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//===--- LinearMapInfo.cpp ------------------------------------*- C++ -*---===//
//
// This source file is part of the Swift.org open source project
//
// Copyright (c) 2019 - 2020 Apple Inc. and the Swift project authors
// Licensed under Apache License v2.0 with Runtime Library Exception
//
// See https://swift.org/LICENSE.txt for license information
// See https://swift.org/CONTRIBUTORS.txt for the list of Swift project authors
//
//===----------------------------------------------------------------------===//
//
// Linear map tuple and branching trace enum information for differentiation.
//
//===----------------------------------------------------------------------===//
#define DEBUG_TYPE "differentiation"
#include "swift/SILOptimizer/Differentiation/LinearMapInfo.h"
#include "swift/SILOptimizer/Differentiation/ADContext.h"
#include "swift/AST/DeclContext.h"
#include "swift/AST/ParameterList.h"
#include "swift/AST/SourceFile.h"
#include "swift/SIL/LoopInfo.h"
namespace swift {
namespace autodiff {
//===----------------------------------------------------------------------===//
// Local helpers
//===----------------------------------------------------------------------===//
/// Clone the generic parameters of the given generic signature and return a new
/// `GenericParamList`.
static GenericParamList *cloneGenericParameters(ASTContext &ctx,
DeclContext *dc,
CanGenericSignature sig) {
SmallVector<GenericTypeParamDecl *, 2> clonedParams;
for (auto paramType : sig.getGenericParams()) {
auto *clonedParam = GenericTypeParamDecl::createImplicit(
dc, paramType->getName(), paramType->getDepth(), paramType->getIndex(),
paramType->isParameterPack());
clonedParam->setDeclContext(dc);
clonedParams.push_back(clonedParam);
}
return GenericParamList::create(ctx, SourceLoc(), clonedParams, SourceLoc());
}
//===----------------------------------------------------------------------===//
// LinearMapInfo methods
//===----------------------------------------------------------------------===//
LinearMapInfo::LinearMapInfo(ADContext &context, AutoDiffLinearMapKind kind,
SILFunction *original, SILFunction *derivative,
const AutoDiffConfig &config,
const DifferentiableActivityInfo &activityInfo,
SILLoopInfo *loopInfo)
: kind(kind), original(original), derivative(derivative),
activityInfo(activityInfo), loopInfo(loopInfo), config(config),
synthesizedFile(context.getOrCreateSynthesizedFile(original)),
typeConverter(context.getTypeConverter()) {
generateDifferentiationDataStructures(context, derivative);
}
SILType LinearMapInfo::remapTypeInDerivative(SILType ty) {
if (ty.hasArchetype())
return derivative->mapTypeIntoContext(ty.mapTypeOutOfContext());
return derivative->mapTypeIntoContext(ty);
}
EnumDecl *
LinearMapInfo::createBranchingTraceDecl(SILBasicBlock *originalBB,
CanGenericSignature genericSig) {
assert(originalBB->getParent() == original);
auto &astCtx = original->getASTContext();
auto &file = getSynthesizedFile();
// Create a branching trace enum.
Mangle::ASTMangler mangler;
auto config = this->config.withGenericSignature(genericSig);
auto enumName = mangler.mangleAutoDiffGeneratedDeclaration(
AutoDiffGeneratedDeclarationKind::BranchingTraceEnum,
original->getName().str(), originalBB->getDebugID(), kind, config);
auto enumId = astCtx.getIdentifier(enumName);
auto loc = original->getLocation().getSourceLoc();
GenericParamList *genericParams = nullptr;
if (genericSig)
genericParams = cloneGenericParameters(astCtx, &file, genericSig);
auto *branchingTraceDecl = new (astCtx) EnumDecl(
/*EnumLoc*/ SourceLoc(), /*Name*/ enumId, /*NameLoc*/ loc,
/*Inherited*/ {}, /*GenericParams*/ genericParams, /*DC*/ &file);
// Note: must mark enum as implicit to satisfy assertion in
// `Parser::parseDeclListDelayed`.
branchingTraceDecl->setImplicit();
if (genericSig)
branchingTraceDecl->setGenericSignature(genericSig);
switch (original->getEffectiveSymbolLinkage()) {
case swift::SILLinkage::Public:
case swift::SILLinkage::PublicNonABI:
// Branching trace enums shall not be resilient.
branchingTraceDecl->getAttrs().add(new (astCtx) FrozenAttr(/*implicit*/ true));
branchingTraceDecl->getAttrs().add(new (astCtx) UsableFromInlineAttr(/*Implicit*/ true));
LLVM_FALLTHROUGH;
case swift::SILLinkage::Hidden:
case swift::SILLinkage::Shared:
branchingTraceDecl->setAccess(AccessLevel::Internal);
break;
case swift::SILLinkage::Private:
branchingTraceDecl->setAccess(AccessLevel::FilePrivate);
break;
default:
// When the original function has external linkage, we create an internal
// struct for use by our own module. This is necessary for cross-cell
// differentiation in Jupyter.
// TODO: Add a test in the compiler that exercises a similar situation as
// cross-cell differentiation in Jupyter.
branchingTraceDecl->setAccess(AccessLevel::Internal);
}
file.addTopLevelDecl(branchingTraceDecl);
file.getParentModule()->clearLookupCache();
return branchingTraceDecl;
}
void LinearMapInfo::populateBranchingTraceDecl(SILBasicBlock *originalBB,
SILLoopInfo *loopInfo) {
auto &astCtx = original->getASTContext();
auto *moduleDecl = original->getModule().getSwiftModule();
auto loc = original->getLocation().getSourceLoc();
auto *branchingTraceDecl = getBranchingTraceDecl(originalBB);
// Add basic block enum cases.
for (auto *predBB : originalBB->getPredecessorBlocks()) {
// Create dummy declaration representing enum case parameter.
auto *decl = new (astCtx)
ParamDecl(loc, loc, Identifier(), loc, Identifier(), moduleDecl);
decl->setSpecifier(ParamDecl::Specifier::Default);
// If predecessor block is in a loop, its linear map tuple will be
// indirectly referenced in memory owned by the context object. The payload
// is just a raw pointer.
if (loopInfo->getLoopFor(predBB)) {
heapAllocatedContext = true;
decl->setInterfaceType(astCtx.TheRawPointerType);
} else { // Otherwise the payload is the linear map tuple.
auto *linearMapStructTy = getLinearMapTupleType(predBB);
// Do not create entries for unreachable predecessors
if (!linearMapStructTy)
continue;
auto canLinearMapStructTy = linearMapStructTy->getCanonicalType();
decl->setInterfaceType(
canLinearMapStructTy->hasArchetype()
? canLinearMapStructTy->mapTypeOutOfContext() : canLinearMapStructTy);
}
// Create enum element and enum case declarations.
auto *paramList = ParameterList::create(astCtx, {decl});
auto bbId = "bb" + std::to_string(predBB->getDebugID());
auto *enumEltDecl = new (astCtx) EnumElementDecl(
/*IdentifierLoc*/ loc, DeclName(astCtx.getIdentifier(bbId)), paramList,
loc, /*RawValueExpr*/ nullptr, branchingTraceDecl);
enumEltDecl->setImplicit();
auto *enumCaseDecl = EnumCaseDecl::create(
/*CaseLoc*/ loc, {enumEltDecl}, branchingTraceDecl);
enumCaseDecl->setImplicit();
branchingTraceDecl->addMember(enumEltDecl);
branchingTraceDecl->addMember(enumCaseDecl);
// Record enum element declaration.
branchingTraceEnumCases.insert({{predBB, originalBB}, enumEltDecl});
}
}
Type LinearMapInfo::getLinearMapType(ADContext &context, ApplyInst *ai) {
SmallVector<SILValue, 4> allResults;
SmallVector<unsigned, 8> activeParamIndices;
SmallVector<unsigned, 8> activeResultIndices;
collectMinimalIndicesForFunctionCall(ai, config, activityInfo, allResults,
activeParamIndices, activeResultIndices);
// Check if there are any active results or arguments. If not, skip
// this instruction.
auto hasActiveResults = llvm::any_of(allResults, [&](SILValue res) {
return activityInfo.isActive(res, config);
});
bool hasActiveSemanticResultArgument = false;
bool hasActiveArguments = false;
auto numIndirectResults = ai->getNumIndirectResults();
for (auto argIdx : range(ai->getSubstCalleeConv().getNumParameters())) {
auto arg = ai->getArgumentsWithoutIndirectResults()[argIdx];
if (activityInfo.isActive(arg, config)) {
hasActiveArguments = true;
auto paramInfo = ai->getSubstCalleeConv().getParamInfoForSILArg(
numIndirectResults + argIdx);
if (paramInfo.isAutoDiffSemanticResult())
hasActiveSemanticResultArgument = true;
}
}
if (!hasActiveArguments)
return {};
if (!hasActiveResults && !hasActiveSemanticResultArgument)
return {};
// Compute differentiability parameters.
// - If the callee has `@differentiable` function type, use differentiation
// parameters from the function type.
// - Otherwise, use the active parameters.
IndexSubset *parameters;
auto origFnSubstTy = ai->getSubstCalleeType();
auto remappedOrigFnSubstTy =
remapTypeInDerivative(SILType::getPrimitiveObjectType(origFnSubstTy))
.castTo<SILFunctionType>()
->getUnsubstitutedType(original->getModule());
if (remappedOrigFnSubstTy->isDifferentiable()) {
parameters = remappedOrigFnSubstTy->getDifferentiabilityParameterIndices();
} else {
parameters = IndexSubset::get(
original->getASTContext(),
ai->getArgumentsWithoutIndirectResults().size(), activeParamIndices);
}
// Compute differentiability results.
auto *results = IndexSubset::get(original->getASTContext(),
remappedOrigFnSubstTy->getNumAutoDiffSemanticResults(),
activeResultIndices);
// Create autodiff indices for the `apply` instruction.
AutoDiffConfig applyConfig(parameters, results);
// Check for non-differentiable original function type.
auto checkNondifferentiableOriginalFunctionType = [&](CanSILFunctionType
origFnTy) {
// Check non-differentiable arguments.
for (auto paramIndex : applyConfig.parameterIndices->getIndices()) {
auto remappedParamType =
origFnTy->getParameters()[paramIndex].getSILStorageInterfaceType();
if (!remappedParamType.isDifferentiable(derivative->getModule()))
return true;
}
// Check non-differentiable results.
for (auto resultIndex : applyConfig.resultIndices->getIndices()) {
SILType remappedResultType;
if (resultIndex >= origFnTy->getNumResults()) {
auto semanticResultArgIdx = resultIndex - origFnTy->getNumResults();
auto semanticResultArg =
*std::next(ai->getAutoDiffSemanticResultArguments().begin(),
semanticResultArgIdx);
remappedResultType = semanticResultArg->getType();
} else {
remappedResultType =
origFnTy->getResults()[resultIndex].getSILStorageInterfaceType();
}
if (!remappedResultType.isDifferentiable(derivative->getModule()))
return true;
}
return false;
};
if (checkNondifferentiableOriginalFunctionType(remappedOrigFnSubstTy))
return nullptr;
AutoDiffDerivativeFunctionKind derivativeFnKind(kind);
auto derivativeFnType =
remappedOrigFnSubstTy
->getAutoDiffDerivativeFunctionType(
parameters, results, derivativeFnKind, context.getTypeConverter(),
LookUpConformanceInModule(
derivative->getModule().getSwiftModule()))
->getUnsubstitutedType(original->getModule());
auto derivativeFnResultTypes = derivativeFnType->getAllResultsInterfaceType();
auto linearMapSILType = derivativeFnResultTypes;
if (auto tupleType = linearMapSILType.getAs<TupleType>()) {
linearMapSILType = SILType::getPrimitiveObjectType(
tupleType.getElementType(tupleType->getElements().size() - 1));
}
if (auto fnTy = linearMapSILType.getAs<SILFunctionType>()) {
linearMapSILType = SILType::getPrimitiveObjectType(
fnTy->getUnsubstitutedType(original->getModule()));
}
// IRGen requires decls to have AST types (not `SILFunctionType`), so we
// convert the `SILFunctionType` of the linear map to a `FunctionType` with
// the same parameters and results.
auto silFnTy = linearMapSILType.castTo<SILFunctionType>();
SmallVector<AnyFunctionType::Param, 8> params;
for (auto ¶m : silFnTy->getParameters()) {
ParameterTypeFlags flags;
if (param.isAutoDiffSemanticResult())
flags = flags.withInOut(true);
params.push_back(
AnyFunctionType::Param(param.getInterfaceType(), Identifier(), flags));
}
AnyFunctionType *astFnTy;
if (auto genSig = silFnTy->getSubstGenericSignature()) {
// FIXME: Verify ExtInfo state is correct, not working by accident.
GenericFunctionType::ExtInfo info;
astFnTy = GenericFunctionType::get(
genSig, params, silFnTy->getAllResultsInterfaceType().getASTType(),
info);
} else {
FunctionType::ExtInfo info;
astFnTy = FunctionType::get(
params, silFnTy->getAllResultsInterfaceType().getASTType(), info);
}
if (astFnTy->hasArchetype())
return astFnTy->mapTypeOutOfContext();
return astFnTy;
}
void LinearMapInfo::generateDifferentiationDataStructures(
ADContext &context, SILFunction *derivativeFn) {
auto &astCtx = original->getASTContext();
// Get the derivative function generic signature.
CanGenericSignature derivativeFnGenSig = nullptr;
if (auto *derivativeFnGenEnv = derivativeFn->getGenericEnvironment())
derivativeFnGenSig =
derivativeFnGenEnv->getGenericSignature().getCanonicalSignature();
// Create branching trace enum for each original block and add it as a field
// in the corresponding struct.
StringRef traceEnumFieldName;
switch (kind) {
case AutoDiffLinearMapKind::Differential:
traceEnumFieldName = "successor";
break;
case AutoDiffLinearMapKind::Pullback:
traceEnumFieldName = "predecessor";
break;
}
for (auto &origBB : *original) {
auto *traceEnum =
createBranchingTraceDecl(&origBB, derivativeFnGenSig);
branchingTraceDecls.insert({&origBB, traceEnum});
}
// Add linear map fields to the linear map tuples.
//
// Now we need to be very careful as we're having a very subtle
// chicken-and-egg problem. We need lowered branch trace enum type for the
// linear map typle type. However branch trace enum type lowering depends on
// the lowering of its elements (at very least, the type classification of
// being trivial / non-trivial). As the lowering is cached we need to ensure
// we compute lowered type for the branch trace enum when the corresponding
// EnumDecl is fully complete: we cannot add more entries without causing some
// very subtle issues later on. However, the elements of the enum are linear
// map tuples of predecessors, that correspondingly may contain branch trace
// enums of corresponding predecessor BBs.
//
// Traverse all BBs in reverse post-order traversal order to ensure we process
// each BB before its predecessors.
llvm::ReversePostOrderTraversal<SILFunction *> RPOT(original);
for (auto Iter = RPOT.begin(), E = RPOT.end(); Iter != E; ++Iter) {
auto *origBB = *Iter;
SmallVector<TupleTypeElt, 4> linearTupleTypes;
if (!origBB->isEntry()) {
populateBranchingTraceDecl(origBB, loopInfo);
CanType traceEnumType = getBranchingTraceEnumLoweredType(origBB).getASTType();
linearTupleTypes.emplace_back(traceEnumType,
astCtx.getIdentifier(traceEnumFieldName));
}
if (isSemanticMemberAccessor(original)) {
// Do not add linear map fields for semantic member accessors, which have
// special-case pullback generation. Linear map tuples should be empty.
} else {
for (auto &inst : *origBB) {
if (auto *ai = dyn_cast<ApplyInst>(&inst)) {
// Add linear map field to struct for active `apply` instructions.
// Skip array literal intrinsic applications since array literal
// initialization is linear and handled separately.
if (!shouldDifferentiateApplySite(ai) ||
ArraySemanticsCall(ai, semantics::ARRAY_UNINITIALIZED_INTRINSIC))
continue;
if (ArraySemanticsCall(ai, semantics::ARRAY_FINALIZE_INTRINSIC))
continue;
LLVM_DEBUG(getADDebugStream()
<< "Adding linear map tuple field for " << *ai);
if (Type linearMapType = getLinearMapType(context, ai)) {
linearMapIndexMap.insert({ai, linearTupleTypes.size()});
linearTupleTypes.emplace_back(linearMapType);
}
}
}
}
linearMapTuples.insert({origBB, TupleType::get(linearTupleTypes, astCtx)});
}
// Print generated linear map structs and branching trace enums.
// These declarations do not show up with `-emit-sil` because they are
// implicit. Instead, use `-Xllvm -debug-only=differentiation` to test
// declarations with FileCheck.
LLVM_DEBUG({
auto &s = getADDebugStream();
PrintOptions printOptions;
printOptions.TypeDefinitions = true;
printOptions.ExplodePatternBindingDecls = true;
printOptions.SkipImplicit = false;
s << "Generated linear map tuples and branching trace enums for @"
<< original->getName() << ":\n";
for (auto &origBB : *original) {
auto *linearMapTuple = getLinearMapTupleType(&origBB);
linearMapTuple->print(s, printOptions);
s << '\n';
}
for (auto &origBB : *original) {
auto *traceEnum = getBranchingTraceDecl(&origBB);
traceEnum->print(s, printOptions);
s << '\n';
}
});
}
/// Returns a flag that indicates whether the `apply` instruction should be
/// differentiated, given the differentiation indices of the instruction's
/// parent function. Whether the `apply` should be differentiated is determined
/// sequentially from the following conditions:
/// 1. The instruction has an active `inout` argument.
/// 2. The instruction is a call to the array literal initialization intrinsic
/// ("array.uninitialized_intrinsic"), where the result is active and where
/// there is a `store` of an active value into the array's buffer.
/// 3. The instruction has both an active result (direct or indirect) and an
/// active argument.
bool LinearMapInfo::shouldDifferentiateApplySite(FullApplySite applySite) {
// Function applications with an active inout argument should be
// differentiated.
for (auto inoutArg : applySite.getInoutArguments())
if (activityInfo.isActive(inoutArg, config))
return true;
bool hasActiveDirectResults = false;
forEachApplyDirectResult(applySite, [&](SILValue directResult) {
hasActiveDirectResults |= activityInfo.isActive(directResult, config);
});
bool hasActiveIndirectResults =
llvm::any_of(applySite.getIndirectSILResults(), [&](SILValue result) {
return activityInfo.isActive(result, config);
});
bool hasActiveResults = hasActiveDirectResults || hasActiveIndirectResults;
// TODO: Pattern match to make sure there is at least one `store` to the
// array's active buffer.
if (ArraySemanticsCall(applySite.getInstruction(),
semantics::ARRAY_UNINITIALIZED_INTRINSIC) &&
hasActiveResults)
return true;
auto arguments = applySite.getArgumentsWithoutIndirectResults();
bool hasActiveArguments = llvm::any_of(arguments, [&](SILValue arg) {
return activityInfo.isActive(arg, config);
});
return hasActiveResults && hasActiveArguments;
}
static bool shouldDifferentiateInjectEnumAddr(
const InjectEnumAddrInst &inject,
const DifferentiableActivityInfo &activityInfo,
const AutoDiffConfig &config) {
SILValue en = inject.getOperand();
for (auto use : en->getUses()) {
auto *init = dyn_cast<InitEnumDataAddrInst>(use->getUser());
if (init && activityInfo.isActive(init, config))
return true;
}
return false;
}
/// Returns a flag indicating whether the instruction should be differentiated,
/// given the differentiation indices of the instruction's parent function.
/// Whether the instruction should be differentiated is determined sequentially
/// from any of the following conditions:
/// 1. The instruction is a full apply site and `shouldDifferentiateApplyInst`
/// returns true.
/// 2. The instruction has a source operand and a destination operand, both
/// being active.
/// 3. The instruction is an allocation instruction and has an active result.
/// 4. The instruction performs reference counting, lifetime ending, access
/// ending, or destroying on an active operand.
/// 5. The instruction creates an SSA copy of an active operand.
bool LinearMapInfo::shouldDifferentiateInstruction(SILInstruction *inst) {
// A full apply site with an active argument and an active result (direct or
// indirect) should be differentiated.
if (FullApplySite::isa(inst))
return shouldDifferentiateApplySite(FullApplySite(inst));
// Anything with an active result and an active operand should be
// differentiated.
auto hasActiveOperands =
llvm::any_of(inst->getAllOperands(), [&](Operand &op) {
return activityInfo.isActive(op.get(), config);
});
auto hasActiveResults = llvm::any_of(inst->getResults(), [&](SILValue val) {
return activityInfo.isActive(val, config);
});
if (hasActiveOperands && hasActiveResults)
return true;
// `store`-like instructions do not have an SSA result, but have two
// operands that represent the source and the destination. We treat them as
// the input and the output, respectively.
// For `store`-like instructions whose destination is an element address
// from an `array.uninitialized_intrinsic` application, return true if the
// intrinsic application (representing the semantic destination) is active.
#define CHECK_INST_TYPE_ACTIVE_DEST(INST) \
if (auto *castInst = dyn_cast<INST##Inst>(inst)) \
return activityInfo.isActive(castInst->getDest(), config);
CHECK_INST_TYPE_ACTIVE_DEST(Store)
CHECK_INST_TYPE_ACTIVE_DEST(StoreBorrow)
CHECK_INST_TYPE_ACTIVE_DEST(CopyAddr)
CHECK_INST_TYPE_ACTIVE_DEST(UnconditionalCheckedCastAddr)
#undef CHECK_INST_TYPE_ACTIVE_DEST
// Should differentiate any allocation instruction that has an active result.
if ((isa<AllocationInst>(inst) && hasActiveResults))
return true;
if (hasActiveOperands) {
// Should differentiate any instruction that performs reference counting,
// lifetime ending, access ending, or destroying on an active operand.
if (isa<RefCountingInst>(inst) || isa<EndAccessInst>(inst) ||
isa<EndBorrowInst>(inst) || isa<DeallocationInst>(inst) ||
isa<DestroyValueInst>(inst) || isa<DestroyAddrInst>(inst))
return true;
}
// Should differentiate `inject_enum_addr` if the corresponding
// `init_enum_addr` has an active operand.
if (auto inject = dyn_cast<InjectEnumAddrInst>(inst))
if (shouldDifferentiateInjectEnumAddr(*inject, activityInfo, config))
return true;
return false;
}
} // end namespace autodiff
} // end namespace swift
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