|  | ======================================================= | 
|  | libFuzzer – a library for coverage-guided fuzz testing. | 
|  | ======================================================= | 
|  | .. contents:: | 
|  | :local: | 
|  | :depth: 1 | 
|  |  | 
|  | Introduction | 
|  | ============ | 
|  |  | 
|  | LibFuzzer is in-process, coverage-guided, evolutionary fuzzing engine. | 
|  |  | 
|  | LibFuzzer is linked with the library under test, and feeds fuzzed inputs to the | 
|  | library via a specific fuzzing entrypoint (aka "target function"); the fuzzer | 
|  | then tracks which areas of the code are reached, and generates mutations on the | 
|  | corpus of input data in order to maximize the code coverage. | 
|  | The code coverage | 
|  | information for libFuzzer is provided by LLVM's SanitizerCoverage_ | 
|  | instrumentation. | 
|  |  | 
|  | Contact: libfuzzer(#)googlegroups.com | 
|  |  | 
|  | Versions | 
|  | ======== | 
|  |  | 
|  | LibFuzzer is under active development so you will need the current | 
|  | (or at least a very recent) version of the Clang compiler (see `building Clang from trunk`_) | 
|  |  | 
|  | Refer to https://releases.llvm.org/5.0.0/docs/LibFuzzer.html for documentation on the older version. | 
|  |  | 
|  |  | 
|  | Getting Started | 
|  | =============== | 
|  |  | 
|  | .. contents:: | 
|  | :local: | 
|  | :depth: 1 | 
|  |  | 
|  | Fuzz Target | 
|  | ----------- | 
|  |  | 
|  | The first step in using libFuzzer on a library is to implement a | 
|  | *fuzz target* -- a function that accepts an array of bytes and | 
|  | does something interesting with these bytes using the API under test. | 
|  | Like this: | 
|  |  | 
|  | .. code-block:: c++ | 
|  |  | 
|  | // fuzz_target.cc | 
|  | extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) { | 
|  | DoSomethingInterestingWithMyAPI(Data, Size); | 
|  | return 0;  // Non-zero return values are reserved for future use. | 
|  | } | 
|  |  | 
|  | Note that this fuzz target does not depend on libFuzzer in any way | 
|  | and so it is possible and even desirable to use it with other fuzzing engines | 
|  | e.g. AFL_ and/or Radamsa_. | 
|  |  | 
|  | Some important things to remember about fuzz targets: | 
|  |  | 
|  | * The fuzzing engine will execute the fuzz target many times with different inputs in the same process. | 
|  | * It must tolerate any kind of input (empty, huge, malformed, etc). | 
|  | * It must not `exit()` on any input. | 
|  | * It may use threads but ideally all threads should be joined at the end of the function. | 
|  | * It must be as deterministic as possible. Non-determinism (e.g. random decisions not based on the input bytes) will make fuzzing inefficient. | 
|  | * It must be fast. Try avoiding cubic or greater complexity, logging, or excessive memory consumption. | 
|  | * Ideally, it should not modify any global state (although that's not strict). | 
|  | * 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. | 
|  |  | 
|  |  | 
|  | Fuzzer Usage | 
|  | ------------ | 
|  |  | 
|  | Recent versions of Clang (starting from 6.0) include libFuzzer, and no extra installation is necessary. | 
|  |  | 
|  | In order to build your fuzzer binary, use the `-fsanitize=fuzzer` flag during the | 
|  | compilation and linking. In most cases you may want to combine libFuzzer with | 
|  | AddressSanitizer_ (ASAN), UndefinedBehaviorSanitizer_ (UBSAN), or both.  You can | 
|  | also build with MemorySanitizer_ (MSAN), but support is experimental:: | 
|  |  | 
|  | clang -g -O1 -fsanitize=fuzzer                         mytarget.c # Builds the fuzz target w/o sanitizers | 
|  | clang -g -O1 -fsanitize=fuzzer,address                 mytarget.c # Builds the fuzz target with ASAN | 
|  | clang -g -O1 -fsanitize=fuzzer,signed-integer-overflow mytarget.c # Builds the fuzz target with a part of UBSAN | 
|  | clang -g -O1 -fsanitize=fuzzer,memory                  mytarget.c # Builds the fuzz target with MSAN | 
|  |  | 
|  | This will perform the necessary instrumentation, as well as linking with the libFuzzer library. | 
|  | Note that ``-fsanitize=fuzzer`` links in the libFuzzer's ``main()`` symbol. | 
|  |  | 
|  | If modifying ``CFLAGS`` of a large project, which also compiles executables | 
|  | requiring their own ``main`` symbol, it may be desirable to request just the | 
|  | instrumentation without linking:: | 
|  |  | 
|  | clang -fsanitize=fuzzer-no-link mytarget.c | 
|  |  | 
|  | Then libFuzzer can be linked to the desired driver by passing in | 
|  | ``-fsanitize=fuzzer`` during the linking stage. | 
|  |  | 
|  | .. _libfuzzer-corpus: | 
|  |  | 
|  | Corpus | 
|  | ------ | 
|  |  | 
|  | Coverage-guided fuzzers like libFuzzer rely on a corpus of sample inputs for the | 
|  | code under test.  This corpus should ideally be seeded with a varied collection | 
|  | of valid and invalid inputs for the code under test; for example, for a graphics | 
|  | library the initial corpus might hold a variety of different small PNG/JPG/GIF | 
|  | files.  The fuzzer generates random mutations based around the sample inputs in | 
|  | the current corpus.  If a mutation triggers execution of a previously-uncovered | 
|  | path in the code under test, then that mutation is saved to the corpus for | 
|  | future variations. | 
|  |  | 
|  | LibFuzzer will work without any initial seeds, but will be less | 
|  | efficient if the library under test accepts complex, | 
|  | structured inputs. | 
|  |  | 
|  | The corpus can also act as a sanity/regression check, to confirm that the | 
|  | fuzzing entrypoint still works and that all of the sample inputs run through | 
|  | the code under test without problems. | 
|  |  | 
|  | If you have a large corpus (either generated by fuzzing or acquired by other means) | 
|  | you may want to minimize it while still preserving the full coverage. One way to do that | 
|  | is to use the `-merge=1` flag: | 
|  |  | 
|  | .. code-block:: console | 
|  |  | 
|  | mkdir NEW_CORPUS_DIR  # Store minimized corpus here. | 
|  | ./my_fuzzer -merge=1 NEW_CORPUS_DIR FULL_CORPUS_DIR | 
|  |  | 
|  | You may use the same flag to add more interesting items to an existing corpus. | 
|  | Only the inputs that trigger new coverage will be added to the first corpus. | 
|  |  | 
|  | .. code-block:: console | 
|  |  | 
|  | ./my_fuzzer -merge=1 CURRENT_CORPUS_DIR NEW_POTENTIALLY_INTERESTING_INPUTS_DIR | 
|  |  | 
|  | Running | 
|  | ------- | 
|  |  | 
|  | To run the fuzzer, first create a Corpus_ directory that holds the | 
|  | initial "seed" sample inputs: | 
|  |  | 
|  | .. code-block:: console | 
|  |  | 
|  | mkdir CORPUS_DIR | 
|  | cp /some/input/samples/* CORPUS_DIR | 
|  |  | 
|  | Then run the fuzzer on the corpus directory: | 
|  |  | 
|  | .. code-block:: console | 
|  |  | 
|  | ./my_fuzzer CORPUS_DIR  # -max_len=1000 -jobs=20 ... | 
|  |  | 
|  | As the fuzzer discovers new interesting test cases (i.e. test cases that | 
|  | trigger coverage of new paths through the code under test), those test cases | 
|  | will be added to the corpus directory. | 
|  |  | 
|  | By default, the fuzzing process will continue indefinitely – at least until | 
|  | a bug is found.  Any crashes or sanitizer failures will be reported as usual, | 
|  | stopping the fuzzing process, and the particular input that triggered the bug | 
|  | will be written to disk (typically as ``crash-<sha1>``, ``leak-<sha1>``, | 
|  | or ``timeout-<sha1>``). | 
|  |  | 
|  |  | 
|  | Parallel Fuzzing | 
|  | ---------------- | 
|  |  | 
|  | Each libFuzzer process is single-threaded, unless the library under test starts | 
|  | its own threads.  However, it is possible to run multiple libFuzzer processes in | 
|  | parallel with a shared corpus directory; this has the advantage that any new | 
|  | inputs found by one fuzzer process will be available to the other fuzzer | 
|  | processes (unless you disable this with the ``-reload=0`` option). | 
|  |  | 
|  | This is primarily controlled by the ``-jobs=N`` option, which indicates that | 
|  | that `N` fuzzing jobs should be run to completion (i.e. until a bug is found or | 
|  | time/iteration limits are reached).  These jobs will be run across a set of | 
|  | worker processes, by default using half of the available CPU cores; the count of | 
|  | worker processes can be overridden by the ``-workers=N`` option.  For example, | 
|  | running with ``-jobs=30`` on a 12-core machine would run 6 workers by default, | 
|  | with each worker averaging 5 bugs by completion of the entire process. | 
|  |  | 
|  |  | 
|  | Resuming merge | 
|  | -------------- | 
|  |  | 
|  | Merging large corpora may be time consuming, and it is often desirable to do it | 
|  | on preemptable VMs, where the process may be killed at any time. | 
|  | In order to seamlessly resume the merge, use the ``-merge_control_file`` flag | 
|  | and use ``killall -SIGUSR1 /path/to/fuzzer/binary`` to stop the merge gracefully. Example: | 
|  |  | 
|  | .. code-block:: console | 
|  |  | 
|  | % rm -f SomeLocalPath | 
|  | % ./my_fuzzer CORPUS1 CORPUS2 -merge=1 -merge_control_file=SomeLocalPath | 
|  | ... | 
|  | MERGE-INNER: using the control file 'SomeLocalPath' | 
|  | ... | 
|  | # While this is running, do `killall -SIGUSR1 my_fuzzer` in another console | 
|  | ==9015== INFO: libFuzzer: exiting as requested | 
|  |  | 
|  | # This will leave the file SomeLocalPath with the partial state of the merge. | 
|  | # Now, you can continue the merge by executing the same command. The merge | 
|  | # will continue from where it has been interrupted. | 
|  | % ./my_fuzzer CORPUS1 CORPUS2 -merge=1 -merge_control_file=SomeLocalPath | 
|  | ... | 
|  | MERGE-OUTER: non-empty control file provided: 'SomeLocalPath' | 
|  | MERGE-OUTER: control file ok, 32 files total, first not processed file 20 | 
|  | ... | 
|  |  | 
|  | Options | 
|  | ======= | 
|  |  | 
|  | To run the fuzzer, pass zero or more corpus directories as command line | 
|  | arguments.  The fuzzer will read test inputs from each of these corpus | 
|  | directories, and any new test inputs that are generated will be written | 
|  | back to the first corpus directory: | 
|  |  | 
|  | .. code-block:: console | 
|  |  | 
|  | ./fuzzer [-flag1=val1 [-flag2=val2 ...] ] [dir1 [dir2 ...] ] | 
|  |  | 
|  | If a list of files (rather than directories) are passed to the fuzzer program, | 
|  | then it will re-run those files as test inputs but will not perform any fuzzing. | 
|  | In this mode the fuzzer binary can be used as a regression test (e.g. on a | 
|  | continuous integration system) to check the target function and saved inputs | 
|  | still work. | 
|  |  | 
|  | The most important command line options are: | 
|  |  | 
|  | ``-help`` | 
|  | Print help message. | 
|  | ``-seed`` | 
|  | Random seed. If 0 (the default), the seed is generated. | 
|  | ``-runs`` | 
|  | Number of individual test runs, -1 (the default) to run indefinitely. | 
|  | ``-max_len`` | 
|  | Maximum length of a test input. If 0 (the default), libFuzzer tries to guess | 
|  | a good value based on the corpus (and reports it). | 
|  | ``-timeout`` | 
|  | Timeout in seconds, default 1200. If an input takes longer than this timeout, | 
|  | the process is treated as a failure case. | 
|  | ``-rss_limit_mb`` | 
|  | Memory usage limit in Mb, default 2048. Use 0 to disable the limit. | 
|  | If an input requires more than this amount of RSS memory to execute, | 
|  | the process is treated as a failure case. | 
|  | The limit is checked in a separate thread every second. | 
|  | If running w/o ASAN/MSAN, you may use 'ulimit -v' instead. | 
|  | ``-malloc_limit_mb`` | 
|  | If non-zero, the fuzzer will exit if the target tries to allocate this | 
|  | number of Mb with one malloc call. | 
|  | If zero (default) same limit as rss_limit_mb is applied. | 
|  | ``-timeout_exitcode`` | 
|  | Exit code (default 77) used if libFuzzer reports a timeout. | 
|  | ``-error_exitcode`` | 
|  | Exit code (default 77) used if libFuzzer itself (not a sanitizer) reports a bug (leak, OOM, etc). | 
|  | ``-max_total_time`` | 
|  | If positive, indicates the maximum total time in seconds to run the fuzzer. | 
|  | If 0 (the default), run indefinitely. | 
|  | ``-merge`` | 
|  | If set to 1, any corpus inputs from the 2nd, 3rd etc. corpus directories | 
|  | that trigger new code coverage will be merged into the first corpus | 
|  | directory.  Defaults to 0. This flag can be used to minimize a corpus. | 
|  | ``-merge_control_file`` | 
|  | Specify a control file used for the merge proccess. | 
|  | If a merge process gets killed it tries to leave this file in a state | 
|  | suitable for resuming the merge. By default a temporary file will be used. | 
|  | ``-minimize_crash`` | 
|  | If 1, minimizes the provided crash input. | 
|  | Use with -runs=N or -max_total_time=N to limit the number of attempts. | 
|  | ``-reload`` | 
|  | If set to 1 (the default), the corpus directory is re-read periodically to | 
|  | check for new inputs; this allows detection of new inputs that were discovered | 
|  | by other fuzzing processes. | 
|  | ``-jobs`` | 
|  | Number of fuzzing jobs to run to completion. Default value is 0, which runs a | 
|  | single fuzzing process until completion.  If the value is >= 1, then this | 
|  | number of jobs performing fuzzing are run, in a collection of parallel | 
|  | separate worker processes; each such worker process has its | 
|  | ``stdout``/``stderr`` redirected to ``fuzz-<JOB>.log``. | 
|  | ``-workers`` | 
|  | Number of simultaneous worker processes to run the fuzzing jobs to completion | 
|  | in. If 0 (the default), ``min(jobs, NumberOfCpuCores()/2)`` is used. | 
|  | ``-dict`` | 
|  | Provide a dictionary of input keywords; see Dictionaries_. | 
|  | ``-use_counters`` | 
|  | Use `coverage counters`_ to generate approximate counts of how often code | 
|  | blocks are hit; defaults to 1. | 
|  | ``-reduce_inputs`` | 
|  | Try to reduce the size of inputs while preserving their full feature sets; | 
|  | defaults to 1. | 
|  | ``-use_value_profile`` | 
|  | Use `value profile`_ to guide corpus expansion; defaults to 0. | 
|  | ``-only_ascii`` | 
|  | If 1, generate only ASCII (``isprint``+``isspace``) inputs. Defaults to 0. | 
|  | ``-artifact_prefix`` | 
|  | Provide a prefix to use when saving fuzzing artifacts (crash, timeout, or | 
|  | slow inputs) as ``$(artifact_prefix)file``.  Defaults to empty. | 
|  | ``-exact_artifact_path`` | 
|  | Ignored if empty (the default).  If non-empty, write the single artifact on | 
|  | failure (crash, timeout) as ``$(exact_artifact_path)``. This overrides | 
|  | ``-artifact_prefix`` and will not use checksum in the file name. Do not use | 
|  | the same path for several parallel processes. | 
|  | ``-print_pcs`` | 
|  | If 1, print out newly covered PCs. Defaults to 0. | 
|  | ``-print_final_stats`` | 
|  | If 1, print statistics at exit.  Defaults to 0. | 
|  | ``-detect_leaks`` | 
|  | If 1 (default) and if LeakSanitizer is enabled | 
|  | try to detect memory leaks during fuzzing (i.e. not only at shut down). | 
|  | ``-close_fd_mask`` | 
|  | Indicate output streams to close at startup. Be careful, this will | 
|  | remove diagnostic output from target code (e.g. messages on assert failure). | 
|  |  | 
|  | - 0 (default): close neither ``stdout`` nor ``stderr`` | 
|  | - 1 : close ``stdout`` | 
|  | - 2 : close ``stderr`` | 
|  | - 3 : close both ``stdout`` and ``stderr``. | 
|  |  | 
|  | For the full list of flags run the fuzzer binary with ``-help=1``. | 
|  |  | 
|  | Output | 
|  | ====== | 
|  |  | 
|  | During operation the fuzzer prints information to ``stderr``, for example:: | 
|  |  | 
|  | INFO: Seed: 1523017872 | 
|  | INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0), | 
|  | INFO: -max_len is not provided, using 64 | 
|  | INFO: A corpus is not provided, starting from an empty corpus | 
|  | #0	READ units: 1 | 
|  | #1	INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb | 
|  | #3811	NEW    cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte- | 
|  | #3827	NEW    cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart- | 
|  | #3963	NEW    cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit- | 
|  | #4167	NEW    cov: 7 ft: 6 corp: 5/9b exec/s: 0 rss: 25Mb L: 3 MS: 1 InsertByte- | 
|  | ... | 
|  |  | 
|  | The early parts of the output include information about the fuzzer options and | 
|  | configuration, including the current random seed (in the ``Seed:`` line; this | 
|  | can be overridden with the ``-seed=N`` flag). | 
|  |  | 
|  | Further output lines have the form of an event code and statistics.  The | 
|  | possible event codes are: | 
|  |  | 
|  | ``READ`` | 
|  | The fuzzer has read in all of the provided input samples from the corpus | 
|  | directories. | 
|  | ``INITED`` | 
|  | The fuzzer has completed initialization, which includes running each of | 
|  | the initial input samples through the code under test. | 
|  | ``NEW`` | 
|  | The fuzzer has created a test input that covers new areas of the code | 
|  | under test.  This input will be saved to the primary corpus directory. | 
|  | ``REDUCE`` | 
|  | The fuzzer has found a better (smaller) input that triggers previously | 
|  | discovered features (set ``-reduce_inputs=0`` to disable). | 
|  | ``pulse`` | 
|  | The fuzzer has generated 2\ :sup:`n` inputs (generated periodically to reassure | 
|  | the user that the fuzzer is still working). | 
|  | ``DONE`` | 
|  | The fuzzer has completed operation because it has reached the specified | 
|  | iteration limit (``-runs``) or time limit (``-max_total_time``). | 
|  | ``RELOAD`` | 
|  | The fuzzer is performing a periodic reload of inputs from the corpus | 
|  | directory; this allows it to discover any inputs discovered by other | 
|  | fuzzer processes (see `Parallel Fuzzing`_). | 
|  |  | 
|  | Each output line also reports the following statistics (when non-zero): | 
|  |  | 
|  | ``cov:`` | 
|  | Total number of code blocks or edges covered by executing the current corpus. | 
|  | ``ft:`` | 
|  | libFuzzer uses different signals to evaluate the code coverage: | 
|  | edge coverage, edge counters, value profiles, indirect caller/callee pairs, etc. | 
|  | These signals combined are called *features* (`ft:`). | 
|  | ``corp:`` | 
|  | Number of entries in the current in-memory test corpus and its size in bytes. | 
|  | ``lim:`` | 
|  | Current limit on the length of new entries in the corpus.  Increases over time | 
|  | until the max length (``-max_len``) is reached. | 
|  | ``exec/s:`` | 
|  | Number of fuzzer iterations per second. | 
|  | ``rss:`` | 
|  | Current memory consumption. | 
|  |  | 
|  | For ``NEW`` events, the output line also includes information about the mutation | 
|  | operation that produced the new input: | 
|  |  | 
|  | ``L:`` | 
|  | Size of the new input in bytes. | 
|  | ``MS: <n> <operations>`` | 
|  | Count and list of the mutation operations used to generate the input. | 
|  |  | 
|  |  | 
|  | Examples | 
|  | ======== | 
|  | .. contents:: | 
|  | :local: | 
|  | :depth: 1 | 
|  |  | 
|  | Toy example | 
|  | ----------- | 
|  |  | 
|  | A simple function that does something interesting if it receives the input | 
|  | "HI!":: | 
|  |  | 
|  | cat << EOF > test_fuzzer.cc | 
|  | #include <stdint.h> | 
|  | #include <stddef.h> | 
|  | extern "C" int LLVMFuzzerTestOneInput(const uint8_t *data, size_t size) { | 
|  | if (size > 0 && data[0] == 'H') | 
|  | if (size > 1 && data[1] == 'I') | 
|  | if (size > 2 && data[2] == '!') | 
|  | __builtin_trap(); | 
|  | return 0; | 
|  | } | 
|  | EOF | 
|  | # Build test_fuzzer.cc with asan and link against libFuzzer. | 
|  | clang++ -fsanitize=address,fuzzer test_fuzzer.cc | 
|  | # Run the fuzzer with no corpus. | 
|  | ./a.out | 
|  |  | 
|  | You should get an error pretty quickly:: | 
|  |  | 
|  | INFO: Seed: 1523017872 | 
|  | INFO: Loaded 1 modules (16 guards): [0x744e60, 0x744ea0), | 
|  | INFO: -max_len is not provided, using 64 | 
|  | INFO: A corpus is not provided, starting from an empty corpus | 
|  | #0	READ units: 1 | 
|  | #1	INITED cov: 3 ft: 2 corp: 1/1b exec/s: 0 rss: 24Mb | 
|  | #3811	NEW    cov: 4 ft: 3 corp: 2/2b exec/s: 0 rss: 25Mb L: 1 MS: 5 ChangeBit-ChangeByte-ChangeBit-ShuffleBytes-ChangeByte- | 
|  | #3827	NEW    cov: 5 ft: 4 corp: 3/4b exec/s: 0 rss: 25Mb L: 2 MS: 1 CopyPart- | 
|  | #3963	NEW    cov: 6 ft: 5 corp: 4/6b exec/s: 0 rss: 25Mb L: 2 MS: 2 ShuffleBytes-ChangeBit- | 
|  | #4167	NEW    cov: 7 ft: 6 corp: 5/9b exec/s: 0 rss: 25Mb L: 3 MS: 1 InsertByte- | 
|  | ==31511== ERROR: libFuzzer: deadly signal | 
|  | ... | 
|  | artifact_prefix='./'; Test unit written to ./crash-b13e8756b13a00cf168300179061fb4b91fefbed | 
|  |  | 
|  |  | 
|  | More examples | 
|  | ------------- | 
|  |  | 
|  | Examples of real-life fuzz targets and the bugs they find can be found | 
|  | at http://tutorial.libfuzzer.info. Among other things you can learn how | 
|  | to detect Heartbleed_ in one second. | 
|  |  | 
|  |  | 
|  | Advanced features | 
|  | ================= | 
|  | .. contents:: | 
|  | :local: | 
|  | :depth: 1 | 
|  |  | 
|  | Dictionaries | 
|  | ------------ | 
|  | LibFuzzer supports user-supplied dictionaries with input language keywords | 
|  | or other interesting byte sequences (e.g. multi-byte magic values). | 
|  | Use ``-dict=DICTIONARY_FILE``. For some input languages using a dictionary | 
|  | may significantly improve the search speed. | 
|  | The dictionary syntax is similar to that used by AFL_ for its ``-x`` option:: | 
|  |  | 
|  | # Lines starting with '#' and empty lines are ignored. | 
|  |  | 
|  | # Adds "blah" (w/o quotes) to the dictionary. | 
|  | kw1="blah" | 
|  | # Use \\ for backslash and \" for quotes. | 
|  | kw2="\"ac\\dc\"" | 
|  | # Use \xAB for hex values | 
|  | kw3="\xF7\xF8" | 
|  | # the name of the keyword followed by '=' may be omitted: | 
|  | "foo\x0Abar" | 
|  |  | 
|  |  | 
|  |  | 
|  | Tracing CMP instructions | 
|  | ------------------------ | 
|  |  | 
|  | With an additional compiler flag ``-fsanitize-coverage=trace-cmp`` | 
|  | (on by default as part of ``-fsanitize=fuzzer``, see SanitizerCoverageTraceDataFlow_) | 
|  | libFuzzer will intercept CMP instructions and guide mutations based | 
|  | on the arguments of intercepted CMP instructions. This may slow down | 
|  | the fuzzing but is very likely to improve the results. | 
|  |  | 
|  | Value Profile | 
|  | ------------- | 
|  |  | 
|  | With  ``-fsanitize-coverage=trace-cmp`` (default with ``-fsanitize=fuzzer``) | 
|  | and extra run-time flag ``-use_value_profile=1`` the fuzzer will | 
|  | collect value profiles for the parameters of compare instructions | 
|  | and treat some new values as new coverage. | 
|  |  | 
|  | The current imlpementation does roughly the following: | 
|  |  | 
|  | * The compiler instruments all CMP instructions with a callback that receives both CMP arguments. | 
|  | * The callback computes `(caller_pc&4095) | (popcnt(Arg1 ^ Arg2) << 12)` and uses this value to set a bit in a bitset. | 
|  | * Every new observed bit in the bitset is treated as new coverage. | 
|  |  | 
|  |  | 
|  | This feature has a potential to discover many interesting inputs, | 
|  | but there are two downsides. | 
|  | First, the extra instrumentation may bring up to 2x additional slowdown. | 
|  | Second, the corpus may grow by several times. | 
|  |  | 
|  | Fuzzer-friendly build mode | 
|  | --------------------------- | 
|  | Sometimes the code under test is not fuzzing-friendly. Examples: | 
|  |  | 
|  | - The target code uses a PRNG seeded e.g. by system time and | 
|  | thus two consequent invocations may potentially execute different code paths | 
|  | even if the end result will be the same. This will cause a fuzzer to treat | 
|  | two similar inputs as significantly different and it will blow up the test corpus. | 
|  | E.g. libxml uses ``rand()`` inside its hash table. | 
|  | - The target code uses checksums to protect from invalid inputs. | 
|  | E.g. png checks CRC for every chunk. | 
|  |  | 
|  | In many cases it makes sense to build a special fuzzing-friendly build | 
|  | with certain fuzzing-unfriendly features disabled. We propose to use a common build macro | 
|  | for all such cases for consistency: ``FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION``. | 
|  |  | 
|  | .. code-block:: c++ | 
|  |  | 
|  | void MyInitPRNG() { | 
|  | #ifdef FUZZING_BUILD_MODE_UNSAFE_FOR_PRODUCTION | 
|  | // In fuzzing mode the behavior of the code should be deterministic. | 
|  | srand(0); | 
|  | #else | 
|  | srand(time(0)); | 
|  | #endif | 
|  | } | 
|  |  | 
|  |  | 
|  |  | 
|  | AFL compatibility | 
|  | ----------------- | 
|  | LibFuzzer can be used together with AFL_ on the same test corpus. | 
|  | Both fuzzers expect the test corpus to reside in a directory, one file per input. | 
|  | You can run both fuzzers on the same corpus, one after another: | 
|  |  | 
|  | .. code-block:: console | 
|  |  | 
|  | ./afl-fuzz -i testcase_dir -o findings_dir /path/to/program @@ | 
|  | ./llvm-fuzz testcase_dir findings_dir  # Will write new tests to testcase_dir | 
|  |  | 
|  | Periodically restart both fuzzers so that they can use each other's findings. | 
|  | Currently, there is no simple way to run both fuzzing engines in parallel while sharing the same corpus dir. | 
|  |  | 
|  | You may also use AFL on your target function ``LLVMFuzzerTestOneInput``: | 
|  | see an example `here <https://github.com/llvm/llvm-project/tree/master/compiler-rt/lib/fuzzer/afl>`__. | 
|  |  | 
|  | How good is my fuzzer? | 
|  | ---------------------- | 
|  |  | 
|  | Once you implement your target function ``LLVMFuzzerTestOneInput`` and fuzz it to death, | 
|  | you will want to know whether the function or the corpus can be improved further. | 
|  | One easy to use metric is, of course, code coverage. | 
|  |  | 
|  | We recommend to use | 
|  | `Clang Coverage <http://clang.llvm.org/docs/SourceBasedCodeCoverage.html>`_, | 
|  | to visualize and study your code coverage | 
|  | (`example <https://github.com/google/fuzzer-test-suite/blob/master/tutorial/libFuzzerTutorial.md#visualizing-coverage>`_). | 
|  |  | 
|  |  | 
|  | User-supplied mutators | 
|  | ---------------------- | 
|  |  | 
|  | LibFuzzer allows to use custom (user-supplied) mutators, see | 
|  | `Structure-Aware Fuzzing <https://github.com/google/fuzzer-test-suite/blob/master/tutorial/structure-aware-fuzzing.md>`_ | 
|  | for more details. | 
|  |  | 
|  | Startup initialization | 
|  | ---------------------- | 
|  | If the library being tested needs to be initialized, there are several options. | 
|  |  | 
|  | The simplest way is to have a statically initialized global object inside | 
|  | `LLVMFuzzerTestOneInput` (or in global scope if that works for you): | 
|  |  | 
|  | .. code-block:: c++ | 
|  |  | 
|  | extern "C" int LLVMFuzzerTestOneInput(const uint8_t *Data, size_t Size) { | 
|  | static bool Initialized = DoInitialization(); | 
|  | ... | 
|  |  | 
|  | Alternatively, you may define an optional init function and it will receive | 
|  | the program arguments that you can read and modify. Do this **only** if you | 
|  | really need to access ``argv``/``argc``. | 
|  |  | 
|  | .. code-block:: c++ | 
|  |  | 
|  | extern "C" int LLVMFuzzerInitialize(int *argc, char ***argv) { | 
|  | ReadAndMaybeModify(argc, argv); | 
|  | return 0; | 
|  | } | 
|  |  | 
|  |  | 
|  | Leaks | 
|  | ----- | 
|  |  | 
|  | Binaries built with AddressSanitizer_ or LeakSanitizer_ will try to detect | 
|  | memory leaks at the process shutdown. | 
|  | For in-process fuzzing this is inconvenient | 
|  | since the fuzzer needs to report a leak with a reproducer as soon as the leaky | 
|  | mutation is found. However, running full leak detection after every mutation | 
|  | is expensive. | 
|  |  | 
|  | By default (``-detect_leaks=1``) libFuzzer will count the number of | 
|  | ``malloc`` and ``free`` calls when executing every mutation. | 
|  | If the numbers don't match (which by itself doesn't mean there is a leak) | 
|  | libFuzzer will invoke the more expensive LeakSanitizer_ | 
|  | pass and if the actual leak is found, it will be reported with the reproducer | 
|  | and the process will exit. | 
|  |  | 
|  | If your target has massive leaks and the leak detection is disabled | 
|  | you will eventually run out of RAM (see the ``-rss_limit_mb`` flag). | 
|  |  | 
|  |  | 
|  | Developing libFuzzer | 
|  | ==================== | 
|  |  | 
|  | LibFuzzer is built as a part of LLVM project by default on macos and Linux. | 
|  | Users of other operating systems can explicitly request compilation using | 
|  | ``-DLIBFUZZER_ENABLE=YES`` flag. | 
|  | Tests are run using ``check-fuzzer`` target from the build directory | 
|  | which was configured with ``-DLIBFUZZER_ENABLE_TESTS=ON`` flag. | 
|  |  | 
|  | .. code-block:: console | 
|  |  | 
|  | ninja check-fuzzer | 
|  |  | 
|  |  | 
|  | FAQ | 
|  | ========================= | 
|  |  | 
|  | Q. Why doesn't libFuzzer use any of the LLVM support? | 
|  | ----------------------------------------------------- | 
|  |  | 
|  | There are two reasons. | 
|  |  | 
|  | First, we want this library to be used outside of the LLVM without users having to | 
|  | build the rest of LLVM. This may sound unconvincing for many LLVM folks, | 
|  | but in practice the need for building the whole LLVM frightens many potential | 
|  | users -- and we want more users to use this code. | 
|  |  | 
|  | Second, there is a subtle technical reason not to rely on the rest of LLVM, or | 
|  | any other large body of code (maybe not even STL). When coverage instrumentation | 
|  | is enabled, it will also instrument the LLVM support code which will blow up the | 
|  | coverage set of the process (since the fuzzer is in-process). In other words, by | 
|  | using more external dependencies we will slow down the fuzzer while the main | 
|  | reason for it to exist is extreme speed. | 
|  |  | 
|  | Q. Does libFuzzer Support Windows? | 
|  | ------------------------------------------------------------------------------------ | 
|  |  | 
|  | Yes, libFuzzer now supports Windows. Initial support was added in r341082. | 
|  | Any build of Clang 9 supports it. You can download a build of Clang for Windows | 
|  | that has libFuzzer from | 
|  | `LLVM Snapshot Builds <https://llvm.org/builds/>`_. | 
|  |  | 
|  | Using libFuzzer on Windows without ASAN is unsupported. Building fuzzers with the | 
|  | ``/MD`` (dynamic runtime library) compile option is unsupported. Support for these | 
|  | may be added in the future. Linking fuzzers with the ``/INCREMENTAL`` link option | 
|  | (or the ``/DEBUG`` option which implies it) is also unsupported. | 
|  |  | 
|  | Send any questions or comments to the mailing list: libfuzzer(#)googlegroups.com | 
|  |  | 
|  | Q. When libFuzzer is not a good solution for a problem? | 
|  | --------------------------------------------------------- | 
|  |  | 
|  | * If the test inputs are validated by the target library and the validator | 
|  | asserts/crashes on invalid inputs, in-process fuzzing is not applicable. | 
|  | * Bugs in the target library may accumulate without being detected. E.g. a memory | 
|  | corruption that goes undetected at first and then leads to a crash while | 
|  | testing another input. This is why it is highly recommended to run this | 
|  | in-process fuzzer with all sanitizers to detect most bugs on the spot. | 
|  | * It is harder to protect the in-process fuzzer from excessive memory | 
|  | consumption and infinite loops in the target library (still possible). | 
|  | * The target library should not have significant global state that is not | 
|  | reset between the runs. | 
|  | * Many interesting target libraries are not designed in a way that supports | 
|  | the in-process fuzzer interface (e.g. require a file path instead of a | 
|  | byte array). | 
|  | * If a single test run takes a considerable fraction of a second (or | 
|  | more) the speed benefit from the in-process fuzzer is negligible. | 
|  | * If the target library runs persistent threads (that outlive | 
|  | execution of one test) the fuzzing results will be unreliable. | 
|  |  | 
|  | Q. So, what exactly this Fuzzer is good for? | 
|  | -------------------------------------------- | 
|  |  | 
|  | This Fuzzer might be a good choice for testing libraries that have relatively | 
|  | small inputs, each input takes < 10ms to run, and the library code is not expected | 
|  | to crash on invalid inputs. | 
|  | Examples: regular expression matchers, text or binary format parsers, compression, | 
|  | network, crypto. | 
|  |  | 
|  |  | 
|  | Trophies | 
|  | ======== | 
|  | * Thousands of bugs found on OSS-Fuzz:  https://opensource.googleblog.com/2017/05/oss-fuzz-five-months-later-and.html | 
|  |  | 
|  | * GLIBC: https://sourceware.org/glibc/wiki/FuzzingLibc | 
|  |  | 
|  | * 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>`__ | 
|  |  | 
|  | * `pugixml <https://github.com/zeux/pugixml/issues/39>`_ | 
|  |  | 
|  | * PCRE: Search for "LLVM fuzzer" in http://vcs.pcre.org/pcre2/code/trunk/ChangeLog?view=markup; | 
|  | also in `bugzilla <https://bugs.exim.org/buglist.cgi?bug_status=__all__&content=libfuzzer&no_redirect=1&order=Importance&product=PCRE&query_format=specific>`_ | 
|  |  | 
|  | * `ICU <http://bugs.icu-project.org/trac/ticket/11838>`_ | 
|  |  | 
|  | * `Freetype <https://savannah.nongnu.org/search/?words=LibFuzzer&type_of_search=bugs&Search=Search&exact=1#options>`_ | 
|  |  | 
|  | * `Harfbuzz <https://github.com/behdad/harfbuzz/issues/139>`_ | 
|  |  | 
|  | * `SQLite <http://www3.sqlite.org/cgi/src/info/088009efdd56160b>`_ | 
|  |  | 
|  | * `Python <http://bugs.python.org/issue25388>`_ | 
|  |  | 
|  | * 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>`_ | 
|  |  | 
|  | * `Libxml2 | 
|  | <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) | 
|  |  | 
|  | * `Linux Kernel's BPF verifier <https://github.com/iovisor/bpf-fuzzer>`_ | 
|  |  | 
|  | * `Linux Kernel's Crypto code <https://www.spinics.net/lists/stable/msg199712.html>`_ | 
|  |  | 
|  | * Capstone: `[1] <https://github.com/aquynh/capstone/issues/600>`__ `[2] <https://github.com/aquynh/capstone/commit/6b88d1d51eadf7175a8f8a11b690684443b11359>`__ | 
|  |  | 
|  | * 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>`__ | 
|  |  | 
|  | * Radare2: `[1] <https://github.com/revskills?tab=contributions&from=2016-04-09>`__ | 
|  |  | 
|  | * 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>`__ | 
|  |  | 
|  | * WOFF2: `[1] <https://github.com/google/woff2/commit/a15a8ab>`__ | 
|  |  | 
|  | * 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. | 
|  |  | 
|  | * Tensorflow: `[1] <https://da-data.blogspot.com/2017/01/finding-bugs-in-tensorflow-with.html>`__ | 
|  |  | 
|  | * 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>`__ | 
|  |  | 
|  | * `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>`_ | 
|  |  | 
|  | * `QEMU <https://researchcenter.paloaltonetworks.com/2017/09/unit42-palo-alto-networks-discovers-new-qemu-vulnerability/>`_ | 
|  |  | 
|  | .. _pcre2: http://www.pcre.org/ | 
|  | .. _AFL: http://lcamtuf.coredump.cx/afl/ | 
|  | .. _Radamsa: https://github.com/aoh/radamsa | 
|  | .. _SanitizerCoverage: http://clang.llvm.org/docs/SanitizerCoverage.html | 
|  | .. _SanitizerCoverageTraceDataFlow: http://clang.llvm.org/docs/SanitizerCoverage.html#tracing-data-flow | 
|  | .. _AddressSanitizer: http://clang.llvm.org/docs/AddressSanitizer.html | 
|  | .. _LeakSanitizer: http://clang.llvm.org/docs/LeakSanitizer.html | 
|  | .. _Heartbleed: http://en.wikipedia.org/wiki/Heartbleed | 
|  | .. _FuzzerInterface.h: https://github.com/llvm/llvm-project/blob/master/compiler-rt/lib/fuzzer/FuzzerInterface.h | 
|  | .. _3.7.0: http://llvm.org/releases/3.7.0/docs/LibFuzzer.html | 
|  | .. _building Clang from trunk: http://clang.llvm.org/get_started.html | 
|  | .. _MemorySanitizer: http://clang.llvm.org/docs/MemorySanitizer.html | 
|  | .. _UndefinedBehaviorSanitizer: http://clang.llvm.org/docs/UndefinedBehaviorSanitizer.html | 
|  | .. _`coverage counters`: http://clang.llvm.org/docs/SanitizerCoverage.html#coverage-counters | 
|  | .. _`value profile`: #value-profile | 
|  | .. _`caller-callee pairs`: http://clang.llvm.org/docs/SanitizerCoverage.html#caller-callee-coverage | 
|  | .. _BoringSSL: https://boringssl.googlesource.com/boringssl/ | 
|  |  |