fuzzing.rst (13338B)
1 ======== 2 Fuzzing 3 ======== 4 5 This document describes the virtual-device fuzzing infrastructure in QEMU and 6 how to use it to implement additional fuzzers. 7 8 Basics 9 ------ 10 11 Fuzzing operates by passing inputs to an entry point/target function. The 12 fuzzer tracks the code coverage triggered by the input. Based on these 13 findings, the fuzzer mutates the input and repeats the fuzzing. 14 15 To fuzz QEMU, we rely on libfuzzer. Unlike other fuzzers such as AFL, libfuzzer 16 is an *in-process* fuzzer. For the developer, this means that it is their 17 responsibility to ensure that state is reset between fuzzing-runs. 18 19 Building the fuzzers 20 -------------------- 21 22 *NOTE*: If possible, build a 32-bit binary. When forking, the 32-bit fuzzer is 23 much faster, since the page-map has a smaller size. This is due to the fact that 24 AddressSanitizer maps ~20TB of memory, as part of its detection. This results 25 in a large page-map, and a much slower ``fork()``. 26 27 To build the fuzzers, install a recent version of clang: 28 Configure with (substitute the clang binaries with the version you installed). 29 Here, enable-sanitizers, is optional but it allows us to reliably detect bugs 30 such as out-of-bounds accesses, use-after-frees, double-frees etc.:: 31 32 CC=clang-8 CXX=clang++-8 /path/to/configure --enable-fuzzing \ 33 --enable-sanitizers 34 35 Fuzz targets are built similarly to system targets:: 36 37 make qemu-fuzz-i386 38 39 This builds ``./qemu-fuzz-i386`` 40 41 The first option to this command is: ``--fuzz-target=FUZZ_NAME`` 42 To list all of the available fuzzers run ``qemu-fuzz-i386`` with no arguments. 43 44 For example:: 45 46 ./qemu-fuzz-i386 --fuzz-target=virtio-scsi-fuzz 47 48 Internally, libfuzzer parses all arguments that do not begin with ``"--"``. 49 Information about these is available by passing ``-help=1`` 50 51 Now the only thing left to do is wait for the fuzzer to trigger potential 52 crashes. 53 54 Useful libFuzzer flags 55 ---------------------- 56 57 As mentioned above, libFuzzer accepts some arguments. Passing ``-help=1`` will 58 list the available arguments. In particular, these arguments might be helpful: 59 60 * ``CORPUS_DIR/`` : Specify a directory as the last argument to libFuzzer. 61 libFuzzer stores each "interesting" input in this corpus directory. The next 62 time you run libFuzzer, it will read all of the inputs from the corpus, and 63 continue fuzzing from there. You can also specify multiple directories. 64 libFuzzer loads existing inputs from all specified directories, but will only 65 write new ones to the first one specified. 66 67 * ``-max_len=4096`` : specify the maximum byte-length of the inputs libFuzzer 68 will generate. 69 70 * ``-close_fd_mask={1,2,3}`` : close, stderr, or both. Useful for targets that 71 trigger many debug/error messages, or create output on the serial console. 72 73 * ``-jobs=4 -workers=4`` : These arguments configure libFuzzer to run 4 fuzzers in 74 parallel (4 fuzzing jobs in 4 worker processes). Alternatively, with only 75 ``-jobs=N``, libFuzzer automatically spawns a number of workers less than or equal 76 to half the available CPU cores. Replace 4 with a number appropriate for your 77 machine. Make sure to specify a ``CORPUS_DIR``, which will allow the parallel 78 fuzzers to share information about the interesting inputs they find. 79 80 * ``-use_value_profile=1`` : For each comparison operation, libFuzzer computes 81 ``(caller_pc&4095) | (popcnt(Arg1 ^ Arg2) << 12)`` and places this in the 82 coverage table. Useful for targets with "magic" constants. If Arg1 came from 83 the fuzzer's input and Arg2 is a magic constant, then each time the Hamming 84 distance between Arg1 and Arg2 decreases, libFuzzer adds the input to the 85 corpus. 86 87 * ``-shrink=1`` : Tries to make elements of the corpus "smaller". Might lead to 88 better coverage performance, depending on the target. 89 90 Note that libFuzzer's exact behavior will depend on the version of 91 clang and libFuzzer used to build the device fuzzers. 92 93 Generating Coverage Reports 94 --------------------------- 95 96 Code coverage is a crucial metric for evaluating a fuzzer's performance. 97 libFuzzer's output provides a "cov: " column that provides a total number of 98 unique blocks/edges covered. To examine coverage on a line-by-line basis we 99 can use Clang coverage: 100 101 1. Configure libFuzzer to store a corpus of all interesting inputs (see 102 CORPUS_DIR above) 103 2. ``./configure`` the QEMU build with :: 104 105 --enable-fuzzing \ 106 --extra-cflags="-fprofile-instr-generate -fcoverage-mapping" 107 108 3. Re-run the fuzzer. Specify $CORPUS_DIR/* as an argument, telling libfuzzer 109 to execute all of the inputs in $CORPUS_DIR and exit. Once the process 110 exits, you should find a file, "default.profraw" in the working directory. 111 4. Execute these commands to generate a detailed HTML coverage-report:: 112 113 llvm-profdata merge -output=default.profdata default.profraw 114 llvm-cov show ./path/to/qemu-fuzz-i386 -instr-profile=default.profdata \ 115 --format html -output-dir=/path/to/output/report 116 117 Adding a new fuzzer 118 ------------------- 119 120 Coverage over virtual devices can be improved by adding additional fuzzers. 121 Fuzzers are kept in ``tests/qtest/fuzz/`` and should be added to 122 ``tests/qtest/fuzz/meson.build`` 123 124 Fuzzers can rely on both qtest and libqos to communicate with virtual devices. 125 126 1. Create a new source file. For example ``tests/qtest/fuzz/foo-device-fuzz.c``. 127 128 2. Write the fuzzing code using the libqtest/libqos API. See existing fuzzers 129 for reference. 130 131 3. Add the fuzzer to ``tests/qtest/fuzz/meson.build``. 132 133 Fuzzers can be more-or-less thought of as special qtest programs which can 134 modify the qtest commands and/or qtest command arguments based on inputs 135 provided by libfuzzer. Libfuzzer passes a byte array and length. Commonly the 136 fuzzer loops over the byte-array interpreting it as a list of qtest commands, 137 addresses, or values. 138 139 The Generic Fuzzer 140 ------------------ 141 142 Writing a fuzz target can be a lot of effort (especially if a device driver has 143 not be built-out within libqos). Many devices can be fuzzed to some degree, 144 without any device-specific code, using the generic-fuzz target. 145 146 The generic-fuzz target is capable of fuzzing devices over their PIO, MMIO, 147 and DMA input-spaces. To apply the generic-fuzz to a device, we need to define 148 two env-variables, at minimum: 149 150 * ``QEMU_FUZZ_ARGS=`` is the set of QEMU arguments used to configure a machine, with 151 the device attached. For example, if we want to fuzz the virtio-net device 152 attached to a pc-i440fx machine, we can specify:: 153 154 QEMU_FUZZ_ARGS="-M pc -nodefaults -netdev user,id=user0 \ 155 -device virtio-net,netdev=user0" 156 157 * ``QEMU_FUZZ_OBJECTS=`` is a set of space-delimited strings used to identify 158 the MemoryRegions that will be fuzzed. These strings are compared against 159 MemoryRegion names and MemoryRegion owner names, to decide whether each 160 MemoryRegion should be fuzzed. These strings support globbing. For the 161 virtio-net example, we could use one of :: 162 163 QEMU_FUZZ_OBJECTS='virtio-net' 164 QEMU_FUZZ_OBJECTS='virtio*' 165 QEMU_FUZZ_OBJECTS='virtio* pcspk' # Fuzz the virtio devices and the speaker 166 QEMU_FUZZ_OBJECTS='*' # Fuzz the whole machine`` 167 168 The ``"info mtree"`` and ``"info qom-tree"`` monitor commands can be especially 169 useful for identifying the ``MemoryRegion`` and ``Object`` names used for 170 matching. 171 172 As a generic rule-of-thumb, the more ``MemoryRegions``/Devices we match, the 173 greater the input-space, and the smaller the probability of finding crashing 174 inputs for individual devices. As such, it is usually a good idea to limit the 175 fuzzer to only a few ``MemoryRegions``. 176 177 To ensure that these env variables have been configured correctly, we can use:: 178 179 ./qemu-fuzz-i386 --fuzz-target=generic-fuzz -runs=0 180 181 The output should contain a complete list of matched MemoryRegions. 182 183 OSS-Fuzz 184 -------- 185 QEMU is continuously fuzzed on `OSS-Fuzz 186 <https://github.com/google/oss-fuzz>`_. By default, the OSS-Fuzz build 187 will try to fuzz every fuzz-target. Since the generic-fuzz target 188 requires additional information provided in environment variables, we 189 pre-define some generic-fuzz configs in 190 ``tests/qtest/fuzz/generic_fuzz_configs.h``. Each config must specify: 191 192 - ``.name``: To identify the fuzzer config 193 194 - ``.args`` OR ``.argfunc``: A string or pointer to a function returning a 195 string. These strings are used to specify the ``QEMU_FUZZ_ARGS`` 196 environment variable. ``argfunc`` is useful when the config relies on e.g. 197 a dynamically created temp directory, or a free tcp/udp port. 198 199 - ``.objects``: A string that specifies the ``QEMU_FUZZ_OBJECTS`` environment 200 variable. 201 202 To fuzz additional devices/device configuration on OSS-Fuzz, send patches for 203 either a new device-specific fuzzer or a new generic-fuzz config. 204 205 Build details: 206 207 - The Dockerfile that sets up the environment for building QEMU's 208 fuzzers on OSS-Fuzz can be fund in the OSS-Fuzz repository 209 __(https://github.com/google/oss-fuzz/blob/master/projects/qemu/Dockerfile) 210 211 - The script responsible for building the fuzzers can be found in the 212 QEMU source tree at ``scripts/oss-fuzz/build.sh`` 213 214 Building Crash Reproducers 215 ----------------------------------------- 216 When we find a crash, we should try to create an independent reproducer, that 217 can be used on a non-fuzzer build of QEMU. This filters out any potential 218 false-positives, and improves the debugging experience for developers. 219 Here are the steps for building a reproducer for a crash found by the 220 generic-fuzz target. 221 222 - Ensure the crash reproduces:: 223 224 qemu-fuzz-i386 --fuzz-target... ./crash-... 225 226 - Gather the QTest output for the crash:: 227 228 QEMU_FUZZ_TIMEOUT=0 QTEST_LOG=1 FUZZ_SERIALIZE_QTEST=1 \ 229 qemu-fuzz-i386 --fuzz-target... ./crash-... &> /tmp/trace 230 231 - Reorder and clean-up the resulting trace:: 232 233 scripts/oss-fuzz/reorder_fuzzer_qtest_trace.py /tmp/trace > /tmp/reproducer 234 235 - Get the arguments needed to start qemu, and provide a path to qemu:: 236 237 less /tmp/trace # The args should be logged at the top of this file 238 export QEMU_ARGS="-machine ..." 239 export QEMU_PATH="path/to/qemu-system" 240 241 - Ensure the crash reproduces in qemu-system:: 242 243 $QEMU_PATH $QEMU_ARGS -qtest stdio < /tmp/reproducer 244 245 - From the crash output, obtain some string that identifies the crash. This 246 can be a line in the stack-trace, for example:: 247 248 export CRASH_TOKEN="hw/usb/hcd-xhci.c:1865" 249 250 - Minimize the reproducer:: 251 252 scripts/oss-fuzz/minimize_qtest_trace.py -M1 -M2 \ 253 /tmp/reproducer /tmp/reproducer-minimized 254 255 - Confirm that the minimized reproducer still crashes:: 256 257 $QEMU_PATH $QEMU_ARGS -qtest stdio < /tmp/reproducer-minimized 258 259 - Create a one-liner reproducer that can be sent over email:: 260 261 ./scripts/oss-fuzz/output_reproducer.py -bash /tmp/reproducer-minimized 262 263 - Output the C source code for a test case that will reproduce the bug:: 264 265 ./scripts/oss-fuzz/output_reproducer.py -owner "John Smith <john@smith.com>"\ 266 -name "test_function_name" /tmp/reproducer-minimized 267 268 - Report the bug and send a patch with the C reproducer upstream 269 270 Implementation Details / Fuzzer Lifecycle 271 ----------------------------------------- 272 273 The fuzzer has two entrypoints that libfuzzer calls. libfuzzer provides it's 274 own ``main()``, which performs some setup, and calls the entrypoints: 275 276 ``LLVMFuzzerInitialize``: called prior to fuzzing. Used to initialize all of the 277 necessary state 278 279 ``LLVMFuzzerTestOneInput``: called for each fuzzing run. Processes the input and 280 resets the state at the end of each run. 281 282 In more detail: 283 284 ``LLVMFuzzerInitialize`` parses the arguments to the fuzzer (must start with two 285 dashes, so they are ignored by libfuzzer ``main()``). Currently, the arguments 286 select the fuzz target. Then, the qtest client is initialized. If the target 287 requires qos, qgraph is set up and the QOM/LIBQOS modules are initialized. 288 Then the QGraph is walked and the QEMU cmd_line is determined and saved. 289 290 After this, the ``vl.c:main`` is called to set up the guest. There are 291 target-specific hooks that can be called before and after main, for 292 additional setup(e.g. PCI setup, or VM snapshotting). 293 294 ``LLVMFuzzerTestOneInput``: Uses qtest/qos functions to act based on the fuzz 295 input. It is also responsible for manually calling ``main_loop_wait`` to ensure 296 that bottom halves are executed and any cleanup required before the next input. 297 298 Since the same process is reused for many fuzzing runs, QEMU state needs to 299 be reset at the end of each run. There are currently two implemented 300 options for resetting state: 301 302 - Reboot the guest between runs. 303 - *Pros*: Straightforward and fast for simple fuzz targets. 304 305 - *Cons*: Depending on the device, does not reset all device state. If the 306 device requires some initialization prior to being ready for fuzzing (common 307 for QOS-based targets), this initialization needs to be done after each 308 reboot. 309 310 - *Example target*: ``i440fx-qtest-reboot-fuzz`` 311 312 - Run each test case in a separate forked process and copy the coverage 313 information back to the parent. This is fairly similar to AFL's "deferred" 314 fork-server mode [3] 315 316 - *Pros*: Relatively fast. Devices only need to be initialized once. No need to 317 do slow reboots or vmloads. 318 319 - *Cons*: Not officially supported by libfuzzer. Does not work well for 320 devices that rely on dedicated threads. 321 322 - *Example target*: ``virtio-net-fork-fuzz``