mirror of
https://github.com/zama-ai/concrete.git
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412 lines
14 KiB
C++
412 lines
14 KiB
C++
#include <llvm/Support/Error.h>
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#include <llvm/Support/SMLoc.h>
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#include <mlir/Dialect/LLVMIR/LLVMDialect.h>
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#include <mlir/Dialect/Linalg/IR/LinalgOps.h>
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#include <mlir/Dialect/MemRef/IR/MemRef.h>
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#include <mlir/Dialect/StandardOps/IR/Ops.h>
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#include <mlir/ExecutionEngine/OptUtils.h>
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#include <mlir/Parser.h>
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#include <zamalang/Dialect/HLFHE/IR/HLFHEDialect.h>
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#include <zamalang/Dialect/LowLFHE/IR/LowLFHEDialect.h>
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#include <zamalang/Dialect/MidLFHE/IR/MidLFHEDialect.h>
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#include <zamalang/Support/CompilerEngine.h>
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#include <zamalang/Support/Error.h>
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#include <zamalang/Support/Jit.h>
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#include <zamalang/Support/Pipeline.h>
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namespace mlir {
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namespace zamalang {
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// Creates a new compilation context that can be shared across
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// compilation engines and results
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std::shared_ptr<CompilationContext> CompilationContext::createShared() {
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return std::make_shared<CompilationContext>();
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}
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CompilationContext::CompilationContext()
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: mlirContext(nullptr), llvmContext(nullptr) {}
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CompilationContext::~CompilationContext() {
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delete this->mlirContext;
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delete this->llvmContext;
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}
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// Returns the MLIR context for a compilation context. Creates and
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// initializes a new MLIR context if necessary.
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mlir::MLIRContext *CompilationContext::getMLIRContext() {
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if (this->mlirContext == nullptr) {
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this->mlirContext = new mlir::MLIRContext();
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this->mlirContext->getOrLoadDialect<mlir::zamalang::HLFHE::HLFHEDialect>();
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this->mlirContext
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->getOrLoadDialect<mlir::zamalang::MidLFHE::MidLFHEDialect>();
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this->mlirContext
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->getOrLoadDialect<mlir::zamalang::LowLFHE::LowLFHEDialect>();
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this->mlirContext->getOrLoadDialect<mlir::StandardOpsDialect>();
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this->mlirContext->getOrLoadDialect<mlir::memref::MemRefDialect>();
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this->mlirContext->getOrLoadDialect<mlir::linalg::LinalgDialect>();
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this->mlirContext->getOrLoadDialect<mlir::LLVM::LLVMDialect>();
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}
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return this->mlirContext;
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}
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// Returns the LLVM context for a compilation context. Creates and
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// initializes a new LLVM context if necessary.
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llvm::LLVMContext *CompilationContext::getLLVMContext() {
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if (this->llvmContext == nullptr)
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this->llvmContext = new llvm::LLVMContext();
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return this->llvmContext;
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}
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// Sets the FHE constraints for the compilation. Overrides any
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// automatically detected configuration and prevents the autodetection
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// pass from running.
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void CompilerEngine::setFHEConstraints(
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const mlir::zamalang::V0FHEConstraint &c) {
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this->overrideMaxEintPrecision = c.p;
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this->overrideMaxMANP = c.norm2;
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}
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void CompilerEngine::setVerifyDiagnostics(bool v) {
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this->verifyDiagnostics = v;
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}
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void CompilerEngine::setGenerateClientParameters(bool v) {
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this->generateClientParameters = v;
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}
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void CompilerEngine::setMaxEintPrecision(size_t v) {
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this->overrideMaxEintPrecision = v;
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}
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void CompilerEngine::setParametrizeMidLFHE(bool v) {
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this->parametrizeMidLFHE = v;
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}
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void CompilerEngine::setMaxMANP(size_t v) { this->overrideMaxMANP = v; }
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void CompilerEngine::setClientParametersFuncName(const llvm::StringRef &name) {
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this->clientParametersFuncName = name.str();
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}
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// Helper function detecting the FHE dialect with the highest level of
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// abstraction used in `module`. If no FHE dialect is used, the
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// function returns `CompilerEngine::FHEDialect::NONE`.
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CompilerEngine::FHEDialect
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CompilerEngine::detectHighestFHEDialect(mlir::ModuleOp module) {
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CompilerEngine::FHEDialect highestDialect = CompilerEngine::FHEDialect::NONE;
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mlir::TypeID hlfheID =
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mlir::TypeID::get<mlir::zamalang::HLFHE::HLFHEDialect>();
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mlir::TypeID midlfheID =
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mlir::TypeID::get<mlir::zamalang::MidLFHE::MidLFHEDialect>();
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mlir::TypeID lowlfheID =
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mlir::TypeID::get<mlir::zamalang::LowLFHE::LowLFHEDialect>();
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// Helper lambda updating the currently highest dialect if necessary
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// by dialect type ID
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auto updateDialectFromDialectID = [&](mlir::TypeID dialectID) {
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if (dialectID == hlfheID) {
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highestDialect = CompilerEngine::FHEDialect::HLFHE;
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return true;
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} else if (dialectID == lowlfheID &&
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highestDialect == CompilerEngine::FHEDialect::NONE) {
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highestDialect = CompilerEngine::FHEDialect::LOWLFHE;
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} else if (dialectID == midlfheID &&
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(highestDialect == CompilerEngine::FHEDialect::NONE ||
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highestDialect == CompilerEngine::FHEDialect::LOWLFHE)) {
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highestDialect = CompilerEngine::FHEDialect::MIDLFHE;
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}
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return false;
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};
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// Helper lambda updating the currently highest dialect if necessary
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// by value type
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std::function<bool(mlir::Type)> updateDialectFromType =
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[&](mlir::Type ty) -> bool {
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if (updateDialectFromDialectID(ty.getDialect().getTypeID()))
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return true;
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if (mlir::TensorType tensorTy = ty.dyn_cast_or_null<mlir::TensorType>())
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return updateDialectFromType(tensorTy.getElementType());
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return false;
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};
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module.walk([&](mlir::Operation *op) {
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// Check operation itself
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if (updateDialectFromDialectID(op->getDialect()->getTypeID()))
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return mlir::WalkResult::interrupt();
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// Check types of operands
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for (mlir::Value operand : op->getOperands()) {
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if (updateDialectFromType(operand.getType()))
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return mlir::WalkResult::interrupt();
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}
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// Check types of results
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for (mlir::Value res : op->getResults()) {
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if (updateDialectFromType(res.getType())) {
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return mlir::WalkResult::interrupt();
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}
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}
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return mlir::WalkResult::advance();
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});
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return highestDialect;
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}
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// Sets the FHE parameters of `res` either through autodetection or
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// fixed constraints provided in
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// `CompilerEngine::overrideMaxEintPrecision` and
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// `CompilerEngine::overrideMaxMANP`.
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//
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// Autodetected values can be partially or fully overridden through
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// `CompilerEngine::overrideMaxEintPrecision` and
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// `CompilerEngine::overrideMaxMANP`.
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//
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// If `noOverrideAutodetected` is true, autodetected values are not
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// overriden and used directly for `res`.
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//
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// Return an error if autodetection fails.
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llvm::Error
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CompilerEngine::determineFHEParameters(CompilationResult &res,
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bool noOverrideAutodetected) {
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mlir::MLIRContext &mlirContext = *this->compilationContext->getMLIRContext();
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mlir::ModuleOp module = res.mlirModuleRef->get();
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llvm::Optional<mlir::zamalang::V0FHEConstraint> fheConstraints;
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// Determine FHE constraints either through autodetection or through
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// overridden values
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if (this->overrideMaxEintPrecision.hasValue() &&
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this->overrideMaxMANP.hasValue() && !noOverrideAutodetected) {
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fheConstraints.emplace(mlir::zamalang::V0FHEConstraint{
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this->overrideMaxMANP.getValue(),
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this->overrideMaxEintPrecision.getValue()});
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} else {
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llvm::Expected<llvm::Optional<mlir::zamalang::V0FHEConstraint>>
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fheConstraintsOrErr =
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mlir::zamalang::pipeline::getFHEConstraintsFromHLFHE(mlirContext,
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module);
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if (auto err = fheConstraintsOrErr.takeError())
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return std::move(err);
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if (!fheConstraintsOrErr.get().hasValue()) {
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return StreamStringError("Could not determine maximum required precision "
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"for encrypted integers and maximum value for "
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"the Minimal Arithmetic Noise Padding");
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}
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if (noOverrideAutodetected)
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return llvm::Error::success();
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fheConstraints = fheConstraintsOrErr.get();
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// Override individual values if requested
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if (this->overrideMaxEintPrecision.hasValue())
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fheConstraints->p = this->overrideMaxEintPrecision.getValue();
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if (this->overrideMaxMANP.hasValue())
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fheConstraints->norm2 = this->overrideMaxMANP.getValue();
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}
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const mlir::zamalang::V0Parameter *fheParams =
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getV0Parameter(fheConstraints.getValue());
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if (!fheParams) {
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return StreamStringError()
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<< "Could not determine V0 parameters for 2-norm of "
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<< fheConstraints->norm2 << " and p of " << fheConstraints->p;
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}
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res.fheContext.emplace(
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mlir::zamalang::V0FHEContext{*fheConstraints, *fheParams});
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return llvm::Error::success();
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}
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// Performs all lowering from HLFHE to the FHE dialect with the lwoest
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// level of abstraction that requires FHE parameters.
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//
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// Returns an error if any of the lowerings fails.
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llvm::Error CompilerEngine::lowerParamDependentHalf(Target target,
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CompilationResult &res) {
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mlir::MLIRContext &mlirContext = *this->compilationContext->getMLIRContext();
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mlir::ModuleOp module = res.mlirModuleRef->get();
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// HLFHE -> MidLFHE
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if (mlir::zamalang::pipeline::lowerHLFHEToMidLFHE(mlirContext, module, false)
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.failed()) {
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return StreamStringError("Lowering from HLFHE to MidLFHE failed");
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}
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if (target == Target::MIDLFHE)
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return llvm::Error::success();
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// MidLFHE -> LowLFHE
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if (mlir::zamalang::pipeline::lowerMidLFHEToLowLFHE(
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mlirContext, module, *res.fheContext, this->parametrizeMidLFHE)
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.failed()) {
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return StreamStringError("Lowering from MidLFHE to LowLFHE failed");
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}
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return llvm::Error::success();
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}
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// Compile the sources managed by the source manager `sm` to the
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// target dialect `target`. If successful, the result can be retrieved
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// using `getModule()` and `getLLVMModule()`, respectively depending
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// on the target dialect.
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llvm::Expected<CompilerEngine::CompilationResult>
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CompilerEngine::compile(llvm::SourceMgr &sm, Target target) {
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CompilationResult res(this->compilationContext);
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mlir::MLIRContext &mlirContext = *this->compilationContext->getMLIRContext();
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mlir::SourceMgrDiagnosticVerifierHandler smHandler(sm, &mlirContext);
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mlirContext.printOpOnDiagnostic(false);
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mlir::OwningModuleRef mlirModuleRef =
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mlir::parseSourceFile<mlir::ModuleOp>(sm, &mlirContext);
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if (this->verifyDiagnostics) {
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if (smHandler.verify().failed())
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return StreamStringError("Verification of diagnostics failed");
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else
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return res;
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}
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if (!mlirModuleRef)
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return StreamStringError("Could not parse source");
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res.mlirModuleRef = std::move(mlirModuleRef);
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mlir::ModuleOp module = res.mlirModuleRef->get();
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if (target == Target::HLFHE || target == Target::ROUND_TRIP)
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return res;
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// Detect highest FHE dialect and check if FHE parameter
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// autodetection / lowering of parameter-dependent dialects can be
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// skipped
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FHEDialect highestFHEDialect = this->detectHighestFHEDialect(module);
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if (highestFHEDialect == FHEDialect::HLFHE ||
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highestFHEDialect == FHEDialect::MIDLFHE ||
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this->generateClientParameters) {
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bool noOverrideAutoDetected = (target == Target::HLFHE_MANP);
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if (auto err = this->determineFHEParameters(res, noOverrideAutoDetected))
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return std::move(err);
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}
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// return early if only the MANP pass was requested
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if (target == Target::HLFHE_MANP)
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return res;
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if (highestFHEDialect == FHEDialect::HLFHE ||
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highestFHEDialect == FHEDialect::MIDLFHE) {
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if (llvm::Error err = this->lowerParamDependentHalf(target, res))
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return std::move(err);
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}
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if (target == Target::HLFHE_MANP || target == Target::MIDLFHE ||
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target == Target::LOWLFHE)
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return res;
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// LowLFHE -> Canonical dialects
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if (mlir::zamalang::pipeline::lowerLowLFHEToStd(mlirContext, module)
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.failed()) {
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return StreamStringError(
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"Lowering from LowLFHE to canonical MLIR dialects failed");
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}
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if (target == Target::STD)
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return res;
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// Generate client parameters if requested
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if (this->generateClientParameters) {
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if (!this->clientParametersFuncName.hasValue()) {
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return StreamStringError(
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"Generation of client parameters requested, but no function name "
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"specified");
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}
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llvm::Expected<mlir::zamalang::ClientParameters> clientParametersOrErr =
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mlir::zamalang::createClientParametersForV0(
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*res.fheContext, *this->clientParametersFuncName, module);
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if (llvm::Error err = clientParametersOrErr.takeError())
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return std::move(err);
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res.clientParameters = clientParametersOrErr.get();
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}
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// MLIR canonical dialects -> LLVM Dialect
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if (mlir::zamalang::pipeline::lowerStdToLLVMDialect(mlirContext, module,
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false)
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.failed()) {
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return StreamStringError("Failed to lower to LLVM dialect");
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}
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if (target == Target::LLVM)
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return res;
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// Lowering to actual LLVM IR (i.e., not the LLVM dialect)
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llvm::LLVMContext &llvmContext = *this->compilationContext->getLLVMContext();
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res.llvmModule = mlir::zamalang::pipeline::lowerLLVMDialectToLLVMIR(
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mlirContext, llvmContext, module);
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if (!res.llvmModule)
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return StreamStringError("Failed to convert from LLVM dialect to LLVM IR");
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if (target == Target::LLVM_IR)
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return res;
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if (mlir::zamalang::pipeline::optimizeLLVMModule(llvmContext, *res.llvmModule)
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.failed()) {
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return StreamStringError("Failed to optimize LLVM IR");
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}
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if (target == Target::OPTIMIZED_LLVM_IR)
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return res;
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return res;
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} // namespace zamalang
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// Compile the source `s` to the target dialect `target`. If successful, the
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// result can be retrieved using `getModule()` and `getLLVMModule()`,
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// respectively depending on the target dialect.
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llvm::Expected<CompilerEngine::CompilationResult>
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CompilerEngine::compile(llvm::StringRef s, Target target) {
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std::unique_ptr<llvm::MemoryBuffer> mb = llvm::MemoryBuffer::getMemBuffer(s);
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llvm::Expected<CompilationResult> res = this->compile(std::move(mb), target);
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return std::move(res);
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}
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// Compile the contained in `buffer` to the target dialect
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// `target`. If successful, the result can be retrieved using
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// `getModule()` and `getLLVMModule()`, respectively depending on the
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// target dialect.
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llvm::Expected<CompilerEngine::CompilationResult>
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CompilerEngine::compile(std::unique_ptr<llvm::MemoryBuffer> buffer,
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Target target) {
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llvm::SourceMgr sm;
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sm.AddNewSourceBuffer(std::move(buffer), llvm::SMLoc());
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llvm::Expected<CompilationResult> res = this->compile(sm, target);
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return std::move(res);
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}
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} // namespace zamalang
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} // namespace mlir
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