2020-02-20 05:11:18 +01:00
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= Fuzzing =
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== Introduction ==
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This document describes the virtual-device fuzzing infrastructure in QEMU and
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how to use it to implement additional fuzzers.
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== Basics ==
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Fuzzing operates by passing inputs to an entry point/target function. The
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fuzzer tracks the code coverage triggered by the input. Based on these
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findings, the fuzzer mutates the input and repeats the fuzzing.
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To fuzz QEMU, we rely on libfuzzer. Unlike other fuzzers such as AFL, libfuzzer
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is an _in-process_ fuzzer. For the developer, this means that it is their
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responsibility to ensure that state is reset between fuzzing-runs.
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== Building the fuzzers ==
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NOTE: If possible, build a 32-bit binary. When forking, the 32-bit fuzzer is
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much faster, since the page-map has a smaller size. This is due to the fact that
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AddressSanitizer mmaps ~20TB of memory, as part of its detection. This results
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in a large page-map, and a much slower fork().
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To build the fuzzers, install a recent version of clang:
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2020-07-06 21:55:32 +02:00
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Configure with (substitute the clang binaries with the version you installed).
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Here, enable-sanitizers, is optional but it allows us to reliably detect bugs
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such as out-of-bounds accesses, use-after-frees, double-frees etc.
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2020-02-20 05:11:18 +01:00
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2020-07-06 21:55:32 +02:00
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CC=clang-8 CXX=clang++-8 /path/to/configure --enable-fuzzing \
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--enable-sanitizers
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2020-02-20 05:11:18 +01:00
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Fuzz targets are built similarly to system/softmmu:
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make i386-softmmu/fuzz
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This builds ./i386-softmmu/qemu-fuzz-i386
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2020-07-09 10:40:59 +02:00
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The first option to this command is: --fuzz-target=FUZZ_NAME
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2020-02-20 05:11:18 +01:00
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To list all of the available fuzzers run qemu-fuzz-i386 with no arguments.
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2020-07-09 10:40:59 +02:00
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For example:
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./i386-softmmu/qemu-fuzz-i386 --fuzz-target=virtio-scsi-fuzz
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Internally, libfuzzer parses all arguments that do not begin with "--".
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Information about these is available by passing -help=1
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Now the only thing left to do is wait for the fuzzer to trigger potential
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crashes.
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2020-07-06 21:55:33 +02:00
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== Useful libFuzzer flags ==
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As mentioned above, libFuzzer accepts some arguments. Passing -help=1 will list
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the available arguments. In particular, these arguments might be helpful:
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$CORPUS_DIR/ : Specify a directory as the last argument to libFuzzer. libFuzzer
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stores each "interesting" input in this corpus directory. The next time you run
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libFuzzer, it will read all of the inputs from the corpus, and continue fuzzing
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from there. You can also specify multiple directories. libFuzzer loads existing
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inputs from all specified directories, but will only write new ones to the
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first one specified.
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-max_len=4096 : specify the maximum byte-length of the inputs libFuzzer will
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generate.
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-close_fd_mask={1,2,3} : close, stderr, or both. Useful for targets that
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trigger many debug/error messages, or create output on the serial console.
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-jobs=4 -workers=4 : These arguments configure libFuzzer to run 4 fuzzers in
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parallel (4 fuzzing jobs in 4 worker processes). Alternatively, with only
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-jobs=N, libFuzzer automatically spawns a number of workers less than or equal
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to half the available CPU cores. Replace 4 with a number appropriate for your
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machine. Make sure to specify a $CORPUS_DIR, which will allow the parallel
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fuzzers to share information about the interesting inputs they find.
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-use_value_profile=1 : For each comparison operation, libFuzzer computes
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(caller_pc&4095) | (popcnt(Arg1 ^ Arg2) << 12) and places this in the coverage
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table. Useful for targets with "magic" constants. If Arg1 came from the fuzzer's
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input and Arg2 is a magic constant, then each time the Hamming distance
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between Arg1 and Arg2 decreases, libFuzzer adds the input to the corpus.
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-shrink=1 : Tries to make elements of the corpus "smaller". Might lead to
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better coverage performance, depending on the target.
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Note that libFuzzer's exact behavior will depend on the version of
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clang and libFuzzer used to build the device fuzzers.
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2020-07-06 21:55:34 +02:00
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== Generating Coverage Reports ==
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Code coverage is a crucial metric for evaluating a fuzzer's performance.
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libFuzzer's output provides a "cov: " column that provides a total number of
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unique blocks/edges covered. To examine coverage on a line-by-line basis we
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can use Clang coverage:
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1. Configure libFuzzer to store a corpus of all interesting inputs (see
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CORPUS_DIR above)
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2. ./configure the QEMU build with:
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--enable-fuzzing \
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--extra-cflags="-fprofile-instr-generate -fcoverage-mapping"
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3. Re-run the fuzzer. Specify $CORPUS_DIR/* as an argument, telling libfuzzer
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to execute all of the inputs in $CORPUS_DIR and exit. Once the process
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exits, you should find a file, "default.profraw" in the working directory.
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4. Execute these commands to generate a detailed HTML coverage-report:
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llvm-profdata merge -output=default.profdata default.profraw
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llvm-cov show ./path/to/qemu-fuzz-i386 -instr-profile=default.profdata \
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--format html -output-dir=/path/to/output/report
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2020-02-20 05:11:18 +01:00
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== Adding a new fuzzer ==
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Coverage over virtual devices can be improved by adding additional fuzzers.
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Fuzzers are kept in tests/qtest/fuzz/ and should be added to
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tests/qtest/fuzz/Makefile.include
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Fuzzers can rely on both qtest and libqos to communicate with virtual devices.
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1. Create a new source file. For example ``tests/qtest/fuzz/foo-device-fuzz.c``.
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2. Write the fuzzing code using the libqtest/libqos API. See existing fuzzers
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for reference.
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3. Register the fuzzer in ``tests/fuzz/Makefile.include`` by appending the
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corresponding object to fuzz-obj-y
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Fuzzers can be more-or-less thought of as special qtest programs which can
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modify the qtest commands and/or qtest command arguments based on inputs
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provided by libfuzzer. Libfuzzer passes a byte array and length. Commonly the
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fuzzer loops over the byte-array interpreting it as a list of qtest commands,
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addresses, or values.
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= Implementation Details =
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== The Fuzzer's Lifecycle ==
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The fuzzer has two entrypoints that libfuzzer calls. libfuzzer provides it's
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own main(), which performs some setup, and calls the entrypoints:
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LLVMFuzzerInitialize: called prior to fuzzing. Used to initialize all of the
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necessary state
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LLVMFuzzerTestOneInput: called for each fuzzing run. Processes the input and
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resets the state at the end of each run.
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In more detail:
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LLVMFuzzerInitialize parses the arguments to the fuzzer (must start with two
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dashes, so they are ignored by libfuzzer main()). Currently, the arguments
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select the fuzz target. Then, the qtest client is initialized. If the target
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requires qos, qgraph is set up and the QOM/LIBQOS modules are initialized.
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Then the QGraph is walked and the QEMU cmd_line is determined and saved.
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After this, the vl.c:qemu__main is called to set up the guest. There are
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target-specific hooks that can be called before and after qemu_main, for
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additional setup(e.g. PCI setup, or VM snapshotting).
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LLVMFuzzerTestOneInput: Uses qtest/qos functions to act based on the fuzz
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input. It is also responsible for manually calling the main loop/main_loop_wait
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to ensure that bottom halves are executed and any cleanup required before the
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next input.
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Since the same process is reused for many fuzzing runs, QEMU state needs to
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be reset at the end of each run. There are currently two implemented
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options for resetting state:
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1. Reboot the guest between runs.
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Pros: Straightforward and fast for simple fuzz targets.
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Cons: Depending on the device, does not reset all device state. If the
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device requires some initialization prior to being ready for fuzzing
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(common for QOS-based targets), this initialization needs to be done after
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each reboot.
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Example target: i440fx-qtest-reboot-fuzz
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2. Run each test case in a separate forked process and copy the coverage
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information back to the parent. This is fairly similar to AFL's "deferred"
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fork-server mode [3]
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Pros: Relatively fast. Devices only need to be initialized once. No need
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to do slow reboots or vmloads.
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Cons: Not officially supported by libfuzzer. Does not work well for devices
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that rely on dedicated threads.
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Example target: virtio-net-fork-fuzz
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