1 //===- DataflowAnalysis.h ---------------------------------------*- C++ -*-===// 2 // 3 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. 4 // See https://llvm.org/LICENSE.txt for license information. 5 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception 6 // 7 //===----------------------------------------------------------------------===// 8 // 9 // This file defines base types and functions for building dataflow analyses 10 // that run over Control-Flow Graphs (CFGs). 11 // 12 //===----------------------------------------------------------------------===// 13 14 #ifndef LLVM_CLANG_ANALYSIS_FLOWSENSITIVE_DATAFLOWANALYSIS_H 15 #define LLVM_CLANG_ANALYSIS_FLOWSENSITIVE_DATAFLOWANALYSIS_H 16 17 #include <iterator> 18 #include <optional> 19 #include <type_traits> 20 #include <utility> 21 #include <vector> 22 23 #include "clang/AST/ASTContext.h" 24 #include "clang/Analysis/CFG.h" 25 #include "clang/Analysis/FlowSensitive/ControlFlowContext.h" 26 #include "clang/Analysis/FlowSensitive/DataflowEnvironment.h" 27 #include "clang/Analysis/FlowSensitive/DataflowLattice.h" 28 #include "clang/Analysis/FlowSensitive/MatchSwitch.h" 29 #include "clang/Analysis/FlowSensitive/TypeErasedDataflowAnalysis.h" 30 #include "clang/Analysis/FlowSensitive/WatchedLiteralsSolver.h" 31 #include "llvm/ADT/STLExtras.h" 32 #include "llvm/ADT/STLFunctionalExtras.h" 33 #include "llvm/ADT/SmallVector.h" 34 #include "llvm/Support/Errc.h" 35 #include "llvm/Support/Error.h" 36 37 namespace clang { 38 namespace dataflow { 39 40 /// Base class template for dataflow analyses built on a single lattice type. 41 /// 42 /// Requirements: 43 /// 44 /// `Derived` must be derived from a specialization of this class template and 45 /// must provide the following public members: 46 /// * `LatticeT initialElement()` - returns a lattice element that models the 47 /// initial state of a basic block; 48 /// * `void transfer(const CFGElement &, LatticeT &, Environment &)` - applies 49 /// the analysis transfer function for a given CFG element and lattice 50 /// element. 51 /// 52 /// `Derived` can optionally provide the following members: 53 /// * `void transferBranch(bool Branch, const Stmt *Stmt, TypeErasedLattice &E, 54 /// Environment &Env)` - applies the analysis transfer 55 /// function for a given edge from a CFG block of a conditional statement. 56 /// 57 /// `Derived` can optionally override the following members: 58 /// * `bool merge(QualType, const Value &, const Value &, Value &, 59 /// Environment &)` - joins distinct values. This could be a strict 60 /// lattice join or a more general widening operation. 61 /// 62 /// `LatticeT` is a bounded join-semilattice that is used by `Derived` and must 63 /// provide the following public members: 64 /// * `LatticeJoinEffect join(const LatticeT &)` - joins the object and the 65 /// argument by computing their least upper bound, modifies the object if 66 /// necessary, and returns an effect indicating whether any changes were 67 /// made to it; 68 /// FIXME: make it `static LatticeT join(const LatticeT&, const LatticeT&)` 69 /// * `bool operator==(const LatticeT &) const` - returns true if and only if 70 /// the object is equal to the argument. 71 /// 72 /// `LatticeT` can optionally provide the following members: 73 /// * `LatticeJoinEffect widen(const LatticeT &Previous)` - replaces the 74 /// lattice element with an approximation that can reach a fixed point more 75 /// quickly than iterated application of the transfer function alone. The 76 /// previous value is provided to inform the choice of widened value. The 77 /// function must also serve as a comparison operation, by indicating whether 78 /// the widened value is equivalent to the previous value with the returned 79 /// `LatticeJoinEffect`. 80 template <typename Derived, typename LatticeT> 81 class DataflowAnalysis : public TypeErasedDataflowAnalysis { 82 public: 83 /// Bounded join-semilattice that is used in the analysis. 84 using Lattice = LatticeT; 85 DataflowAnalysis(ASTContext & Context)86 explicit DataflowAnalysis(ASTContext &Context) : Context(Context) {} 87 DataflowAnalysis(ASTContext & Context,DataflowAnalysisOptions Options)88 explicit DataflowAnalysis(ASTContext &Context, 89 DataflowAnalysisOptions Options) 90 : TypeErasedDataflowAnalysis(Options), Context(Context) {} 91 getASTContext()92 ASTContext &getASTContext() final { return Context; } 93 typeErasedInitialElement()94 TypeErasedLattice typeErasedInitialElement() final { 95 return {static_cast<Derived *>(this)->initialElement()}; 96 } 97 joinTypeErased(const TypeErasedLattice & E1,const TypeErasedLattice & E2)98 TypeErasedLattice joinTypeErased(const TypeErasedLattice &E1, 99 const TypeErasedLattice &E2) final { 100 // FIXME: change the signature of join() to avoid copying here. 101 Lattice L1 = llvm::any_cast<const Lattice &>(E1.Value); 102 const Lattice &L2 = llvm::any_cast<const Lattice &>(E2.Value); 103 L1.join(L2); 104 return {std::move(L1)}; 105 } 106 widenTypeErased(TypeErasedLattice & Current,const TypeErasedLattice & Previous)107 LatticeJoinEffect widenTypeErased(TypeErasedLattice &Current, 108 const TypeErasedLattice &Previous) final { 109 Lattice &C = llvm::any_cast<Lattice &>(Current.Value); 110 const Lattice &P = llvm::any_cast<const Lattice &>(Previous.Value); 111 return widenInternal(Rank0{}, C, P); 112 } 113 isEqualTypeErased(const TypeErasedLattice & E1,const TypeErasedLattice & E2)114 bool isEqualTypeErased(const TypeErasedLattice &E1, 115 const TypeErasedLattice &E2) final { 116 const Lattice &L1 = llvm::any_cast<const Lattice &>(E1.Value); 117 const Lattice &L2 = llvm::any_cast<const Lattice &>(E2.Value); 118 return L1 == L2; 119 } 120 transferTypeErased(const CFGElement & Element,TypeErasedLattice & E,Environment & Env)121 void transferTypeErased(const CFGElement &Element, TypeErasedLattice &E, 122 Environment &Env) final { 123 Lattice &L = llvm::any_cast<Lattice &>(E.Value); 124 static_cast<Derived *>(this)->transfer(Element, L, Env); 125 } 126 transferBranchTypeErased(bool Branch,const Stmt * Stmt,TypeErasedLattice & E,Environment & Env)127 void transferBranchTypeErased(bool Branch, const Stmt *Stmt, 128 TypeErasedLattice &E, Environment &Env) final { 129 transferBranchInternal(Rank0{}, *static_cast<Derived *>(this), Branch, Stmt, 130 E, Env); 131 } 132 133 private: 134 // These `Rank` structs are used for template metaprogramming to choose 135 // between overloads. 136 struct Rank1 {}; 137 struct Rank0 : Rank1 {}; 138 139 // The first-choice implementation: use `widen` when it is available. 140 template <typename T> 141 static auto widenInternal(Rank0, T &Current, const T &Prev) 142 -> decltype(Current.widen(Prev)) { 143 return Current.widen(Prev); 144 } 145 146 // The second-choice implementation: `widen` is unavailable. Widening is 147 // merged with equality checking, so when widening is unimplemented, we 148 // default to equality checking. widenInternal(Rank1,const Lattice & Current,const Lattice & Prev)149 static LatticeJoinEffect widenInternal(Rank1, const Lattice &Current, 150 const Lattice &Prev) { 151 return Prev == Current ? LatticeJoinEffect::Unchanged 152 : LatticeJoinEffect::Changed; 153 } 154 155 // The first-choice implementation: `transferBranch` is implemented. 156 template <typename Analysis> 157 static auto transferBranchInternal(Rank0, Analysis &A, bool Branch, 158 const Stmt *Stmt, TypeErasedLattice &L, 159 Environment &Env) 160 -> std::void_t<decltype(A.transferBranch( 161 Branch, Stmt, std::declval<LatticeT &>(), Env))> { 162 A.transferBranch(Branch, Stmt, llvm::any_cast<Lattice &>(L.Value), Env); 163 } 164 165 // The second-choice implementation: `transferBranch` is unimplemented. No-op. 166 template <typename Analysis> transferBranchInternal(Rank1,Analysis & A,bool,const Stmt *,TypeErasedLattice &,Environment &)167 static void transferBranchInternal(Rank1, Analysis &A, bool, const Stmt *, 168 TypeErasedLattice &, Environment &) {} 169 170 ASTContext &Context; 171 }; 172 173 // Model of the program at a given program point. 174 template <typename LatticeT> struct DataflowAnalysisState { 175 // Model of a program property. 176 LatticeT Lattice; 177 178 // Model of the state of the program (store and heap). 179 Environment Env; 180 }; 181 182 /// Performs dataflow analysis and returns a mapping from basic block IDs to 183 /// dataflow analysis states that model the respective basic blocks. The 184 /// returned vector, if any, will have the same size as the number of CFG 185 /// blocks, with indices corresponding to basic block IDs. Returns an error if 186 /// the dataflow analysis cannot be performed successfully. Otherwise, calls 187 /// `PostVisitCFG` on each CFG element with the final analysis results at that 188 /// program point. 189 /// 190 /// `MaxBlockVisits` caps the number of block visits during analysis. See 191 /// `runTypeErasedDataflowAnalysis` for a full description. The default value is 192 /// essentially arbitrary -- large enough to accommodate what seems like any 193 /// reasonable CFG, but still small enough to limit the cost of hitting the 194 /// limit. 195 template <typename AnalysisT> 196 llvm::Expected<std::vector< 197 std::optional<DataflowAnalysisState<typename AnalysisT::Lattice>>>> 198 runDataflowAnalysis( 199 const ControlFlowContext &CFCtx, AnalysisT &Analysis, 200 const Environment &InitEnv, 201 std::function<void(const CFGElement &, const DataflowAnalysisState< 202 typename AnalysisT::Lattice> &)> 203 PostVisitCFG = nullptr, 204 std::int32_t MaxBlockVisits = 20'000) { 205 std::function<void(const CFGElement &, 206 const TypeErasedDataflowAnalysisState &)> 207 PostVisitCFGClosure = nullptr; 208 if (PostVisitCFG) { 209 PostVisitCFGClosure = [&PostVisitCFG]( 210 const CFGElement &Element, 211 const TypeErasedDataflowAnalysisState &State) { 212 auto *Lattice = 213 llvm::any_cast<typename AnalysisT::Lattice>(&State.Lattice.Value); 214 // FIXME: we should not be copying the environment here! 215 // Ultimately the PostVisitCFG only gets a const reference anyway. 216 PostVisitCFG(Element, DataflowAnalysisState<typename AnalysisT::Lattice>{ 217 *Lattice, State.Env.fork()}); 218 }; 219 } 220 221 auto TypeErasedBlockStates = runTypeErasedDataflowAnalysis( 222 CFCtx, Analysis, InitEnv, PostVisitCFGClosure, MaxBlockVisits); 223 if (!TypeErasedBlockStates) 224 return TypeErasedBlockStates.takeError(); 225 226 std::vector<std::optional<DataflowAnalysisState<typename AnalysisT::Lattice>>> 227 BlockStates; 228 BlockStates.reserve(TypeErasedBlockStates->size()); 229 230 llvm::transform( 231 std::move(*TypeErasedBlockStates), std::back_inserter(BlockStates), 232 [](auto &OptState) { 233 return llvm::transformOptional( 234 std::move(OptState), [](TypeErasedDataflowAnalysisState &&State) { 235 return DataflowAnalysisState<typename AnalysisT::Lattice>{ 236 llvm::any_cast<typename AnalysisT::Lattice>( 237 std::move(State.Lattice.Value)), 238 std::move(State.Env)}; 239 }); 240 }); 241 return std::move(BlockStates); 242 } 243 244 // Create an analysis class that is derived from `DataflowAnalysis`. This is an 245 // SFINAE adapter that allows us to call two different variants of constructor 246 // (either with or without the optional `Environment` parameter). 247 // FIXME: Make all classes derived from `DataflowAnalysis` take an `Environment` 248 // parameter in their constructor so that we can get rid of this abomination. 249 template <typename AnalysisT> 250 auto createAnalysis(ASTContext &ASTCtx, Environment &Env) 251 -> decltype(AnalysisT(ASTCtx, Env)) { 252 return AnalysisT(ASTCtx, Env); 253 } 254 template <typename AnalysisT> 255 auto createAnalysis(ASTContext &ASTCtx, Environment &Env) 256 -> decltype(AnalysisT(ASTCtx)) { 257 return AnalysisT(ASTCtx); 258 } 259 260 /// Runs a dataflow analysis over the given function and then runs `Diagnoser` 261 /// over the results. Returns a list of diagnostics for `FuncDecl` or an 262 /// error. Currently, errors can occur (at least) because the analysis requires 263 /// too many iterations over the CFG or the SAT solver times out. 264 /// 265 /// The default value of `MaxSATIterations` was chosen based on the following 266 /// observations: 267 /// - Non-pathological calls to the solver typically require only a few hundred 268 /// iterations. 269 /// - This limit is still low enough to keep runtimes acceptable (on typical 270 /// machines) in cases where we hit the limit. 271 /// 272 /// `MaxBlockVisits` caps the number of block visits during analysis. See 273 /// `runDataflowAnalysis` for a full description and explanation of the default 274 /// value. 275 template <typename AnalysisT, typename Diagnostic> 276 llvm::Expected<llvm::SmallVector<Diagnostic>> diagnoseFunction( 277 const FunctionDecl &FuncDecl, ASTContext &ASTCtx, 278 llvm::function_ref<llvm::SmallVector<Diagnostic>( 279 const CFGElement &, ASTContext &, 280 const TransferStateForDiagnostics<typename AnalysisT::Lattice> &)> 281 Diagnoser, 282 std::int64_t MaxSATIterations = 1'000'000'000, 283 std::int32_t MaxBlockVisits = 20'000) { 284 llvm::Expected<ControlFlowContext> Context = 285 ControlFlowContext::build(FuncDecl); 286 if (!Context) 287 return Context.takeError(); 288 289 auto OwnedSolver = std::make_unique<WatchedLiteralsSolver>(MaxSATIterations); 290 const WatchedLiteralsSolver *Solver = OwnedSolver.get(); 291 DataflowAnalysisContext AnalysisContext(std::move(OwnedSolver)); 292 Environment Env(AnalysisContext, FuncDecl); 293 AnalysisT Analysis = createAnalysis<AnalysisT>(ASTCtx, Env); 294 llvm::SmallVector<Diagnostic> Diagnostics; 295 if (llvm::Error Err = 296 runTypeErasedDataflowAnalysis( 297 *Context, Analysis, Env, 298 [&ASTCtx, &Diagnoser, &Diagnostics]( 299 const CFGElement &Elt, 300 const TypeErasedDataflowAnalysisState &State) mutable { 301 auto EltDiagnostics = Diagnoser( 302 Elt, ASTCtx, 303 TransferStateForDiagnostics<typename AnalysisT::Lattice>( 304 llvm::any_cast<const typename AnalysisT::Lattice &>( 305 State.Lattice.Value), 306 State.Env)); 307 llvm::move(EltDiagnostics, std::back_inserter(Diagnostics)); 308 }, 309 MaxBlockVisits) 310 .takeError()) 311 return std::move(Err); 312 313 if (Solver->reachedLimit()) 314 return llvm::createStringError(llvm::errc::interrupted, 315 "SAT solver timed out"); 316 317 return Diagnostics; 318 } 319 320 /// Abstract base class for dataflow "models": reusable analysis components that 321 /// model a particular aspect of program semantics in the `Environment`. For 322 /// example, a model may capture a type and its related functions. 323 class DataflowModel : public Environment::ValueModel { 324 public: 325 /// Return value indicates whether the model processed the `Element`. 326 virtual bool transfer(const CFGElement &Element, Environment &Env) = 0; 327 }; 328 329 } // namespace dataflow 330 } // namespace clang 331 332 #endif // LLVM_CLANG_ANALYSIS_FLOWSENSITIVE_DATAFLOWANALYSIS_H 333