Utils.h

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//===- Utils.h - Declaration of miscellaneous utilities -------------------===//
//
//                             Enzyme Project
//
// Part of the Enzyme Project, under the Apache License v2.0 with LLVM
// Exceptions. See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
// If using this code in an academic setting, please cite the following:
// @misc{enzymeGithub,
//  author = {William S. Moses and Valentin Churavy},
//  title = {Enzyme: High Performance Automatic Differentiation of LLVM},
//  year = {2020},
//  howpublished = {\url{https://github.com/wsmoses/Enzyme}},
//  note = {commit xxxxxxx}
// }
//
//===----------------------------------------------------------------------===//
//
// This file declares miscellaneous utilities that are used as part of the
// AD process.
//
//===----------------------------------------------------------------------===//
 
#ifndef ENZYME_UTILS_H
#define ENZYME_UTILS_H
 
#include "llvm/ADT/MapVector.h"
#include "llvm/ADT/STLExtras.h"
#include "llvm/ADT/SmallPtrSet.h"
 
#include "llvm/Analysis/AliasAnalysis.h"
#include "llvm/Analysis/ValueTracking.h"
#include "llvm/IR/Attributes.h"
#include "llvm/IR/Function.h"
#include "llvm/IR/IRBuilder.h"
#include "llvm/IR/IntrinsicInst.h"
#include "llvm/IR/Module.h"
#include "llvm/IR/Operator.h"
#include "llvm/IR/Type.h"
 
#include "llvm/IR/Function.h"
#include "llvm/IR/IntrinsicInst.h"
 
#include "llvm/IR/ValueMap.h"
#include "llvm/Support/Casting.h"
#include "llvm/Support/raw_ostream.h"
 
#include "llvm/Support/CommandLine.h"
 
#include "llvm/ADT/SetVector.h"
#include "llvm/ADT/StringMap.h"
 
#include "llvm/IR/Dominators.h"
#include "llvm/IR/IntrinsicsAMDGPU.h"
#include "llvm/IR/IntrinsicsNVPTX.h"
 
#include <map>
#include <set>
 
#if LLVM_VERSION_MAJOR >= 16
#include <optional>
#endif
 
#include "llvm/IR/DiagnosticInfo.h"
 
#include "llvm/Analysis/OptimizationRemarkEmitter.h"
 
#include "TypeAnalysis/ConcreteType.h"
 
class TypeResults;
 
namespace llvm {
class ScalarEvolution;
}
 
enum class ErrorType {
  NoDerivative = 0,
  NoShadow = 1,
  IllegalTypeAnalysis = 2,
  NoType = 3,
  IllegalFirstPointer = 4,
  InternalError = 5,
  TypeDepthExceeded = 6,
  MixedActivityError = 7,
  IllegalReplaceFicticiousPHIs = 8,
  GetIndexError = 9,
  NoTruncate = 10,
  GCRewrite = 11,
  NaNError = 12,
};
 
extern "C" {
/// Print additional debug info relevant to performance
extern llvm::cl::opt<bool> EnzymePrintPerf;
extern llvm::cl::opt<bool> EnzymeNonPower2Cache;
extern llvm::cl::opt<bool> EnzymeBlasCopy;
extern llvm::cl::opt<bool> EnzymeLapackCopy;
extern llvm::cl::opt<bool> EnzymeJuliaAddrLoad;
extern LLVMValueRef (*CustomErrorHandler)(const char *, LLVMValueRef, ErrorType,
                                          const void *, LLVMValueRef,
                                          LLVMBuilderRef);
}
 
llvm::SmallVector<llvm::Instruction *, 2> PostCacheStore(llvm::StoreInst *SI,
                                                         llvm::IRBuilder<> &B);
 
llvm::Value *CreateAllocation(llvm::IRBuilder<> &B, llvm::Type *T,
                              llvm::Value *Count, const llvm::Twine &Name = "",
                              llvm::CallInst **caller = nullptr,
                              llvm::Instruction **ZeroMem = nullptr,
                              bool isDefault = false);
llvm::CallInst *CreateDealloc(llvm::IRBuilder<> &B, llvm::Value *ToFree);
void ZeroMemory(llvm::IRBuilder<> &Builder, llvm::Type *T, llvm::Value *obj,
                bool isTape);
 
llvm::Value *CreateReAllocation(llvm::IRBuilder<> &B, llvm::Value *prev,
                                llvm::Type *T, llvm::Value *OuterCount,
                                llvm::Value *InnerCount,
                                const llvm::Twine &Name = "",
                                llvm::CallInst **caller = nullptr,
                                bool ZeroMem = false);
 
llvm::PointerType *getDefaultAnonymousTapeType(llvm::LLVMContext &C);
 
class GradientUtils;
extern llvm::StringMap<std::function<llvm::Value *(
    llvm::IRBuilder<> &, llvm::CallInst *, llvm::ArrayRef<llvm::Value *>,
    GradientUtils *)>>
    shadowHandlers;
 
template <typename... Args>
void EmitWarning(llvm::StringRef RemarkName,
                 const llvm::DiagnosticLocation &Loc,
                 const llvm::BasicBlock *BB, const Args &...args) {
 
  llvm::LLVMContext &Ctx = BB->getContext();
  if (Ctx.getDiagHandlerPtr()->isPassedOptRemarkEnabled("enzyme")) {
    std::string str;
    llvm::raw_string_ostream ss(str);
    (ss << ... << args);
    auto R = llvm::OptimizationRemark("enzyme", RemarkName, Loc, BB)
             << ss.str();
    Ctx.diagnose(R);
  }
 
  if (EnzymePrintPerf)
    (llvm::errs() << ... << args) << "\n";
}
 
template <typename... Args>
void EmitWarning(llvm::StringRef RemarkName, const llvm::Instruction &I,
                 const Args &...args) {
  EmitWarning(RemarkName, I.getDebugLoc(), I.getParent(), args...);
}
 
class EnzymeWarning final : public llvm::DiagnosticInfoUnsupported {
public:
  EnzymeWarning(const llvm::Twine &Msg, const llvm::DiagnosticLocation &Loc,
                const llvm::Instruction *CodeRegion);
  EnzymeWarning(const llvm::Twine &Msg, const llvm::DiagnosticLocation &Loc,
                const llvm::Function *CodeRegion);
};
 
template <typename... Args>
void EmitWarningAlways(llvm::StringRef RemarkName, const llvm::Function &F,
                       const Args &...args) {
  llvm::LLVMContext &Ctx = F.getContext();
  std::string str;
  llvm::raw_string_ostream ss(str);
  (ss << ... << args);
  auto R = llvm::OptimizationRemark("enzyme", RemarkName, &F) << ss.str();
  Ctx.diagnose((EnzymeWarning(ss.str(), F.getSubprogram(), &F)));
}
 
template <typename... Args>
void EmitWarning(llvm::StringRef RemarkName, const llvm::Function &F,
                 const Args &...args) {
  llvm::LLVMContext &Ctx = F.getContext();
  if (Ctx.getDiagHandlerPtr()->isPassedOptRemarkEnabled("enzyme")) {
    std::string str;
    llvm::raw_string_ostream ss(str);
    (ss << ... << args);
    auto R = llvm::OptimizationRemark("enzyme", RemarkName, &F) << ss.str();
    Ctx.diagnose(R);
  }
  if (EnzymePrintPerf)
    (llvm::errs() << ... << args) << "\n";
}
 
class EnzymeFailure final : public llvm::DiagnosticInfoUnsupported {
public:
  EnzymeFailure(const llvm::Twine &Msg, const llvm::DiagnosticLocation &Loc,
                const llvm::Instruction *CodeRegion);
  EnzymeFailure(const llvm::Twine &Msg, const llvm::DiagnosticLocation &Loc,
                const llvm::Function *CodeRegion);
};
 
// Forward declaration needed for EmitFailure template
llvm::Function *getFirstFunctionDefinition(llvm::Module &M);
 
template <typename... Args>
void EmitFailure(llvm::StringRef RemarkName,
                 const llvm::DiagnosticLocation &Loc,
                 const llvm::Instruction *CodeRegion, Args &...args) {
  std::string *str = new std::string();
  llvm::raw_string_ostream ss(*str);
  (ss << ... << args);
  CodeRegion->getContext().diagnose(
      (EnzymeFailure("Enzyme: " + ss.str(), Loc, CodeRegion)));
}
 
template <typename... Args>
void EmitFailure(llvm::StringRef RemarkName,
                 const llvm::DiagnosticLocation &Loc,
                 const llvm::Function *CodeRegion, Args &...args) {
  std::string *str = new std::string();
  llvm::raw_string_ostream ss(*str);
  (ss << ... << args);
  CodeRegion->getContext().diagnose(
      (EnzymeFailure("Enzyme: " + ss.str(), Loc, CodeRegion)));
}
 
template <typename... Args>
void EmitFailure(llvm::StringRef RemarkName, llvm::Module &M, Args &...args) {
  // Use the first function definition in the module as context for the
  // diagnostic
  if (llvm::Function *FirstFunc = getFirstFunctionDefinition(M)) {
    EmitFailure(RemarkName, FirstFunc->getSubprogram(), FirstFunc, args...);
  } else {
    // Fallback if no functions in module
    std::string *str = new std::string();
    llvm::raw_string_ostream ss(*str);
    (ss << ... << args);
    llvm::report_fatal_error(llvm::StringRef(*str));
  }
}
 
static inline llvm::Function *isCalledFunction(llvm::Value *val) {
  if (llvm::CallInst *CI = llvm::dyn_cast<llvm::CallInst>(val)) {
    return CI->getCalledFunction();
  }
  return nullptr;
}
 
class GradientUtils;
struct RequestContext;
llvm::Value *EmitNoDerivativeError(const std::string &message,
                                   llvm::Instruction &inst,
                                   GradientUtils *gutils, llvm::IRBuilder<> &B,
                                   llvm::Value *condition = nullptr);
bool EmitNoDerivativeError(const std::string &message, llvm::Value *todiff,
                           RequestContext &ctx);
 
void EmitNoTypeError(const std::string &, llvm::Instruction &inst,
                     GradientUtils *gutils, llvm::IRBuilder<> &B);
 
/// Get LLVM fast math flags
llvm::FastMathFlags getFast();
 
/// Pick the maximum value
template <typename T> static inline T max(T a, T b) {
  if (a > b)
    return a;
  return b;
}
/// Pick the maximum value
template <typename T> static inline T min(T a, T b) {
  if (a < b)
    return a;
  return b;
}
 
/// Output a set as a string
template <typename T>
static inline std::string to_string(const std::set<T> &us) {
  std::string s = "{";
  for (const auto &y : us)
    s += std::to_string(y) + ",";
  return s + "}";
}
 
/// Print a map, optionally with a shouldPrint function
/// to decide to print a given value
template <typename T, typename N>
static inline void dumpMap(
    const llvm::ValueMap<T, N> &o,
    llvm::function_ref<bool(const llvm::Value *)> shouldPrint = [](T) {
      return true;
    }) {
  llvm::errs() << "<begin dump>\n";
  for (auto a : o) {
    if (shouldPrint(a.first))
      llvm::errs() << "key=" << *a.first << " val=" << *a.second << "\n";
  }
  llvm::errs() << "</end dump>\n";
}
 
/// Print a set
template <typename T>
static inline void dumpSet(const llvm::SmallPtrSetImpl<T *> &o) {
  llvm::errs() << "<begin dump>\n";
  for (auto a : o)
    llvm::errs() << *a << "\n";
  llvm::errs() << "</end dump>\n";
}
 
template <typename T>
static inline void dumpSet(const llvm::SetVector<T *> &o) {
  llvm::errs() << "<begin dump>\n";
  for (auto a : o)
    llvm::errs() << *a << "\n";
  llvm::errs() << "</end dump>\n";
}
 
/// Get the next non-debug instruction, if one exists
static inline llvm::Instruction *
getNextNonDebugInstructionOrNull(llvm::Instruction *Z) {
  for (llvm::Instruction *I = Z->getNextNode(); I; I = I->getNextNode())
    if (!llvm::isa<llvm::DbgInfoIntrinsic>(I))
      return I;
  return nullptr;
}
 
/// Get the next non-debug instruction, erring if none exists
static inline llvm::Instruction *
getNextNonDebugInstruction(llvm::Instruction *Z) {
  auto z = getNextNonDebugInstructionOrNull(Z);
  if (z)
    return z;
  llvm::errs() << *Z->getParent() << "\n";
  llvm::errs() << *Z << "\n";
  llvm_unreachable("No valid subsequent non debug instruction");
  exit(1);
  return nullptr;
}
 
/// Check if a global has metadata
static inline llvm::MDNode *hasMetadata(const llvm::GlobalObject *O,
                                        llvm::StringRef kind) {
  return O->getMetadata(kind);
}
 
/// Check if an instruction has metadata
static inline llvm::MDNode *hasMetadata(const llvm::Instruction *O,
                                        llvm::StringRef kind) {
  return O->getMetadata(kind);
}
static inline llvm::MDNode *hasMetadata(const llvm::Instruction *O,
                                        unsigned kind) {
  return O->getMetadata(kind);
}
 
/// Potential return type of generated functions
enum class ReturnType {
  /// Return is a struct of all args and the original return
  ArgsWithReturn,
  /// Return is a struct of all args and two of the original return
  ArgsWithTwoReturns,
  /// Return is a struct of all args
  Args,
  /// Return is a tape type and the original return
  TapeAndReturn,
  /// Return is a tape type and the two of the original return
  TapeAndTwoReturns,
  /// Return is a tape type
  Tape,
  TwoReturns,
  Return,
  Void,
};
 
/// Potential differentiable argument classifications
enum class DIFFE_TYPE {
  OUT_DIFF = 0, // add differential to an output struct. Only for scalar values
                // in ReverseMode variants.
  DUP_ARG = 1,  // duplicate the argument and store differential inside.
               // For references, pointers, or integers in ReverseMode variants.
               // For all types in ForwardMode variants.
  CONSTANT = 2,  // no differential. Usable everywhere.
  DUP_NONEED = 3 // duplicate this argument and store differential inside, but
                 // don't need the forward. Same as DUP_ARG otherwise.
};
 
enum class BATCH_TYPE {
  SCALAR = 0,
  VECTOR = 1,
};
 
enum class DerivativeMode {
  ForwardMode = 0,
  ReverseModePrimal = 1,
  ReverseModeGradient = 2,
  ReverseModeCombined = 3,
  ForwardModeSplit = 4,
  ForwardModeError = 5,
};
 
enum class ProbProgMode {
  Likelihood = 0,
  Trace = 1,
  Condition = 2,
};
 
/// Classification of value as an original program
/// variable, a derivative variable, neither, or both.
/// This type is used both in differential use analysis
/// and to describe argument bundles.
enum class ValueType {
  // A value that is neither a value in the original
  // program, nor the derivative.
  None = 0,
  // The original program value
  Primal = 1,
  // The derivative value
  Shadow = 2,
  // Both the original program value and the shadow.
  Both = Primal | Shadow,
};
 
static inline std::string to_string(ValueType mode) {
  switch (mode) {
  case ValueType::None:
    return "None";
  case ValueType::Primal:
    return "Primal";
  case ValueType::Shadow:
    return "Shadow";
  case ValueType::Both:
    return "Both";
  }
  llvm_unreachable("illegal valuetype");
}
 
static inline llvm::raw_ostream &operator<<(llvm::raw_ostream &os,
                                            ValueType mode) {
  return os << to_string(mode);
}
 
static inline std::string to_string(DerivativeMode mode) {
  switch (mode) {
  case DerivativeMode::ForwardMode:
    return "ForwardMode";
  case DerivativeMode::ForwardModeError:
    return "ForwardModeError";
  case DerivativeMode::ForwardModeSplit:
    return "ForwardModeSplit";
  case DerivativeMode::ReverseModePrimal:
    return "ReverseModePrimal";
  case DerivativeMode::ReverseModeGradient:
    return "ReverseModeGradient";
  case DerivativeMode::ReverseModeCombined:
    return "ReverseModeCombined";
  }
  llvm_unreachable("illegal derivative mode");
}
 
static inline llvm::raw_ostream &operator<<(llvm::raw_ostream &os,
                                            DerivativeMode mode) {
  return os << to_string(mode);
}
 
/// Convert DIFFE_TYPE to a string
static inline std::string to_string(DIFFE_TYPE t) {
  switch (t) {
  case DIFFE_TYPE::OUT_DIFF:
    return "OUT_DIFF";
  case DIFFE_TYPE::CONSTANT:
    return "CONSTANT";
  case DIFFE_TYPE::DUP_ARG:
    return "DUP_ARG";
  case DIFFE_TYPE::DUP_NONEED:
    return "DUP_NONEED";
  default:
    assert(0 && "illegal diffetype");
    return "";
  }
}
 
static inline llvm::raw_ostream &operator<<(llvm::raw_ostream &os,
                                            DIFFE_TYPE mode) {
  return os << to_string(mode);
}
 
/// Convert ReturnType to a string
static inline std::string to_string(ReturnType t) {
  switch (t) {
  case ReturnType::ArgsWithReturn:
    return "ArgsWithReturn";
  case ReturnType::ArgsWithTwoReturns:
    return "ArgsWithTwoReturns";
  case ReturnType::Args:
    return "Args";
  case ReturnType::TapeAndReturn:
    return "TapeAndReturn";
  case ReturnType::TapeAndTwoReturns:
    return "TapeAndTwoReturns";
  case ReturnType::Tape:
    return "Tape";
  case ReturnType::TwoReturns:
    return "TwoReturns";
  case ReturnType::Return:
    return "Return";
  case ReturnType::Void:
    return "Void";
  }
  llvm_unreachable("illegal ReturnType");
}
 
static inline llvm::raw_ostream &operator<<(llvm::raw_ostream &os,
                                            ReturnType mode) {
  return os << to_string(mode);
}
 
#include <set>
 
/// Attempt to automatically detect the differentiable
/// classification based off of a given type
static inline DIFFE_TYPE whatType(llvm::Type *arg, DerivativeMode mode,
                                  bool integersAreConstant,
                                  std::set<llvm::Type *> &seen) {
  assert(arg);
  if (seen.find(arg) != seen.end())
    return DIFFE_TYPE::CONSTANT;
  seen.insert(arg);
 
  if (arg->isVoidTy() || arg->isEmptyTy()) {
    return DIFFE_TYPE::CONSTANT;
  }
 
  if (arg->isPointerTy()) {
#if LLVM_VERSION_MAJOR >= 17
    return DIFFE_TYPE::DUP_ARG;
#else
#if LLVM_VERSION_MAJOR >= 15
    if (!arg->getContext().supportsTypedPointers()) {
      return DIFFE_TYPE::DUP_ARG;
    }
#elif LLVM_VERSION_MAJOR >= 13
    if (arg->isOpaquePointerTy()) {
      return DIFFE_TYPE::DUP_ARG;
    }
#endif
    switch (whatType(arg->getPointerElementType(), mode, integersAreConstant,
                     seen)) {
    case DIFFE_TYPE::OUT_DIFF:
      return DIFFE_TYPE::DUP_ARG;
    case DIFFE_TYPE::CONSTANT:
      return DIFFE_TYPE::CONSTANT;
    case DIFFE_TYPE::DUP_ARG:
      return DIFFE_TYPE::DUP_ARG;
    case DIFFE_TYPE::DUP_NONEED:
      llvm_unreachable("impossible case");
    }
    assert(arg);
    llvm::errs() << "arg: " << *arg << "\n";
    assert(0 && "Cannot handle type0");
    return DIFFE_TYPE::CONSTANT;
#endif
  } else if (arg->isArrayTy()) {
    return whatType(llvm::cast<llvm::ArrayType>(arg)->getElementType(), mode,
                    integersAreConstant, seen);
  } else if (arg->isStructTy()) {
    auto st = llvm::cast<llvm::StructType>(arg);
    if (st->getNumElements() == 0)
      return DIFFE_TYPE::CONSTANT;
 
    auto ty = DIFFE_TYPE::CONSTANT;
    for (unsigned i = 0; i < st->getNumElements(); ++i) {
      auto midTy =
          whatType(st->getElementType(i), mode, integersAreConstant, seen);
      switch (midTy) {
      case DIFFE_TYPE::OUT_DIFF:
        switch (ty) {
        case DIFFE_TYPE::OUT_DIFF:
        case DIFFE_TYPE::CONSTANT:
          ty = DIFFE_TYPE::OUT_DIFF;
          break;
        case DIFFE_TYPE::DUP_ARG:
          ty = DIFFE_TYPE::DUP_ARG;
          return ty;
        case DIFFE_TYPE::DUP_NONEED:
          llvm_unreachable("impossible case");
        }
        break;
      case DIFFE_TYPE::CONSTANT:
        switch (ty) {
        case DIFFE_TYPE::OUT_DIFF:
          ty = DIFFE_TYPE::OUT_DIFF;
          break;
        case DIFFE_TYPE::CONSTANT:
          break;
        case DIFFE_TYPE::DUP_ARG:
          ty = DIFFE_TYPE::DUP_ARG;
          return ty;
        case DIFFE_TYPE::DUP_NONEED:
          llvm_unreachable("impossible case");
        }
        break;
      case DIFFE_TYPE::DUP_ARG:
        return DIFFE_TYPE::DUP_ARG;
      case DIFFE_TYPE::DUP_NONEED:
        llvm_unreachable("impossible case");
      }
    }
    return ty;
  } else if (arg->isIntOrIntVectorTy() || arg->isFunctionTy()) {
    return integersAreConstant ? DIFFE_TYPE::CONSTANT : DIFFE_TYPE::DUP_ARG;
  } else if (arg->isFPOrFPVectorTy()) {
    return (mode == DerivativeMode::ForwardMode ||
            mode == DerivativeMode::ForwardModeSplit ||
            mode == DerivativeMode::ForwardModeError)
               ? DIFFE_TYPE::DUP_ARG
               : DIFFE_TYPE::OUT_DIFF;
  } else {
    assert(arg);
    llvm::errs() << "arg: " << *arg << "\n";
    assert(0 && "Cannot handle type");
    return DIFFE_TYPE::CONSTANT;
  }
}
 
llvm::Value *get1ULP(llvm::IRBuilder<> &builder, llvm::Value *res);
 
static inline DIFFE_TYPE whatType(llvm::Type *arg, DerivativeMode mode) {
  std::set<llvm::Type *> seen;
  return whatType(arg, mode, /*intconst*/ true, seen);
}
 
/// Check whether this instruction is returned
static inline bool isReturned(llvm::Instruction *inst) {
  for (const auto a : inst->users()) {
    if (llvm::isa<llvm::ReturnInst>(a))
      return true;
  }
  return false;
}
 
/// Convert a floating point type to an integer type
/// of the same size
static inline llvm::Type *FloatToIntTy(llvm::Type *T) {
  assert(T->isFPOrFPVectorTy());
  if (auto ty = llvm::dyn_cast<llvm::VectorType>(T)) {
    return llvm::VectorType::get(FloatToIntTy(ty->getElementType()),
                                 ty->getElementCount());
  }
  if (T->isHalfTy())
    return llvm::IntegerType::get(T->getContext(), 16);
  if (T->isBFloatTy())
    return llvm::IntegerType::get(T->getContext(), 16);
  if (T->isFloatTy())
    return llvm::IntegerType::get(T->getContext(), 32);
  if (T->isDoubleTy())
    return llvm::IntegerType::get(T->getContext(), 64);
  if (T->isX86_FP80Ty())
    return llvm::IntegerType::get(T->getContext(), 80);
  if (T->isFP128Ty())
    return llvm::IntegerType::get(T->getContext(), 128);
  assert(0 && "unknown floating point type");
  return nullptr;
}
 
/// Convert a integer type to a floating point type
/// of the same size
static inline llvm::Type *IntToFloatTy(llvm::Type *T) {
  assert(T->isIntOrIntVectorTy());
  if (auto ty = llvm::dyn_cast<llvm::VectorType>(T)) {
    return llvm::VectorType::get(IntToFloatTy(ty->getElementType()),
                                 ty->getElementCount());
  }
  if (auto ty = llvm::dyn_cast<llvm::IntegerType>(T)) {
    switch (ty->getBitWidth()) {
    case 16:
      return llvm::Type::getHalfTy(T->getContext());
      // return llvm::Type::getBFloat16Ty(T->getContext());
    case 32:
      return llvm::Type::getFloatTy(T->getContext());
    case 64:
      return llvm::Type::getDoubleTy(T->getContext());
    case 80:
      return llvm::Type::getX86_FP80Ty(T->getContext());
    case 128:
      return llvm::Type::getFP128Ty(T->getContext());
    }
  }
  assert(0 && "unknown int to floating point type");
  return nullptr;
}
 
static inline bool isDebugFunction(llvm::Function *called) {
  if (!called)
    return false;
  if (called->getName() == "llvm.enzyme.lifetime_start" ||
      called->getName() == "llvm.enzyme.lifetime_end") {
    return true;
  }
  switch (called->getIntrinsicID()) {
  case llvm::Intrinsic::dbg_declare:
  case llvm::Intrinsic::dbg_value:
  case llvm::Intrinsic::dbg_label:
#if LLVM_VERSION_MAJOR <= 16
  case llvm::Intrinsic::dbg_addr:
#endif
  case llvm::Intrinsic::lifetime_start:
  case llvm::Intrinsic::lifetime_end:
    return true;
  default:
    break;
  }
  return false;
}
 
static inline bool startsWith(llvm::StringRef string, llvm::StringRef prefix) {
#if LLVM_VERSION_MAJOR >= 18
  return string.starts_with(prefix);
#else
  return string.startswith(prefix);
#endif // LLVM_VERSION_MAJOR
}
 
static inline bool endsWith(llvm::StringRef string, llvm::StringRef suffix) {
#if LLVM_VERSION_MAJOR >= 18
  return string.ends_with(suffix);
#else
  return string.endswith(suffix);
#endif // LLVM_VERSION_MAJOR
}
 
static inline bool isCertainPrint(const llvm::StringRef name) {
  if (name == "printf" || name == "puts" || name == "fprintf" ||
      name == "putchar" || name == "fputc" ||
      startsWith(name,
                 "_ZStlsISt11char_traitsIcEERSt13basic_ostreamIcT_ES5_") ||
      startsWith(name, "_ZNSolsE") || startsWith(name, "_ZNSo9_M_insert") ||
      startsWith(name, "_ZSt16__ostream_insert") ||
      startsWith(name, "_ZNSo3put") || startsWith(name, "_ZSt4endl") ||
      startsWith(name, "_ZN3std2io5stdio6_print") ||
      startsWith(name, "_ZNSo5flushEv") || startsWith(name, "_ZN4core3fmt") ||
      name == "vprintf")
    return true;
  return false;
}
 
struct BlasInfo {
  std::string floatType;
  std::string prefix;
  std::string suffix;
  std::string function;
  bool is64;
 
  llvm::Type *fpType(llvm::LLVMContext &ctx, bool to_scalar = false) const;
  llvm::IntegerType *intType(llvm::LLVMContext &ctx) const;
};
 
#if LLVM_VERSION_MAJOR >= 16
std::optional<BlasInfo> extractBLAS(llvm::StringRef in);
#else
llvm::Optional<BlasInfo> extractBLAS(llvm::StringRef in);
#endif
 
std::vector<std::tuple<llvm::Type *, size_t, size_t>>
parseTrueType(const llvm::MDNode *, DerivativeMode, bool const_src);
 
/// Create function for type that performs the derivative memcpy on floating
/// point memory
llvm::Function *getOrInsertDifferentialFloatMemcpy(
    llvm::Module &M, llvm::Type *T, unsigned dstalign, unsigned srcalign,
    unsigned dstaddr, unsigned srcaddr, unsigned bitwidth);
 
/// Create function for type that performs memcpy with a stride using blas copy
void callMemcpyStridedBlas(llvm::IRBuilder<> &B, llvm::Module &M, BlasInfo blas,
                           llvm::ArrayRef<llvm::Value *> args,
                           llvm::Type *cublas_retty,
                           llvm::ArrayRef<llvm::OperandBundleDef> bundles);
 
/// Create function for type that performs memcpy using lapack copy
void callMemcpyStridedLapack(llvm::IRBuilder<> &B, llvm::Module &M,
                             BlasInfo blas, llvm::ArrayRef<llvm::Value *> args,
                             llvm::ArrayRef<llvm::OperandBundleDef> bundles);
 
void callSPMVDiagUpdate(llvm::IRBuilder<> &B, llvm::Module &M, BlasInfo blas,
                        llvm::IntegerType *IT, llvm::Type *BlasCT,
                        llvm::Type *BlasFPT, llvm::Type *BlasPT,
                        llvm::Type *BlasIT, llvm::Type *fpTy,
                        llvm::ArrayRef<llvm::Value *> args,
                        const llvm::ArrayRef<llvm::OperandBundleDef> bundles,
                        bool byRef, bool julia_decl);
 
llvm::CallInst *
getorInsertInnerProd(llvm::IRBuilder<> &B, llvm::Module &M, BlasInfo blas,
                     llvm::IntegerType *IT, llvm::Type *BlasPT,
                     llvm::Type *BlasIT, llvm::Type *fpTy,
                     llvm::ArrayRef<llvm::Value *> args,
                     const llvm::ArrayRef<llvm::OperandBundleDef> bundles,
                     bool byRef, bool cublas, bool julia_decl);
 
/// Create function for type that performs memcpy with a stride
llvm::Function *getOrInsertMemcpyStrided(llvm::Module &M,
                                         llvm::Type *elementType,
                                         llvm::PointerType *T, llvm::Type *IT,
                                         unsigned dstalign, unsigned srcalign);
 
/// Turned out to be a faster alternatives to lapacks lacpy function
llvm::Function *getOrInsertMemcpyMat(llvm::Module &M, llvm::Type *elementType,
                                     llvm::PointerType *PT,
                                     llvm::IntegerType *IT, unsigned dstalign,
                                     unsigned srcalign);
 
llvm::Function *getOrInsertDifferentialFloatMemcpyMat(
    llvm::Module &M, llvm::Type *elementType, llvm::PointerType *PT,
    llvm::IntegerType *IT, llvm::IntegerType *CT, unsigned dstalign,
    unsigned srcalign, bool zeroSrc);
 
/// Create function for type that performs the derivative memmove on floating
/// point memory
llvm::Function *getOrInsertDifferentialFloatMemmove(
    llvm::Module &M, llvm::Type *T, unsigned dstalign, unsigned srcalign,
    unsigned dstaddr, unsigned srcaddr, unsigned bitwidth);
 
llvm::Function *getOrInsertCheckedFree(llvm::Module &M, llvm::CallInst *call,
                                       llvm::Type *Type, unsigned width);
 
/// Create function for type that performs the derivative MPI_Wait
llvm::Function *getOrInsertDifferentialMPI_Wait(llvm::Module &M,
                                                llvm::ArrayRef<llvm::Type *> T,
                                                llvm::Type *reqType,
                                                llvm::StringRef caller);
 
/// Create function to computer nearest power of two
llvm::Value *nextPowerOfTwo(llvm::IRBuilder<> &B, llvm::Value *V);
 
/// Insert into a map
template <typename K, typename V>
static inline typename std::map<K, V>::iterator
insert_or_assign(std::map<K, V> &map, K &key, V &&val) {
  auto found = map.find(key);
  if (found != map.end()) {
    map.erase(found);
  }
  return map.emplace(key, val).first;
}
 
/// Insert into a map
template <typename K, typename V>
static inline typename std::map<K, V>::iterator
insert_or_assign2(std::map<K, V> &map, K key, V val) {
  auto found = map.find(key);
  if (found != map.end()) {
    map.erase(found);
  }
  return map.emplace(key, val).first;
}
 
template <typename K, typename V>
static inline V *findInMap(std::map<K, V> &map, K key) {
  auto found = map.find(key);
  if (found == map.end())
    return nullptr;
  V *val = &found->second;
  return val;
}
 
#include "llvm/IR/CFG.h"
#include <deque>
#include <functional>
/// Call the function f for all instructions that happen after inst
/// If the function returns true, the iteration will early exit
static inline void
allFollowersOf(llvm::Instruction *inst,
               llvm::function_ref<bool(llvm::Instruction *)> f) {
 
  for (auto uinst = inst->getNextNode(); uinst != nullptr;
       uinst = uinst->getNextNode()) {
    if (f(uinst))
      return;
  }
 
  std::deque<llvm::BasicBlock *> todo;
  std::set<llvm::BasicBlock *> done;
  for (auto suc : llvm::successors(inst->getParent())) {
    todo.push_back(suc);
  }
  while (todo.size()) {
    auto BB = todo.front();
    todo.pop_front();
    if (done.count(BB))
      continue;
    done.insert(BB);
    for (auto &ni : *BB) {
      if (f(&ni))
        return;
      if (&ni == inst)
        break;
    }
    for (auto suc : llvm::successors(BB)) {
      todo.push_back(suc);
    }
  }
}
 
/// Call the function f for all instructions that happen before inst
/// If the function returns true, the iteration will early exit
static inline void
allPredecessorsOf(llvm::Instruction *inst,
                  llvm::function_ref<bool(llvm::Instruction *)> f) {
 
  for (auto uinst = inst->getPrevNode(); uinst != nullptr;
       uinst = uinst->getPrevNode()) {
    if (f(uinst))
      return;
  }
 
  std::deque<llvm::BasicBlock *> todo;
  std::set<llvm::BasicBlock *> done;
  for (auto suc : llvm::predecessors(inst->getParent())) {
    todo.push_back(suc);
  }
  while (todo.size()) {
    auto BB = todo.front();
    todo.pop_front();
    if (done.count(BB))
      continue;
    done.insert(BB);
 
    llvm::BasicBlock::reverse_iterator I = BB->rbegin(), E = BB->rend();
    for (; I != E; ++I) {
      if (f(&*I))
        return;
      if (&*I == inst)
        break;
    }
    for (auto suc : llvm::predecessors(BB)) {
      todo.push_back(suc);
    }
  }
}
 
/// Call the function f for all instructions that happen before inst
/// If the function returns true, the iteration will early exit
static inline void
allDomPredecessorsOf(llvm::Instruction *inst, llvm::DominatorTree &DT,
                     llvm::function_ref<bool(llvm::Instruction *)> f) {
 
  for (auto uinst = inst->getPrevNode(); uinst != nullptr;
       uinst = uinst->getPrevNode()) {
    if (f(uinst))
      return;
  }
 
  std::deque<llvm::BasicBlock *> todo;
  std::set<llvm::BasicBlock *> done;
  for (auto suc : llvm::predecessors(inst->getParent())) {
    todo.push_back(suc);
  }
  while (todo.size()) {
    auto BB = todo.front();
    todo.pop_front();
    if (done.count(BB))
      continue;
    done.insert(BB);
 
    if (DT.properlyDominates(BB, inst->getParent())) {
      llvm::BasicBlock::reverse_iterator I = BB->rbegin(), E = BB->rend();
      for (; I != E; ++I) {
        if (f(&*I))
          return;
        if (&*I == inst)
          break;
      }
      for (auto suc : llvm::predecessors(BB)) {
        todo.push_back(suc);
      }
    }
  }
}
 
/// Call the function f for all instructions that happen before inst
/// If the function returns true, the iteration will early exit
static inline void
allUnsyncdPredecessorsOf(llvm::Instruction *inst,
                         llvm::function_ref<bool(llvm::Instruction *)> f,
                         llvm::function_ref<void()> preEntry) {
 
  for (auto uinst = inst->getPrevNode(); uinst != nullptr;
       uinst = uinst->getPrevNode()) {
    if (auto II = llvm::dyn_cast<llvm::IntrinsicInst>(uinst)) {
      if (II->getIntrinsicID() == llvm::Intrinsic::amdgcn_s_barrier) {
        return;
      }
#if LLVM_VERSION_MAJOR > 20
      if (II->getIntrinsicID() ==
          llvm::Intrinsic::nvvm_barrier_cta_sync_aligned_all) {
        return;
      }
#else
      if (II->getIntrinsicID() == llvm::Intrinsic::nvvm_barrier0) {
        return;
      }
#endif
    }
    if (f(uinst))
      return;
  }
 
  std::deque<llvm::BasicBlock *> todo;
  std::set<llvm::BasicBlock *> done;
  for (auto suc : llvm::predecessors(inst->getParent())) {
    todo.push_back(suc);
  }
  while (todo.size()) {
    auto BB = todo.front();
    todo.pop_front();
    if (done.count(BB))
      continue;
    done.insert(BB);
 
    bool syncd = false;
    llvm::BasicBlock::reverse_iterator I = BB->rbegin(), E = BB->rend();
    for (; I != E; ++I) {
      if (auto II = llvm::dyn_cast<llvm::IntrinsicInst>(&*I)) {
        if (II->getIntrinsicID() == llvm::Intrinsic::amdgcn_s_barrier) {
          syncd = true;
          break;
        }
#if LLVM_VERSION_MAJOR > 20
        if (II->getIntrinsicID() ==
            llvm::Intrinsic::nvvm_barrier_cta_sync_aligned_all) {
#else
        if (II->getIntrinsicID() == llvm::Intrinsic::nvvm_barrier0) {
#endif
          syncd = true;
          break;
        }
      }
      if (f(&*I))
        return;
      if (&*I == inst)
        break;
    }
    if (!syncd) {
      for (auto suc : llvm::predecessors(BB)) {
        todo.push_back(suc);
      }
      if (&BB->getParent()->getEntryBlock() == BB) {
        preEntry();
      }
    }
  }
}
 
#include "llvm/Analysis/LoopInfo.h"
 
static inline llvm::Loop *getAncestor(llvm::Loop *R1, llvm::Loop *R2) {
  if (!R1 || !R2)
    return nullptr;
  for (llvm::Loop *L1 = R1; L1; L1 = L1->getParentLoop())
    for (llvm::Loop *L2 = R2; L2; L2 = L2->getParentLoop()) {
      if (L1 == L2) {
        return L1;
      }
    }
  return nullptr;
}
 
// Add all of the stores which may execute after the instruction `inst`
// into the resutls vector.
void mayExecuteAfter(llvm::SmallVectorImpl<llvm::Instruction *> &results,
                     llvm::Instruction *inst,
                     const llvm::SmallPtrSetImpl<llvm::Instruction *> &stores,
                     const llvm::Loop *region);
 
/// Return whether maybeReader can read from memory written to by maybeWriter
bool writesToMemoryReadBy(const TypeResults *TR, llvm::AAResults &AA,
                          llvm::TargetLibraryInfo &TLI,
                          llvm::Instruction *maybeReader,
                          llvm::Instruction *maybeWriter);
 
// A more advanced version of writesToMemoryReadBy, where the writing
// instruction comes after the reading function. Specifically, even if the two
// instructions may access the same location, this variant checks whether
// also checks whether ScalarEvolution ensures that a subsequent write will not
// overwrite the value read by the load.
//   A simple example: the load/store might write/read from the same
//   location. However, no store will overwrite a previous load.
//   for(int i=0; i<N; i++) {
//      load A[i-1]
//      store A[i] = ...
//   }
bool overwritesToMemoryReadBy(const TypeResults *TR, llvm::AAResults &AA,
                              llvm::TargetLibraryInfo &TLI,
                              llvm::ScalarEvolution &SE, llvm::LoopInfo &LI,
                              llvm::DominatorTree &DT,
                              llvm::Instruction *maybeReader,
                              llvm::Instruction *maybeWriter,
                              llvm::Loop *scope = nullptr);
static inline void
/// Call the function f for all instructions that happen between inst1 and inst2
/// If the function returns true, the iteration will early exit
allInstructionsBetween(llvm::LoopInfo &LI, llvm::Instruction *inst1,
                       llvm::Instruction *inst2,
                       llvm::function_ref<bool(llvm::Instruction *)> f) {
  assert(inst1->getParent()->getParent() == inst2->getParent()->getParent());
  for (auto uinst = inst1->getNextNode(); uinst != nullptr;
       uinst = uinst->getNextNode()) {
    if (f(uinst))
      return;
    if (uinst == inst2)
      return;
  }
 
  std::set<llvm::Instruction *> instructions;
 
  llvm::Loop *l1 = LI.getLoopFor(inst1->getParent());
  while (l1 && !l1->contains(inst2->getParent()))
    l1 = l1->getParentLoop();
 
  // Do all instructions from inst1 up to first instance of inst2's start block
  {
    std::deque<llvm::BasicBlock *> todo;
    std::set<llvm::BasicBlock *> done;
    for (auto suc : llvm::successors(inst1->getParent())) {
      todo.push_back(suc);
    }
    while (todo.size()) {
      auto BB = todo.front();
      todo.pop_front();
      if (done.count(BB))
        continue;
      done.insert(BB);
 
      for (auto &ni : *BB) {
        instructions.insert(&ni);
      }
      for (auto suc : llvm::successors(BB)) {
        if (!l1 || suc != l1->getHeader()) {
          todo.push_back(suc);
        }
      }
    }
  }
 
  allPredecessorsOf(inst2, [&](llvm::Instruction *I) -> bool {
    if (instructions.find(I) == instructions.end())
      return /*earlyReturn*/ false;
    return f(I);
  });
}
 
enum class MPI_CallType {
  ISEND = 1,
  IRECV = 2,
};
 
enum class MPI_Elem {
  Buf = 0,
  Count = 1,
  DataType = 2,
  Src = 3,
  Tag = 4,
  Comm = 5,
  Call = 6,
  Old = 7
};
 
static inline llvm::PointerType *getPointerType(llvm::Type *T,
                                                unsigned AddressSpace = 0) {
#if LLVM_VERSION_MAJOR >= 17
  return llvm::PointerType::get(T->getContext(), AddressSpace);
#else
  return llvm::PointerType::get(T, AddressSpace);
#endif
}
 
static inline llvm::PointerType *getInt8PtrTy(llvm::LLVMContext &Context,
                                              unsigned AddressSpace = 0) {
  return getPointerType(llvm::Type::getInt8Ty(Context), AddressSpace);
}
 
static inline llvm::PointerType *getUnqual(llvm::Type *T) {
  return getPointerType(T);
}
 
static inline llvm::StructType *getMPIHelper(llvm::LLVMContext &Context) {
  using namespace llvm;
  auto i64 = Type::getInt64Ty(Context);
  Type *types[] = {
      /*buf      0 */ getInt8PtrTy(Context),
      /*count    1 */ i64,
      /*datatype 2 */ getInt8PtrTy(Context),
      /*src      3 */ i64,
      /*tag      4 */ i64,
      /*comm     5 */ getInt8PtrTy(Context),
      /*fn       6 */ Type::getInt8Ty(Context),
      /*old      7 */ getInt8PtrTy(Context),
  };
  return StructType::get(Context, types, false);
}
 
template <MPI_Elem E, bool Pointer = true>
static inline llvm::Value *getMPIMemberPtr(llvm::IRBuilder<> &B, llvm::Value *V,
                                           llvm::Type *T) {
  using namespace llvm;
  auto i64 = Type::getInt64Ty(V->getContext());
  auto i32 = Type::getInt32Ty(V->getContext());
  auto c0_64 = ConstantInt::get(i64, 0);
 
  if (Pointer) {
    return B.CreateInBoundsGEP(T, V,
                               {c0_64, ConstantInt::get(i32, (uint64_t)E)});
  } else {
    return B.CreateExtractValue(V, {(unsigned)E});
  }
}
 
llvm::Value *getOrInsertOpFloatSum(llvm::Module &M, llvm::Type *OpPtr,
                                   llvm::Type *OpType, ConcreteType CT,
                                   llvm::Type *intType, llvm::IRBuilder<> &B2);
 
class AssertingReplacingVH final : public llvm::CallbackVH {
public:
  AssertingReplacingVH() = default;
 
  AssertingReplacingVH(llvm::Value *new_value) { setValPtr(new_value); }
 
  void deleted() override final {
    assert(0 && "attempted to delete value with remaining handle use");
    llvm_unreachable("attempted to delete value with remaining handle use");
  }
 
  void allUsesReplacedWith(llvm::Value *new_value) override final {
    setValPtr(new_value);
  }
  virtual ~AssertingReplacingVH() {}
};
 
template <typename T> static inline llvm::Function *getFunctionFromCall(T *op) {
  const llvm::Function *called = nullptr;
  using namespace llvm;
  const llvm::Value *callVal;
  callVal = op->getCalledOperand();
  while (!called) {
    if (auto castinst = dyn_cast<ConstantExpr>(callVal))
      if (castinst->isCast()) {
        callVal = castinst->getOperand(0);
        continue;
      }
    if (auto fn = dyn_cast<Function>(callVal)) {
      called = fn;
      break;
    }
    if (auto alias = dyn_cast<GlobalAlias>(callVal)) {
      callVal = alias->getAliasee();
      continue;
    }
    break;
  }
  return called ? const_cast<llvm::Function *>(called) : nullptr;
}
 
static inline llvm::StringRef getFuncName(llvm::Function *called) {
  if (called->hasFnAttribute("enzyme_math"))
    return called->getFnAttribute("enzyme_math").getValueAsString();
  else if (called->hasFnAttribute("enzyme_allocator"))
    return "enzyme_allocator";
  else
    return called->getName();
}
 
static inline llvm::StringRef getFuncNameFromCall(const llvm::CallBase *op) {
  auto AttrList =
      op->getAttributes().getAttributes(llvm::AttributeList::FunctionIndex);
  if (AttrList.hasAttribute("enzyme_math"))
    return AttrList.getAttribute("enzyme_math").getValueAsString();
  if (AttrList.hasAttribute("enzyme_allocator"))
    return "enzyme_allocator";
 
  if (auto called = getFunctionFromCall(op)) {
    return getFuncName(called);
  }
  return "";
}
 
static inline bool hasNoCache(llvm::Value *op) {
  using namespace llvm;
  if (auto CB = dyn_cast<CallBase>(op)) {
    if (auto called = getFunctionFromCall(CB)) {
      if (called->hasFnAttribute("enzyme_nocache"))
        return true;
    }
    if (EnzymeJuliaAddrLoad && getFuncNameFromCall(CB) == "julia.gc_loaded") {
      return true;
    }
  }
  if (auto I = dyn_cast<Instruction>(op))
    if (hasMetadata(I, "enzyme_nocache"))
      return true;
 
  if (EnzymeJuliaAddrLoad) {
    if (auto PT = dyn_cast<PointerType>(op->getType())) {
      if (PT->getAddressSpace() == 11 || PT->getAddressSpace() == 13) {
        if (isa<CastInst>(op) || isa<GetElementPtrInst>(op))
          return true;
      }
    }
  }
  if (auto IT = dyn_cast<IntegerType>(op->getType()))
    if (!isPowerOf2_64(IT->getBitWidth()) && !EnzymeNonPower2Cache)
      return true;
 
  return false;
}
 
#if LLVM_VERSION_MAJOR >= 16
static inline std::optional<size_t>
getAllocationIndexFromCall(const llvm::CallBase *op)
#else
static inline llvm::Optional<size_t>
getAllocationIndexFromCall(const llvm::CallBase *op)
#endif
{
  auto AttrList =
      op->getAttributes().getAttributes(llvm::AttributeList::FunctionIndex);
  if (AttrList.hasAttribute("enzyme_allocator")) {
    size_t res;
    bool b = AttrList.getAttribute("enzyme_allocator")
                 .getValueAsString()
                 .getAsInteger(10, res);
    (void)b;
    assert(!b);
#if LLVM_VERSION_MAJOR >= 16
    return std::optional<size_t>(res);
#else
    return llvm::Optional<size_t>(res);
#endif
  }
 
  if (auto called = getFunctionFromCall(op)) {
    if (called->hasFnAttribute("enzyme_allocator")) {
      size_t res;
      bool b = called->getFnAttribute("enzyme_allocator")
                   .getValueAsString()
                   .getAsInteger(10, res);
      (void)b;
      assert(!b);
#if LLVM_VERSION_MAJOR >= 16
      return std::optional<size_t>(res);
#else
      return llvm::Optional<size_t>(res);
#endif
    }
  }
#if LLVM_VERSION_MAJOR >= 16
  return std::optional<size_t>();
#else
  return llvm::Optional<size_t>();
#endif
}
 
template <typename T>
static inline llvm::Function *getDeallocatorFnFromCall(T *op) {
  if (auto MD = hasMetadata(op, "enzyme_deallocator_fn")) {
    auto md2 = llvm::cast<llvm::MDTuple>(MD);
    assert(md2->getNumOperands() == 1);
    return llvm::cast<llvm::Function>(
        llvm::cast<llvm::ConstantAsMetadata>(md2->getOperand(0))->getValue());
  }
  if (auto called = getFunctionFromCall(op)) {
    if (auto MD = hasMetadata(called, "enzyme_deallocator_fn")) {
      auto md2 = llvm::cast<llvm::MDTuple>(MD);
      assert(md2->getNumOperands() == 1);
      return llvm::cast<llvm::Function>(
          llvm::cast<llvm::ConstantAsMetadata>(md2->getOperand(0))->getValue());
    }
  }
  llvm::errs() << "dealloc fn: " << *op->getParent()->getParent()->getParent()
               << "\n";
  llvm_unreachable("Illegal deallocatorfn");
}
 
template <typename T>
static inline std::vector<ssize_t> getDeallocationIndicesFromCall(T *op) {
  llvm::StringRef res = "";
  auto AttrList =
      op->getAttributes().getAttributes(llvm::AttributeList::FunctionIndex);
  if (AttrList.hasAttribute("enzyme_deallocator"))
    res = AttrList.getAttribute("enzyme_deaellocator").getValueAsString();
 
  if (auto called = getFunctionFromCall(op)) {
    if (called->hasFnAttribute("enzyme_deallocator"))
      res = called->getFnAttribute("enzyme_deallocator").getValueAsString();
  }
  if (res.size() == 0)
    llvm_unreachable("Illegal deallocator");
  llvm::SmallVector<llvm::StringRef, 1> inds;
  res.split(inds, ",");
  std::vector<ssize_t> vinds;
  for (auto ind : inds) {
    ssize_t Result;
    bool b = ind.getAsInteger(10, Result);
    (void)b;
    assert(!b);
    vinds.push_back(Result);
  }
  return vinds;
}
 
llvm::Function *
getOrInsertDifferentialWaitallSave(llvm::Module &M,
                                   llvm::ArrayRef<llvm::Type *> T,
                                   llvm::PointerType *reqType);
 
void ErrorIfRuntimeInactive(llvm::IRBuilder<> &B, llvm::Value *primal,
                            llvm::Value *shadow, const char *Message,
                            llvm::DebugLoc &&loc, llvm::Instruction *orig);
 
llvm::Function *GetFunctionFromValue(llvm::Value *fn);
 
llvm::Function *getFirstFunctionDefinition(llvm::Module &M);
 
llvm::Value *simplifyLoad(llvm::Value *LI, size_t valSz = 0,
                          size_t preOffset = 0);
 
static inline bool shouldDisableNoWrite(const llvm::CallInst *CI) {
  auto F = getFunctionFromCall(CI);
  auto funcName = getFuncNameFromCall(CI);
 
  if (CI->hasFnAttr("enzyme_preserve_primal") ||
      hasMetadata(CI, "enzyme_augment") || hasMetadata(CI, "enzyme_gradient") ||
      hasMetadata(CI, "enzyme_derivative") ||
      hasMetadata(CI, "enzyme_splitderivative") ||
      (F &&
       (F->hasFnAttribute("enzyme_preserve_primal") ||
        hasMetadata(F, "enzyme_augment") || hasMetadata(F, "enzyme_gradient") ||
        hasMetadata(F, "enzyme_derivative") ||
        hasMetadata(F, "enzyme_splitderivative"))) ||
      !F) {
    return true;
  }
  if (funcName == "MPI_Wait" || funcName == "MPI_Waitall") {
    return true;
  }
  return false;
}
 
static inline bool isIntelSubscriptIntrinsic(const llvm::IntrinsicInst &II) {
  return startsWith(getFuncNameFromCall(&II), "llvm.intel.subscript");
}
 
static inline bool isIntelSubscriptIntrinsic(const llvm::Value *val) {
  if (auto II = llvm::dyn_cast<llvm::IntrinsicInst>(val)) {
    return isIntelSubscriptIntrinsic(*II);
  }
  return false;
}
 
static inline bool isPointerArithmeticInst(const llvm::Value *V,
                                           bool includephi = true,
                                           bool includebin = true) {
  if (llvm::isa<llvm::CastInst>(V) || llvm::isa<llvm::GetElementPtrInst>(V) ||
      (includephi && llvm::isa<llvm::PHINode>(V)))
    return true;
 
  if (includebin)
    if (auto BI = llvm::dyn_cast<llvm::BinaryOperator>(V)) {
      switch (BI->getOpcode()) {
      case llvm::BinaryOperator::Add:
      case llvm::BinaryOperator::Sub:
      case llvm::BinaryOperator::Mul:
      case llvm::BinaryOperator::SDiv:
      case llvm::BinaryOperator::UDiv:
      case llvm::BinaryOperator::SRem:
      case llvm::BinaryOperator::URem:
      case llvm::BinaryOperator::Or:
      case llvm::BinaryOperator::And:
      case llvm::BinaryOperator::Shl:
      case llvm::BinaryOperator::LShr:
      case llvm::BinaryOperator::AShr:
        return true;
      default:
        break;
      }
    }
 
  if (isIntelSubscriptIntrinsic(V)) {
    return true;
  }
 
  if (auto *Call = llvm::dyn_cast<llvm::CallInst>(V)) {
    auto funcName = getFuncNameFromCall(Call);
    if (funcName == "julia.pointer_from_objref") {
      return true;
    }
    if (funcName == "julia.gc_loaded") {
      return true;
    }
    if (funcName.contains("__enzyme_todense")) {
      return true;
    }
    if (funcName.contains("__enzyme_ignore_derivatives")) {
      return true;
    }
  }
 
  return false;
}
 
static inline llvm::Value *getBaseObject(llvm::Value *V,
                                         bool offsetAllowed = true) {
  while (true) {
    if (auto CI = llvm::dyn_cast<llvm::CastInst>(V)) {
      V = CI->getOperand(0);
      continue;
    } else if (auto CI = llvm::dyn_cast<llvm::GetElementPtrInst>(V)) {
      if (offsetAllowed || CI->hasAllZeroIndices()) {
        V = CI->getOperand(0);
        continue;
      }
    } else if (auto II = llvm::dyn_cast<llvm::IntrinsicInst>(V);
               II && isIntelSubscriptIntrinsic(*II)) {
      if (offsetAllowed) {
        V = II->getOperand(3);
        continue;
      }
    } else if (auto CI = llvm::dyn_cast<llvm::PHINode>(V)) {
      if (CI->getNumIncomingValues() == 1) {
        V = CI->getOperand(0);
        continue;
      }
    } else if (auto *GA = llvm::dyn_cast<llvm::GlobalAlias>(V)) {
      if (GA->isInterposable())
        break;
      V = GA->getAliasee();
      continue;
    } else if (auto CE = llvm::dyn_cast<llvm::ConstantExpr>(V)) {
      if (CE->isCast() || CE->getOpcode() == llvm::Instruction::GetElementPtr) {
        V = CE->getOperand(0);
        continue;
      }
    } else if (auto *Call = llvm::dyn_cast<llvm::CallInst>(V)) {
      auto funcName = getFuncNameFromCall(Call);
      auto AttrList = Call->getAttributes().getAttributes(
          llvm::AttributeList::FunctionIndex);
      if (AttrList.hasAttribute("enzyme_pointermath") && offsetAllowed) {
        size_t res = 0;
        bool failed = AttrList.getAttribute("enzyme_pointermath")
                          .getValueAsString()
                          .getAsInteger(10, res);
        (void)failed;
        assert(!failed);
        V = Call->getArgOperand(res);
        continue;
      }
      if (funcName == "julia.pointer_from_objref") {
        V = Call->getArgOperand(0);
        continue;
      }
      if (funcName == "julia.gc_loaded") {
        V = Call->getArgOperand(1);
        continue;
      }
      if (funcName == "jl_reshape_array" || funcName == "ijl_reshape_array") {
        V = Call->getArgOperand(1);
        continue;
      }
      if (funcName.contains("__enzyme_ignore_derivatives")) {
        V = Call->getArgOperand(0);
        continue;
      }
      if (funcName.contains("__enzyme_todense")) {
#if LLVM_VERSION_MAJOR >= 14
        size_t numargs = Call->arg_size();
#else
        size_t numargs = Call->getNumArgOperands();
#endif
        if (numargs == 3) {
          V = Call->getArgOperand(2);
          continue;
        }
      }
      if (auto fn = getFunctionFromCall(Call)) {
        auto AttrList = fn->getAttributes().getAttributes(
            llvm::AttributeList::FunctionIndex);
        if (AttrList.hasAttribute("enzyme_pointermath") && offsetAllowed) {
          size_t res = 0;
          bool failed = AttrList.getAttribute("enzyme_pointermath")
                            .getValueAsString()
                            .getAsInteger(10, res);
          (void)failed;
          assert(!failed);
          V = Call->getArgOperand(res);
          continue;
        }
        bool found = false;
        for (auto &arg : fn->args()) {
          if (arg.hasAttribute(llvm::Attribute::Returned)) {
            found = true;
            V = Call->getArgOperand(arg.getArgNo());
          }
        }
        if (found)
          continue;
      }
 
      // CaptureTracking can know about special capturing properties of some
      // intrinsics like launder.invariant.group, that can't be expressed with
      // the attributes, but have properties like returning aliasing pointer.
      // Because some analysis may assume that nocaptured pointer is not
      // returned from some special intrinsic (because function would have to
      // be marked with returns attribute), it is crucial to use this function
      // because it should be in sync with CaptureTracking. Not using it may
      // cause weird miscompilations where 2 aliasing pointers are assumed to
      // noalias.
      if (offsetAllowed)
        if (auto *RP =
                llvm::getArgumentAliasingToReturnedPointer(Call, false)) {
          V = RP;
          continue;
        }
    }
 
    if (offsetAllowed)
      if (auto I = llvm::dyn_cast<llvm::Instruction>(V)) {
#if LLVM_VERSION_MAJOR >= 12
        auto V2 = llvm::getUnderlyingObject(I, 100);
#else
        auto V2 = llvm::GetUnderlyingObject(
            I, I->getParent()->getParent()->getParent()->getDataLayout(), 100);
#endif
        if (V2 != V) {
          V = V2;
          break;
        }
      }
    break;
  }
  return V;
}
static inline const llvm::Value *getBaseObject(const llvm::Value *V) {
  return getBaseObject(const_cast<llvm::Value *>(V));
}
 
static inline llvm::SetVector<llvm::Value *>
getBaseObjects(llvm::Value *V, bool offsetAllowed = true) {
  llvm::SmallPtrSet<llvm::Value *, 1> seen;
  llvm::SetVector<llvm::Value *> results;
  llvm::SmallVector<llvm::Value *, 1> todo = {V};
 
  while (todo.size()) {
    auto obj = todo.back();
    todo.pop_back();
    if (seen.contains(obj))
      continue;
    seen.insert(obj);
 
    if (auto PN = llvm::dyn_cast<llvm::PHINode>(obj)) {
      for (auto &x : PN->incoming_values()) {
        todo.push_back(x);
      }
      continue;
    }
 
    auto cur = getBaseObject(obj, offsetAllowed);
    if (cur != obj) {
      todo.push_back(cur);
      continue;
    }
 
    results.insert(obj);
  }
  return results;
}
 
static inline bool isReadOnly(const llvm::Function *F, ssize_t arg = -1) {
  if (F->onlyReadsMemory())
    return true;
 
  if (F->hasFnAttribute(llvm::Attribute::ReadOnly) ||
      F->hasFnAttribute(llvm::Attribute::ReadNone))
    return true;
  if (arg != -1) {
    if (F->hasParamAttribute(arg, llvm::Attribute::ReadOnly) ||
        F->hasParamAttribute(arg, llvm::Attribute::ReadNone))
      return true;
    // if (F->getAttributes().hasParamAttribute(arg, "enzyme_ReadOnly") ||
    //     F->getAttributes().hasParamAttribute(arg, "enzyme_ReadNone"))
    //   return true;
  }
  return false;
}
 
static inline bool isReadOnly(const llvm::CallBase *call, ssize_t arg = -1) {
  if (call->onlyReadsMemory())
    return true;
  if (arg != -1 && call->onlyReadsMemory(arg))
    return true;
 
  if (auto F = getFunctionFromCall(call)) {
    // Do not use function attrs for if different calling conv, such as a julia
    // call wrapping args into an array. This is because the wrapped array
    // may be nocapure/readonly, but the actual arg (which will be put in the
    // array) may not be.
    if (F->getCallingConv() == call->getCallingConv())
      if (isReadOnly(F, arg))
        return true;
  }
  return false;
}
 
// Whether the function does not write to memory visible before the function in
// all cases that it doesn't error. In other words, the legal operations here
// are:
//.  1) Throw [in which case any operation guaranteed to throw is valid]
//.  2) Read from any memory
//.  3) Write to memory which did not exist did not exist prior to the function
// call. This means that one can write .     to memory whose allocation happened
// within the call to F (including a local alloca, a malloc call, even if .
// returned). This is also legal to write to an sret and/or returnroots
// parameter (which must be an alloca).
static inline bool isLocalReadOnlyOrThrow(const llvm::Function *F) {
  if (isReadOnly(F))
    return true;
 
  if (F->hasFnAttribute("enzyme_LocalReadOnlyOrThrow") ||
      F->hasFnAttribute("enzyme_ReadOnlyOrThrow"))
    return true;
 
  return false;
}
 
static inline bool isLocalReadOnlyOrThrow(const llvm::CallBase *call) {
  if (isReadOnly(call))
    return true;
 
  if (call->hasFnAttr("enzyme_LocalReadOnlyOrThrow") ||
      call->hasFnAttr("enzyme_ReadOnlyOrThrow"))
    return true;
 
  if (auto F = getFunctionFromCall(call)) {
    // Do not use function attrs for if different calling conv, such as a julia
    // call wrapping args into an array. This is because the wrapped array
    // may be nocapure/readonly, but the actual arg (which will be put in the
    // array) may not be.
    if (F->getCallingConv() == call->getCallingConv())
      if (isLocalReadOnlyOrThrow(F))
        return true;
  }
  return false;
}
 
// Whether the function does not write to memory visible outside the function in
// all cases that it doesn't error. In other words, the legal operations here
// are:
//.  1) Throw [in which case any operation guaranteed to throw is valid]
//.  2) Read from any memory
//.  3) Write to memory which did not exist did not exist prior to the function
// call. This means that one can write .     to memory whose lifetime is
// entirely contained within F (including a local alloca, a malloc call locally
// freed, but not .     a returned malloc call).
static inline bool isReadOnlyOrThrow(const llvm::Function *F) {
  if (isReadOnly(F))
    return true;
 
  if (F->hasFnAttribute("enzyme_ReadOnlyOrThrow"))
    return true;
 
  return false;
}
 
static inline bool isReadOnlyOrThrow(const llvm::CallBase *call) {
  if (isReadOnly(call))
    return true;
 
  if (call->hasFnAttr("enzyme_ReadOnlyOrThrow"))
    return true;
 
  if (auto F = getFunctionFromCall(call)) {
    // Do not use function attrs for if different calling conv, such as a julia
    // call wrapping args into an array. This is because the wrapped array
    // may be nocapure/readonly, but the actual arg (which will be put in the
    // array) may not be.
    if (F->getCallingConv() == call->getCallingConv())
      if (isReadOnlyOrThrow(F))
        return true;
  }
  return false;
}
 
static inline bool isWriteOnly(const llvm::Function *F, ssize_t arg = -1) {
#if LLVM_VERSION_MAJOR >= 14
  if (F->onlyWritesMemory())
    return true;
#endif
  if (F->hasFnAttribute(llvm::Attribute::WriteOnly) ||
      F->hasFnAttribute(llvm::Attribute::ReadNone))
    return true;
  if (arg != -1) {
    if (F->hasParamAttribute(arg, llvm::Attribute::WriteOnly) ||
        F->hasParamAttribute(arg, llvm::Attribute::ReadNone))
      return true;
  }
  return false;
}
 
static inline bool isWriteOnly(const llvm::CallBase *call, ssize_t arg = -1) {
#if LLVM_VERSION_MAJOR >= 14
  if (call->onlyWritesMemory())
    return true;
  if (arg != -1 && call->onlyWritesMemory(arg))
    return true;
#else
  if (call->hasFnAttr(llvm::Attribute::WriteOnly) ||
      call->hasFnAttr(llvm::Attribute::ReadNone))
    return true;
  if (arg != -1) {
    if (call->dataOperandHasImpliedAttr(arg + 1, llvm::Attribute::WriteOnly) ||
        call->dataOperandHasImpliedAttr(arg + 1, llvm::Attribute::ReadNone))
      return true;
  }
#endif
 
  if (auto F = getFunctionFromCall(call)) {
    // Do not use function attrs for if different calling conv, such as a julia
    // call wrapping args into an array. This is because the wrapped array
    // may be nocapure/readonly, but the actual arg (which will be put in the
    // array) may not be.
    if (F->getCallingConv() == call->getCallingConv())
      return isWriteOnly(F, arg);
  }
  return false;
}
 
static inline bool isReadNone(const llvm::CallBase *call, ssize_t arg = -1) {
  return isReadOnly(call, arg) && isWriteOnly(call, arg);
}
 
static inline bool isReadNone(const llvm::Function *F, ssize_t arg = -1) {
  return isReadOnly(F, arg) && isWriteOnly(F, arg);
}
 
static inline bool isNoCapture(const llvm::CallBase *call, size_t idx) {
  if (call->doesNotCapture(idx))
    return true;
 
  if (auto F = getFunctionFromCall(call)) {
    // Do not use function attrs for if different calling conv, such as a julia
    // call wrapping args into an array. This is because the wrapped array
    // may be nocapure/readonly, but the actual arg (which will be put in the
    // array) may not be.
    if (F->getCallingConv() == call->getCallingConv())
      if (idx < F->arg_size() && F->getArg(idx)->hasNoCaptureAttr())
        return true;
    // if (F->getAttributes().hasParamAttribute(idx, "enzyme_NoCapture"))
    //   return true;
  }
  return false;
}
 
static inline bool isNoAlias(const llvm::CallBase *call) {
  if (call->returnDoesNotAlias())
    return true;
 
  if (auto F = getFunctionFromCall(call)) {
    if (F->returnDoesNotAlias())
      return true;
  }
  return false;
}
 
static inline bool isNoAlias(const llvm::Value *val) {
  if (auto CB = llvm::dyn_cast<llvm::CallBase>(val))
    return isNoAlias(CB);
  if (auto arg = llvm::dyn_cast<llvm::Argument>(val)) {
    arg->hasNoAliasAttr();
  }
  return false;
}
 
static inline bool isNoEscapingAllocation(const llvm::Function *F) {
  if (F->hasFnAttribute("enzyme_no_escaping_allocation"))
    return true;
  if (F->getName() == "llvm.enzyme.lifetime_start" ||
      F->getName() == "llvm.enzyme.lifetime_end") {
    return true;
  }
  using namespace llvm;
  switch (F->getIntrinsicID()) {
  case Intrinsic::memset:
  case Intrinsic::memcpy:
  case Intrinsic::memmove:
#if LLVM_VERSION_MAJOR >= 12
  case Intrinsic::experimental_noalias_scope_decl:
#endif
  case Intrinsic::objectsize:
  case Intrinsic::floor:
  case Intrinsic::ceil:
  case Intrinsic::trunc:
  case Intrinsic::rint:
  case Intrinsic::lrint:
  case Intrinsic::llrint:
  case Intrinsic::nearbyint:
  case Intrinsic::round:
  case Intrinsic::roundeven:
  case Intrinsic::lround:
  case Intrinsic::llround:
#if LLVM_VERSION_MAJOR <= 20
  case Intrinsic::nvvm_barrier0:
#else
  case Intrinsic::nvvm_barrier_cta_sync_aligned_all:
  case Intrinsic::nvvm_barrier_cta_sync_aligned_count:
#endif
#if LLVM_VERSION_MAJOR < 22
  case Intrinsic::nvvm_barrier0_popc:
  case Intrinsic::nvvm_barrier0_and:
  case Intrinsic::nvvm_barrier0_or:
#else
  case Intrinsic::nvvm_barrier_cta_red_and_aligned_all:
  case Intrinsic::nvvm_barrier_cta_red_and_aligned_count:
  case Intrinsic::nvvm_barrier_cta_red_or_aligned_all:
  case Intrinsic::nvvm_barrier_cta_red_or_aligned_count:
  case Intrinsic::nvvm_barrier_cta_red_popc_aligned_all:
  case Intrinsic::nvvm_barrier_cta_red_popc_aligned_count:
#endif
  case Intrinsic::nvvm_membar_cta:
  case Intrinsic::nvvm_membar_gl:
  case Intrinsic::nvvm_membar_sys:
  case Intrinsic::amdgcn_s_barrier:
  case Intrinsic::assume:
  case Intrinsic::lifetime_start:
  case Intrinsic::lifetime_end:
#if LLVM_VERSION_MAJOR <= 16
  case Intrinsic::dbg_addr:
#endif
 
  case Intrinsic::dbg_declare:
  case Intrinsic::dbg_value:
  case Intrinsic::dbg_label:
  case Intrinsic::invariant_start:
  case Intrinsic::invariant_end:
  case Intrinsic::var_annotation:
  case Intrinsic::ptr_annotation:
  case Intrinsic::annotation:
  case Intrinsic::codeview_annotation:
  case Intrinsic::expect:
  case Intrinsic::type_test:
  case Intrinsic::donothing:
  case Intrinsic::prefetch:
  case Intrinsic::trap:
  case Intrinsic::is_constant:
#if LLVM_VERSION_MAJOR >= 12
  case Intrinsic::smax:
  case Intrinsic::smin:
  case Intrinsic::umax:
  case Intrinsic::umin:
#endif
  case Intrinsic::ctlz:
  case Intrinsic::cttz:
  case Intrinsic::sadd_with_overflow:
  case Intrinsic::ssub_with_overflow:
#if LLVM_VERSION_MAJOR >= 12
  case Intrinsic::abs:
#endif
  case Intrinsic::sqrt:
  case Intrinsic::exp:
  case Intrinsic::cos:
  case Intrinsic::sin:
#if LLVM_VERSION_MAJOR >= 19
  case Intrinsic::tanh:
  case Intrinsic::cosh:
  case Intrinsic::sinh:
#endif
  case Intrinsic::copysign:
  case Intrinsic::fabs:
    return true;
  default:
    break;
  }
  // if (F->empty())
  //  llvm::errs() << "  may escape:" << F->getName() << "\n";
  return false;
}
static inline bool isNoEscapingAllocation(const llvm::CallBase *call) {
  auto AttrList =
      call->getAttributes().getAttributes(llvm::AttributeList::FunctionIndex);
  if (AttrList.hasAttribute("enzyme_no_escaping_allocation"))
    return true;
  if (auto F = getFunctionFromCall(call)) {
    auto res = isNoEscapingAllocation(F);
    // if (!res && F->empty()) {
    //    llvm::errs() << "  may escape:" << *call << "\n";
    //}
    return res;
  }
  return false;
}
 
bool attributeKnownFunctions(llvm::Function &F);
 
llvm::Constant *getUndefinedValueForType(llvm::Module &M, llvm::Type *T,
                                         bool forceZero = false);
 
llvm::Value *SanitizeDerivatives(llvm::Value *val, llvm::Value *toset,
                                 llvm::IRBuilder<> &BuilderM,
                                 llvm::Value *mask = nullptr);
 
static inline llvm::Value *CreateSelect(llvm::IRBuilder<> &Builder2,
                                        llvm::Value *cmp, llvm::Value *tval,
                                        llvm::Value *fval,
                                        const llvm::Twine &Name = "") {
  if (auto cmpi = llvm::dyn_cast<llvm::ConstantInt>(cmp)) {
    if (cmpi->isZero())
      return fval;
    else
      return tval;
  }
  return Builder2.CreateSelect(cmp, tval, fval, Name);
}
 
static inline llvm::Value *checkedMul(bool strongZero,
                                      llvm::IRBuilder<> &Builder2,
                                      llvm::Value *idiff, llvm::Value *pres,
                                      const llvm::Twine &Name = "") {
  llvm::Value *res = Builder2.CreateFMul(idiff, pres, Name);
  if (strongZero) {
    llvm::Value *zero = llvm::Constant::getNullValue(idiff->getType());
    if (auto C = llvm::dyn_cast<llvm::ConstantFP>(pres))
      if (!C->isInfinity() && !C->isNaN())
        return res;
    res = Builder2.CreateSelect(Builder2.CreateFCmpOEQ(idiff, zero), zero, res);
  }
  return res;
}
static inline llvm::Value *checkedDiv(bool strongZero,
                                      llvm::IRBuilder<> &Builder2,
                                      llvm::Value *idiff, llvm::Value *pres,
                                      const llvm::Twine &Name = "") {
  llvm::Value *res = Builder2.CreateFDiv(idiff, pres, Name);
  if (strongZero) {
    llvm::Value *zero = llvm::Constant::getNullValue(idiff->getType());
    if (auto C = llvm::dyn_cast<llvm::ConstantFP>(pres))
      if (!C->isZero() && !C->isNaN())
        return res;
    res = Builder2.CreateSelect(Builder2.CreateFCmpOEQ(idiff, zero), zero, res);
  }
  return res;
}
 
static inline bool containsOnlyAtMostTopBit(const llvm::Value *V,
                                            llvm::Type *FT,
                                            const llvm::DataLayout &dl,
                                            llvm::Type **vFT = nullptr) {
  using namespace llvm;
  if (auto CI = dyn_cast_or_null<ConstantInt>(V)) {
    if (CI->isZero()) {
      if (vFT)
        *vFT = FT;
      return true;
    }
    if (dl.getTypeSizeInBits(FT) == dl.getTypeSizeInBits(CI->getType())) {
      if (CI->isNegative() && CI->isMinValue(/*signed*/ true)) {
        if (vFT)
          *vFT = FT;
        return true;
      }
    }
  }
  if (auto CV = dyn_cast_or_null<ConstantVector>(V)) {
    bool legal = true;
    for (size_t i = 0, end = CV->getNumOperands(); i < end; ++i) {
      legal &= containsOnlyAtMostTopBit(CV->getOperand(i), FT, dl);
    }
    if (legal && vFT) {
#if LLVM_VERSION_MAJOR >= 12
      *vFT = VectorType::get(FT, CV->getType()->getElementCount());
#else
      *vFT = VectorType::get(FT, CV->getType()->getNumElements());
#endif
    }
    return legal;
  }
 
  if (auto CV = dyn_cast_or_null<ConstantDataVector>(V)) {
    bool legal = true;
    for (size_t i = 0, end = CV->getNumElements(); i < end; ++i) {
      auto CI = CV->getElementAsAPInt(i);
#if LLVM_VERSION_MAJOR > 16
      if (CI.isZero())
        continue;
#else
      if (CI.isNullValue())
        continue;
#endif
      if (dl.getTypeSizeInBits(FT) !=
          dl.getTypeSizeInBits(CV->getElementType())) {
        legal = false;
        break;
      }
      if (!CI.isMinSignedValue()) {
        legal = false;
        break;
      }
    }
    if (legal && vFT) {
#if LLVM_VERSION_MAJOR >= 12
      *vFT = VectorType::get(FT, CV->getType()->getElementCount());
#else
      *vFT = VectorType::get(FT, CV->getType()->getNumElements());
#endif
    }
    return legal;
  }
  if (auto BO = dyn_cast<BinaryOperator>(V)) {
    if (BO->getOpcode() == Instruction::And) {
      for (size_t i = 0; i < 2; i++) {
        if (containsOnlyAtMostTopBit(BO->getOperand(i), FT, dl))
          return true;
      }
      return false;
    }
  }
  return false;
}
 
void addValueToCache(llvm::Value *arg, bool cache_arg, llvm::Type *ty,
                     llvm::SmallVectorImpl<llvm::Value *> &cacheValues,
                     llvm::IRBuilder<> &BuilderZ, const llvm::Twine &name = "");
 
llvm::Value *load_if_ref(llvm::IRBuilder<> &B, llvm::Type *intType,
                         llvm::Value *V, bool byRef);
 
void copy_lower_to_upper(llvm::IRBuilder<> &B, llvm::Type *fpType,
                         BlasInfo blas, bool byRef, llvm::Value *layout,
                         llvm::Value *uplo, llvm::Value *A, llvm::Value *lda,
                         llvm::Value *N);
 
// julia_decl null means not julia decl, otherwise it is the integer type needed
// to cast to
llvm::Value *to_blas_callconv(llvm::IRBuilder<> &B, llvm::Value *V, bool byRef,
                              bool cublas, llvm::IntegerType *julia_decl,
                              llvm::IRBuilder<> &entryBuilder,
                              llvm::Twine const & = "");
llvm::Value *to_blas_fp_callconv(llvm::IRBuilder<> &B, llvm::Value *V,
                                 bool byRef, llvm::Type *julia_decl,
                                 llvm::IRBuilder<> &entryBuilder,
                                 llvm::Twine const & = "");
 
llvm::Value *get_cached_mat_width(llvm::IRBuilder<> &B,
                                  llvm::ArrayRef<llvm::Value *> trans,
                                  llvm::Value *arg_ld, llvm::Value *dim_1,
                                  llvm::Value *dim_2, bool cacheMat, bool byRef,
                                  bool cublas);
 
template <typename T>
static inline void append(llvm::SmallVectorImpl<T> &vec) {}
template <typename T, typename... T2>
static inline void append(llvm::SmallVectorImpl<T> &vec, llvm::ArrayRef<T> vals,
                          T2 &&...ts) {
  vec.append(vals.begin(), vals.end());
  append(vec, std::forward<T2>(ts)...);
}
template <typename... T>
static inline llvm::SmallVector<llvm::Value *, 1> concat_values(T &&...t) {
  llvm::SmallVector<llvm::Value *, 1> res;
  append(res, std::forward<T>(t)...);
  return res;
}
 
llvm::Value *is_normal(llvm::IRBuilder<> &B, llvm::Value *trans, bool byRef,
                       bool cublas);
llvm::Value *is_left(llvm::IRBuilder<> &B, llvm::Value *side, bool byRef,
                     bool cublas);
llvm::Value *is_lower(llvm::IRBuilder<> &B, llvm::Value *uplo, bool byRef,
                      bool cublas);
llvm::Value *is_nonunit(llvm::IRBuilder<> &B, llvm::Value *uplo, bool byRef,
                        bool cublas);
 
llvm::Value *lookup_with_layout(llvm::IRBuilder<> &B, llvm::Type *fpType,
                                llvm::Value *layout, llvm::Value *base,
                                llvm::Value *lda, llvm::Value *row,
                                llvm::Value *col);
 
// first one assume V is an Integer
llvm::Value *transpose(std::string floatType, llvm::IRBuilder<> &B,
                       llvm::Value *V, bool cublas);
// secon one assume V is an Integer or a ptr to an int (depends on byRef)
llvm::Value *transpose(std::string floatType, llvm::IRBuilder<> &B,
                       llvm::Value *V, bool byRef, bool cublas,
                       llvm::IntegerType *IT, llvm::IRBuilder<> &entryBuilder,
                       const llvm::Twine &name);
llvm::SmallVector<llvm::Value *, 1>
get_blas_row(llvm::IRBuilder<> &B, llvm::ArrayRef<llvm::Value *> trans,
             llvm::ArrayRef<llvm::Value *> row,
             llvm::ArrayRef<llvm::Value *> col, bool byRef, bool cublas);
 
llvm::SmallVector<llvm::Value *, 1>
get_blas_row(llvm::IRBuilder<> &B, llvm::ArrayRef<llvm::Value *> trans,
             bool byRef, bool cublas);
 
#ifdef __clang__
#pragma clang diagnostic push
#pragma clang diagnostic ignored "-Wunused-variable"
#else
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wunused-variable"
#endif
 
// Parameter attributes from the original function/call that
// we should preserve on the primal of the derivative code.
static inline llvm::Attribute::AttrKind PrimalParamAttrsToPreserve[] = {
  llvm::Attribute::AttrKind::ReadOnly,
  llvm::Attribute::AttrKind::WriteOnly,
  llvm::Attribute::AttrKind::ZExt,
  llvm::Attribute::AttrKind::SExt,
  llvm::Attribute::AttrKind::InReg,
  llvm::Attribute::AttrKind::ByVal,
#if LLVM_VERSION_MAJOR >= 12
  llvm::Attribute::AttrKind::ByRef,
#endif
  llvm::Attribute::AttrKind::Preallocated,
  llvm::Attribute::AttrKind::InAlloca,
#if LLVM_VERSION_MAJOR >= 13
  llvm::Attribute::AttrKind::ElementType,
#endif
#if LLVM_VERSION_MAJOR >= 15
  llvm::Attribute::AttrKind::AllocAlign,
#endif
  llvm::Attribute::AttrKind::NoFree,
  llvm::Attribute::AttrKind::Alignment,
  llvm::Attribute::AttrKind::StackAlignment,
#if LLVM_VERSION_MAJOR >= 20
  llvm::Attribute::AttrKind::Captures,
#else
  llvm::Attribute::AttrKind::NoCapture,
#endif
  llvm::Attribute::AttrKind::ReadNone
};
 
// Parameter attributes from the original function/call that
// we should preserve on the shadow of the derivative code.
// Note that this will not occur on vectore > 1.
static inline llvm::Attribute::AttrKind ShadowParamAttrsToPreserve[] = {
  llvm::Attribute::AttrKind::ZExt,
  llvm::Attribute::AttrKind::SExt,
#if LLVM_VERSION_MAJOR >= 13
  llvm::Attribute::AttrKind::ElementType,
#endif
  llvm::Attribute::AttrKind::NoFree,
  llvm::Attribute::AttrKind::Alignment,
  llvm::Attribute::AttrKind::StackAlignment,
#if LLVM_VERSION_MAJOR >= 20
  llvm::Attribute::AttrKind::Captures,
#else
  llvm::Attribute::AttrKind::NoCapture,
#endif
  llvm::Attribute::AttrKind::ReadNone,
};
#ifdef __clang__
#pragma clang diagnostic pop
#else
#pragma GCC diagnostic pop
#endif
 
static inline llvm::Function *
getIntrinsicDeclaration(llvm::Module *M, llvm::Intrinsic::ID id,
                        llvm::ArrayRef<llvm::Type *> Tys = {}) {
#if LLVM_VERSION_MAJOR >= 20
  return llvm::Intrinsic::getOrInsertDeclaration(M, id, Tys);
#else
  return llvm::Intrinsic::getDeclaration(M, id, Tys);
#endif
}
 
static inline llvm::Instruction *getFirstNonPHIOrDbg(llvm::BasicBlock *B) {
#if LLVM_VERSION_MAJOR >= 20
  return &*B->getFirstNonPHIOrDbg();
#else
  return B->getFirstNonPHIOrDbg();
#endif
}
 
static inline llvm::Instruction *
getFirstNonPHIOrDbgOrLifetime(llvm::BasicBlock *B) {
#if LLVM_VERSION_MAJOR >= 20
  return &*B->getFirstNonPHIOrDbgOrLifetime();
#else
  return B->getFirstNonPHIOrDbgOrLifetime();
#endif
}
 
static inline void addCallSiteNoCapture(llvm::CallBase *call, size_t idx) {
#if LLVM_VERSION_MAJOR > 20
  call->addParamAttr(
      idx, llvm::Attribute::get(call->getContext(), llvm::Attribute::Captures,
                                llvm::CaptureInfo::none().toIntValue()));
#else
  call->addParamAttr(idx, llvm::Attribute::NoCapture);
#endif
}
 
static inline void addFunctionNoCapture(llvm::Function *call, size_t idx) {
#if LLVM_VERSION_MAJOR > 20
  call->addParamAttr(
      idx, llvm::Attribute::get(call->getContext(), llvm::Attribute::Captures,
                                llvm::CaptureInfo::none().toIntValue()));
#else
  call->addParamAttr(idx, llvm::Attribute::NoCapture);
#endif
}
 
[[nodiscard]] static inline llvm::AttributeList
addFunctionNoCapture(llvm::LLVMContext &ctx, llvm::AttributeList list,
                     size_t idx) {
  unsigned idxs = {(unsigned)idx};
#if LLVM_VERSION_MAJOR > 20
  return list.addParamAttribute(
      ctx, idxs,
      llvm::Attribute::get(ctx, llvm::Attribute::Captures,
                           llvm::CaptureInfo::none().toIntValue()));
#else
  return list.addParamAttribute(ctx, idxs, llvm::Attribute::NoCapture);
#endif
}
 
static inline llvm::Type *getSubType(llvm::Type *T) { return T; }
 
template <typename Arg1, typename... Args>
static inline llvm::Type *getSubType(llvm::Type *T, Arg1 i, Args... args) {
  if (auto AT = llvm::dyn_cast<llvm::ArrayType>(T))
    return getSubType(AT->getElementType(), args...);
  if (auto VT = llvm::dyn_cast<llvm::VectorType>(T))
    return getSubType(VT->getElementType(), args...);
  if (auto ST = llvm::dyn_cast<llvm::StructType>(T)) {
    assert((int)i != -1);
    return getSubType(ST->getElementType(i), args...);
  }
  llvm::errs() << *T << "\n";
  llvm_unreachable("unknown subtype");
}
 
enum AddressSpace {
  Generic = 0,
  Tracked = 10,
  Derived = 11,
  CalleeRooted = 12,
  Loaded = 13,
  FirstSpecial = Tracked,
  LastSpecial = Loaded,
};
struct CountTrackedPointers {
  unsigned count = 0;
  bool all = true;
  bool derived = false;
  CountTrackedPointers(llvm::Type *T);
};
static inline bool isSpecialPtr(llvm::Type *Ty) {
  llvm::PointerType *PTy = llvm::dyn_cast<llvm::PointerType>(Ty);
  if (!PTy)
    return false;
  unsigned AS = PTy->getAddressSpace();
  return AddressSpace::FirstSpecial <= AS && AS <= AddressSpace::LastSpecial;
}
 
#if LLVM_VERSION_MAJOR >= 20
bool collectOffset(
    llvm::GEPOperator *gep, const llvm::DataLayout &DL, unsigned BitWidth,
    llvm::SmallMapVector<llvm::Value *, llvm::APInt, 4> &VariableOffsets,
    llvm::APInt &ConstantOffset);
#else
bool collectOffset(llvm::GEPOperator *gep, const llvm::DataLayout &DL,
                   unsigned BitWidth,
                   llvm::MapVector<llvm::Value *, llvm::APInt> &VariableOffsets,
                   llvm::APInt &ConstantOffset);
#endif
 
llvm::CallInst *createIntrinsicCall(llvm::IRBuilderBase &B,
                                    llvm::Intrinsic::ID ID, llvm::Type *RetTy,
                                    llvm::ArrayRef<llvm::Value *> Args,
                                    llvm::Instruction *FMFSource = nullptr,
                                    const llvm::Twine &Name = "");
 
bool isNVLoad(const llvm::Value *V);
 
//! Check if value if b captured after definition before executing inst.
//! If checkLoadCaptured != 0, also consider catpures of any loads of the value
//! as a capture (for the number of loads set).
bool notCapturedBefore(llvm::Value *V, llvm::Instruction *inst,
                       size_t checkLoadCaptured);
 
//! Check if value if b captured
bool notCaptured(llvm::Value *V);
 
// Return true if guaranteed not to alias
// Return false if guaranteed to alias [with possible offset depending on flag].
// Return {} if no information is given.
#if LLVM_VERSION_MAJOR >= 16
std::optional<bool>
#else
llvm::Optional<bool>
#endif
arePointersGuaranteedNoAlias(llvm::TargetLibraryInfo &TLI, llvm::AAResults &AA,
                             llvm::LoopInfo &LI, llvm::Value *op0,
                             llvm::Value *op1, bool offsetAllowed = false);
 
static inline std::tuple<llvm::StringRef, llvm::StringRef, llvm::StringRef>
tripleSplitDollar(llvm::StringRef caller) {
  if (!startsWith(caller, "ejl")) {
    return {"", caller, ""};
  }
  auto &&[prefix, todo] = caller.split("$");
  auto &&[name, postfix] = todo.split("$");
  return std::make_tuple(prefix, name, postfix);
}
 
static inline std::string getRenamedPerCallingConv(llvm::StringRef caller,
                                                   llvm::StringRef callee) {
  if (startsWith(caller, "ejl")) {
    auto &&[prefix, name, postfix] = tripleSplitDollar(caller);
    return (prefix + "$" + getRenamedPerCallingConv(name, callee) + "$" +
            postfix)
        .str();
  }
  if (startsWith(caller, "PMPI_")) {
    assert(startsWith(callee, "MPI"));
    return ("P" + callee).str();
  }
  return callee.str();
}
 
static inline std::string convertSRetTypeToString(llvm::Type *T) {
  return std::to_string((size_t)T);
}
 
static inline llvm::Type *
convertSRetTypeFromString(llvm::StringRef str, llvm::LLVMContext *C = nullptr) {
  if (str == "test_type") {
    assert(C);
    llvm::SmallVector<llvm::Type *, 1> elts;
#if LLVM_VERSION_MAJOR >= 17
    elts.push_back(llvm::PointerType::get(*C, AddressSpace::Tracked));
#else
    elts.push_back(llvm::PointerType::get(llvm::StructType::get(*C, {}),
                                          AddressSpace::Tracked));
#endif
    llvm::Type *inner = llvm::StructType::get(*C, elts);
    llvm::SmallVector<llvm::Type *, 1> innerElts;
    innerElts.push_back(inner);
    return llvm::StructType::get(*C, innerElts);
  }
  if (str == "test_type2") {
    assert(C);
    return llvm::ArrayType::get(llvm::Type::getInt64Ty(*C), 6);
  }
  if (str == "test_type3") {
    assert(C);
    llvm::SmallVector<llvm::Type *, 1> elts;
    elts.push_back(llvm::Type::getDoubleTy(*C));
    return llvm::StructType::get(*C, elts);
  }
  if (str == "test_type4") {
    assert(C);
    llvm::SmallVector<llvm::Type *, 3> elts;
    elts.push_back(llvm::ArrayType::get(llvm::Type::getDoubleTy(*C), 2));
    elts.push_back(llvm::Type::getDoubleTy(*C));
    elts.push_back(llvm::Type::getInt64Ty(*C));
    return llvm::StructType::get(*C, elts);
  }
  if (str == "test_type5") {
    assert(C);
    llvm::SmallVector<llvm::Type *, 3> elts;
    elts.push_back(llvm::ArrayType::get(llvm::Type::getDoubleTy(*C), 1));
    elts.push_back(llvm::Type::getDoubleTy(*C));
    elts.push_back(llvm::Type::getInt64Ty(*C));
    return llvm::StructType::get(*C, elts);
  }
  size_t idx;
  bool failed = str.consumeInteger(10, idx);
  (void)failed;
  assert(!failed);
  return (llvm::Type *)idx;
}
 
static inline size_t convertRRootCountFromString(llvm::StringRef str) {
  size_t idx;
  bool failed = str.consumeInteger(10, idx);
  (void)failed;
  assert(!failed);
  return idx;
}
 
static inline bool hasSRetRRootsOrUnionSRet(llvm::CallBase *CB) {
  if (CB->hasStructRetAttr())
    return true;
  for (size_t i = 0; i < CB->arg_size(); i++) {
    if (CB->getAttributeAtIndex(llvm::AttributeList::FirstArgIndex + i,
                                "enzymejl_sret_union_bytes")
            .isValid())
      return true;
    if (CB->getAttributeAtIndex(llvm::AttributeList::FirstArgIndex + i,
                                "enzymejl_returnRoots")
            .isValid())
      return true;
  }
  return false;
}
 
enum class SRetRootMovement {
  SRetPointerToRootPointer = 0,
  SRetValueToRootPointer = 1,
  RootPointerToSRetValue = 2,
  RootPointerToSRetPointer = 3,
  NullifySRetValue = 4,
};
 
llvm::Value *moveSRetToFromRoots(llvm::IRBuilder<> &B, llvm::Type *jltype,
                                 llvm::Value *sret, llvm::Type *root_ty,
                                 llvm::Value *rootRet, size_t rootOffset,
                                 SRetRootMovement direction);
 
void copyNonJLValueInto(llvm::IRBuilder<> &B, llvm::Type *curType,
                        llvm::Type *dstType, llvm::Value *dst,
                        llvm::ArrayRef<unsigned> dstPrefix, llvm::Type *srcType,
                        llvm::Value *src, llvm::ArrayRef<unsigned> srcPrefix,
                        bool shouldZero);
 
static bool anyJuliaObjects(llvm::Type *T) {
  if (isSpecialPtr(T))
    return true;
  if (auto ST = llvm::dyn_cast<llvm::StructType>(T)) {
    for (auto elem : ST->elements()) {
      if (anyJuliaObjects(elem))
        return true;
    }
    return false;
  }
  if (auto AT = llvm::dyn_cast<llvm::ArrayType>(T)) {
    return anyJuliaObjects(AT->getElementType());
  }
  if (auto VT = llvm::dyn_cast<llvm::VectorType>(T)) {
    return anyJuliaObjects(VT->getElementType());
  }
  return false;
}
 
llvm::SmallVector<llvm::Value *, 1> getJuliaObjects(llvm::Value *v,
                                                    llvm::IRBuilder<> &B);
 
// Find all user instructions of AI, returning tuples of <instruction, value,
// byte offet from AI> Unlike a simple get users, this will recurse through any
// constant gep offsets and casts
llvm::SmallVector<std::tuple<llvm::Instruction *, llvm::Value *, size_t>, 1>
findAllUsersOf(llvm::Value *AI);
 
static bool hasTerminator(llvm::BasicBlock *BB) {
#if LLVM_VERSION_MAJOR >= 23
  return BB->hasTerminator();
#else
  return BB->getTerminator();
#endif
}
 
#endif // ENZYME_UTILS_H