DexFuzz ======= DexFuzz is primarily a tool for fuzzing DEX files. Fuzzing is the introduction of subtle changes ("mutations") to a file to produce a new test case. These test cases can be used to test the various modes of execution available to ART (Interpreter, Optimizing compiler) to check for bugs in these modes of execution. This is done by differential testing - each test file is executed with each mode of execution, and any differences between the resulting outputs may be an indication of a bug in one of the modes. For a wider overview of DexFuzz, see: http://community.arm.com/groups/android-community/blog/2014/11/26/the-art-of-fuzz-testing In typical operation, you provide DexFuzz with a set of DEX files that are the "seeds" for mutation - e.g. some tests taken from the ART test suite - and point it at an ADB-connected Android device, and it will fuzz these seed files, and execute the resulting new tests on the Android device. How to run DexFuzz ================== DexFuzz can run its test programs on either an ADB-connected device, or a host-build of ART locally. Execution on an ADB-connected device ------------------------------------ 1. Build dexfuzz with mmma tools/dexfuzz from within art/. 2. Make sure you have an Android device connected via ADB, that is capable of having DEX files pushed to it and executed with the dalvikvm command. 3. Make sure you're in the Android build environment! (That is, . build/envsetup.sh && lunch) 4. Create a new directory, and place some DEX files in here. These are the seed files that are mutated to form new tests. 5. Create a directory on your device that mutated test files can be pushed to and executed in, using dalvikvm. For example, /data/art-test/ 6. If you currently have multiple devices connected via ADB, find out the name of your device using "adb devices -l". 7. Run this command: dexfuzz --inputs= --execute --repeat= \ --dump-output You MUST specify one of the following ISAs: --arm --arm64 --x86 --x86_64 And also at least two of the following backends: --interpreter --optimizing Note that if you wanted to test both ARM and ARM64 on an ARM64 device, you can use --allarm. Also in this case only one backend is needed, if i.e., you wanted to test ARM Optimizing Backend vs. ARM64 Optimizing Backend. Some legal examples: --arm --optimizing --interpreter --x86 --optimizing --interpreter --allarm --optimizing Add in --device= if you want to specify a device. Add in --execute-dir= if you want to specify an execution directory. (The default is /data/art-test/) Host Execution -------------- DexFuzz now supports execution on your host machine. Follow steps 1, 3, 4, and 7 as above, but also observe the following: - instead of specifying an ISA, use --host - ANDROID_DATA must be set, pointing to a location where dex2oat will place OAT files after compilation. - Files will always be executed in the same directory where you are executing DexFuzz. Fuzzer Operation ---------------- As the fuzzer works, you'll see output like: |-----------------------------------------------------------------| |Iterations|VerifyFail|MutateFail|Timed Out |Successful|Divergence| |-----------------------------------------------------------------| | 48 | 37 | 4 | 0 | 6 | 1 | Iterations - number of attempts we've made to mutate DEX files. VerifyFail - the number of mutated files that ended up failing to verify, either on the host, or the target. MutateFail - because mutation is a random process, and has attempt thresholds to avoid attempting to mutate a file indefinitely, it is possible that an attempt to mutate a file doesn't actually mutate it. This counts those occurrences. Timed Out - mutated files that timed out for one or more backends. Current timeouts are: Optimizing - 5 seconds Interpreter - 30 seconds (use --short-timeouts to set all backends to 2 seconds.) Successful - mutated files that executed and all backends agreed on the resulting output. NB: if all backends crashed with the same output, this would be considered a success - proper detection of crashes is still to come. Divergence - mutated files that executed and some backend disagreed about the resulting output. Divergent programs are run multiple times with a single backend, to check if they diverge from themselves, and these are not included in the count. If multiple architectures are being used (ARM/ARM64), and the divergences align with different architectures, these are also not included in the count. 8. Check report.log for the full report, including input file and RNG seed for each test program. This allows you to recreate a bad program with, e.g.: dexfuzz --input= --seed= Check dexfuzz --help for the full list of options. NOTE: DEX files with unicode strings are not fully supported yet, and DEX files with JNI elements are not supported at all currently. Mutation Likelihoods ==================== Each bytecode mutation has a chance out of 100% of firing. Following is the listing of each mutation's probability. If you wish to easily adjust these values, copy these values into a file called likelihoods.txt, and run dexfuzz with --likelihoods=likelihoods.txt. ArithOpChanger 75 BranchShifter 30 CmpBiasChanger 30 ConstantValueChanger 70 ConversionRepeater 50 FieldFlagChanger 40 InstructionDeleter 40 InstructionDuplicator 80 InstructionSwapper 80 InvokeChanger 30 NewArrayLengthChanger 50 NewInstanceChanger 10 NewMethodCaller 10 NonsenseStringPrinter 10 OppositeBranchChanger 40 PoolIndexChanger 30 RandomBranchChanger 30 RandomInstructionGenerator 30 RegisterClobber 10 SwitchBranchShifter 30 TryBlockShifter 40 ValuePrinter 40 VRegChanger 60