//===- 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/SimpleCmpTest.cpp Fuzzer*.o ./a.out -use_traces=1 ) */ #include "FuzzerDFSan.h" #include "FuzzerInternal.h" #include <algorithm> #include <cstring> #include <unordered_map> #if !LLVM_FUZZER_SUPPORTS_DFSAN // Stubs for dfsan for platforms where dfsan does not exist and weak // functions don't work. extern "C" { dfsan_label dfsan_create_label(const char *desc, void *userdata) { return 0; } void dfsan_set_label(dfsan_label label, void *addr, size_t size) {} void dfsan_add_label(dfsan_label label, void *addr, size_t size) {} const struct dfsan_label_info *dfsan_get_label_info(dfsan_label label) { return nullptr; } dfsan_label dfsan_read_label(const void *addr, size_t size) { return 0; } } // extern "C" #endif // !LLVM_FUZZER_SUPPORTS_DFSAN namespace fuzzer { // 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 <class U, class S> 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<uint64_t, int64_t>(CmpType, Arg1, Arg2); if (CmpSize == 4) return ComputeCmp<uint32_t, int32_t>(CmpType, Arg1, Arg2); if (CmpSize == 2) return ComputeCmp<uint16_t, int16_t>(CmpType, Arg1, Arg2); if (CmpSize == 1) return ComputeCmp<uint8_t, int8_t>(CmpType, Arg1, Arg2); // Other size, == if (CmpType == ICMP_EQ) return Arg1 == Arg2; // assert(0 && "unsupported cmp and type size combination"); 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}; } }; // 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 DFSanSwitchCallback(uint64_t PC, size_t ValSizeInBits, uint64_t Val, size_t NumCases, uint64_t *Cases, dfsan_label L); void TraceCmpCallback(uintptr_t PC, size_t CmpSize, size_t CmpType, uint64_t Arg1, uint64_t Arg2); void TraceSwitchCallback(uintptr_t PC, size_t ValSizeInBits, uint64_t Val, size_t NumCases, uint64_t *Cases); int TryToAddDesiredData(uint64_t PresentData, uint64_t DesiredData, size_t DataSize); void StartTraceRecording() { if (!Options.UseTraces) return; RecordingTraces = true; Mutations.clear(); } size_t StopTraceRecording(FuzzerRandomBase &Rand) { RecordingTraces = false; return Mutations.size(); } void ApplyTraceBasedMutation(size_t Idx, fuzzer::Unit *U); private: bool IsTwoByteData(uint64_t Data) { int64_t Signed = static_cast<int64_t>(Data); Signed >>= 16; return Signed == 0 || Signed == -1L; } bool RecordingTraces = false; std::vector<TraceBasedMutation> 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) Printf("TBM %zd %zd %zd\n", M.Pos, M.Size, M.Data); 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) Printf("DFSanCmpCallback: PC %lx S %zd T %zd A1 %llx A2 %llx R %d L1 %d L2 " "%d MU %zd\n", PC, CmpSize, CmpType, Arg1, Arg2, Res, L1, L2, Mutations.size()); } void TraceState::DFSanSwitchCallback(uint64_t PC, size_t ValSizeInBits, uint64_t Val, size_t NumCases, uint64_t *Cases, dfsan_label L) { assert(ReallyHaveDFSan()); if (!RecordingTraces) return; if (!L) return; // Not actionable. LabelRange LR = GetLabelRange(L); size_t ValSize = ValSizeInBits / 8; bool TryShort = IsTwoByteData(Val); for (size_t i = 0; i < NumCases; i++) TryShort &= IsTwoByteData(Cases[i]); for (size_t Pos = LR.Beg; Pos + ValSize <= LR.End; Pos++) for (size_t i = 0; i < NumCases; i++) Mutations.push_back({Pos, ValSize, Cases[i]}); if (TryShort) for (size_t Pos = LR.Beg; Pos + 2 <= LR.End; Pos++) for (size_t i = 0; i < NumCases; i++) Mutations.push_back({Pos, 2, Cases[i]}); if (Options.Verbosity >= 3) Printf("DFSanSwitchCallback: PC %lx Val %zd SZ %zd # %zd L %d: {%d, %d} " "TryShort %d\n", PC, Val, ValSize, NumCases, L, LR.Beg, LR.End, TryShort); } 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++) { Cur = (uint8_t *)memmem(Cur, End - Cur, &PresentData, DataSize); if (!Cur) break; size_t Pos = Cur - Beg; assert(Pos < CurrentUnit.size()); if (Mutations.size() > 100000U) return Res; // Just in case. Mutations.push_back({Pos, DataSize, DesiredData}); Mutations.push_back({Pos, DataSize, DesiredData + 1}); Mutations.push_back({Pos, DataSize, DesiredData - 1}); Res++; } return Res; } void TraceState::TraceCmpCallback(uintptr_t PC, size_t CmpSize, size_t CmpType, uint64_t Arg1, uint64_t Arg2) { if (!RecordingTraces) return; int Added = 0; if (Options.Verbosity >= 3) Printf("TraceCmp %zd/%zd: %p %zd %zd\n", CmpSize, CmpType, PC, Arg1, Arg2); 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); } } void TraceState::TraceSwitchCallback(uintptr_t PC, size_t ValSizeInBits, uint64_t Val, size_t NumCases, uint64_t *Cases) { if (!RecordingTraces) return; size_t ValSize = ValSizeInBits / 8; bool TryShort = IsTwoByteData(Val); for (size_t i = 0; i < NumCases; i++) TryShort &= IsTwoByteData(Cases[i]); if (Options.Verbosity >= 3) Printf("TraceSwitch: %p %zd # %zd; TryShort %d\n", PC, Val, NumCases, TryShort); for (size_t i = 0; i < NumCases; i++) { TryToAddDesiredData(Val, Cases[i], ValSize); if (TryShort) TryToAddDesiredData(Val, Cases[i], 2); } } static TraceState *TS; void Fuzzer::StartTraceRecording() { if (!TS) return; if (ReallyHaveDFSan()) for (size_t i = 0; i < static_cast<size_t>(Options.MaxLen); i++) dfsan_set_label(i + 1, &CurrentUnit[i], 1); TS->StartTraceRecording(); } size_t Fuzzer::StopTraceRecording() { if (!TS) return 0; return TS->StopTraceRecording(USF.GetRand()); } void Fuzzer::ApplyTraceBasedMutation(size_t Idx, Unit *U) { assert(TS); TS->ApplyTraceBasedMutation(Idx, U); } void Fuzzer::InitializeTraceState() { if (!Options.UseTraces) return; TS = new TraceState(Options, CurrentUnit); CurrentUnit.resize(Options.MaxLen); // The rest really requires DFSan. if (!ReallyHaveDFSan()) return; for (size_t i = 0; i < static_cast<size_t>(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. if (L != i + 1) { Printf("DFSan labels are not starting from 1, exiting\n"); exit(1); } } } static size_t InternalStrnlen(const char *S, size_t MaxLen) { size_t Len = 0; for (; Len < MaxLen && S[Len]; Len++) {} return Len; } } // 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) { if (!TS) return; assert(L0 == 0); uintptr_t PC = reinterpret_cast<uintptr_t>(__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 __dfsw___sanitizer_cov_trace_switch(uint64_t Val, uint64_t *Cases, dfsan_label L1, dfsan_label L2) { if (!TS) return; uintptr_t PC = reinterpret_cast<uintptr_t>(__builtin_return_address(0)); TS->DFSanSwitchCallback(PC, Cases[1], Val, Cases[0], Cases+2, L1); } 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) { if (!TS) return; uintptr_t PC = reinterpret_cast<uintptr_t>(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 dfsan_weak_hook_strncmp(void *caller_pc, const char *s1, const char *s2, size_t n, dfsan_label s1_label, dfsan_label s2_label, dfsan_label n_label) { if (!TS) return; uintptr_t PC = reinterpret_cast<uintptr_t>(caller_pc); uint64_t S1 = 0, S2 = 0; n = std::min(n, fuzzer::InternalStrnlen(s1, n)); n = std::min(n, fuzzer::InternalStrnlen(s2, n)); // 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 dfsan_weak_hook_strcmp(void *caller_pc, const char *s1, const char *s2, dfsan_label s1_label, dfsan_label s2_label) { if (!TS) return; uintptr_t PC = reinterpret_cast<uintptr_t>(caller_pc); uint64_t S1 = 0, S2 = 0; size_t Len1 = strlen(s1); size_t Len2 = strlen(s2); size_t N = std::min(Len1, Len2); if (N <= 1) return; // Not interesting. // 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, Len1); dfsan_label L2 = dfsan_read_label(s2, Len2); TS->DFSanCmpCallback(PC, N, fuzzer::ICMP_EQ, S1, S2, L1, L2); } void __sanitizer_weak_hook_memcmp(void *caller_pc, const void *s1, const void *s2, size_t n) { if (!TS) return; uintptr_t PC = reinterpret_cast<uintptr_t>(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))); TS->TraceCmpCallback(PC, n, fuzzer::ICMP_EQ, S1, S2); } void __sanitizer_weak_hook_strncmp(void *caller_pc, const char *s1, const char *s2, size_t n) { if (!TS) return; uintptr_t PC = reinterpret_cast<uintptr_t>(caller_pc); uint64_t S1 = 0, S2 = 0; size_t Len1 = fuzzer::InternalStrnlen(s1, n); size_t Len2 = fuzzer::InternalStrnlen(s2, n); n = std::min(n, Len1); n = std::min(n, Len2); if (n <= 1) return; // Not interesting. // Simplification: handle only first 8 bytes. memcpy(&S1, s1, std::min(n, sizeof(S1))); memcpy(&S2, s2, std::min(n, sizeof(S2))); TS->TraceCmpCallback(PC, n, fuzzer::ICMP_EQ, S1, S2); } void __sanitizer_weak_hook_strcmp(void *caller_pc, const char *s1, const char *s2) { if (!TS) return; uintptr_t PC = reinterpret_cast<uintptr_t>(caller_pc); uint64_t S1 = 0, S2 = 0; size_t Len1 = strlen(s1); size_t Len2 = strlen(s2); size_t N = std::min(Len1, Len2); if (N <= 1) return; // Not interesting. // Simplification: handle only first 8 bytes. memcpy(&S1, s1, std::min(N, sizeof(S1))); memcpy(&S2, s2, std::min(N, sizeof(S2))); TS->TraceCmpCallback(PC, N, fuzzer::ICMP_EQ, S1, S2); } __attribute__((visibility("default"))) void __sanitizer_cov_trace_cmp(uint64_t SizeAndType, uint64_t Arg1, uint64_t Arg2) { if (!TS) return; uintptr_t PC = reinterpret_cast<uintptr_t>(__builtin_return_address(0)); uint64_t CmpSize = (SizeAndType >> 32) / 8; uint64_t Type = (SizeAndType << 32) >> 32; TS->TraceCmpCallback(PC, CmpSize, Type, Arg1, Arg2); } __attribute__((visibility("default"))) void __sanitizer_cov_trace_switch(uint64_t Val, uint64_t *Cases) { if (!TS) return; uintptr_t PC = reinterpret_cast<uintptr_t>(__builtin_return_address(0)); TS->TraceSwitchCallback(PC, Cases[1], Val, Cases[0], Cases + 2); } } // extern "C"