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authorAdrian Herrera <adrian.herrera02@gmail.com>2021-07-20 04:23:26 +0000
committerAdrian Herrera <adrian.herrera02@gmail.com>2021-07-21 04:02:52 +0000
commit62f1bfed99b82bc073c138a00ff9a30bb596d09d (patch)
tree2d401f65bae30aba3bbff305e80aeea51992f39a /utils/optimin/src/OptiMin.cpp
parent3d7a2fc869a03da4c49a0a7e05d97f01a2846337 (diff)
downloadafl++-62f1bfed99b82bc073c138a00ff9a30bb596d09d.tar.gz
utils: added optimin corpus minimizer
Diffstat (limited to 'utils/optimin/src/OptiMin.cpp')
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+/*
+ * OptiMin, an optimal fuzzing corpus minimizer.
+ *
+ * Author: Adrian Herrera
+ */
+
+#include <cstdint>
+#include <vector>
+
+#include <llvm/ADT/DenseSet.h>
+#include <llvm/ADT/DenseMap.h>
+#include <llvm/ADT/SmallVector.h>
+#include <llvm/ADT/StringExtras.h>
+#include <llvm/ADT/StringMap.h>
+#include <llvm/Support/Chrono.h>
+#include <llvm/Support/CommandLine.h>
+#include <llvm/Support/FileSystem.h>
+#include <llvm/Support/MemoryBuffer.h>
+#include <llvm/Support/Path.h>
+#include <llvm/Support/Program.h>
+#include <llvm/Support/WithColor.h>
+
+#include "EvalMaxSAT.h"
+#include "ProgressBar.h"
+
+using namespace llvm;
+
+namespace {
+
+// -------------------------------------------------------------------------- //
+// Classes
+// -------------------------------------------------------------------------- //
+
+/// Ensure seed weights default to 1
+class Weight {
+ public:
+ Weight() : Weight(1){};
+ Weight(uint32_t V) : Value(V){};
+
+ operator unsigned() const {
+ return Value;
+ }
+
+ private:
+ const unsigned Value;
+};
+
+// -------------------------------------------------------------------------- //
+// Typedefs
+// -------------------------------------------------------------------------- //
+
+/// AFL tuple (edge) ID
+using AFLTupleID = uint32_t;
+
+/// Pair of tuple ID and hit count
+using AFLTuple = std::pair<AFLTupleID, /* Frequency */ unsigned>;
+
+/// Coverage for a given seed file
+using AFLCoverageVector = std::vector<AFLTuple>;
+
+/// Maps seed file paths to a weight
+using WeightsMap = StringMap<Weight>;
+
+/// A seed identifier in the MaxSAT solver
+using SeedID = int;
+
+/// Associates seed identifiers to seed files
+using MaxSATSeeds =
+ SmallVector<std::pair<SeedID, /* Seed file */ std::string>, 0>;
+
+/// Set of literal identifiers
+using MaxSATSeedSet = DenseSet<SeedID>;
+
+/// Maps tuple IDs to the literal identifiers that "cover" that tuple
+using MaxSATCoverageMap = DenseMap<AFLTupleID, MaxSATSeedSet>;
+
+// -------------------------------------------------------------------------- //
+// Global variables
+// -------------------------------------------------------------------------- //
+
+// This is based on the human class count in `count_class_human[256]` in
+// `afl-showmap.c`
+static constexpr uint32_t MAX_EDGE_FREQ = 8;
+
+static sys::TimePoint<> StartTime, EndTime;
+static std::chrono::seconds Duration;
+
+static std::string AFLShowmapPath;
+static bool TargetArgsHasAtAt = false;
+
+static const auto ErrMsg = [] {
+ return WithColor(errs(), HighlightColor::Error) << "[-] ";
+};
+static const auto WarnMsg = [] {
+ return WithColor(errs(), HighlightColor::Warning) << "[-] ";
+};
+static const auto SuccMsg = [] {
+ return WithColor(outs(), HighlightColor::String) << "[+] ";
+};
+static const auto StatMsg = [] {
+ return WithColor(outs(), HighlightColor::Remark) << "[*] ";
+};
+
+static cl::opt<std::string> CorpusDir("i", cl::desc("Input directory"),
+ cl::value_desc("dir"), cl::Required);
+static cl::opt<std::string> OutputDir("o", cl::desc("Output directory"),
+ cl::value_desc("dir"), cl::Required);
+static cl::opt<bool> EdgesOnly("f", cl::desc("Include edge hit counts"),
+ cl::init(true));
+static cl::opt<bool> ShowProgBar("p", cl::desc("Display progress bar"));
+static cl::opt<std::string> WeightsFile("w", cl::desc("Weights file"),
+ cl::value_desc("csv"));
+static cl::opt<std::string> TargetProg(cl::Positional,
+ cl::desc("<target program>"),
+ cl::Required);
+static cl::list<std::string> TargetArgs(cl::ConsumeAfter,
+ cl::desc("[target args...]"));
+static cl::opt<std::string> MemLimit(
+ "m", cl::desc("Memory limit for child process (default=none)"),
+ cl::value_desc("megs"), cl::init("none"));
+static cl::opt<std::string> Timeout(
+ "t", cl::desc("Run time limit for child process (default=none)"),
+ cl::value_desc("msec"), cl::init("none"));
+static cl::opt<bool> CrashMode(
+ "C", cl::desc("Keep crashing inputs, reject everything else"));
+static cl::opt<bool> QemuMode("Q", cl::desc("Use binary-only instrumentation"));
+} // anonymous namespace
+
+// -------------------------------------------------------------------------- //
+// Helper functions
+// -------------------------------------------------------------------------- //
+
+static void GetWeights(const MemoryBuffer &MB, WeightsMap &Weights) {
+ SmallVector<StringRef, 0> Lines;
+ MB.getBuffer().trim().split(Lines, '\n');
+
+ unsigned Weight = 0;
+
+ for (const auto &Line : Lines) {
+ const auto &[Seed, WeightStr] = Line.split(',');
+
+ if (to_integer(WeightStr, Weight, 10)) {
+ Weights.try_emplace(Seed, Weight);
+ } else {
+ WarnMsg() << "Failed to read weight for `" << Seed << "`. Skipping...\n";
+ }
+ }
+}
+
+[[nodiscard]] static std::error_code getAFLCoverage(const StringRef Seed,
+ AFLCoverageVector &Cov) {
+ Optional<StringRef> Redirects[] = {None, None, None};
+ std::error_code EC;
+
+ // Create temporary output file
+ SmallString<64> OutputPath;
+ if (EC = sys::fs::createTemporaryFile("showmap", "txt", OutputPath))
+ return EC;
+
+ // Prepare afl-showmap arguments
+ SmallVector<StringRef, 12> AFLShowmapArgs{
+ AFLShowmapPath, "-m", MemLimit, "-t", Timeout, "-q", "-o", OutputPath};
+
+ if (TargetArgsHasAtAt)
+ AFLShowmapArgs.append({"-A", Seed});
+ else
+ Redirects[/* stdin */ 0] = Seed;
+
+ if (QemuMode) AFLShowmapArgs.push_back("-Q");
+ if (CrashMode) AFLShowmapArgs.push_back("-C");
+
+ AFLShowmapArgs.append({"--", TargetProg});
+ AFLShowmapArgs.append(TargetArgs.begin(), TargetArgs.end());
+
+ // Run afl-showmap
+ const int RC = sys::ExecuteAndWait(AFLShowmapPath, AFLShowmapArgs,
+ /*env=*/None, Redirects);
+ if (RC) return std::make_error_code(std::errc::executable_format_error);
+
+ // Parse afl-showmap output
+ const auto CovOrErr = MemoryBuffer::getFile(OutputPath);
+ if (EC = CovOrErr.getError()) {
+ sys::fs::remove(OutputPath);
+ return EC;
+ }
+
+ SmallVector<StringRef, 0> Lines;
+ CovOrErr.get()->getBuffer().trim().split(Lines, '\n');
+
+ AFLTupleID Edge = 0;
+ unsigned Freq = 0;
+
+ for (const auto &Line : Lines) {
+ const auto &[EdgeStr, FreqStr] = Line.split(':');
+
+ to_integer(EdgeStr, Edge, 10);
+ to_integer(FreqStr, Freq, 10);
+ Cov.push_back({Edge, Freq});
+ }
+
+ return sys::fs::remove(OutputPath);
+}
+
+static inline void StartTimer(bool ShowProgBar) {
+ StartTime = std::chrono::system_clock::now();
+}
+
+static inline void EndTimer(bool ShowProgBar) {
+ EndTime = std::chrono::system_clock::now();
+ Duration =
+ std::chrono::duration_cast<std::chrono::seconds>(EndTime - StartTime);
+
+ if (ShowProgBar)
+ outs() << '\n';
+ else
+ outs() << Duration.count() << "s\n";
+}
+
+// -------------------------------------------------------------------------- //
+// Main function
+// -------------------------------------------------------------------------- //
+
+int main(int argc, char *argv[]) {
+ WeightsMap Weights;
+ ProgressBar ProgBar;
+ std::error_code EC;
+
+ // ------------------------------------------------------------------------ //
+ // Parse command-line options
+ //
+ // Also check the target arguments, as this determines how we run afl-showmap.
+ // ------------------------------------------------------------------------ //
+
+ cl::ParseCommandLineOptions(argc, argv, "Optimal corpus minimizer");
+
+ if (!sys::fs::is_directory(OutputDir)) {
+ ErrMsg() << "Invalid output directory `" << OutputDir << "`\n";
+ return 1;
+ }
+
+ for (const auto &Arg : TargetArgs)
+ if (Arg == "@@") TargetArgsHasAtAt = true;
+
+ // ------------------------------------------------------------------------ //
+ // Find afl-showmap
+ // ------------------------------------------------------------------------ //
+
+ const auto AFLShowmapOrErr = sys::findProgramByName("afl-showmap");
+ if (AFLShowmapOrErr.getError()) {
+ ErrMsg() << "Failed to find afl-showmap. Check your PATH\n";
+ return 1;
+ }
+ AFLShowmapPath = *AFLShowmapOrErr;
+
+ // ------------------------------------------------------------------------ //
+ // Parse weights
+ //
+ // Weights are stored in CSV file mapping a seed file name to an integer
+ // greater than zero.
+ // ------------------------------------------------------------------------ //
+
+ if (WeightsFile != "") {
+ StatMsg() << "Reading weights from `" << WeightsFile << "`... ";
+ StartTimer(/*ShowProgBar=*/false);
+
+ const auto WeightsOrErr = MemoryBuffer::getFile(WeightsFile);
+ if (EC = WeightsOrErr.getError()) {
+ ErrMsg() << "Failed to read weights from `" << WeightsFile
+ << "`: " << EC.message() << '\n';
+ return 1;
+ }
+
+ GetWeights(*WeightsOrErr.get(), Weights);
+
+ EndTimer(/*ShowProgBar=*/false);
+ }
+
+ // ------------------------------------------------------------------------ //
+ // Traverse corpus directory
+ //
+ // Find the seed files inside this directory.
+ // ------------------------------------------------------------------------ //
+
+ StatMsg() << "Locating seeds in `" << CorpusDir << "`... ";
+ StartTimer(/*ShowProgBar=*/false);
+
+ std::vector<std::string> SeedFiles;
+ sys::fs::file_status Status;
+
+ for (sys::fs::directory_iterator Dir(CorpusDir, EC), DirEnd;
+ Dir != DirEnd && !EC; Dir.increment(EC)) {
+ if (EC) {
+ ErrMsg() << "Failed to traverse corpus directory `" << CorpusDir
+ << "`: " << EC.message() << '\n';
+ return 1;
+ }
+
+ const auto &Path = Dir->path();
+ if (EC = sys::fs::status(Path, Status)) {
+ WarnMsg() << "Failed to access seed file `" << Path
+ << "`: " << EC.message() << ". Skipping...\n";
+ continue;
+ }
+
+ switch (Status.type()) {
+ case sys::fs::file_type::regular_file:
+ case sys::fs::file_type::symlink_file:
+ case sys::fs::file_type::type_unknown:
+ SeedFiles.push_back(Path);
+ default:
+ /* Ignore */
+ break;
+ }
+ }
+
+ EndTimer(/*ShowProgBar=*/false);
+
+ // ------------------------------------------------------------------------ //
+ // Generate seed coverage
+ //
+ // Iterate over the corpus directory, which should contain seed files. Execute
+ // these seeds in the target program to generate coverage information, and
+ // then store this coverage information in the appropriate data structures.
+ // ------------------------------------------------------------------------ //
+
+ size_t SeedCount = 0;
+ const size_t NumSeeds = SeedFiles.size();
+
+ if (!ShowProgBar)
+ StatMsg() << "Generating coverage for " << NumSeeds << " seeds... ";
+ StartTimer(ShowProgBar);
+
+ EvalMaxSAT Solver(/*nbMinimizeThread=*/0);
+ MaxSATSeeds SeedVars;
+ MaxSATCoverageMap SeedCoverage;
+ AFLCoverageVector Cov;
+
+ for (const auto &SeedFile : SeedFiles) {
+ // Execute seed
+ Cov.clear();
+ if (EC = getAFLCoverage(SeedFile, Cov)) {
+ ErrMsg() << "Failed to get coverage for seed " << SeedFile << ": "
+ << EC.message() << '\n';
+ return 1;
+ }
+
+ // Create a variable to represent the seed
+ const SeedID Var = Solver.newVar();
+ SeedVars.push_back({Var, SeedFile});
+
+ // Record the set of seeds that cover a particular edge
+ for (const auto &[Edge, Freq] : Cov) {
+ if (EdgesOnly) {
+ // Ignore edge frequency
+ SeedCoverage[Edge].insert(Var);
+ } else {
+ // Executing edge `E` `N` times means that it was executed `N - 1` times
+ for (unsigned I = 0; I < Freq; ++I)
+ SeedCoverage[MAX_EDGE_FREQ * Edge + I].insert(Var);
+ }
+ }
+
+ if ((++SeedCount % 10 == 0) && ShowProgBar)
+ ProgBar.update(SeedCount * 100 / NumSeeds, "Generating seed coverage");
+ }
+
+ EndTimer(ShowProgBar);
+
+ // ------------------------------------------------------------------------ //
+ // Set the hard and soft constraints in the solver
+ // ------------------------------------------------------------------------ //
+
+ if (!ShowProgBar) StatMsg() << "Generating constraints... ";
+ StartTimer(ShowProgBar);
+
+ SeedCount = 0;
+
+ // Ensure that at least one seed is selected that covers a particular edge
+ // (hard constraint)
+ std::vector<SeedID> Clauses;
+ for (const auto &[_, Seeds] : SeedCoverage) {
+ if (Seeds.empty()) continue;
+
+ Clauses.clear();
+ for (const auto &Seed : Seeds)
+ Clauses.push_back(Seed);
+
+ Solver.addClause(Clauses);
+
+ if ((++SeedCount % 10 == 0) && ShowProgBar)
+ ProgBar.update(SeedCount * 100 / SeedCoverage.size(),
+ "Generating clauses");
+ }
+
+ // Select the minimum number of seeds that cover a particular set of edges
+ // (soft constraint)
+ for (const auto &[Var, Seed] : SeedVars)
+ Solver.addWeightedClause({-Var}, Weights[sys::path::filename(Seed)]);
+
+ EndTimer(ShowProgBar);
+
+ // ------------------------------------------------------------------------ //
+ // Generate a solution
+ // ------------------------------------------------------------------------ //
+
+ StatMsg() << "Solving... ";
+ StartTimer(/*ShowProgBar=*/false);
+
+ const bool Solved = Solver.solve();
+
+ EndTimer(/*ShowProgBar=*/false);
+
+ // ------------------------------------------------------------------------ //
+ // Save the solution
+ //
+ // This will copy the selected seeds to the given output directory.
+ // ------------------------------------------------------------------------ //
+
+ SmallVector<StringRef, 64> Solution;
+ SmallString<32> OutputSeed;
+
+ if (Solved) {
+ for (const auto &[Var, Seed] : SeedVars)
+ if (Solver.getValue(Var) > 0) Solution.push_back(Seed);
+ } else {
+ ErrMsg() << "Failed to find an optimal solution for `" << CorpusDir
+ << "`\n";
+ return 1;
+ }
+
+ SuccMsg() << "Minimized corpus size: " << Solution.size() << " seeds\n";
+
+ if (!ShowProgBar) StatMsg() << "Copying to `" << OutputDir << "`... ";
+ StartTimer(ShowProgBar);
+
+ SeedCount = 0;
+
+ for (const auto &Seed : Solution) {
+ OutputSeed = OutputDir;
+ sys::path::append(OutputSeed, sys::path::filename(Seed));
+
+ if (EC = sys::fs::copy_file(Seed, OutputSeed)) {
+ WarnMsg() << "Failed to copy `" << Seed << "` to `" << OutputDir
+ << "`: " << EC.message() << '\n';
+ }
+
+ if ((++SeedCount % 10 == 0) && ShowProgBar)
+ ProgBar.update(SeedCount * 100 / Solution.size(), "Copying seeds");
+ }
+
+ EndTimer(ShowProgBar);
+ SuccMsg() << "Done!\n";
+
+ return 0;
+}