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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
George Karpenkov0d447d52017-04-24 18:39:52 +000090Fuzzer Usage
91------------
Kostya Serebryanycbefff72016-10-27 20:45:35 +000092
George Karpenkov0d447d52017-04-24 18:39:52 +000093Very recent versions of Clang (> April 20 2017) include libFuzzer,
94and no installation is necessary.
95In order to fuzz your binary, use the `-fsanitize=fuzzer` flag during the compilation::
96
97 clang -fsanitize=fuzzer,address mytarget.c
98
99Otherwise, build the libFuzzer library as a static archive, without any sanitizer
Kostya Serebryany7456af52016-04-28 15:19:05 +0000100options. Note that the libFuzzer library contains the ``main()`` function:
101
102.. code-block:: console
103
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000104 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 +0000105 ./Fuzzer/build.sh # Produces libFuzzer.a
Kostya Serebryany7456af52016-04-28 15:19:05 +0000106
107Then build the fuzzing target function and the library under test using
108the SanitizerCoverage_ option, which instruments the code so that the fuzzer
109can retrieve code coverage information (to guide the fuzzing). Linking with
Kostya Serebryany8b6af7a2016-10-26 01:55:17 +0000110the libFuzzer code then gives a fuzzer executable.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000111
112You should also enable one or more of the *sanitizers*, which help to expose
113latent bugs by making incorrect behavior generate errors at runtime:
114
Kostya Serebryanyca9694b2016-05-09 21:02:36 +0000115 - AddressSanitizer_ (ASAN) detects memory access errors. Use `-fsanitize=address`.
116 - UndefinedBehaviorSanitizer_ (UBSAN) detects the use of various features of C/C++ that are explicitly
117 listed as resulting in undefined behavior. Use `-fsanitize=undefined -fno-sanitize-recover=undefined`
118 or any individual UBSAN check, e.g. `-fsanitize=signed-integer-overflow -fno-sanitize-recover=undefined`.
119 You may combine ASAN and UBSAN in one build.
120 - MemorySanitizer_ (MSAN) detects uninitialized reads: code whose behavior relies on memory
121 contents that have not been initialized to a specific value. Use `-fsanitize=memory`.
122 MSAN can not be combined with other sanirizers and should be used as a seprate build.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000123
124Finally, link with ``libFuzzer.a``::
125
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000126 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 +0000127
Kostya Serebryanyabfac462016-05-09 19:29:53 +0000128Corpus
Kostya Serebryanya2dfae12016-05-09 19:32:10 +0000129------
Kostya Serebryanyabfac462016-05-09 19:29:53 +0000130
131Coverage-guided fuzzers like libFuzzer rely on a corpus of sample inputs for the
132code under test. This corpus should ideally be seeded with a varied collection
133of valid and invalid inputs for the code under test; for example, for a graphics
134library the initial corpus might hold a variety of different small PNG/JPG/GIF
135files. The fuzzer generates random mutations based around the sample inputs in
136the current corpus. If a mutation triggers execution of a previously-uncovered
137path in the code under test, then that mutation is saved to the corpus for
138future variations.
139
140LibFuzzer will work without any initial seeds, but will be less
141efficient if the library under test accepts complex,
142structured inputs.
143
144The corpus can also act as a sanity/regression check, to confirm that the
145fuzzing entrypoint still works and that all of the sample inputs run through
146the code under test without problems.
147
148If you have a large corpus (either generated by fuzzing or acquired by other means)
149you may want to minimize it while still preserving the full coverage. One way to do that
150is to use the `-merge=1` flag:
151
152.. code-block:: console
153
154 mkdir NEW_CORPUS_DIR # Store minimized corpus here.
155 ./my_fuzzer -merge=1 NEW_CORPUS_DIR FULL_CORPUS_DIR
156
157You may use the same flag to add more interesting items to an existing corpus.
158Only the inputs that trigger new coverage will be added to the first corpus.
159
160.. code-block:: console
161
162 ./my_fuzzer -merge=1 CURRENT_CORPUS_DIR NEW_POTENTIALLY_INTERESTING_INPUTS_DIR
163
164
Kostya Serebryany7456af52016-04-28 15:19:05 +0000165Running
166-------
167
168To run the fuzzer, first create a Corpus_ directory that holds the
169initial "seed" sample inputs:
170
171.. code-block:: console
172
173 mkdir CORPUS_DIR
174 cp /some/input/samples/* CORPUS_DIR
175
176Then run the fuzzer on the corpus directory:
177
178.. code-block:: console
179
180 ./my_fuzzer CORPUS_DIR # -max_len=1000 -jobs=20 ...
181
182As the fuzzer discovers new interesting test cases (i.e. test cases that
183trigger coverage of new paths through the code under test), those test cases
184will be added to the corpus directory.
185
186By default, the fuzzing process will continue indefinitely – at least until
187a bug is found. Any crashes or sanitizer failures will be reported as usual,
188stopping the fuzzing process, and the particular input that triggered the bug
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000189will be written to disk (typically as ``crash-<sha1>``, ``leak-<sha1>``,
190or ``timeout-<sha1>``).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000191
192
193Parallel Fuzzing
194----------------
195
196Each libFuzzer process is single-threaded, unless the library under test starts
197its own threads. However, it is possible to run multiple libFuzzer processes in
198parallel with a shared corpus directory; this has the advantage that any new
199inputs found by one fuzzer process will be available to the other fuzzer
200processes (unless you disable this with the ``-reload=0`` option).
201
202This is primarily controlled by the ``-jobs=N`` option, which indicates that
203that `N` fuzzing jobs should be run to completion (i.e. until a bug is found or
204time/iteration limits are reached). These jobs will be run across a set of
205worker processes, by default using half of the available CPU cores; the count of
206worker processes can be overridden by the ``-workers=N`` option. For example,
207running with ``-jobs=30`` on a 12-core machine would run 6 workers by default,
208with each worker averaging 5 bugs by completion of the entire process.
209
210
211Options
212=======
213
214To run the fuzzer, pass zero or more corpus directories as command line
215arguments. The fuzzer will read test inputs from each of these corpus
216directories, and any new test inputs that are generated will be written
217back to the first corpus directory:
218
219.. code-block:: console
220
221 ./fuzzer [-flag1=val1 [-flag2=val2 ...] ] [dir1 [dir2 ...] ]
222
223If a list of files (rather than directories) are passed to the fuzzer program,
224then it will re-run those files as test inputs but will not perform any fuzzing.
225In this mode the fuzzer binary can be used as a regression test (e.g. on a
226continuous integration system) to check the target function and saved inputs
227still work.
228
229The most important command line options are:
230
231``-help``
232 Print help message.
233``-seed``
234 Random seed. If 0 (the default), the seed is generated.
235``-runs``
236 Number of individual test runs, -1 (the default) to run indefinitely.
237``-max_len``
238 Maximum length of a test input. If 0 (the default), libFuzzer tries to guess
239 a good value based on the corpus (and reports it).
240``-timeout``
241 Timeout in seconds, default 1200. If an input takes longer than this timeout,
242 the process is treated as a failure case.
Kostya Serebryany8b8f7a32016-05-06 23:38:07 +0000243``-rss_limit_mb``
244 Memory usage limit in Mb, default 2048. Use 0 to disable the limit.
245 If an input requires more than this amount of RSS memory to execute,
246 the process is treated as a failure case.
247 The limit is checked in a separate thread every second.
248 If running w/o ASAN/MSAN, you may use 'ulimit -v' instead.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000249``-timeout_exitcode``
Kostya Serebryany8a569172016-11-03 19:31:18 +0000250 Exit code (default 77) used if libFuzzer reports a timeout.
251``-error_exitcode``
252 Exit code (default 77) used if libFuzzer itself (not a sanitizer) reports a bug (leak, OOM, etc).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000253``-max_total_time``
254 If positive, indicates the maximum total time in seconds to run the fuzzer.
255 If 0 (the default), run indefinitely.
256``-merge``
257 If set to 1, any corpus inputs from the 2nd, 3rd etc. corpus directories
258 that trigger new code coverage will be merged into the first corpus
Kostya Serebryany61b07ac2016-05-09 19:11:36 +0000259 directory. Defaults to 0. This flag can be used to minimize a corpus.
Kostya Serebryanydec39492016-09-08 22:21:13 +0000260``-minimize_crash``
261 If 1, minimizes the provided crash input.
Kostya Serebryany5c04bd22016-09-09 01:17:03 +0000262 Use with -runs=N or -max_total_time=N to limit the number of attempts.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000263``-reload``
264 If set to 1 (the default), the corpus directory is re-read periodically to
265 check for new inputs; this allows detection of new inputs that were discovered
266 by other fuzzing processes.
267``-jobs``
268 Number of fuzzing jobs to run to completion. Default value is 0, which runs a
269 single fuzzing process until completion. If the value is >= 1, then this
270 number of jobs performing fuzzing are run, in a collection of parallel
271 separate worker processes; each such worker process has its
272 ``stdout``/``stderr`` redirected to ``fuzz-<JOB>.log``.
273``-workers``
274 Number of simultaneous worker processes to run the fuzzing jobs to completion
275 in. If 0 (the default), ``min(jobs, NumberOfCpuCores()/2)`` is used.
276``-dict``
277 Provide a dictionary of input keywords; see Dictionaries_.
278``-use_counters``
279 Use `coverage counters`_ to generate approximate counts of how often code
280 blocks are hit; defaults to 1.
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000281``-use_value_profile``
282 Use `value profile`_ to guide corpus expansion; defaults to 0.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000283``-only_ascii``
284 If 1, generate only ASCII (``isprint``+``isspace``) inputs. Defaults to 0.
285``-artifact_prefix``
286 Provide a prefix to use when saving fuzzing artifacts (crash, timeout, or
287 slow inputs) as ``$(artifact_prefix)file``. Defaults to empty.
288``-exact_artifact_path``
289 Ignored if empty (the default). If non-empty, write the single artifact on
290 failure (crash, timeout) as ``$(exact_artifact_path)``. This overrides
291 ``-artifact_prefix`` and will not use checksum in the file name. Do not use
292 the same path for several parallel processes.
Kostya Serebryany0f0fa4f2016-08-25 22:35:08 +0000293``-print_pcs``
294 If 1, print out newly covered PCs. Defaults to 0.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000295``-print_final_stats``
296 If 1, print statistics at exit. Defaults to 0.
Kostya Serebryany5d70d822016-08-12 20:42:24 +0000297``-detect_leaks``
Kostya Serebryanydced5d32016-04-29 19:28:24 +0000298 If 1 (default) and if LeakSanitizer is enabled
299 try to detect memory leaks during fuzzing (i.e. not only at shut down).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000300``-close_fd_mask``
Kostya Serebryany470d0442016-05-27 21:46:22 +0000301 Indicate output streams to close at startup. Be careful, this will
302 remove diagnostic output from target code (e.g. messages on assert failure).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000303
304 - 0 (default): close neither ``stdout`` nor ``stderr``
305 - 1 : close ``stdout``
306 - 2 : close ``stderr``
307 - 3 : close both ``stdout`` and ``stderr``.
Kostya Serebryany2adfa3b2015-05-20 21:03:03 +0000308
309For the full list of flags run the fuzzer binary with ``-help=1``.
310
Kostya Serebryany7456af52016-04-28 15:19:05 +0000311Output
312======
313
314During operation the fuzzer prints information to ``stderr``, for example::
315
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000316 INFO: Seed: 1523017872
317 INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0),
Kostya Serebryany7456af52016-04-28 15:19:05 +0000318 INFO: -max_len is not provided, using 64
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000319 INFO: A corpus is not provided, starting from an empty corpus
320 #0 READ units: 1
321 #1 INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb
322 #3811 NEW cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte-
323 #3827 NEW cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart-
324 #3963 NEW cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit-
325 #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 +0000326 ...
327
328The early parts of the output include information about the fuzzer options and
329configuration, including the current random seed (in the ``Seed:`` line; this
330can be overridden with the ``-seed=N`` flag).
331
332Further output lines have the form of an event code and statistics. The
333possible event codes are:
334
335``READ``
336 The fuzzer has read in all of the provided input samples from the corpus
337 directories.
338``INITED``
339 The fuzzer has completed initialization, which includes running each of
340 the initial input samples through the code under test.
341``NEW``
342 The fuzzer has created a test input that covers new areas of the code
343 under test. This input will be saved to the primary corpus directory.
344``pulse``
345 The fuzzer has generated 2\ :sup:`n` inputs (generated periodically to reassure
346 the user that the fuzzer is still working).
347``DONE``
348 The fuzzer has completed operation because it has reached the specified
349 iteration limit (``-runs``) or time limit (``-max_total_time``).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000350``RELOAD``
351 The fuzzer is performing a periodic reload of inputs from the corpus
352 directory; this allows it to discover any inputs discovered by other
353 fuzzer processes (see `Parallel Fuzzing`_).
354
355Each output line also reports the following statistics (when non-zero):
356
357``cov:``
358 Total number of code blocks or edges covered by the executing the current
359 corpus.
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000360``ft:``
361 libFuzzer uses different signals to evaluate the code coverage:
362 edge coverage, edge counters, value profiles, indirect caller/callee pairs, etc.
363 These signals combined are called *features* (`ft:`).
364``corp:``
365 Number of entries in the current in-memory test corpus and its size in bytes.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000366``exec/s:``
367 Number of fuzzer iterations per second.
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000368``rss:``
369 Current memory consumption.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000370
371For ``NEW`` events, the output line also includes information about the mutation
372operation that produced the new input:
373
374``L:``
375 Size of the new input in bytes.
376``MS: <n> <operations>``
377 Count and list of the mutation operations used to generate the input.
378
379
380Examples
381========
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000382.. contents::
383 :local:
384 :depth: 1
Kostya Serebryany79677382015-03-31 21:39:38 +0000385
386Toy example
387-----------
388
Kostya Serebryany7456af52016-04-28 15:19:05 +0000389A simple function that does something interesting if it receives the input
390"HI!"::
Kostya Serebryany79677382015-03-31 21:39:38 +0000391
Kostya Serebryany3a486362016-05-10 23:52:47 +0000392 cat << EOF > test_fuzzer.cc
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000393 #include <stdint.h>
394 #include <stddef.h>
395 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *data, size_t size) {
Kostya Serebryany79677382015-03-31 21:39:38 +0000396 if (size > 0 && data[0] == 'H')
397 if (size > 1 && data[1] == 'I')
398 if (size > 2 && data[2] == '!')
399 __builtin_trap();
Kostya Serebryany20bb5e72015-10-02 23:34:06 +0000400 return 0;
Kostya Serebryany79677382015-03-31 21:39:38 +0000401 }
402 EOF
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000403 # Build test_fuzzer.cc with asan and link against libFuzzer.a
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000404 clang++ -fsanitize=address -fsanitize-coverage=trace-pc-guard test_fuzzer.cc libFuzzer.a
Kostya Serebryany79677382015-03-31 21:39:38 +0000405 # Run the fuzzer with no corpus.
406 ./a.out
407
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000408You should get an error pretty quickly::
409
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000410 INFO: Seed: 1523017872
411 INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0),
412 INFO: -max_len is not provided, using 64
413 INFO: A corpus is not provided, starting from an empty corpus
414 #0 READ units: 1
415 #1 INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb
416 #3811 NEW cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte-
417 #3827 NEW cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart-
418 #3963 NEW cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit-
419 #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 +0000420 ==31511== ERROR: libFuzzer: deadly signal
421 ...
422 artifact_prefix='./'; Test unit written to ./crash-b13e8756b13a00cf168300179061fb4b91fefbed
423
Kostya Serebryany79677382015-03-31 21:39:38 +0000424
Kostya Serebryanyaf67fd12016-10-27 20:14:03 +0000425More examples
426-------------
Kostya Serebryany79677382015-03-31 21:39:38 +0000427
Kostya Serebryanyaf67fd12016-10-27 20:14:03 +0000428Examples of real-life fuzz targets and the bugs they find can be found
429at http://tutorial.libfuzzer.info. Among other things you can learn how
430to detect Heartbleed_ in one second.
Kostya Serebryany79677382015-03-31 21:39:38 +0000431
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000432
Kostya Serebryany043ab1c2015-04-01 21:33:20 +0000433Advanced features
434=================
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000435.. contents::
436 :local:
437 :depth: 1
Kostya Serebryany043ab1c2015-04-01 21:33:20 +0000438
Kostya Serebryany7d211662015-09-04 00:12:11 +0000439Dictionaries
440------------
Kostya Serebryany7d211662015-09-04 00:12:11 +0000441LibFuzzer supports user-supplied dictionaries with input language keywords
442or other interesting byte sequences (e.g. multi-byte magic values).
443Use ``-dict=DICTIONARY_FILE``. For some input languages using a dictionary
444may significantly improve the search speed.
445The dictionary syntax is similar to that used by AFL_ for its ``-x`` option::
446
447 # Lines starting with '#' and empty lines are ignored.
448
449 # Adds "blah" (w/o quotes) to the dictionary.
450 kw1="blah"
451 # Use \\ for backslash and \" for quotes.
452 kw2="\"ac\\dc\""
453 # Use \xAB for hex values
454 kw3="\xF7\xF8"
455 # the name of the keyword followed by '=' may be omitted:
456 "foo\x0Abar"
457
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000458
Kostya Serebryany97ff7672016-11-17 17:31:54 +0000459
460Tracing CMP instructions
461------------------------
462
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000463With an additional compiler flag ``-fsanitize-coverage=trace-cmp``
464(see SanitizerCoverageTraceDataFlow_)
Kostya Serebryany97ff7672016-11-17 17:31:54 +0000465libFuzzer will intercept CMP instructions and guide mutations based
466on the arguments of intercepted CMP instructions. This may slow down
467the fuzzing but is very likely to improve the results.
468
469Value Profile
470-------------
471
472*EXPERIMENTAL*.
473With ``-fsanitize-coverage=trace-cmp``
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000474and extra run-time flag ``-use_value_profile=1`` the fuzzer will
475collect value profiles for the parameters of compare instructions
476and treat some new values as new coverage.
477
478The current imlpementation does roughly the following:
479
480* The compiler instruments all CMP instructions with a callback that receives both CMP arguments.
481* The callback computes `(caller_pc&4095) | (popcnt(Arg1 ^ Arg2) << 12)` and uses this value to set a bit in a bitset.
482* Every new observed bit in the bitset is treated as new coverage.
483
484
485This feature has a potential to discover many interesting inputs,
486but there are two downsides.
487First, the extra instrumentation may bring up to 2x additional slowdown.
488Second, the corpus may grow by several times.
489
Kostya Serebryany05576752016-05-25 18:41:53 +0000490Fuzzer-friendly build mode
491---------------------------
492Sometimes the code under test is not fuzzing-friendly. Examples:
493
494 - The target code uses a PRNG seeded e.g. by system time and
495 thus two consequent invocations may potentially execute different code paths
496 even if the end result will be the same. This will cause a fuzzer to treat
497 two similar inputs as significantly different and it will blow up the test corpus.
498 E.g. libxml uses ``rand()`` inside its hash table.
499 - The target code uses checksums to protect from invalid inputs.
500 E.g. png checks CRC for every chunk.
501
502In many cases it makes sense to build a special fuzzing-friendly build
503with certain fuzzing-unfriendly features disabled. We propose to use a common build macro
504for all such cases for consistency: ``FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION``.
505
506.. code-block:: c++
507
508 void MyInitPRNG() {
509 #ifdef FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION
510 // In fuzzing mode the behavior of the code should be deterministic.
511 srand(0);
512 #else
513 srand(time(0));
514 #endif
515 }
516
517
518
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000519AFL compatibility
520-----------------
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000521LibFuzzer can be used together with AFL_ on the same test corpus.
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000522Both fuzzers expect the test corpus to reside in a directory, one file per input.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000523You can run both fuzzers on the same corpus, one after another:
524
525.. code-block:: console
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000526
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000527 ./afl-fuzz -i testcase_dir -o findings_dir /path/to/program @@
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000528 ./llvm-fuzz testcase_dir findings_dir # Will write new tests to testcase_dir
529
530Periodically restart both fuzzers so that they can use each other's findings.
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000531Currently, 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 +0000532
Kostya Serebryany3a486362016-05-10 23:52:47 +0000533You may also use AFL on your target function ``LLVMFuzzerTestOneInput``:
534see an example `here <https://github.com/llvm-mirror/llvm/blob/master/lib/Fuzzer/afl/afl_driver.cpp>`__.
535
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000536How good is my fuzzer?
537----------------------
538
Kostya Serebryany566bc5a2015-05-06 22:19:00 +0000539Once you implement your target function ``LLVMFuzzerTestOneInput`` and fuzz it to death,
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000540you will want to know whether the function or the corpus can be improved further.
541One easy to use metric is, of course, code coverage.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000542You can get the coverage for your corpus like this:
543
544.. code-block:: console
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000545
Mike Aizatsky81166cf2016-09-30 21:07:04 +0000546 ASAN_OPTIONS=coverage=1 ./fuzzer CORPUS_DIR -runs=0
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000547
Kostya Serebryanyec77af32016-05-05 18:07:09 +0000548This will run all tests in the CORPUS_DIR but will not perform any fuzzing.
Mike Aizatsky81166cf2016-09-30 21:07:04 +0000549At the end of the process it will dump a single ``.sancov`` file with coverage
550information. See SanitizerCoverage_ for details on querying the file using the
551``sancov`` tool.
Kostya Serebryanyec77af32016-05-05 18:07:09 +0000552
553You may also use other ways to visualize coverage,
Kostya Serebryany9a293ca2016-06-07 23:13:54 +0000554e.g. using `Clang coverage <http://clang.llvm.org/docs/SourceBasedCodeCoverage.html>`_,
555but those will require
556you to rebuild the code with different compiler flags.
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000557
Kostya Serebryany926b9bd2015-05-22 22:43:05 +0000558User-supplied mutators
559----------------------
560
561LibFuzzer allows to use custom (user-supplied) mutators,
562see FuzzerInterface.h_
563
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000564Startup initialization
565----------------------
566If the library being tested needs to be initialized, there are several options.
567
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000568The simplest way is to have a statically initialized global object inside
569`LLVMFuzzerTestOneInput` (or in global scope if that works for you):
Kostya Serebryany7456af52016-04-28 15:19:05 +0000570
571.. code-block:: c++
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000572
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000573 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) {
574 static bool Initialized = DoInitialization();
575 ...
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000576
577Alternatively, you may define an optional init function and it will receive
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000578the program arguments that you can read and modify. Do this **only** if you
579realy need to access ``argv``/``argc``.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000580
581.. code-block:: c++
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000582
583 extern "C" int LLVMFuzzerInitialize(int *argc, char ***argv) {
584 ReadAndMaybeModify(argc, argv);
585 return 0;
586 }
587
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000588
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000589Leaks
590-----
591
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000592Binaries built with AddressSanitizer_ or LeakSanitizer_ will try to detect
593memory leaks at the process shutdown.
594For in-process fuzzing this is inconvenient
595since the fuzzer needs to report a leak with a reproducer as soon as the leaky
596mutation is found. However, running full leak detection after every mutation
597is expensive.
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000598
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000599By default (``-detect_leaks=1``) libFuzzer will count the number of
600``malloc`` and ``free`` calls when executing every mutation.
601If the numbers don't match (which by itself doesn't mean there is a leak)
602libFuzzer will invoke the more expensive LeakSanitizer_
603pass and if the actual leak is found, it will be reported with the reproducer
604and the process will exit.
605
606If your target has massive leaks and the leak detection is disabled
Kostya Serebryany1ed1aea2016-05-06 23:41:11 +0000607you will eventually run out of RAM (see the ``-rss_limit_mb`` flag).
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000608
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000609
Mike Aizatskyab885c52016-05-24 22:25:46 +0000610Developing libFuzzer
611====================
612
Kostya Serebryanyd4ae23b2016-06-08 01:31:40 +0000613Building libFuzzer as a part of LLVM project and running its test requires
614fresh clang as the host compiler and special CMake configuration:
Mike Aizatskyab885c52016-05-24 22:25:46 +0000615
616.. code-block:: console
617
Kostya Serebryanyd4ae23b2016-06-08 01:31:40 +0000618 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 +0000619 ninja check-fuzzer
620
621
Kostya Serebryany79677382015-03-31 21:39:38 +0000622Fuzzing components of LLVM
623==========================
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000624.. contents::
625 :local:
626 :depth: 1
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000627
Kostya Serebryanyd4ae23b2016-06-08 01:31:40 +0000628To build any of the LLVM fuzz targets use the build instructions above.
629
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000630clang-format-fuzzer
631-------------------
632The inputs are random pieces of C++-like text.
633
Kostya Serebryany7456af52016-04-28 15:19:05 +0000634.. code-block:: console
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000635
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000636 ninja clang-format-fuzzer
637 mkdir CORPUS_DIR
638 ./bin/clang-format-fuzzer CORPUS_DIR
639
Kostya Serebryany7456af52016-04-28 15:19:05 +0000640Optionally build other kinds of binaries (ASan+Debug, MSan, UBSan, etc).
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000641
Kostya Serebryany79677382015-03-31 21:39:38 +0000642Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=23052
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000643
Kostya Serebryany79677382015-03-31 21:39:38 +0000644clang-fuzzer
645------------
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000646
Kostya Serebryany866e0d12015-09-02 22:44:46 +0000647The behavior is very similar to ``clang-format-fuzzer``.
Kostya Serebryany79677382015-03-31 21:39:38 +0000648
649Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=23057
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000650
Kostya Serebryanyb98e3272015-08-31 18:57:24 +0000651llvm-as-fuzzer
652--------------
653
654Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=24639
655
Daniel Sanders5151b202015-09-18 10:47:45 +0000656llvm-mc-fuzzer
657--------------
658
659This tool fuzzes the MC layer. Currently it is only able to fuzz the
660disassembler but it is hoped that assembly, and round-trip verification will be
661added in future.
662
663When run in dissassembly mode, the inputs are opcodes to be disassembled. The
664fuzzer will consume as many instructions as possible and will stop when it
665finds an invalid instruction or runs out of data.
666
Daniel Sanders4fe1c8b2015-09-26 17:09:01 +0000667Please note that the command line interface differs slightly from that of other
668fuzzers. The fuzzer arguments should follow ``--fuzzer-args`` and should have
669a single dash, while other arguments control the operation mode and target in a
Kostya Serebryany7456af52016-04-28 15:19:05 +0000670similar manner to ``llvm-mc`` and should have two dashes. For example:
671
672.. code-block:: console
Daniel Sanders5151b202015-09-18 10:47:45 +0000673
Daniel Sanders4fe1c8b2015-09-26 17:09:01 +0000674 llvm-mc-fuzzer --triple=aarch64-linux-gnu --disassemble --fuzzer-args -max_len=4 -jobs=10
Daniel Sanders5151b202015-09-18 10:47:45 +0000675
Kostya Serebryanyfb2f3312015-05-13 22:42:28 +0000676Buildbot
677--------
678
Kostya Serebryany7456af52016-04-28 15:19:05 +0000679A buildbot continuously runs the above fuzzers for LLVM components, with results
680shown at http://lab.llvm.org:8011/builders/sanitizer-x86_64-linux-fuzzer .
Kostya Serebryanyfb2f3312015-05-13 22:42:28 +0000681
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000682FAQ
683=========================
684
Kostya Serebryany7456af52016-04-28 15:19:05 +0000685Q. Why doesn't libFuzzer use any of the LLVM support?
686-----------------------------------------------------
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000687
688There are two reasons.
689
Kostya Serebryany7456af52016-04-28 15:19:05 +0000690First, we want this library to be used outside of the LLVM without users having to
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000691build the rest of LLVM. This may sound unconvincing for many LLVM folks,
692but in practice the need for building the whole LLVM frightens many potential
693users -- and we want more users to use this code.
694
695Second, there is a subtle technical reason not to rely on the rest of LLVM, or
696any other large body of code (maybe not even STL). When coverage instrumentation
697is enabled, it will also instrument the LLVM support code which will blow up the
698coverage set of the process (since the fuzzer is in-process). In other words, by
699using more external dependencies we will slow down the fuzzer while the main
700reason for it to exist is extreme speed.
701
Kostya Serebryany7456af52016-04-28 15:19:05 +0000702Q. What about Windows then? The fuzzer contains code that does not build on Windows.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000703------------------------------------------------------------------------------------
704
Kostya Serebryany241fb612016-03-12 03:23:02 +0000705Volunteers are welcome.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000706
Kostya Serebryany8b6af7a2016-10-26 01:55:17 +0000707Q. When libFuzzer is not a good solution for a problem?
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000708---------------------------------------------------------
709
710* If the test inputs are validated by the target library and the validator
Kostya Serebryany241fb612016-03-12 03:23:02 +0000711 asserts/crashes on invalid inputs, in-process fuzzing is not applicable.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000712* Bugs in the target library may accumulate without being detected. E.g. a memory
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000713 corruption that goes undetected at first and then leads to a crash while
714 testing another input. This is why it is highly recommended to run this
715 in-process fuzzer with all sanitizers to detect most bugs on the spot.
716* It is harder to protect the in-process fuzzer from excessive memory
717 consumption and infinite loops in the target library (still possible).
718* The target library should not have significant global state that is not
719 reset between the runs.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000720* Many interesting target libraries are not designed in a way that supports
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000721 the in-process fuzzer interface (e.g. require a file path instead of a
722 byte array).
723* If a single test run takes a considerable fraction of a second (or
724 more) the speed benefit from the in-process fuzzer is negligible.
725* If the target library runs persistent threads (that outlive
726 execution of one test) the fuzzing results will be unreliable.
727
728Q. So, what exactly this Fuzzer is good for?
729--------------------------------------------
730
731This Fuzzer might be a good choice for testing libraries that have relatively
Kostya Serebryany241fb612016-03-12 03:23:02 +0000732small inputs, each input takes < 10ms to run, and the library code is not expected
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000733to crash on invalid inputs.
Kostya Serebryany241fb612016-03-12 03:23:02 +0000734Examples: regular expression matchers, text or binary format parsers, compression,
735network, crypto.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000736
George Karpenkov0ab4f062017-04-24 17:28:32 +0000737
Kostya Serebryanyfab4fba2015-08-11 01:53:45 +0000738Trophies
739========
740* GLIBC: https://sourceware.org/glibc/wiki/FuzzingLibc
Kostya Serebryanyfdf44182015-08-11 04:16:37 +0000741
Kostya Serebryany6128fcf2016-06-02 06:06:34 +0000742* 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 +0000743
Kostya Serebryany928eb332015-10-12 18:15:42 +0000744* `pugixml <https://github.com/zeux/pugixml/issues/39>`_
Kostya Serebryanyfdf44182015-08-11 04:16:37 +0000745
Kostya Serebryany45dac2a2015-10-10 02:14:18 +0000746* PCRE: Search for "LLVM fuzzer" in http://vcs.pcre.org/pcre2/code/trunk/ChangeLog?view=markup;
Kostya Serebryany928eb332015-10-12 18:15:42 +0000747 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 +0000748
Kostya Serebryany928eb332015-10-12 18:15:42 +0000749* `ICU <http://bugs.icu-project.org/trac/ticket/11838>`_
Kostya Serebryanyed483772015-08-11 20:34:48 +0000750
Kostya Serebryany928eb332015-10-12 18:15:42 +0000751* `Freetype <https://savannah.nongnu.org/search/?words=LibFuzzer&type_of_search=bugs&Search=Search&exact=1#options>`_
Kostya Serebryany62921282015-09-11 16:34:14 +0000752
Kostya Serebryany928eb332015-10-12 18:15:42 +0000753* `Harfbuzz <https://github.com/behdad/harfbuzz/issues/139>`_
754
Kostya Serebryany240a1592015-11-11 05:25:24 +0000755* `SQLite <http://www3.sqlite.org/cgi/src/info/088009efdd56160b>`_
Kostya Serebryany65e71262015-11-11 05:20:55 +0000756
Kostya Serebryany12fa3b52015-11-13 02:44:16 +0000757* `Python <http://bugs.python.org/issue25388>`_
758
Kostya Serebryanyfece6742016-04-18 18:41:25 +0000759* 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 +0000760
Kostya Serebryany928eb332015-10-12 18:15:42 +0000761* `Libxml2
Kostya Serebryany0d234c32016-03-29 23:13:25 +0000762 <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 +0000763
Kostya Serebryany240a1592015-11-11 05:25:24 +0000764* `Linux Kernel's BPF verifier <https://github.com/iovisor/bpf-fuzzer>`_
Kostya Serebryany62921282015-09-11 16:34:14 +0000765
Kostya Serebryany6128fcf2016-06-02 06:06:34 +0000766* Capstone: `[1] <https://github.com/aquynh/capstone/issues/600>`__ `[2] <https://github.com/aquynh/capstone/commit/6b88d1d51eadf7175a8f8a11b690684443b11359>`__
767
768* 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 +0000769
770* Radare2: `[1] <https://github.com/revskills?tab=contributions&from=2016-04-09>`__
771
772* 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>`__
773
Kostya Serebryany62023f22016-05-06 20:14:48 +0000774* WOFF2: `[1] <https://github.com/google/woff2/commit/a15a8ab>`__
775
Kostya Serebryanyf5bb42c2016-08-13 00:12:32 +0000776* 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 +0000777
Kostya Serebryany924978b2017-01-18 00:45:02 +0000778* Tensorflow: `[1] <https://da-data.blogspot.com/2017/01/finding-bugs-in-tensorflow-with.html>`__
Kostya Serebryany42909a62016-10-21 20:01:45 +0000779
Kostya Serebryany047485e2016-11-12 02:55:45 +0000780* 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 +0000781
Kostya Serebryany23f28e62017-04-14 20:11:16 +0000782* `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>`_
783
Kostya Serebryany79677382015-03-31 21:39:38 +0000784.. _pcre2: http://www.pcre.org/
Kostya Serebryany79677382015-03-31 21:39:38 +0000785.. _AFL: http://lcamtuf.coredump.cx/afl/
Kostya Serebryanycbefff72016-10-27 20:45:35 +0000786.. _Radamsa: https://github.com/aoh/radamsa
Alexey Samsonov675e5392015-04-27 22:50:06 +0000787.. _SanitizerCoverage: http://clang.llvm.org/docs/SanitizerCoverage.html
Kostya Serebryanyb17e2982015-07-31 21:48:10 +0000788.. _SanitizerCoverageTraceDataFlow: http://clang.llvm.org/docs/SanitizerCoverage.html#tracing-data-flow
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000789.. _AddressSanitizer: http://clang.llvm.org/docs/AddressSanitizer.html
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000790.. _LeakSanitizer: http://clang.llvm.org/docs/LeakSanitizer.html
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000791.. _Heartbleed: http://en.wikipedia.org/wiki/Heartbleed
Kostya Serebryany926b9bd2015-05-22 22:43:05 +0000792.. _FuzzerInterface.h: https://github.com/llvm-mirror/llvm/blob/master/lib/Fuzzer/FuzzerInterface.h
Kostya Serebryany7456af52016-04-28 15:19:05 +0000793.. _3.7.0: http://llvm.org/releases/3.7.0/docs/LibFuzzer.html
794.. _building Clang from trunk: http://clang.llvm.org/get_started.html
795.. _MemorySanitizer: http://clang.llvm.org/docs/MemorySanitizer.html
796.. _UndefinedBehaviorSanitizer: http://clang.llvm.org/docs/UndefinedBehaviorSanitizer.html
797.. _`coverage counters`: http://clang.llvm.org/docs/SanitizerCoverage.html#coverage-counters
Kostya Serebryanyaafa0b02016-08-23 23:43:08 +0000798.. _`value profile`: #value-profile
Kostya Serebryany7456af52016-04-28 15:19:05 +0000799.. _`caller-callee pairs`: http://clang.llvm.org/docs/SanitizerCoverage.html#caller-callee-coverage
800.. _BoringSSL: https://boringssl.googlesource.com/boringssl/
801.. _`fuzz various parts of LLVM itself`: `Fuzzing components of LLVM`_