Inliner.cpp
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//===- Inliner.cpp - Pass to inline function calls ------------------------===//
//
// Part of the LLVM 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
//
//===----------------------------------------------------------------------===//
//
// This file implements a basic inlining algorithm that operates bottom up over
// the Strongly Connect Components(SCCs) of the CallGraph. This enables a more
// incremental propagation of inlining decisions from the leafs to the roots of
// the callgraph.
//
//===----------------------------------------------------------------------===//
#include "PassDetail.h"
#include "mlir/Analysis/CallGraph.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/Interfaces/SideEffectInterfaces.h"
#include "mlir/Transforms/InliningUtils.h"
#include "mlir/Transforms/Passes.h"
#include "llvm/ADT/SCCIterator.h"
#include "llvm/Support/Debug.h"
#include "llvm/Support/Parallel.h"
#define DEBUG_TYPE "inlining"
using namespace mlir;
//===----------------------------------------------------------------------===//
// Symbol Use Tracking
//===----------------------------------------------------------------------===//
/// Walk all of the used symbol callgraph nodes referenced with the given op.
static void walkReferencedSymbolNodes(
Operation *op, CallGraph &cg,
DenseMap<Attribute, CallGraphNode *> &resolvedRefs,
function_ref<void(CallGraphNode *, Operation *)> callback) {
auto symbolUses = SymbolTable::getSymbolUses(op);
assert(symbolUses && "expected uses to be valid");
Operation *symbolTableOp = op->getParentOp();
for (const SymbolTable::SymbolUse &use : *symbolUses) {
auto refIt = resolvedRefs.insert({use.getSymbolRef(), nullptr});
CallGraphNode *&node = refIt.first->second;
// If this is the first instance of this reference, try to resolve a
// callgraph node for it.
if (refIt.second) {
auto *symbolOp = SymbolTable::lookupNearestSymbolFrom(symbolTableOp,
use.getSymbolRef());
auto callableOp = dyn_cast_or_null<CallableOpInterface>(symbolOp);
if (!callableOp)
continue;
node = cg.lookupNode(callableOp.getCallableRegion());
}
if (node)
callback(node, use.getUser());
}
}
//===----------------------------------------------------------------------===//
// CGUseList
namespace {
/// This struct tracks the uses of callgraph nodes that can be dropped when
/// use_empty. It directly tracks and manages a use-list for all of the
/// call-graph nodes. This is necessary because many callgraph nodes are
/// referenced by SymbolRefAttr, which has no mechanism akin to the SSA `Use`
/// class.
struct CGUseList {
/// This struct tracks the uses of callgraph nodes within a specific
/// operation.
struct CGUser {
/// Any nodes referenced in the top-level attribute list of this user. We
/// use a set here because the number of references does not matter.
DenseSet<CallGraphNode *> topLevelUses;
/// Uses of nodes referenced by nested operations.
DenseMap<CallGraphNode *, int> innerUses;
};
CGUseList(Operation *op, CallGraph &cg);
/// Drop uses of nodes referred to by the given call operation that resides
/// within 'userNode'.
void dropCallUses(CallGraphNode *userNode, Operation *callOp, CallGraph &cg);
/// Remove the given node from the use list.
void eraseNode(CallGraphNode *node);
/// Returns true if the given callgraph node has no uses and can be pruned.
bool isDead(CallGraphNode *node) const;
/// Returns true if the given callgraph node has a single use and can be
/// discarded.
bool hasOneUseAndDiscardable(CallGraphNode *node) const;
/// Recompute the uses held by the given callgraph node.
void recomputeUses(CallGraphNode *node, CallGraph &cg);
/// Merge the uses of 'lhs' with the uses of the 'rhs' after inlining a copy
/// of 'lhs' into 'rhs'.
void mergeUsesAfterInlining(CallGraphNode *lhs, CallGraphNode *rhs);
private:
/// Decrement the uses of discardable nodes referenced by the given user.
void decrementDiscardableUses(CGUser &uses);
/// A mapping between a discardable callgraph node (that is a symbol) and the
/// number of uses for this node.
DenseMap<CallGraphNode *, int> discardableSymNodeUses;
/// A mapping between a callgraph node and the symbol callgraph nodes that it
/// uses.
DenseMap<CallGraphNode *, CGUser> nodeUses;
};
} // end anonymous namespace
CGUseList::CGUseList(Operation *op, CallGraph &cg) {
/// A set of callgraph nodes that are always known to be live during inlining.
DenseMap<Attribute, CallGraphNode *> alwaysLiveNodes;
// Walk each of the symbol tables looking for discardable callgraph nodes.
auto walkFn = [&](Operation *symbolTableOp, bool allUsesVisible) {
for (Operation &op : symbolTableOp->getRegion(0).getOps()) {
// If this is a callgraph operation, check to see if it is discardable.
if (auto callable = dyn_cast<CallableOpInterface>(&op)) {
if (auto *node = cg.lookupNode(callable.getCallableRegion())) {
SymbolOpInterface symbol = dyn_cast<SymbolOpInterface>(&op);
if (symbol && (allUsesVisible || symbol.isPrivate()) &&
symbol.canDiscardOnUseEmpty()) {
discardableSymNodeUses.try_emplace(node, 0);
}
continue;
}
}
// Otherwise, check for any referenced nodes. These will be always-live.
walkReferencedSymbolNodes(&op, cg, alwaysLiveNodes,
[](CallGraphNode *, Operation *) {});
}
};
SymbolTable::walkSymbolTables(op, /*allSymUsesVisible=*/!op->getBlock(),
walkFn);
// Drop the use information for any discardable nodes that are always live.
for (auto &it : alwaysLiveNodes)
discardableSymNodeUses.erase(it.second);
// Compute the uses for each of the callable nodes in the graph.
for (CallGraphNode *node : cg)
recomputeUses(node, cg);
}
void CGUseList::dropCallUses(CallGraphNode *userNode, Operation *callOp,
CallGraph &cg) {
auto &userRefs = nodeUses[userNode].innerUses;
auto walkFn = [&](CallGraphNode *node, Operation *user) {
auto parentIt = userRefs.find(node);
if (parentIt == userRefs.end())
return;
--parentIt->second;
--discardableSymNodeUses[node];
};
DenseMap<Attribute, CallGraphNode *> resolvedRefs;
walkReferencedSymbolNodes(callOp, cg, resolvedRefs, walkFn);
}
void CGUseList::eraseNode(CallGraphNode *node) {
// Drop all child nodes.
for (auto &edge : *node)
if (edge.isChild())
eraseNode(edge.getTarget());
// Drop the uses held by this node and erase it.
auto useIt = nodeUses.find(node);
assert(useIt != nodeUses.end() && "expected node to be valid");
decrementDiscardableUses(useIt->getSecond());
nodeUses.erase(useIt);
discardableSymNodeUses.erase(node);
}
bool CGUseList::isDead(CallGraphNode *node) const {
// If the parent operation isn't a symbol, simply check normal SSA deadness.
Operation *nodeOp = node->getCallableRegion()->getParentOp();
if (!isa<SymbolOpInterface>(nodeOp))
return MemoryEffectOpInterface::hasNoEffect(nodeOp) && nodeOp->use_empty();
// Otherwise, check the number of symbol uses.
auto symbolIt = discardableSymNodeUses.find(node);
return symbolIt != discardableSymNodeUses.end() && symbolIt->second == 0;
}
bool CGUseList::hasOneUseAndDiscardable(CallGraphNode *node) const {
// If this isn't a symbol node, check for side-effects and SSA use count.
Operation *nodeOp = node->getCallableRegion()->getParentOp();
if (!isa<SymbolOpInterface>(nodeOp))
return MemoryEffectOpInterface::hasNoEffect(nodeOp) && nodeOp->hasOneUse();
// Otherwise, check the number of symbol uses.
auto symbolIt = discardableSymNodeUses.find(node);
return symbolIt != discardableSymNodeUses.end() && symbolIt->second == 1;
}
void CGUseList::recomputeUses(CallGraphNode *node, CallGraph &cg) {
Operation *parentOp = node->getCallableRegion()->getParentOp();
CGUser &uses = nodeUses[node];
decrementDiscardableUses(uses);
// Collect the new discardable uses within this node.
uses = CGUser();
DenseMap<Attribute, CallGraphNode *> resolvedRefs;
auto walkFn = [&](CallGraphNode *refNode, Operation *user) {
auto discardSymIt = discardableSymNodeUses.find(refNode);
if (discardSymIt == discardableSymNodeUses.end())
return;
if (user != parentOp)
++uses.innerUses[refNode];
else if (!uses.topLevelUses.insert(refNode).second)
return;
++discardSymIt->second;
};
walkReferencedSymbolNodes(parentOp, cg, resolvedRefs, walkFn);
}
void CGUseList::mergeUsesAfterInlining(CallGraphNode *lhs, CallGraphNode *rhs) {
auto &lhsUses = nodeUses[lhs], &rhsUses = nodeUses[rhs];
for (auto &useIt : lhsUses.innerUses) {
rhsUses.innerUses[useIt.first] += useIt.second;
discardableSymNodeUses[useIt.first] += useIt.second;
}
}
void CGUseList::decrementDiscardableUses(CGUser &uses) {
for (CallGraphNode *node : uses.topLevelUses)
--discardableSymNodeUses[node];
for (auto &it : uses.innerUses)
discardableSymNodeUses[it.first] -= it.second;
}
//===----------------------------------------------------------------------===//
// CallGraph traversal
//===----------------------------------------------------------------------===//
namespace {
/// This class represents a specific callgraph SCC.
class CallGraphSCC {
public:
CallGraphSCC(llvm::scc_iterator<const CallGraph *> &parentIterator)
: parentIterator(parentIterator) {}
/// Return a range over the nodes within this SCC.
std::vector<CallGraphNode *>::iterator begin() { return nodes.begin(); }
std::vector<CallGraphNode *>::iterator end() { return nodes.end(); }
/// Reset the nodes of this SCC with those provided.
void reset(const std::vector<CallGraphNode *> &newNodes) { nodes = newNodes; }
/// Remove the given node from this SCC.
void remove(CallGraphNode *node) {
auto it = llvm::find(nodes, node);
if (it != nodes.end()) {
nodes.erase(it);
parentIterator.ReplaceNode(node, nullptr);
}
}
private:
std::vector<CallGraphNode *> nodes;
llvm::scc_iterator<const CallGraph *> &parentIterator;
};
} // end anonymous namespace
/// Run a given transformation over the SCCs of the callgraph in a bottom up
/// traversal.
static void
runTransformOnCGSCCs(const CallGraph &cg,
function_ref<void(CallGraphSCC &)> sccTransformer) {
llvm::scc_iterator<const CallGraph *> cgi = llvm::scc_begin(&cg);
CallGraphSCC currentSCC(cgi);
while (!cgi.isAtEnd()) {
// Copy the current SCC and increment so that the transformer can modify the
// SCC without invalidating our iterator.
currentSCC.reset(*cgi);
++cgi;
sccTransformer(currentSCC);
}
}
namespace {
/// This struct represents a resolved call to a given callgraph node. Given that
/// the call does not actually contain a direct reference to the
/// Region(CallGraphNode) that it is dispatching to, we need to resolve them
/// explicitly.
struct ResolvedCall {
ResolvedCall(CallOpInterface call, CallGraphNode *sourceNode,
CallGraphNode *targetNode)
: call(call), sourceNode(sourceNode), targetNode(targetNode) {}
CallOpInterface call;
CallGraphNode *sourceNode, *targetNode;
};
} // end anonymous namespace
/// Collect all of the callable operations within the given range of blocks. If
/// `traverseNestedCGNodes` is true, this will also collect call operations
/// inside of nested callgraph nodes.
static void collectCallOps(iterator_range<Region::iterator> blocks,
CallGraphNode *sourceNode, CallGraph &cg,
SmallVectorImpl<ResolvedCall> &calls,
bool traverseNestedCGNodes) {
SmallVector<std::pair<Block *, CallGraphNode *>, 8> worklist;
auto addToWorklist = [&](CallGraphNode *node,
iterator_range<Region::iterator> blocks) {
for (Block &block : blocks)
worklist.emplace_back(&block, node);
};
addToWorklist(sourceNode, blocks);
while (!worklist.empty()) {
Block *block;
std::tie(block, sourceNode) = worklist.pop_back_val();
for (Operation &op : *block) {
if (auto call = dyn_cast<CallOpInterface>(op)) {
// TODO: Support inlining nested call references.
CallInterfaceCallable callable = call.getCallableForCallee();
if (SymbolRefAttr symRef = callable.dyn_cast<SymbolRefAttr>()) {
if (!symRef.isa<FlatSymbolRefAttr>())
continue;
}
CallGraphNode *targetNode = cg.resolveCallable(call);
if (!targetNode->isExternal())
calls.emplace_back(call, sourceNode, targetNode);
continue;
}
// If this is not a call, traverse the nested regions. If
// `traverseNestedCGNodes` is false, then don't traverse nested call graph
// regions.
for (auto &nestedRegion : op.getRegions()) {
CallGraphNode *nestedNode = cg.lookupNode(&nestedRegion);
if (traverseNestedCGNodes || !nestedNode)
addToWorklist(nestedNode ? nestedNode : sourceNode, nestedRegion);
}
}
}
}
//===----------------------------------------------------------------------===//
// Inliner
//===----------------------------------------------------------------------===//
namespace {
/// This class provides a specialization of the main inlining interface.
struct Inliner : public InlinerInterface {
Inliner(MLIRContext *context, CallGraph &cg)
: InlinerInterface(context), cg(cg) {}
/// Process a set of blocks that have been inlined. This callback is invoked
/// *before* inlined terminator operations have been processed.
void
processInlinedBlocks(iterator_range<Region::iterator> inlinedBlocks) final {
// Find the closest callgraph node from the first block.
CallGraphNode *node;
Region *region = inlinedBlocks.begin()->getParent();
while (!(node = cg.lookupNode(region))) {
region = region->getParentRegion();
assert(region && "expected valid parent node");
}
collectCallOps(inlinedBlocks, node, cg, calls,
/*traverseNestedCGNodes=*/true);
}
/// Mark the given callgraph node for deletion.
void markForDeletion(CallGraphNode *node) { deadNodes.insert(node); }
/// This method properly disposes of callables that became dead during
/// inlining. This should not be called while iterating over the SCCs.
void eraseDeadCallables() {
for (CallGraphNode *node : deadNodes)
node->getCallableRegion()->getParentOp()->erase();
}
/// The set of callables known to be dead.
SmallPtrSet<CallGraphNode *, 8> deadNodes;
/// The current set of call instructions to consider for inlining.
SmallVector<ResolvedCall, 8> calls;
/// The callgraph being operated on.
CallGraph &cg;
};
} // namespace
/// Returns true if the given call should be inlined.
static bool shouldInline(ResolvedCall &resolvedCall) {
// Don't allow inlining terminator calls. We currently don't support this
// case.
if (resolvedCall.call.getOperation()->isKnownTerminator())
return false;
// Don't allow inlining if the target is an ancestor of the call. This
// prevents inlining recursively.
if (resolvedCall.targetNode->getCallableRegion()->isAncestor(
resolvedCall.call.getParentRegion()))
return false;
// Otherwise, inline.
return true;
}
/// Attempt to inline calls within the given scc. This function returns
/// success if any calls were inlined, failure otherwise.
static LogicalResult inlineCallsInSCC(Inliner &inliner, CGUseList &useList,
CallGraphSCC ¤tSCC) {
CallGraph &cg = inliner.cg;
auto &calls = inliner.calls;
// A set of dead nodes to remove after inlining.
SmallVector<CallGraphNode *, 1> deadNodes;
// Collect all of the direct calls within the nodes of the current SCC. We
// don't traverse nested callgraph nodes, because they are handled separately
// likely within a different SCC.
for (CallGraphNode *node : currentSCC) {
if (node->isExternal())
continue;
// Don't collect calls if the node is already dead.
if (useList.isDead(node))
deadNodes.push_back(node);
else
collectCallOps(*node->getCallableRegion(), node, cg, calls,
/*traverseNestedCGNodes=*/false);
}
// Try to inline each of the call operations. Don't cache the end iterator
// here as more calls may be added during inlining.
bool inlinedAnyCalls = false;
for (unsigned i = 0; i != calls.size(); ++i) {
ResolvedCall it = calls[i];
bool doInline = shouldInline(it);
CallOpInterface call = it.call;
LLVM_DEBUG({
if (doInline)
llvm::dbgs() << "* Inlining call: " << call << "\n";
else
llvm::dbgs() << "* Not inlining call: " << call << "\n";
});
if (!doInline)
continue;
Region *targetRegion = it.targetNode->getCallableRegion();
// If this is the last call to the target node and the node is discardable,
// then inline it in-place and delete the node if successful.
bool inlineInPlace = useList.hasOneUseAndDiscardable(it.targetNode);
LogicalResult inlineResult = inlineCall(
inliner, call, cast<CallableOpInterface>(targetRegion->getParentOp()),
targetRegion, /*shouldCloneInlinedRegion=*/!inlineInPlace);
if (failed(inlineResult)) {
LLVM_DEBUG(llvm::dbgs() << "** Failed to inline\n");
continue;
}
inlinedAnyCalls = true;
// If the inlining was successful, Merge the new uses into the source node.
useList.dropCallUses(it.sourceNode, call.getOperation(), cg);
useList.mergeUsesAfterInlining(it.targetNode, it.sourceNode);
// then erase the call.
call.erase();
// If we inlined in place, mark the node for deletion.
if (inlineInPlace) {
useList.eraseNode(it.targetNode);
deadNodes.push_back(it.targetNode);
}
}
for (CallGraphNode *node : deadNodes) {
currentSCC.remove(node);
inliner.markForDeletion(node);
}
calls.clear();
return success(inlinedAnyCalls);
}
/// Canonicalize the nodes within the given SCC with the given set of
/// canonicalization patterns.
static void canonicalizeSCC(CallGraph &cg, CGUseList &useList,
CallGraphSCC ¤tSCC, MLIRContext *context,
const OwningRewritePatternList &canonPatterns) {
// Collect the sets of nodes to canonicalize.
SmallVector<CallGraphNode *, 4> nodesToCanonicalize;
for (auto *node : currentSCC) {
// Don't canonicalize the external node, it has no valid callable region.
if (node->isExternal())
continue;
// Don't canonicalize nodes with children. Nodes with children
// require special handling as we may remove the node during
// canonicalization. In the future, we should be able to handle this
// case with proper node deletion tracking.
if (node->hasChildren())
continue;
// We also won't apply canonicalizations for nodes that are not
// isolated. This avoids potentially mutating the regions of nodes defined
// above, this is also a stipulation of the 'applyPatternsAndFoldGreedily'
// driver.
auto *region = node->getCallableRegion();
if (!region->getParentOp()->isKnownIsolatedFromAbove())
continue;
nodesToCanonicalize.push_back(node);
}
if (nodesToCanonicalize.empty())
return;
// Canonicalize each of the nodes within the SCC in parallel.
// NOTE: This is simple now, because we don't enable canonicalizing nodes
// within children. When we remove this restriction, this logic will need to
// be reworked.
if (context->isMultithreadingEnabled()) {
ParallelDiagnosticHandler canonicalizationHandler(context);
llvm::parallelForEachN(
/*Begin=*/0, /*End=*/nodesToCanonicalize.size(), [&](size_t index) {
// Set the order for this thread so that diagnostics will be properly
// ordered.
canonicalizationHandler.setOrderIDForThread(index);
// Apply the canonicalization patterns to this region.
auto *node = nodesToCanonicalize[index];
applyPatternsAndFoldGreedily(*node->getCallableRegion(),
canonPatterns);
// Make sure to reset the order ID for the diagnostic handler, as this
// thread may be used in a different context.
canonicalizationHandler.eraseOrderIDForThread();
});
} else {
for (CallGraphNode *node : nodesToCanonicalize)
applyPatternsAndFoldGreedily(*node->getCallableRegion(), canonPatterns);
}
// Recompute the uses held by each of the nodes.
for (CallGraphNode *node : nodesToCanonicalize)
useList.recomputeUses(node, cg);
}
//===----------------------------------------------------------------------===//
// InlinerPass
//===----------------------------------------------------------------------===//
namespace {
struct InlinerPass : public InlinerBase<InlinerPass> {
void runOnOperation() override;
/// Attempt to inline calls within the given scc, and run canonicalizations
/// with the given patterns, until a fixed point is reached. This allows for
/// the inlining of newly devirtualized calls.
void inlineSCC(Inliner &inliner, CGUseList &useList, CallGraphSCC ¤tSCC,
MLIRContext *context,
const OwningRewritePatternList &canonPatterns);
};
} // end anonymous namespace
void InlinerPass::runOnOperation() {
CallGraph &cg = getAnalysis<CallGraph>();
auto *context = &getContext();
// The inliner should only be run on operations that define a symbol table,
// as the callgraph will need to resolve references.
Operation *op = getOperation();
if (!op->hasTrait<OpTrait::SymbolTable>()) {
op->emitOpError() << " was scheduled to run under the inliner, but does "
"not define a symbol table";
return signalPassFailure();
}
// Collect a set of canonicalization patterns to use when simplifying
// callable regions within an SCC.
OwningRewritePatternList canonPatterns;
for (auto *op : context->getRegisteredOperations())
op->getCanonicalizationPatterns(canonPatterns, context);
// Run the inline transform in post-order over the SCCs in the callgraph.
Inliner inliner(context, cg);
CGUseList useList(getOperation(), cg);
runTransformOnCGSCCs(cg, [&](CallGraphSCC &scc) {
inlineSCC(inliner, useList, scc, context, canonPatterns);
});
// After inlining, make sure to erase any callables proven to be dead.
inliner.eraseDeadCallables();
}
void InlinerPass::inlineSCC(Inliner &inliner, CGUseList &useList,
CallGraphSCC ¤tSCC, MLIRContext *context,
const OwningRewritePatternList &canonPatterns) {
// If we successfully inlined any calls, run some simplifications on the
// nodes of the scc. Continue attempting to inline until we reach a fixed
// point, or a maximum iteration count. We canonicalize here as it may
// devirtualize new calls, as well as give us a better cost model.
unsigned iterationCount = 0;
while (succeeded(inlineCallsInSCC(inliner, useList, currentSCC))) {
// If we aren't allowing simplifications or the max iteration count was
// reached, then bail out early.
if (disableCanonicalization || ++iterationCount >= maxInliningIterations)
break;
canonicalizeSCC(inliner.cg, useList, currentSCC, context, canonPatterns);
}
}
std::unique_ptr<Pass> mlir::createInlinerPass() {
return std::make_unique<InlinerPass>();
}