| ======== |
| Fuzzing |
| ======== |
| |
| This document describes the virtual-device fuzzing infrastructure in QEMU and |
| how to use it to implement additional fuzzers. |
| |
| Basics |
| ------ |
| |
| Fuzzing operates by passing inputs to an entry point/target function. The |
| fuzzer tracks the code coverage triggered by the input. Based on these |
| findings, the fuzzer mutates the input and repeats the fuzzing. |
| |
| To fuzz QEMU, we rely on libfuzzer. Unlike other fuzzers such as AFL, libfuzzer |
| is an *in-process* fuzzer. For the developer, this means that it is their |
| responsibility to ensure that state is reset between fuzzing-runs. |
| |
| Building the fuzzers |
| -------------------- |
| |
| *NOTE*: If possible, build a 32-bit binary. When forking, the 32-bit fuzzer is |
| much faster, since the page-map has a smaller size. This is due to the fact that |
| AddressSanitizer maps ~20TB of memory, as part of its detection. This results |
| in a large page-map, and a much slower ``fork()``. |
| |
| To build the fuzzers, install a recent version of clang: |
| Configure with (substitute the clang binaries with the version you installed). |
| Here, enable-sanitizers, is optional but it allows us to reliably detect bugs |
| such as out-of-bounds accesses, use-after-frees, double-frees etc.:: |
| |
| CC=clang-8 CXX=clang++-8 /path/to/configure --enable-fuzzing \ |
| --enable-sanitizers |
| |
| Fuzz targets are built similarly to system targets:: |
| |
| make qemu-fuzz-i386 |
| |
| This builds ``./qemu-fuzz-i386`` |
| |
| The first option to this command is: ``--fuzz-target=FUZZ_NAME`` |
| To list all of the available fuzzers run ``qemu-fuzz-i386`` with no arguments. |
| |
| For example:: |
| |
| ./qemu-fuzz-i386 --fuzz-target=virtio-scsi-fuzz |
| |
| Internally, libfuzzer parses all arguments that do not begin with ``"--"``. |
| Information about these is available by passing ``-help=1`` |
| |
| Now the only thing left to do is wait for the fuzzer to trigger potential |
| crashes. |
| |
| Useful libFuzzer flags |
| ---------------------- |
| |
| As mentioned above, libFuzzer accepts some arguments. Passing ``-help=1`` will |
| list the available arguments. In particular, these arguments might be helpful: |
| |
| * ``CORPUS_DIR/`` : Specify a directory as the last argument to libFuzzer. |
| libFuzzer stores each "interesting" input in this corpus directory. The next |
| time you run libFuzzer, it will read all of the inputs from the corpus, and |
| continue fuzzing from there. You can also specify multiple directories. |
| libFuzzer loads existing inputs from all specified directories, but will only |
| write new ones to the first one specified. |
| |
| * ``-max_len=4096`` : specify the maximum byte-length of the inputs libFuzzer |
| will generate. |
| |
| * ``-close_fd_mask={1,2,3}`` : close, stderr, or both. Useful for targets that |
| trigger many debug/error messages, or create output on the serial console. |
| |
| * ``-jobs=4 -workers=4`` : These arguments configure libFuzzer to run 4 fuzzers in |
| parallel (4 fuzzing jobs in 4 worker processes). Alternatively, with only |
| ``-jobs=N``, libFuzzer automatically spawns a number of workers less than or equal |
| to half the available CPU cores. Replace 4 with a number appropriate for your |
| machine. Make sure to specify a ``CORPUS_DIR``, which will allow the parallel |
| fuzzers to share information about the interesting inputs they find. |
| |
| * ``-use_value_profile=1`` : For each comparison operation, libFuzzer computes |
| ``(caller_pc&4095) | (popcnt(Arg1 ^ Arg2) << 12)`` and places this in the |
| coverage table. Useful for targets with "magic" constants. If Arg1 came from |
| the fuzzer's input and Arg2 is a magic constant, then each time the Hamming |
| distance between Arg1 and Arg2 decreases, libFuzzer adds the input to the |
| corpus. |
| |
| * ``-shrink=1`` : Tries to make elements of the corpus "smaller". Might lead to |
| better coverage performance, depending on the target. |
| |
| Note that libFuzzer's exact behavior will depend on the version of |
| clang and libFuzzer used to build the device fuzzers. |
| |
| Generating Coverage Reports |
| --------------------------- |
| |
| Code coverage is a crucial metric for evaluating a fuzzer's performance. |
| libFuzzer's output provides a "cov: " column that provides a total number of |
| unique blocks/edges covered. To examine coverage on a line-by-line basis we |
| can use Clang coverage: |
| |
| 1. Configure libFuzzer to store a corpus of all interesting inputs (see |
| CORPUS_DIR above) |
| 2. ``./configure`` the QEMU build with :: |
| |
| --enable-fuzzing \ |
| --extra-cflags="-fprofile-instr-generate -fcoverage-mapping" |
| |
| 3. Re-run the fuzzer. Specify $CORPUS_DIR/* as an argument, telling libfuzzer |
| to execute all of the inputs in $CORPUS_DIR and exit. Once the process |
| exits, you should find a file, "default.profraw" in the working directory. |
| 4. Execute these commands to generate a detailed HTML coverage-report:: |
| |
| llvm-profdata merge -output=default.profdata default.profraw |
| llvm-cov show ./path/to/qemu-fuzz-i386 -instr-profile=default.profdata \ |
| --format html -output-dir=/path/to/output/report |
| |
| Adding a new fuzzer |
| ------------------- |
| |
| Coverage over virtual devices can be improved by adding additional fuzzers. |
| Fuzzers are kept in ``tests/qtest/fuzz/`` and should be added to |
| ``tests/qtest/fuzz/meson.build`` |
| |
| Fuzzers can rely on both qtest and libqos to communicate with virtual devices. |
| |
| 1. Create a new source file. For example ``tests/qtest/fuzz/foo-device-fuzz.c``. |
| |
| 2. Write the fuzzing code using the libqtest/libqos API. See existing fuzzers |
| for reference. |
| |
| 3. Add the fuzzer to ``tests/qtest/fuzz/meson.build``. |
| |
| Fuzzers can be more-or-less thought of as special qtest programs which can |
| modify the qtest commands and/or qtest command arguments based on inputs |
| provided by libfuzzer. Libfuzzer passes a byte array and length. Commonly the |
| fuzzer loops over the byte-array interpreting it as a list of qtest commands, |
| addresses, or values. |
| |
| The Generic Fuzzer |
| ------------------ |
| |
| Writing a fuzz target can be a lot of effort (especially if a device driver has |
| not be built-out within libqos). Many devices can be fuzzed to some degree, |
| without any device-specific code, using the generic-fuzz target. |
| |
| The generic-fuzz target is capable of fuzzing devices over their PIO, MMIO, |
| and DMA input-spaces. To apply the generic-fuzz to a device, we need to define |
| two env-variables, at minimum: |
| |
| * ``QEMU_FUZZ_ARGS=`` is the set of QEMU arguments used to configure a machine, with |
| the device attached. For example, if we want to fuzz the virtio-net device |
| attached to a pc-i440fx machine, we can specify:: |
| |
| QEMU_FUZZ_ARGS="-M pc -nodefaults -netdev user,id=user0 \ |
| -device virtio-net,netdev=user0" |
| |
| * ``QEMU_FUZZ_OBJECTS=`` is a set of space-delimited strings used to identify |
| the MemoryRegions that will be fuzzed. These strings are compared against |
| MemoryRegion names and MemoryRegion owner names, to decide whether each |
| MemoryRegion should be fuzzed. These strings support globbing. For the |
| virtio-net example, we could use one of :: |
| |
| QEMU_FUZZ_OBJECTS='virtio-net' |
| QEMU_FUZZ_OBJECTS='virtio*' |
| QEMU_FUZZ_OBJECTS='virtio* pcspk' # Fuzz the virtio devices and the speaker |
| QEMU_FUZZ_OBJECTS='*' # Fuzz the whole machine`` |
| |
| The ``"info mtree"`` and ``"info qom-tree"`` monitor commands can be especially |
| useful for identifying the ``MemoryRegion`` and ``Object`` names used for |
| matching. |
| |
| As a generic rule-of-thumb, the more ``MemoryRegions``/Devices we match, the |
| greater the input-space, and the smaller the probability of finding crashing |
| inputs for individual devices. As such, it is usually a good idea to limit the |
| fuzzer to only a few ``MemoryRegions``. |
| |
| To ensure that these env variables have been configured correctly, we can use:: |
| |
| ./qemu-fuzz-i386 --fuzz-target=generic-fuzz -runs=0 |
| |
| The output should contain a complete list of matched MemoryRegions. |
| |
| OSS-Fuzz |
| -------- |
| QEMU is continuously fuzzed on `OSS-Fuzz |
| <https://github.com/google/oss-fuzz>`_. By default, the OSS-Fuzz build |
| will try to fuzz every fuzz-target. Since the generic-fuzz target |
| requires additional information provided in environment variables, we |
| pre-define some generic-fuzz configs in |
| ``tests/qtest/fuzz/generic_fuzz_configs.h``. Each config must specify: |
| |
| - ``.name``: To identify the fuzzer config |
| |
| - ``.args`` OR ``.argfunc``: A string or pointer to a function returning a |
| string. These strings are used to specify the ``QEMU_FUZZ_ARGS`` |
| environment variable. ``argfunc`` is useful when the config relies on e.g. |
| a dynamically created temp directory, or a free tcp/udp port. |
| |
| - ``.objects``: A string that specifies the ``QEMU_FUZZ_OBJECTS`` environment |
| variable. |
| |
| To fuzz additional devices/device configuration on OSS-Fuzz, send patches for |
| either a new device-specific fuzzer or a new generic-fuzz config. |
| |
| Build details: |
| |
| - The Dockerfile that sets up the environment for building QEMU's |
| fuzzers on OSS-Fuzz can be fund in the OSS-Fuzz repository |
| __(https://github.com/google/oss-fuzz/blob/master/projects/qemu/Dockerfile) |
| |
| - The script responsible for building the fuzzers can be found in the |
| QEMU source tree at ``scripts/oss-fuzz/build.sh`` |
| |
| Building Crash Reproducers |
| ----------------------------------------- |
| When we find a crash, we should try to create an independent reproducer, that |
| can be used on a non-fuzzer build of QEMU. This filters out any potential |
| false-positives, and improves the debugging experience for developers. |
| Here are the steps for building a reproducer for a crash found by the |
| generic-fuzz target. |
| |
| - Ensure the crash reproduces:: |
| |
| qemu-fuzz-i386 --fuzz-target... ./crash-... |
| |
| - Gather the QTest output for the crash:: |
| |
| QEMU_FUZZ_TIMEOUT=0 QTEST_LOG=1 FUZZ_SERIALIZE_QTEST=1 \ |
| qemu-fuzz-i386 --fuzz-target... ./crash-... &> /tmp/trace |
| |
| - Reorder and clean-up the resulting trace:: |
| |
| scripts/oss-fuzz/reorder_fuzzer_qtest_trace.py /tmp/trace > /tmp/reproducer |
| |
| - Get the arguments needed to start qemu, and provide a path to qemu:: |
| |
| less /tmp/trace # The args should be logged at the top of this file |
| export QEMU_ARGS="-machine ..." |
| export QEMU_PATH="path/to/qemu-system" |
| |
| - Ensure the crash reproduces in qemu-system:: |
| |
| $QEMU_PATH $QEMU_ARGS -qtest stdio < /tmp/reproducer |
| |
| - From the crash output, obtain some string that identifies the crash. This |
| can be a line in the stack-trace, for example:: |
| |
| export CRASH_TOKEN="hw/usb/hcd-xhci.c:1865" |
| |
| - Minimize the reproducer:: |
| |
| scripts/oss-fuzz/minimize_qtest_trace.py -M1 -M2 \ |
| /tmp/reproducer /tmp/reproducer-minimized |
| |
| - Confirm that the minimized reproducer still crashes:: |
| |
| $QEMU_PATH $QEMU_ARGS -qtest stdio < /tmp/reproducer-minimized |
| |
| - Create a one-liner reproducer that can be sent over email:: |
| |
| ./scripts/oss-fuzz/output_reproducer.py -bash /tmp/reproducer-minimized |
| |
| - Output the C source code for a test case that will reproduce the bug:: |
| |
| ./scripts/oss-fuzz/output_reproducer.py -owner "John Smith <john@smith.com>"\ |
| -name "test_function_name" /tmp/reproducer-minimized |
| |
| - Report the bug and send a patch with the C reproducer upstream |
| |
| Implementation Details / Fuzzer Lifecycle |
| ----------------------------------------- |
| |
| The fuzzer has two entrypoints that libfuzzer calls. libfuzzer provides it's |
| own ``main()``, which performs some setup, and calls the entrypoints: |
| |
| ``LLVMFuzzerInitialize``: called prior to fuzzing. Used to initialize all of the |
| necessary state |
| |
| ``LLVMFuzzerTestOneInput``: called for each fuzzing run. Processes the input and |
| resets the state at the end of each run. |
| |
| In more detail: |
| |
| ``LLVMFuzzerInitialize`` parses the arguments to the fuzzer (must start with two |
| dashes, so they are ignored by libfuzzer ``main()``). Currently, the arguments |
| select the fuzz target. Then, the qtest client is initialized. If the target |
| requires qos, qgraph is set up and the QOM/LIBQOS modules are initialized. |
| Then the QGraph is walked and the QEMU cmd_line is determined and saved. |
| |
| After this, the ``vl.c:main`` is called to set up the guest. There are |
| target-specific hooks that can be called before and after main, for |
| additional setup(e.g. PCI setup, or VM snapshotting). |
| |
| ``LLVMFuzzerTestOneInput``: Uses qtest/qos functions to act based on the fuzz |
| input. It is also responsible for manually calling ``main_loop_wait`` to ensure |
| that bottom halves are executed and any cleanup required before the next input. |
| |
| Since the same process is reused for many fuzzing runs, QEMU state needs to |
| be reset at the end of each run. There are currently two implemented |
| options for resetting state: |
| |
| - Reboot the guest between runs. |
| - *Pros*: Straightforward and fast for simple fuzz targets. |
| |
| - *Cons*: Depending on the device, does not reset all device state. If the |
| device requires some initialization prior to being ready for fuzzing (common |
| for QOS-based targets), this initialization needs to be done after each |
| reboot. |
| |
| - *Example target*: ``i440fx-qtest-reboot-fuzz`` |
| |
| - Run each test case in a separate forked process and copy the coverage |
| information back to the parent. This is fairly similar to AFL's "deferred" |
| fork-server mode [3] |
| |
| - *Pros*: Relatively fast. Devices only need to be initialized once. No need to |
| do slow reboots or vmloads. |
| |
| - *Cons*: Not officially supported by libfuzzer. Does not work well for |
| devices that rely on dedicated threads. |
| |
| - *Example target*: ``virtio-net-fork-fuzz`` |