1=======================================================
2libFuzzer – a library for coverage-guided fuzz testing.
3=======================================================
4.. contents::
5   :local:
6   :depth: 1
7
8Introduction
9============
10
11LibFuzzer is in-process, coverage-guided, evolutionary fuzzing engine.
12
13LibFuzzer is linked with the library under test, and feeds fuzzed inputs to the
14library via a specific fuzzing entrypoint (aka "target function"); the fuzzer
15then tracks which areas of the code are reached, and generates mutations on the
16corpus of input data in order to maximize the code coverage.
17The code coverage
18information for libFuzzer is provided by LLVM's SanitizerCoverage_
19instrumentation.
20
21Contact: libfuzzer(#)googlegroups.com
22
23Versions
24========
25
26LibFuzzer is under active development so you will need the current
27(or at least a very recent) version of the Clang compiler (see `building Clang from trunk`_)
28
29Refer to https://releases.llvm.org/5.0.0/docs/LibFuzzer.html for documentation on the older version.
30
31
32Getting Started
33===============
34
35.. contents::
36   :local:
37   :depth: 1
38
39Fuzz Target
40-----------
41
42The first step in using libFuzzer on a library is to implement a
43*fuzz target* -- a function that accepts an array of bytes and
44does something interesting with these bytes using the API under test.
45Like this:
46
47.. code-block:: c++
48
49  // fuzz_target.cc
50  extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) {
51    DoSomethingInterestingWithMyAPI(Data, Size);
52    return 0;  // Non-zero return values are reserved for future use.
53  }
54
55Note that this fuzz target does not depend on libFuzzer in any way
56and so it is possible and even desirable to use it with other fuzzing engines
57e.g. AFL_ and/or Radamsa_.
58
59Some important things to remember about fuzz targets:
60
61* The fuzzing engine will execute the fuzz target many times with different inputs in the same process.
62* It must tolerate any kind of input (empty, huge, malformed, etc).
63* It must not `exit()` on any input.
64* It may use threads but ideally all threads should be joined at the end of the function.
65* It must be as deterministic as possible. Non-determinism (e.g. random decisions not based on the input bytes) will make fuzzing inefficient.
66* It must be fast. Try avoiding cubic or greater complexity, logging, or excessive memory consumption.
67* Ideally, it should not modify any global state (although that's not strict).
68* 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.
69
70
71Fuzzer Usage
72------------
73
74Recent versions of Clang (starting from 6.0) include libFuzzer, and no extra installation is necessary.
75
76In order to build your fuzzer binary, use the `-fsanitize=fuzzer` flag during the
77compilation and linking. In most cases you may want to combine libFuzzer with
78AddressSanitizer_ (ASAN), UndefinedBehaviorSanitizer_ (UBSAN), or both.  You can
79also build with MemorySanitizer_ (MSAN), but support is experimental::
80
81   clang -g -O1 -fsanitize=fuzzer                         mytarget.c # Builds the fuzz target w/o sanitizers
82   clang -g -O1 -fsanitize=fuzzer,address                 mytarget.c # Builds the fuzz target with ASAN
83   clang -g -O1 -fsanitize=fuzzer,signed-integer-overflow mytarget.c # Builds the fuzz target with a part of UBSAN
84   clang -g -O1 -fsanitize=fuzzer,memory                  mytarget.c # Builds the fuzz target with MSAN
85
86This will perform the necessary instrumentation, as well as linking with the libFuzzer library.
87Note that ``-fsanitize=fuzzer`` links in the libFuzzer's ``main()`` symbol.
88
89If modifying ``CFLAGS`` of a large project, which also compiles executables
90requiring their own ``main`` symbol, it may be desirable to request just the
91instrumentation without linking::
92
93   clang -fsanitize=fuzzer-no-link mytarget.c
94
95Then libFuzzer can be linked to the desired driver by passing in
96``-fsanitize=fuzzer`` during the linking stage.
97
98.. _libfuzzer-corpus:
99
100Corpus
101------
102
103Coverage-guided fuzzers like libFuzzer rely on a corpus of sample inputs for the
104code under test.  This corpus should ideally be seeded with a varied collection
105of valid and invalid inputs for the code under test; for example, for a graphics
106library the initial corpus might hold a variety of different small PNG/JPG/GIF
107files.  The fuzzer generates random mutations based around the sample inputs in
108the current corpus.  If a mutation triggers execution of a previously-uncovered
109path in the code under test, then that mutation is saved to the corpus for
110future variations.
111
112LibFuzzer will work without any initial seeds, but will be less
113efficient if the library under test accepts complex,
114structured inputs.
115
116The corpus can also act as a sanity/regression check, to confirm that the
117fuzzing entrypoint still works and that all of the sample inputs run through
118the code under test without problems.
119
120If you have a large corpus (either generated by fuzzing or acquired by other means)
121you may want to minimize it while still preserving the full coverage. One way to do that
122is to use the `-merge=1` flag:
123
124.. code-block:: console
125
126  mkdir NEW_CORPUS_DIR  # Store minimized corpus here.
127  ./my_fuzzer -merge=1 NEW_CORPUS_DIR FULL_CORPUS_DIR
128
129You may use the same flag to add more interesting items to an existing corpus.
130Only the inputs that trigger new coverage will be added to the first corpus.
131
132.. code-block:: console
133
134  ./my_fuzzer -merge=1 CURRENT_CORPUS_DIR NEW_POTENTIALLY_INTERESTING_INPUTS_DIR
135
136Running
137-------
138
139To run the fuzzer, first create a Corpus_ directory that holds the
140initial "seed" sample inputs:
141
142.. code-block:: console
143
144  mkdir CORPUS_DIR
145  cp /some/input/samples/* CORPUS_DIR
146
147Then run the fuzzer on the corpus directory:
148
149.. code-block:: console
150
151  ./my_fuzzer CORPUS_DIR  # -max_len=1000 -jobs=20 ...
152
153As the fuzzer discovers new interesting test cases (i.e. test cases that
154trigger coverage of new paths through the code under test), those test cases
155will be added to the corpus directory.
156
157By default, the fuzzing process will continue indefinitely – at least until
158a bug is found.  Any crashes or sanitizer failures will be reported as usual,
159stopping the fuzzing process, and the particular input that triggered the bug
160will be written to disk (typically as ``crash-<sha1>``, ``leak-<sha1>``,
161or ``timeout-<sha1>``).
162
163
164Parallel Fuzzing
165----------------
166
167Each libFuzzer process is single-threaded, unless the library under test starts
168its own threads.  However, it is possible to run multiple libFuzzer processes in
169parallel with a shared corpus directory; this has the advantage that any new
170inputs found by one fuzzer process will be available to the other fuzzer
171processes (unless you disable this with the ``-reload=0`` option).
172
173This is primarily controlled by the ``-jobs=N`` option, which indicates that
174that `N` fuzzing jobs should be run to completion (i.e. until a bug is found or
175time/iteration limits are reached).  These jobs will be run across a set of
176worker processes, by default using half of the available CPU cores; the count of
177worker processes can be overridden by the ``-workers=N`` option.  For example,
178running with ``-jobs=30`` on a 12-core machine would run 6 workers by default,
179with each worker averaging 5 bugs by completion of the entire process.
180
181Fork mode
182---------
183
184**Experimental** mode ``-fork=N`` (where ``N`` is the number of parallel jobs)
185enables oom-, timeout-, and crash-resistant
186fuzzing with separate processes (using ``fork-exec``, not just ``fork``).
187
188The top libFuzzer process will not do any fuzzing itself, but will
189spawn up to ``N`` concurrent child processes providing them
190small random subsets of the corpus. After a child exits, the top process
191merges the corpus generated by the child back to the main corpus.
192
193Related flags:
194
195``-ignore_ooms``
196  True by default. If an OOM happens during fuzzing in one of the child processes,
197  the reproducer is saved on disk, and fuzzing continues.
198``-ignore_timeouts``
199  True by default, same as ``-ignore_ooms``, but for timeouts.
200``-ignore_crashes``
201  False by default, same as ``-ignore_ooms``, but for all other crashes.
202
203The plan is to eventually replace ``-jobs=N`` and ``-workers=N`` with ``-fork=N``.
204
205Resuming merge
206--------------
207
208Merging large corpora may be time consuming, and it is often desirable to do it
209on preemptable VMs, where the process may be killed at any time.
210In order to seamlessly resume the merge, use the ``-merge_control_file`` flag
211and use ``killall -SIGUSR1 /path/to/fuzzer/binary`` to stop the merge gracefully. Example:
212
213.. code-block:: console
214
215  % rm -f SomeLocalPath
216  % ./my_fuzzer CORPUS1 CORPUS2 -merge=1 -merge_control_file=SomeLocalPath
217  ...
218  MERGE-INNER: using the control file 'SomeLocalPath'
219  ...
220  # While this is running, do `killall -SIGUSR1 my_fuzzer` in another console
221  ==9015== INFO: libFuzzer: exiting as requested
222
223  # This will leave the file SomeLocalPath with the partial state of the merge.
224  # Now, you can continue the merge by executing the same command. The merge
225  # will continue from where it has been interrupted.
226  % ./my_fuzzer CORPUS1 CORPUS2 -merge=1 -merge_control_file=SomeLocalPath
227  ...
228  MERGE-OUTER: non-empty control file provided: 'SomeLocalPath'
229  MERGE-OUTER: control file ok, 32 files total, first not processed file 20
230  ...
231
232Options
233=======
234
235To run the fuzzer, pass zero or more corpus directories as command line
236arguments.  The fuzzer will read test inputs from each of these corpus
237directories, and any new test inputs that are generated will be written
238back to the first corpus directory:
239
240.. code-block:: console
241
242  ./fuzzer [-flag1=val1 [-flag2=val2 ...] ] [dir1 [dir2 ...] ]
243
244If a list of files (rather than directories) are passed to the fuzzer program,
245then it will re-run those files as test inputs but will not perform any fuzzing.
246In this mode the fuzzer binary can be used as a regression test (e.g. on a
247continuous integration system) to check the target function and saved inputs
248still work.
249
250The most important command line options are:
251
252``-help``
253  Print help message (``-help=1``).
254``-seed``
255  Random seed. If 0 (the default), the seed is generated.
256``-runs``
257  Number of individual test runs, -1 (the default) to run indefinitely.
258``-max_len``
259  Maximum length of a test input. If 0 (the default), libFuzzer tries to guess
260  a good value based on the corpus (and reports it).
261``-len_control``
262  Try generating small inputs first, then try larger inputs over time.
263  Specifies the rate at which the length limit is increased (smaller == faster).
264  Default is 100. If 0, immediately try inputs with size up to max_len.
265``-timeout``
266  Timeout in seconds, default 1200. If an input takes longer than this timeout,
267  the process is treated as a failure case.
268``-rss_limit_mb``
269  Memory usage limit in Mb, default 2048. Use 0 to disable the limit.
270  If an input requires more than this amount of RSS memory to execute,
271  the process is treated as a failure case.
272  The limit is checked in a separate thread every second.
273  If running w/o ASAN/MSAN, you may use 'ulimit -v' instead.
274``-malloc_limit_mb``
275  If non-zero, the fuzzer will exit if the target tries to allocate this
276  number of Mb with one malloc call.
277  If zero (default) same limit as rss_limit_mb is applied.
278``-timeout_exitcode``
279  Exit code (default 77) used if libFuzzer reports a timeout.
280``-error_exitcode``
281  Exit code (default 77) used if libFuzzer itself (not a sanitizer) reports a bug (leak, OOM, etc).
282``-max_total_time``
283  If positive, indicates the maximum total time in seconds to run the fuzzer.
284  If 0 (the default), run indefinitely.
285``-merge``
286  If set to 1, any corpus inputs from the 2nd, 3rd etc. corpus directories
287  that trigger new code coverage will be merged into the first corpus
288  directory.  Defaults to 0. This flag can be used to minimize a corpus.
289``-merge_control_file``
290  Specify a control file used for the merge process.
291  If a merge process gets killed it tries to leave this file in a state
292  suitable for resuming the merge. By default a temporary file will be used.
293``-minimize_crash``
294  If 1, minimizes the provided crash input.
295  Use with -runs=N or -max_total_time=N to limit the number of attempts.
296``-reload``
297  If set to 1 (the default), the corpus directory is re-read periodically to
298  check for new inputs; this allows detection of new inputs that were discovered
299  by other fuzzing processes.
300``-jobs``
301  Number of fuzzing jobs to run to completion. Default value is 0, which runs a
302  single fuzzing process until completion.  If the value is >= 1, then this
303  number of jobs performing fuzzing are run, in a collection of parallel
304  separate worker processes; each such worker process has its
305  ``stdout``/``stderr`` redirected to ``fuzz-<JOB>.log``.
306``-workers``
307  Number of simultaneous worker processes to run the fuzzing jobs to completion
308  in. If 0 (the default), ``min(jobs, NumberOfCpuCores()/2)`` is used.
309``-dict``
310  Provide a dictionary of input keywords; see Dictionaries_.
311``-use_counters``
312  Use `coverage counters`_ to generate approximate counts of how often code
313  blocks are hit; defaults to 1.
314``-reduce_inputs``
315  Try to reduce the size of inputs while preserving their full feature sets;
316  defaults to 1.
317``-use_value_profile``
318  Use `value profile`_ to guide corpus expansion; defaults to 0.
319``-only_ascii``
320  If 1, generate only ASCII (``isprint``+``isspace``) inputs. Defaults to 0.
321``-artifact_prefix``
322  Provide a prefix to use when saving fuzzing artifacts (crash, timeout, or
323  slow inputs) as ``$(artifact_prefix)file``.  Defaults to empty.
324``-exact_artifact_path``
325  Ignored if empty (the default).  If non-empty, write the single artifact on
326  failure (crash, timeout) as ``$(exact_artifact_path)``. This overrides
327  ``-artifact_prefix`` and will not use checksum in the file name. Do not use
328  the same path for several parallel processes.
329``-print_pcs``
330  If 1, print out newly covered PCs. Defaults to 0.
331``-print_final_stats``
332  If 1, print statistics at exit.  Defaults to 0.
333``-detect_leaks``
334  If 1 (default) and if LeakSanitizer is enabled
335  try to detect memory leaks during fuzzing (i.e. not only at shut down).
336``-close_fd_mask``
337  Indicate output streams to close at startup. Be careful, this will
338  remove diagnostic output from target code (e.g. messages on assert failure).
339
340   - 0 (default): close neither ``stdout`` nor ``stderr``
341   - 1 : close ``stdout``
342   - 2 : close ``stderr``
343   - 3 : close both ``stdout`` and ``stderr``.
344
345For the full list of flags run the fuzzer binary with ``-help=1``.
346
347Output
348======
349
350During operation the fuzzer prints information to ``stderr``, for example::
351
352  INFO: Seed: 1523017872
353  INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0),
354  INFO: -max_len is not provided, using 64
355  INFO: A corpus is not provided, starting from an empty corpus
356  #0	READ units: 1
357  #1	INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb
358  #3811	NEW    cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte-
359  #3827	NEW    cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart-
360  #3963	NEW    cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit-
361  #4167	NEW    cov: 7 ft: 6 corp: 5/9b exec/s: 0 rss: 25Mb L: 3 MS: 1 InsertByte-
362  ...
363
364The early parts of the output include information about the fuzzer options and
365configuration, including the current random seed (in the ``Seed:`` line; this
366can be overridden with the ``-seed=N`` flag).
367
368Further output lines have the form of an event code and statistics.  The
369possible event codes are:
370
371``READ``
372  The fuzzer has read in all of the provided input samples from the corpus
373  directories.
374``INITED``
375  The fuzzer has completed initialization, which includes running each of
376  the initial input samples through the code under test.
377``NEW``
378  The fuzzer has created a test input that covers new areas of the code
379  under test.  This input will be saved to the primary corpus directory.
380``REDUCE``
381  The fuzzer has found a better (smaller) input that triggers previously
382  discovered features (set ``-reduce_inputs=0`` to disable).
383``pulse``
384  The fuzzer has generated 2\ :sup:`n` inputs (generated periodically to reassure
385  the user that the fuzzer is still working).
386``DONE``
387  The fuzzer has completed operation because it has reached the specified
388  iteration limit (``-runs``) or time limit (``-max_total_time``).
389``RELOAD``
390  The fuzzer is performing a periodic reload of inputs from the corpus
391  directory; this allows it to discover any inputs discovered by other
392  fuzzer processes (see `Parallel Fuzzing`_).
393
394Each output line also reports the following statistics (when non-zero):
395
396``cov:``
397  Total number of code blocks or edges covered by executing the current corpus.
398``ft:``
399  libFuzzer uses different signals to evaluate the code coverage:
400  edge coverage, edge counters, value profiles, indirect caller/callee pairs, etc.
401  These signals combined are called *features* (`ft:`).
402``corp:``
403  Number of entries in the current in-memory test corpus and its size in bytes.
404``lim:``
405  Current limit on the length of new entries in the corpus.  Increases over time
406  until the max length (``-max_len``) is reached.
407``exec/s:``
408  Number of fuzzer iterations per second.
409``rss:``
410  Current memory consumption.
411
412For ``NEW`` and ``REDUCE`` events, the output line also includes information
413about the mutation operation that produced the new input:
414
415``L:``
416  Size of the new input in bytes.
417``MS: <n> <operations>``
418  Count and list of the mutation operations used to generate the input.
419
420
421Examples
422========
423.. contents::
424   :local:
425   :depth: 1
426
427Toy example
428-----------
429
430A simple function that does something interesting if it receives the input
431"HI!"::
432
433  cat << EOF > test_fuzzer.cc
434  #include <stdint.h>
435  #include <stddef.h>
436  extern "C" int LLVMFuzzerTestOneInput(const uint8_t *data, size_t size) {
437    if (size > 0 && data[0] == 'H')
438      if (size > 1 && data[1] == 'I')
439         if (size > 2 && data[2] == '!')
440         __builtin_trap();
441    return 0;
442  }
443  EOF
444  # Build test_fuzzer.cc with asan and link against libFuzzer.
445  clang++ -fsanitize=address,fuzzer test_fuzzer.cc
446  # Run the fuzzer with no corpus.
447  ./a.out
448
449You should get an error pretty quickly::
450
451  INFO: Seed: 1523017872
452  INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0),
453  INFO: -max_len is not provided, using 64
454  INFO: A corpus is not provided, starting from an empty corpus
455  #0	READ units: 1
456  #1	INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb
457  #3811	NEW    cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte-
458  #3827	NEW    cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart-
459  #3963	NEW    cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit-
460  #4167	NEW    cov: 7 ft: 6 corp: 5/9b exec/s: 0 rss: 25Mb L: 3 MS: 1 InsertByte-
461  ==31511== ERROR: libFuzzer: deadly signal
462  ...
463  artifact_prefix='./'; Test unit written to ./crash-b13e8756b13a00cf168300179061fb4b91fefbed
464
465
466More examples
467-------------
468
469Examples of real-life fuzz targets and the bugs they find can be found
470at http://tutorial.libfuzzer.info. Among other things you can learn how
471to detect Heartbleed_ in one second.
472
473
474Advanced features
475=================
476.. contents::
477   :local:
478   :depth: 1
479
480Dictionaries
481------------
482LibFuzzer supports user-supplied dictionaries with input language keywords
483or other interesting byte sequences (e.g. multi-byte magic values).
484Use ``-dict=DICTIONARY_FILE``. For some input languages using a dictionary
485may significantly improve the search speed.
486The dictionary syntax is similar to that used by AFL_ for its ``-x`` option::
487
488  # Lines starting with '#' and empty lines are ignored.
489
490  # Adds "blah" (w/o quotes) to the dictionary.
491  kw1="blah"
492  # Use \\ for backslash and \" for quotes.
493  kw2="\"ac\\dc\""
494  # Use \xAB for hex values
495  kw3="\xF7\xF8"
496  # the name of the keyword followed by '=' may be omitted:
497  "foo\x0Abar"
498
499
500
501Tracing CMP instructions
502------------------------
503
504With an additional compiler flag ``-fsanitize-coverage=trace-cmp``
505(on by default as part of ``-fsanitize=fuzzer``, see SanitizerCoverageTraceDataFlow_)
506libFuzzer will intercept CMP instructions and guide mutations based
507on the arguments of intercepted CMP instructions. This may slow down
508the fuzzing but is very likely to improve the results.
509
510Value Profile
511-------------
512
513With  ``-fsanitize-coverage=trace-cmp`` (default with ``-fsanitize=fuzzer``)
514and extra run-time flag ``-use_value_profile=1`` the fuzzer will
515collect value profiles for the parameters of compare instructions
516and treat some new values as new coverage.
517
518The current implementation does roughly the following:
519
520* The compiler instruments all CMP instructions with a callback that receives both CMP arguments.
521* The callback computes `(caller_pc&4095) | (popcnt(Arg1 ^ Arg2) << 12)` and uses this value to set a bit in a bitset.
522* Every new observed bit in the bitset is treated as new coverage.
523
524
525This feature has a potential to discover many interesting inputs,
526but there are two downsides.
527First, the extra instrumentation may bring up to 2x additional slowdown.
528Second, the corpus may grow by several times.
529
530Fuzzer-friendly build mode
531---------------------------
532Sometimes the code under test is not fuzzing-friendly. Examples:
533
534  - The target code uses a PRNG seeded e.g. by system time and
535    thus two consequent invocations may potentially execute different code paths
536    even if the end result will be the same. This will cause a fuzzer to treat
537    two similar inputs as significantly different and it will blow up the test corpus.
538    E.g. libxml uses ``rand()`` inside its hash table.
539  - The target code uses checksums to protect from invalid inputs.
540    E.g. png checks CRC for every chunk.
541
542In many cases it makes sense to build a special fuzzing-friendly build
543with certain fuzzing-unfriendly features disabled. We propose to use a common build macro
544for all such cases for consistency: ``FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION``.
545
546.. code-block:: c++
547
548  void MyInitPRNG() {
549  #ifdef FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION
550    // In fuzzing mode the behavior of the code should be deterministic.
551    srand(0);
552  #else
553    srand(time(0));
554  #endif
555  }
556
557
558
559AFL compatibility
560-----------------
561LibFuzzer can be used together with AFL_ on the same test corpus.
562Both fuzzers expect the test corpus to reside in a directory, one file per input.
563You can run both fuzzers on the same corpus, one after another:
564
565.. code-block:: console
566
567  ./afl-fuzz -i testcase_dir -o findings_dir /path/to/program @@
568  ./llvm-fuzz testcase_dir findings_dir  # Will write new tests to testcase_dir
569
570Periodically restart both fuzzers so that they can use each other's findings.
571Currently, there is no simple way to run both fuzzing engines in parallel while sharing the same corpus dir.
572
573You may also use AFL on your target function ``LLVMFuzzerTestOneInput``:
574see an example `here <https://github.com/llvm/llvm-project/tree/main/compiler-rt/lib/fuzzer/afl>`__.
575
576How good is my fuzzer?
577----------------------
578
579Once you implement your target function ``LLVMFuzzerTestOneInput`` and fuzz it to death,
580you will want to know whether the function or the corpus can be improved further.
581One easy to use metric is, of course, code coverage.
582
583We recommend to use
584`Clang Coverage <https://clang.llvm.org/docs/SourceBasedCodeCoverage.html>`_,
585to visualize and study your code coverage
586(`example <https://github.com/google/fuzzer-test-suite/blob/master/tutorial/libFuzzerTutorial.md#visualizing-coverage>`_).
587
588
589User-supplied mutators
590----------------------
591
592LibFuzzer allows to use custom (user-supplied) mutators, see
593`Structure-Aware Fuzzing <https://github.com/google/fuzzing/blob/master/docs/structure-aware-fuzzing.md>`_
594for more details.
595
596Startup initialization
597----------------------
598If the library being tested needs to be initialized, there are several options.
599
600The simplest way is to have a statically initialized global object inside
601`LLVMFuzzerTestOneInput` (or in global scope if that works for you):
602
603.. code-block:: c++
604
605  extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) {
606    static bool Initialized = DoInitialization();
607    ...
608
609Alternatively, you may define an optional init function and it will receive
610the program arguments that you can read and modify. Do this **only** if you
611really need to access ``argv``/``argc``.
612
613.. code-block:: c++
614
615   extern "C" int LLVMFuzzerInitialize(int *argc, char ***argv) {
616    ReadAndMaybeModify(argc, argv);
617    return 0;
618   }
619
620Using libFuzzer as a library
621----------------------------
622If the code being fuzzed must provide its own `main`, it's possible to
623invoke libFuzzer as a library. Be sure to pass ``-fsanitize=fuzzer-no-link``
624during compilation, and link your binary against the no-main version of
625libFuzzer. On Linux installations, this is typically located at:
626
627.. code-block:: bash
628
629  /usr/lib/<llvm-version>/lib/clang/<clang-version>/lib/linux/libclang_rt.fuzzer_no_main-<architecture>.a
630
631If building libFuzzer from source, this is located at the following path
632in the build output directory:
633
634.. code-block:: bash
635
636  lib/linux/libclang_rt.fuzzer_no_main-<architecture>.a
637
638From here, the code can do whatever setup it requires, and when it's ready
639to start fuzzing, it can call `LLVMFuzzerRunDriver`, passing in the program
640arguments and a callback. This callback is invoked just like
641`LLVMFuzzerTestOneInput`, and has the same signature.
642
643.. code-block:: c++
644
645  extern "C" int LLVMFuzzerRunDriver(int *argc, char ***argv,
646                    int (*UserCb)(const uint8_t *Data, size_t Size));
647
648
649
650Leaks
651-----
652
653Binaries built with AddressSanitizer_ or LeakSanitizer_ will try to detect
654memory leaks at the process shutdown.
655For in-process fuzzing this is inconvenient
656since the fuzzer needs to report a leak with a reproducer as soon as the leaky
657mutation is found. However, running full leak detection after every mutation
658is expensive.
659
660By default (``-detect_leaks=1``) libFuzzer will count the number of
661``malloc`` and ``free`` calls when executing every mutation.
662If the numbers don't match (which by itself doesn't mean there is a leak)
663libFuzzer will invoke the more expensive LeakSanitizer_
664pass and if the actual leak is found, it will be reported with the reproducer
665and the process will exit.
666
667If your target has massive leaks and the leak detection is disabled
668you will eventually run out of RAM (see the ``-rss_limit_mb`` flag).
669
670
671Developing libFuzzer
672====================
673
674LibFuzzer is built as a part of LLVM project by default on macos and Linux.
675Users of other operating systems can explicitly request compilation using
676``-DCOMPILER_RT_BUILD_LIBFUZZER=ON`` flag.
677Tests are run using ``check-fuzzer`` target from the build directory
678which was configured with ``-DCOMPILER_RT_INCLUDE_TESTS=ON`` flag.
679
680.. code-block:: console
681
682    ninja check-fuzzer
683
684
685FAQ
686=========================
687
688Q. Why doesn't libFuzzer use any of the LLVM support?
689-----------------------------------------------------
690
691There are two reasons.
692
693First, we want this library to be used outside of the LLVM without users having to
694build the rest of LLVM. This may sound unconvincing for many LLVM folks,
695but in practice the need for building the whole LLVM frightens many potential
696users -- and we want more users to use this code.
697
698Second, there is a subtle technical reason not to rely on the rest of LLVM, or
699any other large body of code (maybe not even STL). When coverage instrumentation
700is enabled, it will also instrument the LLVM support code which will blow up the
701coverage set of the process (since the fuzzer is in-process). In other words, by
702using more external dependencies we will slow down the fuzzer while the main
703reason for it to exist is extreme speed.
704
705Q. Does libFuzzer Support Windows?
706------------------------------------------------------------------------------------
707
708Yes, libFuzzer now supports Windows. Initial support was added in r341082.
709Any build of Clang 9 supports it. You can download a build of Clang for Windows
710that has libFuzzer from
711`LLVM Snapshot Builds <https://llvm.org/builds/>`_.
712
713Using libFuzzer on Windows without ASAN is unsupported. Building fuzzers with the
714``/MD`` (dynamic runtime library) compile option is unsupported. Support for these
715may be added in the future. Linking fuzzers with the ``/INCREMENTAL`` link option
716(or the ``/DEBUG`` option which implies it) is also unsupported.
717
718Send any questions or comments to the mailing list: libfuzzer(#)googlegroups.com
719
720Q. When libFuzzer is not a good solution for a problem?
721---------------------------------------------------------
722
723* If the test inputs are validated by the target library and the validator
724  asserts/crashes on invalid inputs, in-process fuzzing is not applicable.
725* Bugs in the target library may accumulate without being detected. E.g. a memory
726  corruption that goes undetected at first and then leads to a crash while
727  testing another input. This is why it is highly recommended to run this
728  in-process fuzzer with all sanitizers to detect most bugs on the spot.
729* It is harder to protect the in-process fuzzer from excessive memory
730  consumption and infinite loops in the target library (still possible).
731* The target library should not have significant global state that is not
732  reset between the runs.
733* Many interesting target libraries are not designed in a way that supports
734  the in-process fuzzer interface (e.g. require a file path instead of a
735  byte array).
736* If a single test run takes a considerable fraction of a second (or
737  more) the speed benefit from the in-process fuzzer is negligible.
738* If the target library runs persistent threads (that outlive
739  execution of one test) the fuzzing results will be unreliable.
740
741Q. So, what exactly this Fuzzer is good for?
742--------------------------------------------
743
744This Fuzzer might be a good choice for testing libraries that have relatively
745small inputs, each input takes < 10ms to run, and the library code is not expected
746to crash on invalid inputs.
747Examples: regular expression matchers, text or binary format parsers, compression,
748network, crypto.
749
750Q. LibFuzzer crashes on my complicated fuzz target (but works fine for me on smaller targets).
751----------------------------------------------------------------------------------------------
752
753Check if your fuzz target uses ``dlclose``.
754Currently, libFuzzer doesn't support targets that call ``dlclose``,
755this may be fixed in future.
756
757
758Trophies
759========
760* Thousands of bugs found on OSS-Fuzz:  https://opensource.googleblog.com/2017/05/oss-fuzz-five-months-later-and.html
761
762* GLIBC: https://sourceware.org/glibc/wiki/FuzzingLibc
763
764* 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>`__
765
766* `pugixml <https://github.com/zeux/pugixml/issues/39>`_
767
768* PCRE: Search for "LLVM fuzzer" in http://vcs.pcre.org/pcre2/code/trunk/ChangeLog?view=markup;
769  also in `bugzilla <https://bugs.exim.org/buglist.cgi?bug_status=__all__&content=libfuzzer&no_redirect=1&order=Importance&product=PCRE&query_format=specific>`_
770
771* `ICU <http://bugs.icu-project.org/trac/ticket/11838>`_
772
773* `Freetype <https://savannah.nongnu.org/search/?words=LibFuzzer&type_of_search=bugs&Search=Search&exact=1#options>`_
774
775* `Harfbuzz <https://github.com/behdad/harfbuzz/issues/139>`_
776
777* `SQLite <http://www3.sqlite.org/cgi/src/info/088009efdd56160b>`_
778
779* `Python <http://bugs.python.org/issue25388>`_
780
781* 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>`_
782
783* `Libxml2
784  <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)
785
786* `Linux Kernel's BPF verifier <https://github.com/iovisor/bpf-fuzzer>`_
787
788* `Linux Kernel's Crypto code <https://www.spinics.net/lists/stable/msg199712.html>`_
789
790* Capstone: `[1] <https://github.com/aquynh/capstone/issues/600>`__ `[2] <https://github.com/aquynh/capstone/commit/6b88d1d51eadf7175a8f8a11b690684443b11359>`__
791
792* 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>`__
793
794* Radare2: `[1] <https://github.com/revskills?tab=contributions&from=2016-04-09>`__
795
796* 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>`__
797
798* WOFF2: `[1] <https://github.com/google/woff2/commit/a15a8ab>`__
799
800* LLVM: `Clang <https://bugs.llvm.org/show_bug.cgi?id=23057>`_, `Clang-format <https://bugs.llvm.org/show_bug.cgi?id=23052>`_, `libc++ <https://bugs.llvm.org/show_bug.cgi?id=24411>`_, `llvm-as <https://bugs.llvm.org/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.
801
802* Tensorflow: `[1] <https://da-data.blogspot.com/2017/01/finding-bugs-in-tensorflow-with.html>`__
803
804* 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>`__
805
806* `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>`_
807
808* `QEMU <https://researchcenter.paloaltonetworks.com/2017/09/unit42-palo-alto-networks-discovers-new-qemu-vulnerability/>`_
809
810.. _pcre2: http://www.pcre.org/
811.. _AFL: http://lcamtuf.coredump.cx/afl/
812.. _Radamsa: https://github.com/aoh/radamsa
813.. _SanitizerCoverage: https://clang.llvm.org/docs/SanitizerCoverage.html
814.. _SanitizerCoverageTraceDataFlow: https://clang.llvm.org/docs/SanitizerCoverage.html#tracing-data-flow
815.. _AddressSanitizer: https://clang.llvm.org/docs/AddressSanitizer.html
816.. _LeakSanitizer: https://clang.llvm.org/docs/LeakSanitizer.html
817.. _Heartbleed: http://en.wikipedia.org/wiki/Heartbleed
818.. _FuzzerInterface.h: https://github.com/llvm/llvm-project/blob/main/compiler-rt/lib/fuzzer/FuzzerInterface.h
819.. _3.7.0: https://llvm.org/releases/3.7.0/docs/LibFuzzer.html
820.. _building Clang from trunk: https://clang.llvm.org/get_started.html
821.. _MemorySanitizer: https://clang.llvm.org/docs/MemorySanitizer.html
822.. _UndefinedBehaviorSanitizer: https://clang.llvm.org/docs/UndefinedBehaviorSanitizer.html
823.. _`coverage counters`: https://clang.llvm.org/docs/SanitizerCoverage.html#coverage-counters
824.. _`value profile`: #value-profile
825.. _`caller-callee pairs`: https://clang.llvm.org/docs/SanitizerCoverage.html#caller-callee-coverage
826.. _BoringSSL: https://boringssl.googlesource.com/boringssl/
827
828