xref: /openbmc/qemu/docs/devel/testing/fuzzing.rst (revision 7d87775f)
1========
2Fuzzing
3========
4
5This document describes the virtual-device fuzzing infrastructure in QEMU and
6how to use it to implement additional fuzzers.
7
8Basics
9------
10
11Fuzzing operates by passing inputs to an entry point/target function. The
12fuzzer tracks the code coverage triggered by the input. Based on these
13findings, the fuzzer mutates the input and repeats the fuzzing.
14
15To fuzz QEMU, we rely on libfuzzer. Unlike other fuzzers such as AFL, libfuzzer
16is an *in-process* fuzzer. For the developer, this means that it is their
17responsibility to ensure that state is reset between fuzzing-runs.
18
19Building the fuzzers
20--------------------
21
22To build the fuzzers, install a recent version of clang:
23Configure with (substitute the clang binaries with the version you installed).
24Here, enable-asan and enable-ubsan are optional but they allow us to reliably
25detect bugs such as out-of-bounds accesses, uses-after-free, double-frees
26etc.::
27
28    CC=clang-8 CXX=clang++-8 /path/to/configure \
29        --enable-fuzzing --enable-asan --enable-ubsan
30
31Fuzz targets are built similarly to system targets::
32
33    make qemu-fuzz-i386
34
35This builds ``./qemu-fuzz-i386``
36
37The first option to this command is: ``--fuzz-target=FUZZ_NAME``
38To list all of the available fuzzers run ``qemu-fuzz-i386`` with no arguments.
39
40For example::
41
42    ./qemu-fuzz-i386 --fuzz-target=virtio-scsi-fuzz
43
44Internally, libfuzzer parses all arguments that do not begin with ``"--"``.
45Information about these is available by passing ``-help=1``
46
47Now the only thing left to do is wait for the fuzzer to trigger potential
48crashes.
49
50Useful libFuzzer flags
51----------------------
52
53As mentioned above, libFuzzer accepts some arguments. Passing ``-help=1`` will
54list the available arguments. In particular, these arguments might be helpful:
55
56* ``CORPUS_DIR/`` : Specify a directory as the last argument to libFuzzer.
57  libFuzzer stores each "interesting" input in this corpus directory. The next
58  time you run libFuzzer, it will read all of the inputs from the corpus, and
59  continue fuzzing from there. You can also specify multiple directories.
60  libFuzzer loads existing inputs from all specified directories, but will only
61  write new ones to the first one specified.
62
63* ``-max_len=4096`` : specify the maximum byte-length of the inputs libFuzzer
64  will generate.
65
66* ``-close_fd_mask={1,2,3}`` : close, stderr, or both. Useful for targets that
67  trigger many debug/error messages, or create output on the serial console.
68
69* ``-jobs=4 -workers=4`` : These arguments configure libFuzzer to run 4 fuzzers in
70  parallel (4 fuzzing jobs in 4 worker processes). Alternatively, with only
71  ``-jobs=N``, libFuzzer automatically spawns a number of workers less than or equal
72  to half the available CPU cores. Replace 4 with a number appropriate for your
73  machine. Make sure to specify a ``CORPUS_DIR``, which will allow the parallel
74  fuzzers to share information about the interesting inputs they find.
75
76* ``-use_value_profile=1`` : For each comparison operation, libFuzzer computes
77  ``(caller_pc&4095) | (popcnt(Arg1 ^ Arg2) << 12)`` and places this in the
78  coverage table. Useful for targets with "magic" constants. If Arg1 came from
79  the fuzzer's input and Arg2 is a magic constant, then each time the Hamming
80  distance between Arg1 and Arg2 decreases, libFuzzer adds the input to the
81  corpus.
82
83* ``-shrink=1`` : Tries to make elements of the corpus "smaller". Might lead to
84  better coverage performance, depending on the target.
85
86Note that libFuzzer's exact behavior will depend on the version of
87clang and libFuzzer used to build the device fuzzers.
88
89Generating Coverage Reports
90---------------------------
91
92Code coverage is a crucial metric for evaluating a fuzzer's performance.
93libFuzzer's output provides a "cov: " column that provides a total number of
94unique blocks/edges covered. To examine coverage on a line-by-line basis we
95can use Clang coverage:
96
97 1. Configure libFuzzer to store a corpus of all interesting inputs (see
98    CORPUS_DIR above)
99 2. ``./configure`` the QEMU build with ::
100
101    --enable-fuzzing \
102    --extra-cflags="-fprofile-instr-generate -fcoverage-mapping"
103
104 3. Re-run the fuzzer. Specify $CORPUS_DIR/* as an argument, telling libfuzzer
105    to execute all of the inputs in $CORPUS_DIR and exit. Once the process
106    exits, you should find a file, "default.profraw" in the working directory.
107 4. Execute these commands to generate a detailed HTML coverage-report::
108
109      llvm-profdata merge -output=default.profdata default.profraw
110      llvm-cov show ./path/to/qemu-fuzz-i386 -instr-profile=default.profdata \
111      --format html -output-dir=/path/to/output/report
112
113Adding a new fuzzer
114-------------------
115
116Coverage over virtual devices can be improved by adding additional fuzzers.
117Fuzzers are kept in ``tests/qtest/fuzz/`` and should be added to
118``tests/qtest/fuzz/meson.build``
119
120Fuzzers can rely on both qtest and libqos to communicate with virtual devices.
121
1221. Create a new source file. For example ``tests/qtest/fuzz/foo-device-fuzz.c``.
123
1242. Write the fuzzing code using the libqtest/libqos API. See existing fuzzers
125   for reference.
126
1273. Add the fuzzer to ``tests/qtest/fuzz/meson.build``.
128
129Fuzzers can be more-or-less thought of as special qtest programs which can
130modify the qtest commands and/or qtest command arguments based on inputs
131provided by libfuzzer. Libfuzzer passes a byte array and length. Commonly the
132fuzzer loops over the byte-array interpreting it as a list of qtest commands,
133addresses, or values.
134
135The Generic Fuzzer
136------------------
137
138Writing a fuzz target can be a lot of effort (especially if a device driver has
139not be built-out within libqos). Many devices can be fuzzed to some degree,
140without any device-specific code, using the generic-fuzz target.
141
142The generic-fuzz target is capable of fuzzing devices over their PIO, MMIO,
143and DMA input-spaces. To apply the generic-fuzz to a device, we need to define
144two env-variables, at minimum:
145
146* ``QEMU_FUZZ_ARGS=`` is the set of QEMU arguments used to configure a machine, with
147  the device attached. For example, if we want to fuzz the virtio-net device
148  attached to a pc-i440fx machine, we can specify::
149
150    QEMU_FUZZ_ARGS="-M pc -nodefaults -netdev user,id=user0 \
151    -device virtio-net,netdev=user0"
152
153* ``QEMU_FUZZ_OBJECTS=`` is a set of space-delimited strings used to identify
154  the MemoryRegions that will be fuzzed. These strings are compared against
155  MemoryRegion names and MemoryRegion owner names, to decide whether each
156  MemoryRegion should be fuzzed. These strings support globbing. For the
157  virtio-net example, we could use one of ::
158
159    QEMU_FUZZ_OBJECTS='virtio-net'
160    QEMU_FUZZ_OBJECTS='virtio*'
161    QEMU_FUZZ_OBJECTS='virtio* pcspk' # Fuzz the virtio devices and the speaker
162    QEMU_FUZZ_OBJECTS='*' # Fuzz the whole machine``
163
164The ``"info mtree"`` and ``"info qom-tree"`` monitor commands can be especially
165useful for identifying the ``MemoryRegion`` and ``Object`` names used for
166matching.
167
168As a generic rule-of-thumb, the more ``MemoryRegions``/Devices we match, the
169greater the input-space, and the smaller the probability of finding crashing
170inputs for individual devices. As such, it is usually a good idea to limit the
171fuzzer to only a few ``MemoryRegions``.
172
173To ensure that these env variables have been configured correctly, we can use::
174
175    ./qemu-fuzz-i386 --fuzz-target=generic-fuzz -runs=0
176
177The output should contain a complete list of matched MemoryRegions.
178
179OSS-Fuzz
180--------
181QEMU is continuously fuzzed on `OSS-Fuzz
182<https://github.com/google/oss-fuzz>`_.  By default, the OSS-Fuzz build
183will try to fuzz every fuzz-target. Since the generic-fuzz target
184requires additional information provided in environment variables, we
185pre-define some generic-fuzz configs in
186``tests/qtest/fuzz/generic_fuzz_configs.h``. Each config must specify:
187
188- ``.name``: To identify the fuzzer config
189
190- ``.args`` OR ``.argfunc``: A string or pointer to a function returning a
191  string.  These strings are used to specify the ``QEMU_FUZZ_ARGS``
192  environment variable.  ``argfunc`` is useful when the config relies on e.g.
193  a dynamically created temp directory, or a free tcp/udp port.
194
195- ``.objects``: A string that specifies the ``QEMU_FUZZ_OBJECTS`` environment
196  variable.
197
198To fuzz additional devices/device configuration on OSS-Fuzz, send patches for
199either a new device-specific fuzzer or a new generic-fuzz config.
200
201Build details:
202
203- The Dockerfile that sets up the environment for building QEMU's
204  fuzzers on OSS-Fuzz can be fund in the OSS-Fuzz repository
205  __(https://github.com/google/oss-fuzz/blob/master/projects/qemu/Dockerfile)
206
207- The script responsible for building the fuzzers can be found in the
208  QEMU source tree at ``scripts/oss-fuzz/build.sh``
209
210Building Crash Reproducers
211-----------------------------------------
212When we find a crash, we should try to create an independent reproducer, that
213can be used on a non-fuzzer build of QEMU. This filters out any potential
214false-positives, and improves the debugging experience for developers.
215Here are the steps for building a reproducer for a crash found by the
216generic-fuzz target.
217
218- Ensure the crash reproduces::
219
220    qemu-fuzz-i386 --fuzz-target... ./crash-...
221
222- Gather the QTest output for the crash::
223
224    QEMU_FUZZ_TIMEOUT=0 QTEST_LOG=1 FUZZ_SERIALIZE_QTEST=1 \
225    qemu-fuzz-i386 --fuzz-target... ./crash-... &> /tmp/trace
226
227- Reorder and clean-up the resulting trace::
228
229    scripts/oss-fuzz/reorder_fuzzer_qtest_trace.py /tmp/trace > /tmp/reproducer
230
231- Get the arguments needed to start qemu, and provide a path to qemu::
232
233    less /tmp/trace # The args should be logged at the top of this file
234    export QEMU_ARGS="-machine ..."
235    export QEMU_PATH="path/to/qemu-system"
236
237- Ensure the crash reproduces in qemu-system::
238
239    $QEMU_PATH $QEMU_ARGS -qtest stdio < /tmp/reproducer
240
241- From the crash output, obtain some string that identifies the crash. This
242  can be a line in the stack-trace, for example::
243
244    export CRASH_TOKEN="hw/usb/hcd-xhci.c:1865"
245
246- Minimize the reproducer::
247
248    scripts/oss-fuzz/minimize_qtest_trace.py -M1 -M2 \
249      /tmp/reproducer /tmp/reproducer-minimized
250
251- Confirm that the minimized reproducer still crashes::
252
253    $QEMU_PATH $QEMU_ARGS -qtest stdio < /tmp/reproducer-minimized
254
255- Create a one-liner reproducer that can be sent over email::
256
257    ./scripts/oss-fuzz/output_reproducer.py -bash /tmp/reproducer-minimized
258
259- Output the C source code for a test case that will reproduce the bug::
260
261    ./scripts/oss-fuzz/output_reproducer.py -owner "John Smith <john@smith.com>"\
262      -name "test_function_name" /tmp/reproducer-minimized
263
264- Report the bug and send a patch with the C reproducer upstream
265
266Implementation Details / Fuzzer Lifecycle
267-----------------------------------------
268
269The fuzzer has two entrypoints that libfuzzer calls. libfuzzer provides it's
270own ``main()``, which performs some setup, and calls the entrypoints:
271
272``LLVMFuzzerInitialize``: called prior to fuzzing. Used to initialize all of the
273necessary state
274
275``LLVMFuzzerTestOneInput``: called for each fuzzing run. Processes the input and
276resets the state at the end of each run.
277
278In more detail:
279
280``LLVMFuzzerInitialize`` parses the arguments to the fuzzer (must start with two
281dashes, so they are ignored by libfuzzer ``main()``). Currently, the arguments
282select the fuzz target. Then, the qtest client is initialized. If the target
283requires qos, qgraph is set up and the QOM/LIBQOS modules are initialized.
284Then the QGraph is walked and the QEMU cmd_line is determined and saved.
285
286After this, the ``vl.c:main`` is called to set up the guest. There are
287target-specific hooks that can be called before and after main, for
288additional setup(e.g. PCI setup, or VM snapshotting).
289
290``LLVMFuzzerTestOneInput``: Uses qtest/qos functions to act based on the fuzz
291input. It is also responsible for manually calling ``main_loop_wait`` to ensure
292that bottom halves are executed and any cleanup required before the next input.
293
294Since the same process is reused for many fuzzing runs, QEMU state needs to
295be reset at the end of each run. For example, this can be done by rebooting the
296VM, after each run.
297
298  - *Pros*: Straightforward and fast for simple fuzz targets.
299
300  - *Cons*: Depending on the device, does not reset all device state. If the
301    device requires some initialization prior to being ready for fuzzing (common
302    for QOS-based targets), this initialization needs to be done after each
303    reboot.
304
305  - *Example target*: ``i440fx-qtest-reboot-fuzz``
306