//===- FuzzerTraceState.cpp - Trace-based fuzzer mutator ------------------===// // // The LLVM Compiler Infrastructure // // This file is distributed under the University of Illinois Open Source // License. See LICENSE.TXT for details. // //===----------------------------------------------------------------------===// // This file implements a mutation algorithm based on instruction traces and // on taint analysis feedback from DFSan. // // Instruction traces are special hooks inserted by the compiler around // interesting instructions. Currently supported traces: // * __sanitizer_cov_trace_cmp -- inserted before every ICMP instruction, // receives the type, size and arguments of ICMP. // // Every time a traced event is intercepted we analyse the data involved // in the event and suggest a mutation for future executions. // For example if 4 bytes of data that derive from input bytes {4,5,6,7} // are compared with a constant 12345, // we try to insert 12345, 12344, 12346 into bytes // {4,5,6,7} of the next fuzzed inputs. // // The fuzzer can work only with the traces, or with both traces and DFSan. // // DataFlowSanitizer (DFSan) is a tool for // generalised dynamic data flow (taint) analysis: // http://clang.llvm.org/docs/DataFlowSanitizer.html . // // The approach with DFSan-based fuzzing has some similarity to // "Taint-based Directed Whitebox Fuzzing" // by Vijay Ganesh & Tim Leek & Martin Rinard: // http://dspace.mit.edu/openaccess-disseminate/1721.1/59320, // but it uses a full blown LLVM IR taint analysis and separate instrumentation // to analyze all of the "attack points" at once. // // Workflow with DFSan: // * lib/Fuzzer/Fuzzer*.cpp is compiled w/o any instrumentation. // * The code under test is compiled with DFSan *and* with instruction traces. // * Every call to HOOK(a,b) is replaced by DFSan with // __dfsw_HOOK(a, b, label(a), label(b)) so that __dfsw_HOOK // gets all the taint labels for the arguments. // * At the Fuzzer startup we assign a unique DFSan label // to every byte of the input string (Fuzzer::CurrentUnit) so that for any // chunk of data we know which input bytes it has derived from. // * The __dfsw_* functions (implemented in this file) record the // parameters (i.e. the application data and the corresponding taint labels) // in a global state. // * Fuzzer::ApplyTraceBasedMutation() tries to use the data recorded // by __dfsw_* hooks to guide the fuzzing towards new application states. // // Parts of this code will not function when DFSan is not linked in. // Instead of using ifdefs and thus requiring a separate build of lib/Fuzzer // we redeclare the dfsan_* interface functions as weak and check if they // are nullptr before calling. // If this approach proves to be useful we may add attribute(weak) to the // dfsan declarations in dfsan_interface.h // // This module is in the "proof of concept" stage. // It is capable of solving only the simplest puzzles // like test/dfsan/DFSanSimpleCmpTest.cpp. //===----------------------------------------------------------------------===// /* Example of manual usage (-fsanitize=dataflow is optional): ( cd $LLVM/lib/Fuzzer/ clang -fPIC -c -g -O2 -std=c++11 Fuzzer*.cpp clang++ -O0 -std=c++11 -fsanitize-coverage=edge,trace-cmp \ -fsanitize=dataflow \ test/dfsan/DFSanSimpleCmpTest.cpp Fuzzer*.o ./a.out ) */ #include "FuzzerInternal.h" #include #include #include #include #include extern "C" { __attribute__((weak)) dfsan_label dfsan_create_label(const char *desc, void *userdata); __attribute__((weak)) void dfsan_set_label(dfsan_label label, void *addr, size_t size); __attribute__((weak)) void dfsan_add_label(dfsan_label label, void *addr, size_t size); __attribute__((weak)) const struct dfsan_label_info *dfsan_get_label_info(dfsan_label label); __attribute__((weak)) dfsan_label dfsan_read_label(const void *addr, size_t size); } // extern "C" namespace fuzzer { static bool ReallyHaveDFSan() { return &dfsan_create_label != nullptr; } // These values are copied from include/llvm/IR/InstrTypes.h. // We do not include the LLVM headers here to remain independent. // If these values ever change, an assertion in ComputeCmp will fail. enum Predicate { ICMP_EQ = 32, ///< equal ICMP_NE = 33, ///< not equal ICMP_UGT = 34, ///< unsigned greater than ICMP_UGE = 35, ///< unsigned greater or equal ICMP_ULT = 36, ///< unsigned less than ICMP_ULE = 37, ///< unsigned less or equal ICMP_SGT = 38, ///< signed greater than ICMP_SGE = 39, ///< signed greater or equal ICMP_SLT = 40, ///< signed less than ICMP_SLE = 41, ///< signed less or equal }; template bool ComputeCmp(size_t CmpType, U Arg1, U Arg2) { switch(CmpType) { case ICMP_EQ : return Arg1 == Arg2; case ICMP_NE : return Arg1 != Arg2; case ICMP_UGT: return Arg1 > Arg2; case ICMP_UGE: return Arg1 >= Arg2; case ICMP_ULT: return Arg1 < Arg2; case ICMP_ULE: return Arg1 <= Arg2; case ICMP_SGT: return (S)Arg1 > (S)Arg2; case ICMP_SGE: return (S)Arg1 >= (S)Arg2; case ICMP_SLT: return (S)Arg1 < (S)Arg2; case ICMP_SLE: return (S)Arg1 <= (S)Arg2; default: assert(0 && "unsupported CmpType"); } return false; } static bool ComputeCmp(size_t CmpSize, size_t CmpType, uint64_t Arg1, uint64_t Arg2) { if (CmpSize == 8) return ComputeCmp(CmpType, Arg1, Arg2); if (CmpSize == 4) return ComputeCmp(CmpType, Arg1, Arg2); if (CmpSize == 2) return ComputeCmp(CmpType, Arg1, Arg2); if (CmpSize == 1) return ComputeCmp(CmpType, Arg1, Arg2); assert(0 && "unsupported type size"); return true; } // As a simplification we use the range of input bytes instead of a set of input // bytes. struct LabelRange { uint16_t Beg, End; // Range is [Beg, End), thus Beg==End is an empty range. LabelRange(uint16_t Beg = 0, uint16_t End = 0) : Beg(Beg), End(End) {} static LabelRange Join(LabelRange LR1, LabelRange LR2) { if (LR1.Beg == LR1.End) return LR2; if (LR2.Beg == LR2.End) return LR1; return {std::min(LR1.Beg, LR2.Beg), std::max(LR1.End, LR2.End)}; } LabelRange &Join(LabelRange LR) { return *this = Join(*this, LR); } static LabelRange Singleton(const dfsan_label_info *LI) { uint16_t Idx = (uint16_t)(uintptr_t)LI->userdata; assert(Idx > 0); return {(uint16_t)(Idx - 1), Idx}; } }; std::ostream &operator<<(std::ostream &os, const LabelRange &LR) { return os << "[" << LR.Beg << "," << LR.End << ")"; } // For now, very simple: put Size bytes of Data at position Pos. struct TraceBasedMutation { size_t Pos; size_t Size; uint64_t Data; }; class TraceState { public: TraceState(const Fuzzer::FuzzingOptions &Options, const Unit &CurrentUnit) : Options(Options), CurrentUnit(CurrentUnit) {} LabelRange GetLabelRange(dfsan_label L); void DFSanCmpCallback(uintptr_t PC, size_t CmpSize, size_t CmpType, uint64_t Arg1, uint64_t Arg2, dfsan_label L1, dfsan_label L2); void TraceCmpCallback(size_t CmpSize, size_t CmpType, uint64_t Arg1, uint64_t Arg2); int TryToAddDesiredData(uint64_t PresentData, uint64_t DesiredData, size_t DataSize); void StartTraceRecording() { if (!Options.UseTraces) return; RecordingTraces = true; Mutations.clear(); } size_t StopTraceRecording() { RecordingTraces = false; std::random_shuffle(Mutations.begin(), Mutations.end()); return Mutations.size(); } void ApplyTraceBasedMutation(size_t Idx, fuzzer::Unit *U); private: bool IsTwoByteData(uint64_t Data) { int64_t Signed = static_cast(Data); Signed >>= 16; return Signed == 0 || Signed == -1L; } bool RecordingTraces = false; std::vector Mutations; LabelRange LabelRanges[1 << (sizeof(dfsan_label) * 8)] = {}; const Fuzzer::FuzzingOptions &Options; const Unit &CurrentUnit; }; LabelRange TraceState::GetLabelRange(dfsan_label L) { LabelRange &LR = LabelRanges[L]; if (LR.Beg < LR.End || L == 0) return LR; const dfsan_label_info *LI = dfsan_get_label_info(L); if (LI->l1 || LI->l2) return LR = LabelRange::Join(GetLabelRange(LI->l1), GetLabelRange(LI->l2)); return LR = LabelRange::Singleton(LI); } void TraceState::ApplyTraceBasedMutation(size_t Idx, fuzzer::Unit *U) { assert(Idx < Mutations.size()); auto &M = Mutations[Idx]; if (Options.Verbosity >= 3) std::cerr << "TBM " << M.Pos << " " << M.Size << " " << M.Data << "\n"; if (M.Pos + M.Size > U->size()) return; memcpy(U->data() + M.Pos, &M.Data, M.Size); } void TraceState::DFSanCmpCallback(uintptr_t PC, size_t CmpSize, size_t CmpType, uint64_t Arg1, uint64_t Arg2, dfsan_label L1, dfsan_label L2) { assert(ReallyHaveDFSan()); if (!RecordingTraces) return; if (L1 == 0 && L2 == 0) return; // Not actionable. if (L1 != 0 && L2 != 0) return; // Probably still actionable. bool Res = ComputeCmp(CmpSize, CmpType, Arg1, Arg2); uint64_t Data = L1 ? Arg2 : Arg1; LabelRange LR = L1 ? GetLabelRange(L1) : GetLabelRange(L2); for (size_t Pos = LR.Beg; Pos + CmpSize <= LR.End; Pos++) { Mutations.push_back({Pos, CmpSize, Data}); Mutations.push_back({Pos, CmpSize, Data + 1}); Mutations.push_back({Pos, CmpSize, Data - 1}); } if (CmpSize > LR.End - LR.Beg) Mutations.push_back({LR.Beg, (unsigned)(LR.End - LR.Beg), Data}); if (Options.Verbosity >= 3) std::cerr << "DFSAN:" << " PC " << std::hex << PC << std::dec << " S " << CmpSize << " T " << CmpType << " A1 " << Arg1 << " A2 " << Arg2 << " R " << Res << " L" << L1 << " L" << L2 << " R" << LR << " MU " << Mutations.size() << "\n"; } int TraceState::TryToAddDesiredData(uint64_t PresentData, uint64_t DesiredData, size_t DataSize) { int Res = 0; const uint8_t *Beg = CurrentUnit.data(); const uint8_t *End = Beg + CurrentUnit.size(); for (const uint8_t *Cur = Beg; Cur < End; Cur += DataSize) { Cur = (uint8_t *)memmem(Cur, End - Cur, &PresentData, DataSize); if (!Cur) break; // std::cerr << "Cur " << (void*)Cur << "\n"; size_t Pos = Cur - Beg; assert(Pos < CurrentUnit.size()); Mutations.push_back({Pos, DataSize, DesiredData}); Mutations.push_back({Pos, DataSize, DesiredData + 1}); Mutations.push_back({Pos, DataSize, DesiredData - 1}); Cur += DataSize; Res++; } return Res; } void TraceState::TraceCmpCallback(size_t CmpSize, size_t CmpType, uint64_t Arg1, uint64_t Arg2) { if (!RecordingTraces) return; int Added = 0; if (Options.Verbosity >= 3) std::cerr << "TraceCmp: " << Arg1 << " " << Arg2 << "\n"; Added += TryToAddDesiredData(Arg1, Arg2, CmpSize); Added += TryToAddDesiredData(Arg2, Arg1, CmpSize); if (!Added && CmpSize == 4 && IsTwoByteData(Arg1) && IsTwoByteData(Arg2)) { Added += TryToAddDesiredData(Arg1, Arg2, 2); Added += TryToAddDesiredData(Arg2, Arg1, 2); } } static TraceState *TS; void Fuzzer::StartTraceRecording() { if (!TS) return; TS->StartTraceRecording(); } size_t Fuzzer::StopTraceRecording() { if (!TS) return 0; return TS->StopTraceRecording(); } void Fuzzer::ApplyTraceBasedMutation(size_t Idx, Unit *U) { assert(TS); TS->ApplyTraceBasedMutation(Idx, U); } void Fuzzer::InitializeTraceState() { if (!Options.UseTraces && !Options.UseDFSan) return; TS = new TraceState(Options, CurrentUnit); CurrentUnit.resize(Options.MaxLen); // The rest really requires DFSan. if (!ReallyHaveDFSan() || !Options.UseDFSan) return; for (size_t i = 0; i < static_cast(Options.MaxLen); i++) { dfsan_label L = dfsan_create_label("input", (void*)(i + 1)); // We assume that no one else has called dfsan_create_label before. assert(L == i + 1); dfsan_set_label(L, &CurrentUnit[i], 1); } } } // namespace fuzzer using fuzzer::TS; extern "C" { void __dfsw___sanitizer_cov_trace_cmp(uint64_t SizeAndType, uint64_t Arg1, uint64_t Arg2, dfsan_label L0, dfsan_label L1, dfsan_label L2) { assert(TS); assert(L0 == 0); uintptr_t PC = reinterpret_cast(__builtin_return_address(0)); uint64_t CmpSize = (SizeAndType >> 32) / 8; uint64_t Type = (SizeAndType << 32) >> 32; TS->DFSanCmpCallback(PC, CmpSize, Type, Arg1, Arg2, L1, L2); } void dfsan_weak_hook_memcmp(void *caller_pc, const void *s1, const void *s2, size_t n, dfsan_label s1_label, dfsan_label s2_label, dfsan_label n_label) { assert(TS); uintptr_t PC = reinterpret_cast(caller_pc); uint64_t S1 = 0, S2 = 0; // Simplification: handle only first 8 bytes. memcpy(&S1, s1, std::min(n, sizeof(S1))); memcpy(&S2, s2, std::min(n, sizeof(S2))); dfsan_label L1 = dfsan_read_label(s1, n); dfsan_label L2 = dfsan_read_label(s2, n); TS->DFSanCmpCallback(PC, n, fuzzer::ICMP_EQ, S1, S2, L1, L2); } void __sanitizer_cov_trace_cmp(uint64_t SizeAndType, uint64_t Arg1, uint64_t Arg2) { if (!TS) return; uint64_t CmpSize = (SizeAndType >> 32) / 8; uint64_t Type = (SizeAndType << 32) >> 32; TS->TraceCmpCallback(CmpSize, Type, Arg1, Arg2); } } // extern "C"