38 +0000418
Kostya Serebryanyaf67fd12016-10-27 20:14:03 +0000419More examples
420-------------
Kostya Serebryany79677382015-03-31 21:39:38 +0000421
Kostya Serebryanyaf67fd12016-10-27 20:14:03 +0000422Examples of real-life fuzz targets and the bugs they find can be found
423at http://tutorial.libfuzzer.info. Among other things you can learn how
424to detect Heartbleed_ in one second.
Kostya Serebryany79677382015-03-31 21:39:38 +0000425
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000426
Kostya Serebryany043ab1c2015-04-01 21:33:20 +0000427Advanced features
428=================
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000429.. contents::
430 :local:
431 :depth: 1
Kostya Serebryany043ab1c2015-04-01 21:33:20 +0000432
Kostya Serebryany7d211662015-09-04 00:12:11 +0000433Dictionaries
434------------
Kostya Serebryany7d211662015-09-04 00:12:11 +0000435LibFuzzer supports user-supplied dictionaries with input language keywords
436or other interesting byte sequences (e.g. multi-byte magic values).
437Use ``-dict=DICTIONARY_FILE``. For some input languages using a dictionary
438may significantly improve the search speed.
439The dictionary syntax is similar to that used by AFL_ for its ``-x`` option::
440
441 # Lines starting with '#' and empty lines are ignored.
442
443 # Adds "blah" (w/o quotes) to the dictionary.
444 kw1="blah"
445 # Use \\ for backslash and \" for quotes.
446 kw2="\"ac\\dc\""
447 # Use \xAB for hex values
448 kw3="\xF7\xF8"
449 # the name of the keyword followed by '=' may be omitted:
450 "foo\x0Abar"
451
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000452
Kostya Serebryany97ff7672016-11-17 17:31:54 +0000453
454Tracing CMP instructions
455------------------------
456
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000457With an additional compiler flag ``-fsanitize-coverage=trace-cmp``
458(see SanitizerCoverageTraceDataFlow_)
Kostya Serebryany97ff7672016-11-17 17:31:54 +0000459libFuzzer will intercept CMP instructions and guide mutations based
460on the arguments of intercepted CMP instructions. This may slow down
461the fuzzing but is very likely to improve the results.
462
463Value Profile
464-------------
465
466*EXPERIMENTAL*.
467With ``-fsanitize-coverage=trace-cmp``
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000468and extra run-time flag ``-use_value_profile=1`` the fuzzer will
469collect value profiles for the parameters of compare instructions
470and treat some new values as new coverage.
471
472The current imlpementation does roughly the following:
473
474* The compiler instruments all CMP instructions with a callback that receives both CMP arguments.
475* The callback computes `(caller_pc&4095) | (popcnt(Arg1 ^ Arg2) << 12)` and uses this value to set a bit in a bitset.
476* Every new observed bit in the bitset is treated as new coverage.
477
478
479This feature has a potential to discover many interesting inputs,
480but there are two downsides.
481First, the extra instrumentation may bring up to 2x additional slowdown.
482Second, the corpus may grow by several times.
483
Kostya Serebryany05576752016-05-25 18:41:53 +0000484Fuzzer-friendly build mode
485---------------------------
486Sometimes the code under test is not fuzzing-friendly. Examples:
487
488 - The target code uses a PRNG seeded e.g. by system time and
489 thus two consequent invocations may potentially execute different code paths
490 even if the end result will be the same. This will cause a fuzzer to treat
491 two similar inputs as significantly different and it will blow up the test corpus.
492 E.g. libxml uses ``rand()`` inside its hash table.
493 - The target code uses checksums to protect from invalid inputs.
494 E.g. png checks CRC for every chunk.
495
496In many cases it makes sense to build a special fuzzing-friendly build
497with certain fuzzing-unfriendly features disabled. We propose to use a common build macro
498for all such cases for consistency: ``FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION``.
499
500.. code-block:: c++
501
502 void MyInitPRNG() {
503 #ifdef FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION
504 // In fuzzing mode the behavior of the code should be deterministic.
505 srand(0);
506 #else
507 srand(time(0));
508 #endif
509 }
510
511
512
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000513AFL compatibility
514-----------------
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000515LibFuzzer can be used together with AFL_ on the same test corpus.
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000516Both fuzzers expect the test corpus to reside in a directory, one file per input.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000517You can run both fuzzers on the same corpus, one after another:
518
519.. code-block:: console
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000520
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000521 ./afl-fuzz -i testcase_dir -o findings_dir /path/to/program @@
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000522 ./llvm-fuzz testcase_dir findings_dir # Will write new tests to testcase_dir
523
524Periodically restart both fuzzers so that they can use each other's findings.
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000525Currently, 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 +0000526
Kostya Serebryany3a486362016-05-10 23:52:47 +0000527You may also use AFL on your target function ``LLVMFuzzerTestOneInput``:
528see an example `here <https://github.com/llvm-mirror/llvm/blob/master/lib/Fuzzer/afl/afl_driver.cpp>`__.
529
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000530How good is my fuzzer?
531----------------------
532
Kostya Serebryany566bc5a2015-05-06 22:19:00 +0000533Once you implement your target function ``LLVMFuzzerTestOneInput`` and fuzz it to death,
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000534you will want to know whether the function or the corpus can be improved further.
535One easy to use metric is, of course, code coverage.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000536You can get the coverage for your corpus like this:
537
538.. code-block:: console
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000539
Mike Aizatsky81166cf2016-09-30 21:07:04 +0000540 ASAN_OPTIONS=coverage=1 ./fuzzer CORPUS_DIR -runs=0
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000541
Kostya Serebryanyec77af32016-05-05 18:07:09 +0000542This will run all tests in the CORPUS_DIR but will not perform any fuzzing.
Mike Aizatsky81166cf2016-09-30 21:07:04 +0000543At the end of the process it will dump a single ``.sancov`` file with coverage
544information. See SanitizerCoverage_ for details on querying the file using the
545``sancov`` tool.
Kostya Serebryanyec77af32016-05-05 18:07:09 +0000546
547You may also use other ways to visualize coverage,
Kostya Serebryany9a293ca2016-06-07 23:13:54 +0000548e.g. using `Clang coverage <http://clang.llvm.org/docs/SourceBasedCodeCoverage.html>`_,
549but those will require
550you to rebuild the code with different compiler flags.
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000551
Kostya Serebryany926b9bd2015-05-22 22:43:05 +0000552User-supplied mutators
553----------------------
554
555LibFuzzer allows to use custom (user-supplied) mutators,
556see FuzzerInterface.h_
557
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000558Startup initialization
559----------------------
560If the library being tested needs to be initialized, there are several options.
561
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000562The simplest way is to have a statically initialized global object inside
563`LLVMFuzzerTestOneInput` (or in global scope if that works for you):
Kostya Serebryany7456af52016-04-28 15:19:05 +0000564
565.. code-block:: c++
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000566
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000567 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) {
568 static bool Initialized = DoInitialization();
569 ...
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000570
571Alternatively, you may define an optional init function and it will receive
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000572the program arguments that you can read and modify. Do this **only** if you
573realy need to access ``argv``/``argc``.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000574
575.. code-block:: c++
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000576
577 extern "C" int LLVMFuzzerInitialize(int *argc, char ***argv) {
578 ReadAndMaybeModify(argc, argv);
579 return 0;
580 }
581
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000582
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000583Leaks
584-----
585
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000586Binaries built with AddressSanitizer_ or LeakSanitizer_ will try to detect
587memory leaks at the process shutdown.
588For in-process fuzzing this is inconvenient
589since the fuzzer needs to report a leak with a reproducer as soon as the leaky
590mutation is found. However, running full leak detection after every mutation
591is expensive.
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000592
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000593By default (``-detect_leaks=1``) libFuzzer will count the number of
594``malloc`` and ``free`` calls when executing every mutation.
595If the numbers don't match (which by itself doesn't mean there is a leak)
596libFuzzer will invoke the more expensive LeakSanitizer_
597pass and if the actual leak is found, it will be reported with the reproducer
598and the process will exit.
599
600If your target has massive leaks and the leak detection is disabled
Kostya Serebryany1ed1aea2016-05-06 23:41:11 +0000601you will eventually run out of RAM (see the ``-rss_limit_mb`` flag).
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000602
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000603
Mike Aizatskyab885c52016-05-24 22:25:46 +0000604Developing libFuzzer
605====================
606
Kostya Serebryanyd4ae23b2016-06-08 01:31:40 +0000607Building libFuzzer as a part of LLVM project and running its test requires
608fresh clang as the host compiler and special CMake configuration:
Mike Aizatskyab885c52016-05-24 22:25:46 +0000609
610.. code-block:: console
611
Kostya Serebryanyd4ae23b2016-06-08 01:31:40 +0000612 cmake -GNinja -DCMAKE_C_COMPILER=clang -DCMAKE_CXX_COMPILER=clang++ -DLLVM_USE_SANITIZER=Address -DLLVM_USE_SANITIZE_COVERAGE=YES -DCMAKE_BUILD_TYPE=Release -DLLVM_ENABLE_ASSERTIONS=ON /path/to/llvm
Mike Aizatskyab885c52016-05-24 22:25:46 +0000613 ninja check-fuzzer
614
615
Kostya Serebryany79677382015-03-31 21:39:38 +0000616Fuzzing components of LLVM
617==========================
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000618.. contents::
619 :local:
620 :depth: 1
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000621
Kostya Serebryanyd4ae23b2016-06-08 01:31:40 +0000622To build any of the LLVM fuzz targets use the build instructions above.
623
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000624clang-format-fuzzer
625-------------------
626The inputs are random pieces of C++-like text.
627
Kostya Serebryany7456af52016-04-28 15:19:05 +0000628.. code-block:: console
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000629
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000630 ninja clang-format-fuzzer
631 mkdir CORPUS_DIR
632 ./bin/clang-format-fuzzer CORPUS_DIR
633
Kostya Serebryany7456af52016-04-28 15:19:05 +0000634Optionally build other kinds of binaries (ASan+Debug, MSan, UBSan, etc).
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000635
Kostya Serebryany79677382015-03-31 21:39:38 +0000636Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=23052
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000637
Kostya Serebryany79677382015-03-31 21:39:38 +0000638clang-fuzzer
639------------
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000640
Kostya Serebryany866e0d12015-09-02 22:44:46 +0000641The behavior is very similar to ``clang-format-fuzzer``.
Kostya Serebryany79677382015-03-31 21:39:38 +0000642
643Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=23057
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000644
Kostya Serebryanyb98e3272015-08-31 18:57:24 +0000645llvm-as-fuzzer
646--------------
647
648Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=24639
649
Daniel Sanders5151b202015-09-18 10:47:45 +0000650llvm-mc-fuzzer
651--------------
652
653This tool fuzzes the MC layer. Currently it is only able to fuzz the
654disassembler but it is hoped that assembly, and round-trip verification will be
655added in future.
656
657When run in dissassembly mode, the inputs are opcodes to be disassembled. The
658fuzzer will consume as many instructions as possible and will stop when it
659finds an invalid instruction or runs out of data.
660
Daniel Sanders4fe1c8b2015-09-26 17:09:01 +0000661Please note that the command line interface differs slightly from that of other
662fuzzers. The fuzzer arguments should follow ``--fuzzer-args`` and should have
663a single dash, while other arguments control the operation mode and target in a
Kostya Serebryany7456af52016-04-28 15:19:05 +0000664similar manner to ``llvm-mc`` and should have two dashes. For example:
665
666.. code-block:: console
Daniel Sanders5151b202015-09-18 10:47:45 +0000667
Daniel Sanders4fe1c8b2015-09-26 17:09:01 +0000668 llvm-mc-fuzzer --triple=aarch64-linux-gnu --disassemble --fuzzer-args -max_len=4 -jobs=10
Daniel Sanders5151b202015-09-18 10:47:45 +0000669
Kostya Serebryanyfb2f3312015-05-13 22:42:28 +0000670Buildbot
671--------
672
Kostya Serebryany7456af52016-04-28 15:19:05 +0000673A buildbot continuously runs the above fuzzers for LLVM components, with results
674shown at http://lab.llvm.org:8011/builders/sanitizer-x86_64-linux-fuzzer .
Kostya Serebryanyfb2f3312015-05-13 22:42:28 +0000675
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000676FAQ
677=========================
678
Kostya Serebryany7456af52016-04-28 15:19:05 +0000679Q. Why doesn't libFuzzer use any of the LLVM support?
680-----------------------------------------------------
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000681
682There are two reasons.
683
Kostya Serebryany7456af52016-04-28 15:19:05 +0000684First, we want this library to be used outside of the LLVM without users having to
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000685build the rest of LLVM. This may sound unconvincing for many LLVM folks,
686but in practice the need for building the whole LLVM frightens many potential
687users -- and we want more users to use this code.
688
689Second, there is a subtle technical reason not to rely on the rest of LLVM, or
690any other large body of code (maybe not even STL). When coverage instrumentation
691is enabled, it will also instrument the LLVM support code which will blow up the
692coverage set of the process (since the fuzzer is in-process). In other words, by
693using more external dependencies we will slow down the fuzzer while the main
694reason for it to exist is extreme speed.
695
Kostya Serebryany7456af52016-04-28 15:19:05 +0000696Q. What about Windows then? The fuzzer contains code that does not build on Windows.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000697------------------------------------------------------------------------------------
698
Kostya Serebryany241fb612016-03-12 03:23:02 +0000699Volunteers are welcome.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000700
Kostya Serebryany8b6af7a2016-10-26 01:55:17 +0000701Q. When libFuzzer is not a good solution for a problem?
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000702---------------------------------------------------------
703
704* If the test inputs are validated by the target library and the validator
Kostya Serebryany241fb612016-03-12 03:23:02 +0000705 asserts/crashes on invalid inputs, in-process fuzzing is not applicable.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000706* Bugs in the target library may accumulate without being detected. E.g. a memory
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000707 corruption that goes undetected at first and then leads to a crash while
708 testing another input. This is why it is highly recommended to run this
709 in-process fuzzer with all sanitizers to detect most bugs on the spot.
710* It is harder to protect the in-process fuzzer from excessive memory
711 consumption and infinite loops in the target library (still possible).
712* The target library should not have significant global state that is not
713 reset between the runs.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000714* Many interesting target libraries are not designed in a way that supports
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000715 the in-process fuzzer interface (e.g. require a file path instead of a
716 byte array).
717* If a single test run takes a considerable fraction of a second (or
718 more) the speed benefit from the in-process fuzzer is negligible.
719* If the target library runs persistent threads (that outlive
720 execution of one test) the fuzzing results will be unreliable.
721
722Q. So, what exactly this Fuzzer is good for?
723--------------------------------------------
724
725This Fuzzer might be a good choice for testing libraries that have relatively
Kostya Serebryany241fb612016-03-12 03:23:02 +0000726small inputs, each input takes < 10ms to run, and the library code is not expected
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000727to crash on invalid inputs.
Kostya Serebryany241fb612016-03-12 03:23:02 +0000728Examples: regular expression matchers, text or binary format parsers, compression,
729network, crypto.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000730
George Karpenkov0ab4f062017-04-24 17:28:32 +0000731
Kostya Serebryanyfab4fba2015-08-11 01:53:45 +0000732Trophies
733========
734* GLIBC: https://sourceware.org/glibc/wiki/FuzzingLibc
Kostya Serebryanyfdf44182015-08-11 04:16:37 +0000735
Kostya Serebryany6128fcf2016-06-02 06:06:34 +0000736* 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 Serebryanyfdf44182015-08-11 04:16:37 +0000737
Kostya Serebryany928eb332015-10-12 18:15:42 +0000738* `pugixml <https://github.com/zeux/pugixml/issues/39>`_
Kostya Serebryanyfdf44182015-08-11 04:16:37 +0000739
Kostya Serebryany45dac2a2015-10-10 02:14:18 +0000740* PCRE: Search for "LLVM fuzzer" in http://vcs.pcre.org/pcre2/code/trunk/ChangeLog?view=markup;
Kostya Serebryany928eb332015-10-12 18:15:42 +0000741 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 +0000742
Kostya Serebryany928eb332015-10-12 18:15:42 +0000743* `ICU <http://bugs.icu-project.org/trac/ticket/11838>`_
Kostya Serebryanyed483772015-08-11 20:34:48 +0000744
Kostya Serebryany928eb332015-10-12 18:15:42 +0000745* `Freetype <https://savannah.nongnu.org/search/?words=LibFuzzer&type_of_search=bugs&Search=Search&exact=1#options>`_
Kostya Serebryany62921282015-09-11 16:34:14 +0000746
Kostya Serebryany928eb332015-10-12 18:15:42 +0000747* `Harfbuzz <https://github.com/behdad/harfbuzz/issues/139>`_
748
Kostya Serebryany240a1592015-11-11 05:25:24 +0000749* `SQLite <http://www3.sqlite.org/cgi/src/info/088009efdd56160b>`_
Kostya Serebryany65e71262015-11-11 05:20:55 +0000750
Kostya Serebryany12fa3b52015-11-13 02:44:16 +0000751* `Python <http://bugs.python.org/issue25388>`_
752
Kostya Serebryanyfece6742016-04-18 18:41:25 +0000753* 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 +0000754
Kostya Serebryany928eb332015-10-12 18:15:42 +0000755* `Libxml2
Kostya Serebryany0d234c32016-03-29 23:13:25 +0000756 <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 +0000757
Kostya Serebryany240a1592015-11-11 05:25:24 +0000758* `Linux Kernel's BPF verifier <https://github.com/iovisor/bpf-fuzzer>`_
Kostya Serebryany62921282015-09-11 16:34:14 +0000759
Kostya Serebryany6128fcf2016-06-02 06:06:34 +0000760* Capstone: `[1] <https://github.com/aquynh/capstone/issues/600>`__ `[2] <https://github.com/aquynh/capstone/commit/6b88d1d51eadf7175a8f8a11b690684443b11359>`__
761
762* 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 Serebryanyc138b642016-04-19 22:37:44 +0000763
764* Radare2: `[1] <https://github.com/revskills?tab=contributions&from=2016-04-09>`__
765
766* 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>`__
767
Kostya Serebryany62023f22016-05-06 20:14:48 +0000768* WOFF2: `[1] <https://github.com/google/woff2/commit/a15a8ab>`__
769
Kostya Serebryanyf5bb42c2016-08-13 00:12:32 +0000770* 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 Serebryanyfab4fba2015-08-11 01:53:45 +0000771
Kostya Serebryany924978b2017-01-18 00:45:02 +0000772* Tensorflow: `[1] <https://da-data.blogspot.com/2017/01/finding-bugs-in-tensorflow-with.html>`__
Kostya Serebryany42909a62016-10-21 20:01:45 +0000773
Kostya Serebryany047485e2016-11-12 02:55:45 +0000774* 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 Serebryany85502382016-10-28 22:03:54 +0000775
Kostya Serebryany23f28e62017-04-14 20:11:16 +0000776* `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>`_
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Kostya Serebryany79677382015-03-31 21:39:38 +0000778.. _pcre2: http://www.pcre.org/
Kostya Serebryany79677382015-03-31 21:39:38 +0000779.. _AFL: http://lcamtuf.coredump.cx/afl/
Kostya Serebryanycbefff72016-10-27 20:45:35 +0000780.. _Radamsa: https://github.com/aoh/radamsa
Alexey Samsonov675e5392015-04-27 22:50:06 +0000781.. _SanitizerCoverage: http://clang.llvm.org/docs/SanitizerCoverage.html
Kostya Serebryanyb17e2982015-07-31 21:48:10 +0000782.. _SanitizerCoverageTraceDataFlow: http://clang.llvm.org/docs/SanitizerCoverage.html#tracing-data-flow
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000783.. _AddressSanitizer: http://clang.llvm.org/docs/AddressSanitizer.html
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000784.. _LeakSanitizer: http://clang.llvm.org/docs/LeakSanitizer.html
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000785.. _Heartbleed: http://en.wikipedia.org/wiki/Heartbleed
Kostya Serebryany926b9bd2015-05-22 22:43:05 +0000786.. _FuzzerInterface.h: https://github.com/llvm-mirror/llvm/blob/master/lib/Fuzzer/FuzzerInterface.h
Kostya Serebryany7456af52016-04-28 15:19:05 +0000787.. _3.7.0: http://llvm.org/releases/3.7.0/docs/LibFuzzer.html
788.. _building Clang from trunk: http://clang.llvm.org/get_started.html
789.. _MemorySanitizer: http://clang.llvm.org/docs/MemorySanitizer.html
790.. _UndefinedBehaviorSanitizer: http://clang.llvm.org/docs/UndefinedBehaviorSanitizer.html
791.. _`coverage counters`: http://clang.llvm.org/docs/SanitizerCoverage.html#coverage-counters
Kostya Serebryanyaafa0b02016-08-23 23:43:08 +0000792.. _`value profile`: #value-profile
Kostya Serebryany7456af52016-04-28 15:19:05 +0000793.. _`caller-callee pairs`: http://clang.llvm.org/docs/SanitizerCoverage.html#caller-callee-coverage
794.. _BoringSSL: https://boringssl.googlesource.com/boringssl/
795.. _`fuzz various parts of LLVM itself`: `Fuzzing components of LLVM`_