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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 Karpenkov73b7e782017-08-11 17:23:45 +000093Very recent versions of Clang (after April 20 2017) include libFuzzer,
George Karpenkov0d447d52017-04-24 18:39:52 +000094and 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
George Karpenkov73b7e782017-08-11 17:23:45 +000099This will perform the necessary instrumentation, as well as linking in libFuzzer
100library.
101Note that linking in libFuzzer defines the ``main`` symbol.
102If modifying ``CFLAGS`` of a large project, which also compiles executables
103requiring their own ``main`` symbol, it may be desirable to request just the
104instrumentation without linking::
105
106 clang -fsanitize=fuzzer-no-link mytarget.c
107
108Then libFuzzer can be linked to the desired driver by passing in
109``-fsanitize=fuzzer`` during the linking stage.
110
George Karpenkov0d447d52017-04-24 18:39:52 +0000111Otherwise, build the libFuzzer library as a static archive, without any sanitizer
Kostya Serebryany7456af52016-04-28 15:19:05 +0000112options. Note that the libFuzzer library contains the ``main()`` function:
113
114.. code-block:: console
115
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000116 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 +0000117 ./Fuzzer/build.sh # Produces libFuzzer.a
Kostya Serebryany7456af52016-04-28 15:19:05 +0000118
119Then build the fuzzing target function and the library under test using
120the SanitizerCoverage_ option, which instruments the code so that the fuzzer
121can retrieve code coverage information (to guide the fuzzing). Linking with
Kostya Serebryany8b6af7a2016-10-26 01:55:17 +0000122the libFuzzer code then gives a fuzzer executable.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000123
124You should also enable one or more of the *sanitizers*, which help to expose
125latent bugs by making incorrect behavior generate errors at runtime:
126
Kostya Serebryanyca9694b2016-05-09 21:02:36 +0000127 - AddressSanitizer_ (ASAN) detects memory access errors. Use `-fsanitize=address`.
128 - UndefinedBehaviorSanitizer_ (UBSAN) detects the use of various features of C/C++ that are explicitly
129 listed as resulting in undefined behavior. Use `-fsanitize=undefined -fno-sanitize-recover=undefined`
130 or any individual UBSAN check, e.g. `-fsanitize=signed-integer-overflow -fno-sanitize-recover=undefined`.
131 You may combine ASAN and UBSAN in one build.
132 - MemorySanitizer_ (MSAN) detects uninitialized reads: code whose behavior relies on memory
133 contents that have not been initialized to a specific value. Use `-fsanitize=memory`.
134 MSAN can not be combined with other sanirizers and should be used as a seprate build.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000135
136Finally, link with ``libFuzzer.a``::
137
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000138 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 +0000139
Kostya Serebryanyabfac462016-05-09 19:29:53 +0000140Corpus
Kostya Serebryanya2dfae12016-05-09 19:32:10 +0000141------
Kostya Serebryanyabfac462016-05-09 19:29:53 +0000142
143Coverage-guided fuzzers like libFuzzer rely on a corpus of sample inputs for the
144code under test. This corpus should ideally be seeded with a varied collection
145of valid and invalid inputs for the code under test; for example, for a graphics
146library the initial corpus might hold a variety of different small PNG/JPG/GIF
147files. The fuzzer generates random mutations based around the sample inputs in
148the current corpus. If a mutation triggers execution of a previously-uncovered
149path in the code under test, then that mutation is saved to the corpus for
150future variations.
151
152LibFuzzer will work without any initial seeds, but will be less
153efficient if the library under test accepts complex,
154structured inputs.
155
156The corpus can also act as a sanity/regression check, to confirm that the
157fuzzing entrypoint still works and that all of the sample inputs run through
158the code under test without problems.
159
160If you have a large corpus (either generated by fuzzing or acquired by other means)
161you may want to minimize it while still preserving the full coverage. One way to do that
162is to use the `-merge=1` flag:
163
164.. code-block:: console
165
166 mkdir NEW_CORPUS_DIR # Store minimized corpus here.
167 ./my_fuzzer -merge=1 NEW_CORPUS_DIR FULL_CORPUS_DIR
168
169You may use the same flag to add more interesting items to an existing corpus.
170Only the inputs that trigger new coverage will be added to the first corpus.
171
172.. code-block:: console
173
174 ./my_fuzzer -merge=1 CURRENT_CORPUS_DIR NEW_POTENTIALLY_INTERESTING_INPUTS_DIR
175
176
Kostya Serebryany7456af52016-04-28 15:19:05 +0000177Running
178-------
179
180To run the fuzzer, first create a Corpus_ directory that holds the
181initial "seed" sample inputs:
182
183.. code-block:: console
184
185 mkdir CORPUS_DIR
186 cp /some/input/samples/* CORPUS_DIR
187
188Then run the fuzzer on the corpus directory:
189
190.. code-block:: console
191
192 ./my_fuzzer CORPUS_DIR # -max_len=1000 -jobs=20 ...
193
194As the fuzzer discovers new interesting test cases (i.e. test cases that
195trigger coverage of new paths through the code under test), those test cases
196will be added to the corpus directory.
197
198By default, the fuzzing process will continue indefinitely – at least until
199a bug is found. Any crashes or sanitizer failures will be reported as usual,
200stopping the fuzzing process, and the particular input that triggered the bug
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000201will be written to disk (typically as ``crash-<sha1>``, ``leak-<sha1>``,
202or ``timeout-<sha1>``).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000203
204
205Parallel Fuzzing
206----------------
207
208Each libFuzzer process is single-threaded, unless the library under test starts
209its own threads. However, it is possible to run multiple libFuzzer processes in
210parallel with a shared corpus directory; this has the advantage that any new
211inputs found by one fuzzer process will be available to the other fuzzer
212processes (unless you disable this with the ``-reload=0`` option).
213
214This is primarily controlled by the ``-jobs=N`` option, which indicates that
215that `N` fuzzing jobs should be run to completion (i.e. until a bug is found or
216time/iteration limits are reached). These jobs will be run across a set of
217worker processes, by default using half of the available CPU cores; the count of
218worker processes can be overridden by the ``-workers=N`` option. For example,
219running with ``-jobs=30`` on a 12-core machine would run 6 workers by default,
220with each worker averaging 5 bugs by completion of the entire process.
221
222
223Options
224=======
225
226To run the fuzzer, pass zero or more corpus directories as command line
227arguments. The fuzzer will read test inputs from each of these corpus
228directories, and any new test inputs that are generated will be written
229back to the first corpus directory:
230
231.. code-block:: console
232
233 ./fuzzer [-flag1=val1 [-flag2=val2 ...] ] [dir1 [dir2 ...] ]
234
235If a list of files (rather than directories) are passed to the fuzzer program,
236then it will re-run those files as test inputs but will not perform any fuzzing.
237In this mode the fuzzer binary can be used as a regression test (e.g. on a
238continuous integration system) to check the target function and saved inputs
239still work.
240
241The most important command line options are:
242
243``-help``
244 Print help message.
245``-seed``
246 Random seed. If 0 (the default), the seed is generated.
247``-runs``
248 Number of individual test runs, -1 (the default) to run indefinitely.
249``-max_len``
250 Maximum length of a test input. If 0 (the default), libFuzzer tries to guess
251 a good value based on the corpus (and reports it).
252``-timeout``
253 Timeout in seconds, default 1200. If an input takes longer than this timeout,
254 the process is treated as a failure case.
Kostya Serebryany8b8f7a32016-05-06 23:38:07 +0000255``-rss_limit_mb``
256 Memory usage limit in Mb, default 2048. Use 0 to disable the limit.
257 If an input requires more than this amount of RSS memory to execute,
258 the process is treated as a failure case.
259 The limit is checked in a separate thread every second.
260 If running w/o ASAN/MSAN, you may use 'ulimit -v' instead.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000261``-timeout_exitcode``
Kostya Serebryany8a569172016-11-03 19:31:18 +0000262 Exit code (default 77) used if libFuzzer reports a timeout.
263``-error_exitcode``
264 Exit code (default 77) used if libFuzzer itself (not a sanitizer) reports a bug (leak, OOM, etc).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000265``-max_total_time``
266 If positive, indicates the maximum total time in seconds to run the fuzzer.
267 If 0 (the default), run indefinitely.
268``-merge``
269 If set to 1, any corpus inputs from the 2nd, 3rd etc. corpus directories
270 that trigger new code coverage will be merged into the first corpus
Kostya Serebryany61b07ac2016-05-09 19:11:36 +0000271 directory. Defaults to 0. This flag can be used to minimize a corpus.
Kostya Serebryanydec39492016-09-08 22:21:13 +0000272``-minimize_crash``
273 If 1, minimizes the provided crash input.
Kostya Serebryany5c04bd22016-09-09 01:17:03 +0000274 Use with -runs=N or -max_total_time=N to limit the number of attempts.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000275``-reload``
276 If set to 1 (the default), the corpus directory is re-read periodically to
277 check for new inputs; this allows detection of new inputs that were discovered
278 by other fuzzing processes.
279``-jobs``
280 Number of fuzzing jobs to run to completion. Default value is 0, which runs a
281 single fuzzing process until completion. If the value is >= 1, then this
282 number of jobs performing fuzzing are run, in a collection of parallel
283 separate worker processes; each such worker process has its
284 ``stdout``/``stderr`` redirected to ``fuzz-<JOB>.log``.
285``-workers``
286 Number of simultaneous worker processes to run the fuzzing jobs to completion
287 in. If 0 (the default), ``min(jobs, NumberOfCpuCores()/2)`` is used.
288``-dict``
289 Provide a dictionary of input keywords; see Dictionaries_.
290``-use_counters``
291 Use `coverage counters`_ to generate approximate counts of how often code
292 blocks are hit; defaults to 1.
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000293``-use_value_profile``
294 Use `value profile`_ to guide corpus expansion; defaults to 0.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000295``-only_ascii``
296 If 1, generate only ASCII (``isprint``+``isspace``) inputs. Defaults to 0.
297``-artifact_prefix``
298 Provide a prefix to use when saving fuzzing artifacts (crash, timeout, or
299 slow inputs) as ``$(artifact_prefix)file``. Defaults to empty.
300``-exact_artifact_path``
301 Ignored if empty (the default). If non-empty, write the single artifact on
302 failure (crash, timeout) as ``$(exact_artifact_path)``. This overrides
303 ``-artifact_prefix`` and will not use checksum in the file name. Do not use
304 the same path for several parallel processes.
Kostya Serebryany0f0fa4f2016-08-25 22:35:08 +0000305``-print_pcs``
306 If 1, print out newly covered PCs. Defaults to 0.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000307``-print_final_stats``
308 If 1, print statistics at exit. Defaults to 0.
Kostya Serebryany5d70d822016-08-12 20:42:24 +0000309``-detect_leaks``
Kostya Serebryanydced5d32016-04-29 19:28:24 +0000310 If 1 (default) and if LeakSanitizer is enabled
311 try to detect memory leaks during fuzzing (i.e. not only at shut down).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000312``-close_fd_mask``
Kostya Serebryany470d0442016-05-27 21:46:22 +0000313 Indicate output streams to close at startup. Be careful, this will
314 remove diagnostic output from target code (e.g. messages on assert failure).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000315
316 - 0 (default): close neither ``stdout`` nor ``stderr``
317 - 1 : close ``stdout``
318 - 2 : close ``stderr``
319 - 3 : close both ``stdout`` and ``stderr``.
Kostya Serebryany2adfa3b2015-05-20 21:03:03 +0000320
321For the full list of flags run the fuzzer binary with ``-help=1``.
322
Kostya Serebryany7456af52016-04-28 15:19:05 +0000323Output
324======
325
326During operation the fuzzer prints information to ``stderr``, for example::
327
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000328 INFO: Seed: 1523017872
329 INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0),
Kostya Serebryany7456af52016-04-28 15:19:05 +0000330 INFO: -max_len is not provided, using 64
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000331 INFO: A corpus is not provided, starting from an empty corpus
332 #0 READ units: 1
333 #1 INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb
334 #3811 NEW cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte-
335 #3827 NEW cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart-
336 #3963 NEW cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit-
337 #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 +0000338 ...
339
340The early parts of the output include information about the fuzzer options and
341configuration, including the current random seed (in the ``Seed:`` line; this
342can be overridden with the ``-seed=N`` flag).
343
344Further output lines have the form of an event code and statistics. The
345possible event codes are:
346
347``READ``
348 The fuzzer has read in all of the provided input samples from the corpus
349 directories.
350``INITED``
351 The fuzzer has completed initialization, which includes running each of
352 the initial input samples through the code under test.
353``NEW``
354 The fuzzer has created a test input that covers new areas of the code
355 under test. This input will be saved to the primary corpus directory.
Kostya Serebryany4a27b702017-07-19 22:10:30 +0000356``REDUCE``
357 The fuzzer has found a better (smaller) input that triggers previously
358 discovered features (set ``-reduce_inputs=0`` to disable).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000359``pulse``
360 The fuzzer has generated 2\ :sup:`n` inputs (generated periodically to reassure
361 the user that the fuzzer is still working).
362``DONE``
363 The fuzzer has completed operation because it has reached the specified
364 iteration limit (``-runs``) or time limit (``-max_total_time``).
Kostya Serebryany7456af52016-04-28 15:19:05 +0000365``RELOAD``
366 The fuzzer is performing a periodic reload of inputs from the corpus
367 directory; this allows it to discover any inputs discovered by other
368 fuzzer processes (see `Parallel Fuzzing`_).
369
370Each output line also reports the following statistics (when non-zero):
371
372``cov:``
373 Total number of code blocks or edges covered by the executing the current
374 corpus.
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000375``ft:``
376 libFuzzer uses different signals to evaluate the code coverage:
377 edge coverage, edge counters, value profiles, indirect caller/callee pairs, etc.
378 These signals combined are called *features* (`ft:`).
379``corp:``
380 Number of entries in the current in-memory test corpus and its size in bytes.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000381``exec/s:``
382 Number of fuzzer iterations per second.
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000383``rss:``
384 Current memory consumption.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000385
386For ``NEW`` events, the output line also includes information about the mutation
387operation that produced the new input:
388
389``L:``
390 Size of the new input in bytes.
391``MS: <n> <operations>``
392 Count and list of the mutation operations used to generate the input.
393
394
395Examples
396========
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000397.. contents::
398 :local:
399 :depth: 1
Kostya Serebryany79677382015-03-31 21:39:38 +0000400
401Toy example
402-----------
403
Kostya Serebryany7456af52016-04-28 15:19:05 +0000404A simple function that does something interesting if it receives the input
405"HI!"::
Kostya Serebryany79677382015-03-31 21:39:38 +0000406
Kostya Serebryany3a486362016-05-10 23:52:47 +0000407 cat << EOF > test_fuzzer.cc
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000408 #include <stdint.h>
409 #include <stddef.h>
410 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *data, size_t size) {
Kostya Serebryany79677382015-03-31 21:39:38 +0000411 if (size > 0 && data[0] == 'H')
412 if (size > 1 && data[1] == 'I')
413 if (size > 2 && data[2] == '!')
414 __builtin_trap();
Kostya Serebryany20bb5e72015-10-02 23:34:06 +0000415 return 0;
Kostya Serebryany79677382015-03-31 21:39:38 +0000416 }
417 EOF
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000418 # Build test_fuzzer.cc with asan and link against libFuzzer.a
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000419 clang++ -fsanitize=address -fsanitize-coverage=trace-pc-guard test_fuzzer.cc libFuzzer.a
Kostya Serebryany79677382015-03-31 21:39:38 +0000420 # Run the fuzzer with no corpus.
421 ./a.out
422
Kostya Serebryanyabca88e2016-03-12 03:05:37 +0000423You should get an error pretty quickly::
424
Kostya Serebryanyc1708b02016-10-27 21:03:48 +0000425 INFO: Seed: 1523017872
426 INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0),
427 INFO: -max_len is not provided, using 64
428 INFO: A corpus is not provided, starting from an empty corpus
429 #0 READ units: 1
430 #1 INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb
431 #3811 NEW cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte-
432 #3827 NEW cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart-
433 #3963 NEW cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit-
434 #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 +0000435 ==31511== ERROR: libFuzzer: deadly signal
436 ...
437 artifact_prefix='./'; Test unit written to ./crash-b13e8756b13a00cf168300179061fb4b91fefbed
438
Kostya Serebryany79677382015-03-31 21:39:38 +0000439
Kostya Serebryanyaf67fd12016-10-27 20:14:03 +0000440More examples
441-------------
Kostya Serebryany79677382015-03-31 21:39:38 +0000442
Kostya Serebryanyaf67fd12016-10-27 20:14:03 +0000443Examples of real-life fuzz targets and the bugs they find can be found
444at http://tutorial.libfuzzer.info. Among other things you can learn how
445to detect Heartbleed_ in one second.
Kostya Serebryany79677382015-03-31 21:39:38 +0000446
Kostya Serebryany1c80b9d2015-11-26 00:12:57 +0000447
Kostya Serebryany043ab1c2015-04-01 21:33:20 +0000448Advanced features
449=================
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000450.. contents::
451 :local:
452 :depth: 1
Kostya Serebryany043ab1c2015-04-01 21:33:20 +0000453
Kostya Serebryany7d211662015-09-04 00:12:11 +0000454Dictionaries
455------------
Kostya Serebryany7d211662015-09-04 00:12:11 +0000456LibFuzzer supports user-supplied dictionaries with input language keywords
457or other interesting byte sequences (e.g. multi-byte magic values).
458Use ``-dict=DICTIONARY_FILE``. For some input languages using a dictionary
459may significantly improve the search speed.
460The dictionary syntax is similar to that used by AFL_ for its ``-x`` option::
461
462 # Lines starting with '#' and empty lines are ignored.
463
464 # Adds "blah" (w/o quotes) to the dictionary.
465 kw1="blah"
466 # Use \\ for backslash and \" for quotes.
467 kw2="\"ac\\dc\""
468 # Use \xAB for hex values
469 kw3="\xF7\xF8"
470 # the name of the keyword followed by '=' may be omitted:
471 "foo\x0Abar"
472
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000473
Kostya Serebryany97ff7672016-11-17 17:31:54 +0000474
475Tracing CMP instructions
476------------------------
477
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000478With an additional compiler flag ``-fsanitize-coverage=trace-cmp``
479(see SanitizerCoverageTraceDataFlow_)
Kostya Serebryany97ff7672016-11-17 17:31:54 +0000480libFuzzer will intercept CMP instructions and guide mutations based
481on the arguments of intercepted CMP instructions. This may slow down
482the fuzzing but is very likely to improve the results.
483
484Value Profile
485-------------
486
487*EXPERIMENTAL*.
488With ``-fsanitize-coverage=trace-cmp``
Kostya Serebryanyb5dad1e2016-08-23 23:36:21 +0000489and extra run-time flag ``-use_value_profile=1`` the fuzzer will
490collect value profiles for the parameters of compare instructions
491and treat some new values as new coverage.
492
493The current imlpementation does roughly the following:
494
495* The compiler instruments all CMP instructions with a callback that receives both CMP arguments.
496* The callback computes `(caller_pc&4095) | (popcnt(Arg1 ^ Arg2) << 12)` and uses this value to set a bit in a bitset.
497* Every new observed bit in the bitset is treated as new coverage.
498
499
500This feature has a potential to discover many interesting inputs,
501but there are two downsides.
502First, the extra instrumentation may bring up to 2x additional slowdown.
503Second, the corpus may grow by several times.
504
Kostya Serebryany05576752016-05-25 18:41:53 +0000505Fuzzer-friendly build mode
506---------------------------
507Sometimes the code under test is not fuzzing-friendly. Examples:
508
509 - The target code uses a PRNG seeded e.g. by system time and
510 thus two consequent invocations may potentially execute different code paths
511 even if the end result will be the same. This will cause a fuzzer to treat
512 two similar inputs as significantly different and it will blow up the test corpus.
513 E.g. libxml uses ``rand()`` inside its hash table.
514 - The target code uses checksums to protect from invalid inputs.
515 E.g. png checks CRC for every chunk.
516
517In many cases it makes sense to build a special fuzzing-friendly build
518with certain fuzzing-unfriendly features disabled. We propose to use a common build macro
519for all such cases for consistency: ``FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION``.
520
521.. code-block:: c++
522
523 void MyInitPRNG() {
524 #ifdef FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION
525 // In fuzzing mode the behavior of the code should be deterministic.
526 srand(0);
527 #else
528 srand(time(0));
529 #endif
530 }
531
532
533
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000534AFL compatibility
535-----------------
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000536LibFuzzer can be used together with AFL_ on the same test corpus.
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000537Both fuzzers expect the test corpus to reside in a directory, one file per input.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000538You can run both fuzzers on the same corpus, one after another:
539
540.. code-block:: console
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000541
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000542 ./afl-fuzz -i testcase_dir -o findings_dir /path/to/program @@
Kostya Serebryany6bd016b2015-04-10 05:44:43 +0000543 ./llvm-fuzz testcase_dir findings_dir # Will write new tests to testcase_dir
544
545Periodically restart both fuzzers so that they can use each other's findings.
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000546Currently, 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 +0000547
Kostya Serebryany3a486362016-05-10 23:52:47 +0000548You may also use AFL on your target function ``LLVMFuzzerTestOneInput``:
549see an example `here <https://github.com/llvm-mirror/llvm/blob/master/lib/Fuzzer/afl/afl_driver.cpp>`__.
550
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000551How good is my fuzzer?
552----------------------
553
Kostya Serebryany566bc5a2015-05-06 22:19:00 +0000554Once you implement your target function ``LLVMFuzzerTestOneInput`` and fuzz it to death,
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000555you will want to know whether the function or the corpus can be improved further.
556One easy to use metric is, of course, code coverage.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000557
Kostya Serebryanya85ab2e2017-08-11 20:32:47 +0000558We recommend to use
559`Clang Coverage <http://clang.llvm.org/docs/SourceBasedCodeCoverage.html>`_,
560to visualize and study your code coverage
561(`example <https://github.com/google/fuzzer-test-suite/blob/master/tutorial/libFuzzerTutorial.md#visualizing-coverage>`_).
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000562
Kostya Serebryanycd073d52015-04-10 06:32:29 +0000563
Kostya Serebryany926b9bd2015-05-22 22:43:05 +0000564User-supplied mutators
565----------------------
566
567LibFuzzer allows to use custom (user-supplied) mutators,
568see FuzzerInterface.h_
569
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000570Startup initialization
571----------------------
572If the library being tested needs to be initialized, there are several options.
573
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000574The simplest way is to have a statically initialized global object inside
575`LLVMFuzzerTestOneInput` (or in global scope if that works for you):
Kostya Serebryany7456af52016-04-28 15:19:05 +0000576
577.. code-block:: c++
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000578
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000579 extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) {
580 static bool Initialized = DoInitialization();
581 ...
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000582
583Alternatively, you may define an optional init function and it will receive
Kostya Serebryanyceca4762016-05-06 23:51:28 +0000584the program arguments that you can read and modify. Do this **only** if you
Hiroshi Inoue7d7df202017-07-12 12:16:22 +0000585really need to access ``argv``/``argc``.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000586
587.. code-block:: c++
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000588
589 extern "C" int LLVMFuzzerInitialize(int *argc, char ***argv) {
590 ReadAndMaybeModify(argc, argv);
591 return 0;
592 }
593
Kostya Serebryanyaca76962016-01-16 01:23:12 +0000594
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000595Leaks
596-----
597
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000598Binaries built with AddressSanitizer_ or LeakSanitizer_ will try to detect
599memory leaks at the process shutdown.
600For in-process fuzzing this is inconvenient
601since the fuzzer needs to report a leak with a reproducer as soon as the leaky
602mutation is found. However, running full leak detection after every mutation
603is expensive.
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000604
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000605By default (``-detect_leaks=1``) libFuzzer will count the number of
606``malloc`` and ``free`` calls when executing every mutation.
607If the numbers don't match (which by itself doesn't mean there is a leak)
608libFuzzer will invoke the more expensive LeakSanitizer_
609pass and if the actual leak is found, it will be reported with the reproducer
610and the process will exit.
611
612If your target has massive leaks and the leak detection is disabled
Kostya Serebryany1ed1aea2016-05-06 23:41:11 +0000613you will eventually run out of RAM (see the ``-rss_limit_mb`` flag).
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000614
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000615
Mike Aizatskyab885c52016-05-24 22:25:46 +0000616Developing libFuzzer
617====================
618
George Karpenkov8ecdd7b2017-08-04 17:19:45 +0000619LibFuzzer is built as a part of LLVM project by default on macos and Linux.
620Users of other operating systems can explicitly request compilation using
621``-DLIBFUZZER_ENABLE=YES`` flag.
622Tests are run using ``check-fuzzer`` target from the build directory
George Karpenkovb0c2bb52017-08-04 19:29:16 +0000623which was configured with ``-DLIBFUZZER_ENABLE_TESTS=ON`` flag.
Mike Aizatskyab885c52016-05-24 22:25:46 +0000624
625.. code-block:: console
626
Mike Aizatskyab885c52016-05-24 22:25:46 +0000627 ninja check-fuzzer
628
629
Kostya Serebryany79677382015-03-31 21:39:38 +0000630Fuzzing components of LLVM
631==========================
Kostya Serebryanyd11dc172016-03-12 02:56:25 +0000632.. contents::
633 :local:
634 :depth: 1
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000635
Kostya Serebryanyd4ae23b2016-06-08 01:31:40 +0000636To build any of the LLVM fuzz targets use the build instructions above.
637
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000638clang-format-fuzzer
639-------------------
640The inputs are random pieces of C++-like text.
641
Kostya Serebryany7456af52016-04-28 15:19:05 +0000642.. code-block:: console
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000643
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000644 ninja clang-format-fuzzer
645 mkdir CORPUS_DIR
646 ./bin/clang-format-fuzzer CORPUS_DIR
647
Kostya Serebryany7456af52016-04-28 15:19:05 +0000648Optionally build other kinds of binaries (ASan+Debug, MSan, UBSan, etc).
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000649
Kostya Serebryany79677382015-03-31 21:39:38 +0000650Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=23052
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000651
Kostya Serebryany79677382015-03-31 21:39:38 +0000652clang-fuzzer
653------------
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000654
Kostya Serebryany866e0d12015-09-02 22:44:46 +0000655The behavior is very similar to ``clang-format-fuzzer``.
Kostya Serebryany79677382015-03-31 21:39:38 +0000656
657Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=23057
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000658
Kostya Serebryanyb98e3272015-08-31 18:57:24 +0000659llvm-as-fuzzer
660--------------
661
662Tracking bug: https://llvm.org/bugs/show_bug.cgi?id=24639
663
Daniel Sanders5151b202015-09-18 10:47:45 +0000664llvm-mc-fuzzer
665--------------
666
667This tool fuzzes the MC layer. Currently it is only able to fuzz the
668disassembler but it is hoped that assembly, and round-trip verification will be
669added in future.
670
671When run in dissassembly mode, the inputs are opcodes to be disassembled. The
672fuzzer will consume as many instructions as possible and will stop when it
673finds an invalid instruction or runs out of data.
674
Daniel Sanders4fe1c8b2015-09-26 17:09:01 +0000675Please note that the command line interface differs slightly from that of other
676fuzzers. The fuzzer arguments should follow ``--fuzzer-args`` and should have
677a single dash, while other arguments control the operation mode and target in a
Kostya Serebryany7456af52016-04-28 15:19:05 +0000678similar manner to ``llvm-mc`` and should have two dashes. For example:
679
680.. code-block:: console
Daniel Sanders5151b202015-09-18 10:47:45 +0000681
Daniel Sanders4fe1c8b2015-09-26 17:09:01 +0000682 llvm-mc-fuzzer --triple=aarch64-linux-gnu --disassemble --fuzzer-args -max_len=4 -jobs=10
Daniel Sanders5151b202015-09-18 10:47:45 +0000683
Kostya Serebryanyfb2f3312015-05-13 22:42:28 +0000684Buildbot
685--------
686
Kostya Serebryany7456af52016-04-28 15:19:05 +0000687A buildbot continuously runs the above fuzzers for LLVM components, with results
688shown at http://lab.llvm.org:8011/builders/sanitizer-x86_64-linux-fuzzer .
Kostya Serebryanyfb2f3312015-05-13 22:42:28 +0000689
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000690FAQ
691=========================
692
Kostya Serebryany7456af52016-04-28 15:19:05 +0000693Q. Why doesn't libFuzzer use any of the LLVM support?
694-----------------------------------------------------
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000695
696There are two reasons.
697
Kostya Serebryany7456af52016-04-28 15:19:05 +0000698First, we want this library to be used outside of the LLVM without users having to
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000699build the rest of LLVM. This may sound unconvincing for many LLVM folks,
700but in practice the need for building the whole LLVM frightens many potential
701users -- and we want more users to use this code.
702
703Second, there is a subtle technical reason not to rely on the rest of LLVM, or
704any other large body of code (maybe not even STL). When coverage instrumentation
705is enabled, it will also instrument the LLVM support code which will blow up the
706coverage set of the process (since the fuzzer is in-process). In other words, by
707using more external dependencies we will slow down the fuzzer while the main
708reason for it to exist is extreme speed.
709
Kostya Serebryany7456af52016-04-28 15:19:05 +0000710Q. What about Windows then? The fuzzer contains code that does not build on Windows.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000711------------------------------------------------------------------------------------
712
Kostya Serebryany241fb612016-03-12 03:23:02 +0000713Volunteers are welcome.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000714
Kostya Serebryany8b6af7a2016-10-26 01:55:17 +0000715Q. When libFuzzer is not a good solution for a problem?
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000716---------------------------------------------------------
717
718* If the test inputs are validated by the target library and the validator
Kostya Serebryany241fb612016-03-12 03:23:02 +0000719 asserts/crashes on invalid inputs, in-process fuzzing is not applicable.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000720* Bugs in the target library may accumulate without being detected. E.g. a memory
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000721 corruption that goes undetected at first and then leads to a crash while
722 testing another input. This is why it is highly recommended to run this
723 in-process fuzzer with all sanitizers to detect most bugs on the spot.
724* It is harder to protect the in-process fuzzer from excessive memory
725 consumption and infinite loops in the target library (still possible).
726* The target library should not have significant global state that is not
727 reset between the runs.
Kostya Serebryany7456af52016-04-28 15:19:05 +0000728* Many interesting target libraries are not designed in a way that supports
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000729 the in-process fuzzer interface (e.g. require a file path instead of a
730 byte array).
731* If a single test run takes a considerable fraction of a second (or
732 more) the speed benefit from the in-process fuzzer is negligible.
733* If the target library runs persistent threads (that outlive
734 execution of one test) the fuzzing results will be unreliable.
735
736Q. So, what exactly this Fuzzer is good for?
737--------------------------------------------
738
739This Fuzzer might be a good choice for testing libraries that have relatively
Kostya Serebryany241fb612016-03-12 03:23:02 +0000740small inputs, each input takes < 10ms to run, and the library code is not expected
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000741to crash on invalid inputs.
Kostya Serebryany241fb612016-03-12 03:23:02 +0000742Examples: regular expression matchers, text or binary format parsers, compression,
743network, crypto.
Kostya Serebryany35ce8632015-03-30 23:05:30 +0000744
George Karpenkov0ab4f062017-04-24 17:28:32 +0000745
Kostya Serebryanyfab4fba2015-08-11 01:53:45 +0000746Trophies
747========
748* GLIBC: https://sourceware.org/glibc/wiki/FuzzingLibc
Kostya Serebryanyfdf44182015-08-11 04:16:37 +0000749
Kostya Serebryany6128fcf2016-06-02 06:06:34 +0000750* 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 +0000751
Kostya Serebryany928eb332015-10-12 18:15:42 +0000752* `pugixml <https://github.com/zeux/pugixml/issues/39>`_
Kostya Serebryanyfdf44182015-08-11 04:16:37 +0000753
Kostya Serebryany45dac2a2015-10-10 02:14:18 +0000754* PCRE: Search for "LLVM fuzzer" in http://vcs.pcre.org/pcre2/code/trunk/ChangeLog?view=markup;
Kostya Serebryany928eb332015-10-12 18:15:42 +0000755 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 +0000756
Kostya Serebryany928eb332015-10-12 18:15:42 +0000757* `ICU <http://bugs.icu-project.org/trac/ticket/11838>`_
Kostya Serebryanyed483772015-08-11 20:34:48 +0000758
Kostya Serebryany928eb332015-10-12 18:15:42 +0000759* `Freetype <https://savannah.nongnu.org/search/?words=LibFuzzer&type_of_search=bugs&Search=Search&exact=1#options>`_
Kostya Serebryany62921282015-09-11 16:34:14 +0000760
Kostya Serebryany928eb332015-10-12 18:15:42 +0000761* `Harfbuzz <https://github.com/behdad/harfbuzz/issues/139>`_
762
Kostya Serebryany240a1592015-11-11 05:25:24 +0000763* `SQLite <http://www3.sqlite.org/cgi/src/info/088009efdd56160b>`_
Kostya Serebryany65e71262015-11-11 05:20:55 +0000764
Kostya Serebryany12fa3b52015-11-13 02:44:16 +0000765* `Python <http://bugs.python.org/issue25388>`_
766
Kostya Serebryanyfece6742016-04-18 18:41:25 +0000767* 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 +0000768
Kostya Serebryany928eb332015-10-12 18:15:42 +0000769* `Libxml2
Kostya Serebryany0d234c32016-03-29 23:13:25 +0000770 <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 +0000771
Kostya Serebryany240a1592015-11-11 05:25:24 +0000772* `Linux Kernel's BPF verifier <https://github.com/iovisor/bpf-fuzzer>`_
Kostya Serebryany62921282015-09-11 16:34:14 +0000773
Kostya Serebryany6128fcf2016-06-02 06:06:34 +0000774* Capstone: `[1] <https://github.com/aquynh/capstone/issues/600>`__ `[2] <https://github.com/aquynh/capstone/commit/6b88d1d51eadf7175a8f8a11b690684443b11359>`__
775
776* 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 +0000777
778* Radare2: `[1] <https://github.com/revskills?tab=contributions&from=2016-04-09>`__
779
780* 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>`__
781
Kostya Serebryany62023f22016-05-06 20:14:48 +0000782* WOFF2: `[1] <https://github.com/google/woff2/commit/a15a8ab>`__
783
Kostya Serebryanyf5bb42c2016-08-13 00:12:32 +0000784* 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 +0000785
Kostya Serebryany924978b2017-01-18 00:45:02 +0000786* Tensorflow: `[1] <https://da-data.blogspot.com/2017/01/finding-bugs-in-tensorflow-with.html>`__
Kostya Serebryany42909a62016-10-21 20:01:45 +0000787
Kostya Serebryany047485e2016-11-12 02:55:45 +0000788* 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 +0000789
Kostya Serebryany23f28e62017-04-14 20:11:16 +0000790* `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>`_
791
Kostya Serebryany79677382015-03-31 21:39:38 +0000792.. _pcre2: http://www.pcre.org/
Kostya Serebryany79677382015-03-31 21:39:38 +0000793.. _AFL: http://lcamtuf.coredump.cx/afl/
Kostya Serebryanycbefff72016-10-27 20:45:35 +0000794.. _Radamsa: https://github.com/aoh/radamsa
Alexey Samsonov675e5392015-04-27 22:50:06 +0000795.. _SanitizerCoverage: http://clang.llvm.org/docs/SanitizerCoverage.html
Kostya Serebryanyb17e2982015-07-31 21:48:10 +0000796.. _SanitizerCoverageTraceDataFlow: http://clang.llvm.org/docs/SanitizerCoverage.html#tracing-data-flow
Kostya Serebryany9e1a2382016-03-29 23:07:36 +0000797.. _AddressSanitizer: http://clang.llvm.org/docs/AddressSanitizer.html
Kostya Serebryany2fe93042016-04-29 18:49:55 +0000798.. _LeakSanitizer: http://clang.llvm.org/docs/LeakSanitizer.html
Kostya Serebryany5e593a42015-04-08 06:16:11 +0000799.. _Heartbleed: http://en.wikipedia.org/wiki/Heartbleed
Kostya Serebryany926b9bd2015-05-22 22:43:05 +0000800.. _FuzzerInterface.h: https://github.com/llvm-mirror/llvm/blob/master/lib/Fuzzer/FuzzerInterface.h
Kostya Serebryany7456af52016-04-28 15:19:05 +0000801.. _3.7.0: http://llvm.org/releases/3.7.0/docs/LibFuzzer.html
802.. _building Clang from trunk: http://clang.llvm.org/get_started.html
803.. _MemorySanitizer: http://clang.llvm.org/docs/MemorySanitizer.html
804.. _UndefinedBehaviorSanitizer: http://clang.llvm.org/docs/UndefinedBehaviorSanitizer.html
805.. _`coverage counters`: http://clang.llvm.org/docs/SanitizerCoverage.html#coverage-counters
Kostya Serebryanyaafa0b02016-08-23 23:43:08 +0000806.. _`value profile`: #value-profile
Kostya Serebryany7456af52016-04-28 15:19:05 +0000807.. _`caller-callee pairs`: http://clang.llvm.org/docs/SanitizerCoverage.html#caller-callee-coverage
808.. _BoringSSL: https://boringssl.googlesource.com/boringssl/
809.. _`fuzz various parts of LLVM itself`: `Fuzzing components of LLVM`_