//===--------------------- BottleneckAnalysis.cpp ---------------*- C++ -*-===// // // 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 // //===----------------------------------------------------------------------===// /// \file /// /// This file implements the functionalities used by the BottleneckAnalysis /// to report bottleneck info. /// //===----------------------------------------------------------------------===// #include "Views/BottleneckAnalysis.h" #include "llvm/MC/MCInst.h" #include "llvm/MCA/Support.h" #include "llvm/Support/Format.h" namespace llvm { namespace mca { #define DEBUG_TYPE "llvm-mca" PressureTracker::PressureTracker(const MCSchedModel &Model) : SM(Model), ResourcePressureDistribution(Model.getNumProcResourceKinds(), 0), ProcResID2Mask(Model.getNumProcResourceKinds(), 0), ResIdx2ProcResID(Model.getNumProcResourceKinds(), 0), ProcResID2ResourceUsersIndex(Model.getNumProcResourceKinds(), 0) { computeProcResourceMasks(SM, ProcResID2Mask); // Ignore the invalid resource at index zero. unsigned NextResourceUsersIdx = 0; for (unsigned I = 1, E = Model.getNumProcResourceKinds(); I < E; ++I) { const MCProcResourceDesc &ProcResource = *SM.getProcResource(I); ProcResID2ResourceUsersIndex[I] = NextResourceUsersIdx; NextResourceUsersIdx += ProcResource.NumUnits; uint64_t ResourceMask = ProcResID2Mask[I]; ResIdx2ProcResID[getResourceStateIndex(ResourceMask)] = I; } ResourceUsers.resize(NextResourceUsersIdx); std::fill(ResourceUsers.begin(), ResourceUsers.end(), std::make_pair(~0U, 0U)); } void PressureTracker::getResourceUsers(uint64_t ResourceMask, SmallVectorImpl &Users) const { unsigned Index = getResourceStateIndex(ResourceMask); unsigned ProcResID = ResIdx2ProcResID[Index]; const MCProcResourceDesc &PRDesc = *SM.getProcResource(ProcResID); for (unsigned I = 0, E = PRDesc.NumUnits; I < E; ++I) { const User U = getResourceUser(ProcResID, I); if (U.second && IPI.find(U.first) != IPI.end()) Users.emplace_back(U); } } void PressureTracker::onInstructionDispatched(unsigned IID) { IPI.insert(std::make_pair(IID, InstructionPressureInfo())); } void PressureTracker::onInstructionExecuted(unsigned IID) { IPI.erase(IID); } void PressureTracker::handleInstructionIssuedEvent( const HWInstructionIssuedEvent &Event) { unsigned IID = Event.IR.getSourceIndex(); for (const ResourceUse &Use : Event.UsedResources) { const ResourceRef &RR = Use.first; unsigned Index = ProcResID2ResourceUsersIndex[RR.first]; Index += countTrailingZeros(RR.second); ResourceUsers[Index] = std::make_pair(IID, Use.second.getNumerator()); } } void PressureTracker::updateResourcePressureDistribution( uint64_t CumulativeMask) { while (CumulativeMask) { uint64_t Current = CumulativeMask & (-CumulativeMask); unsigned ResIdx = getResourceStateIndex(Current); unsigned ProcResID = ResIdx2ProcResID[ResIdx]; uint64_t Mask = ProcResID2Mask[ProcResID]; if (Mask == Current) { ResourcePressureDistribution[ProcResID]++; CumulativeMask ^= Current; continue; } Mask ^= Current; while (Mask) { uint64_t SubUnit = Mask & (-Mask); ResIdx = getResourceStateIndex(SubUnit); ProcResID = ResIdx2ProcResID[ResIdx]; ResourcePressureDistribution[ProcResID]++; Mask ^= SubUnit; } CumulativeMask ^= Current; } } void PressureTracker::handlePressureEvent(const HWPressureEvent &Event) { assert(Event.Reason != HWPressureEvent::INVALID && "Unexpected invalid event!"); switch (Event.Reason) { default: break; case HWPressureEvent::RESOURCES: { const uint64_t ResourceMask = Event.ResourceMask; updateResourcePressureDistribution(Event.ResourceMask); for (const InstRef &IR : Event.AffectedInstructions) { const Instruction &IS = *IR.getInstruction(); unsigned BusyResources = IS.getCriticalResourceMask() & ResourceMask; if (!BusyResources) continue; unsigned IID = IR.getSourceIndex(); IPI[IID].ResourcePressureCycles++; } break; } case HWPressureEvent::REGISTER_DEPS: for (const InstRef &IR : Event.AffectedInstructions) { unsigned IID = IR.getSourceIndex(); IPI[IID].RegisterPressureCycles++; } break; case HWPressureEvent::MEMORY_DEPS: for (const InstRef &IR : Event.AffectedInstructions) { unsigned IID = IR.getSourceIndex(); IPI[IID].MemoryPressureCycles++; } } } #ifndef NDEBUG void DependencyGraph::dumpDependencyEdge(raw_ostream &OS, const DependencyEdge &DepEdge, MCInstPrinter &MCIP) const { unsigned FromIID = DepEdge.FromIID; unsigned ToIID = DepEdge.ToIID; assert(FromIID < ToIID && "Graph should be acyclic!"); const DependencyEdge::Dependency &DE = DepEdge.Dep; assert(DE.Type != DependencyEdge::DT_INVALID && "Unexpected invalid edge!"); OS << " FROM: " << FromIID << " TO: " << ToIID << " "; if (DE.Type == DependencyEdge::DT_REGISTER) { OS << " - REGISTER: "; MCIP.printRegName(OS, DE.ResourceOrRegID); } else if (DE.Type == DependencyEdge::DT_MEMORY) { OS << " - MEMORY"; } else { assert(DE.Type == DependencyEdge::DT_RESOURCE && "Unsupported dependency type!"); OS << " - RESOURCE MASK: " << DE.ResourceOrRegID; } OS << " - COST: " << DE.Cost << '\n'; } #endif // NDEBUG void DependencyGraph::pruneEdges(unsigned Iterations) { for (DGNode &N : Nodes) { unsigned NumPruned = 0; const unsigned Size = N.OutgoingEdges.size(); // Use a cut-off threshold to prune edges with a low frequency. for (unsigned I = 0, E = Size; I < E; ++I) { DependencyEdge &Edge = N.OutgoingEdges[I]; if (Edge.Frequency == Iterations) continue; double Factor = (double)Edge.Frequency / Iterations; if (0.10 < Factor) continue; Nodes[Edge.ToIID].NumPredecessors--; std::swap(Edge, N.OutgoingEdges[E - 1]); --E; ++NumPruned; } if (NumPruned) N.OutgoingEdges.resize(Size - NumPruned); } } void DependencyGraph::initializeRootSet( SmallVectorImpl &RootSet) const { for (unsigned I = 0, E = Nodes.size(); I < E; ++I) { const DGNode &N = Nodes[I]; if (N.NumPredecessors == 0 && !N.OutgoingEdges.empty()) RootSet.emplace_back(I); } } void DependencyGraph::propagateThroughEdges(SmallVectorImpl &RootSet, unsigned Iterations) { SmallVector ToVisit; // A critical sequence is computed as the longest path from a node of the // RootSet to a leaf node (i.e. a node with no successors). The RootSet is // composed of nodes with at least one successor, and no predecessors. // // Each node of the graph starts with an initial default cost of zero. The // cost of a node is a measure of criticality: the higher the cost, the bigger // is the performance impact. // For register and memory dependencies, the cost is a function of the write // latency as well as the actual delay (in cycles) caused to users. // For processor resource dependencies, the cost is a function of the resource // pressure. Resource interferences with low frequency values are ignored. // // This algorithm is very similar to a (reverse) Dijkstra. Every iteration of // the inner loop selects (i.e. visits) a node N from a set of `unvisited // nodes`, and then propagates the cost of N to all its neighbors. // // The `unvisited nodes` set initially contains all the nodes from the // RootSet. A node N is added to the `unvisited nodes` if all its // predecessors have been visited already. // // For simplicity, every node tracks the number of unvisited incoming edges in // field `NumVisitedPredecessors`. When the value of that field drops to // zero, then the corresponding node is added to a `ToVisit` set. // // At the end of every iteration of the outer loop, set `ToVisit` becomes our // new `unvisited nodes` set. // // The algorithm terminates when the set of unvisited nodes (i.e. our RootSet) // is empty. This algorithm works under the assumption that the graph is // acyclic. do { for (unsigned IID : RootSet) { const DGNode &N = Nodes[IID]; for (const DependencyEdge &DepEdge : N.OutgoingEdges) { unsigned ToIID = DepEdge.ToIID; DGNode &To = Nodes[ToIID]; uint64_t Cost = N.Cost + DepEdge.Dep.Cost; // Check if this is the most expensive incoming edge seen so far. In // case, update the total cost of the destination node (ToIID), as well // its field `CriticalPredecessor`. if (Cost > To.Cost) { To.CriticalPredecessor = DepEdge; To.Cost = Cost; To.Depth = N.Depth + 1; } To.NumVisitedPredecessors++; if (To.NumVisitedPredecessors == To.NumPredecessors) ToVisit.emplace_back(ToIID); } } std::swap(RootSet, ToVisit); ToVisit.clear(); } while (!RootSet.empty()); } void DependencyGraph::getCriticalSequence( SmallVectorImpl &Seq) const { // At this stage, nodes of the graph have been already visited, and costs have // been propagated through the edges (see method `propagateThroughEdges()`). // Identify the node N with the highest cost in the graph. By construction, // that node is the last instruction of our critical sequence. // Field N.Depth would tell us the total length of the sequence. // // To obtain the sequence of critical edges, we simply follow the chain of // critical predecessors starting from node N (field // DGNode::CriticalPredecessor). const auto It = std::max_element( Nodes.begin(), Nodes.end(), [](const DGNode &Lhs, const DGNode &Rhs) { return Lhs.Cost < Rhs.Cost; }); unsigned IID = std::distance(Nodes.begin(), It); Seq.resize(Nodes[IID].Depth); for (unsigned I = Seq.size(), E = 0; I > E; --I) { const DGNode &N = Nodes[IID]; Seq[I - 1] = &N.CriticalPredecessor; IID = N.CriticalPredecessor.FromIID; } } void BottleneckAnalysis::printInstruction(formatted_raw_ostream &FOS, const MCInst &MCI, bool UseDifferentColor) const { FOS.PadToColumn(14); if (UseDifferentColor) FOS.changeColor(raw_ostream::CYAN, true, false); FOS << printInstructionString(MCI); if (UseDifferentColor) FOS.resetColor(); } void BottleneckAnalysis::printCriticalSequence(raw_ostream &OS) const { // Early exit if no bottlenecks were found during the simulation. if (!SeenStallCycles || !BPI.PressureIncreaseCycles) return; SmallVector Seq; DG.getCriticalSequence(Seq); if (Seq.empty()) return; OS << "\nCritical sequence based on the simulation:\n\n"; const DependencyEdge &FirstEdge = *Seq[0]; ArrayRef Source = getSource(); unsigned FromIID = FirstEdge.FromIID % Source.size(); unsigned ToIID = FirstEdge.ToIID % Source.size(); bool IsLoopCarried = FromIID >= ToIID; formatted_raw_ostream FOS(OS); FOS.PadToColumn(14); FOS << "Instruction"; FOS.PadToColumn(58); FOS << "Dependency Information"; bool HasColors = FOS.has_colors(); unsigned CurrentIID = 0; if (IsLoopCarried) { FOS << "\n +----< " << FromIID << "."; printInstruction(FOS, Source[FromIID], HasColors); FOS << "\n |\n | < loop carried > \n |"; } else { while (CurrentIID < FromIID) { FOS << "\n " << CurrentIID << "."; printInstruction(FOS, Source[CurrentIID]); CurrentIID++; } FOS << "\n +----< " << CurrentIID << "."; printInstruction(FOS, Source[CurrentIID], HasColors); CurrentIID++; } for (const DependencyEdge *&DE : Seq) { ToIID = DE->ToIID % Source.size(); unsigned LastIID = CurrentIID > ToIID ? Source.size() : ToIID; while (CurrentIID < LastIID) { FOS << "\n | " << CurrentIID << "."; printInstruction(FOS, Source[CurrentIID]); CurrentIID++; } if (CurrentIID == ToIID) { FOS << "\n +----> " << ToIID << "."; printInstruction(FOS, Source[CurrentIID], HasColors); } else { FOS << "\n |\n | < loop carried > \n |" << "\n +----> " << ToIID << "."; printInstruction(FOS, Source[ToIID], HasColors); } FOS.PadToColumn(58); const DependencyEdge::Dependency &Dep = DE->Dep; if (HasColors) FOS.changeColor(raw_ostream::SAVEDCOLOR, true, false); if (Dep.Type == DependencyEdge::DT_REGISTER) { FOS << "## REGISTER dependency: "; if (HasColors) FOS.changeColor(raw_ostream::MAGENTA, true, false); getInstPrinter().printRegName(FOS, Dep.ResourceOrRegID); } else if (Dep.Type == DependencyEdge::DT_MEMORY) { FOS << "## MEMORY dependency."; } else { assert(Dep.Type == DependencyEdge::DT_RESOURCE && "Unsupported dependency type!"); FOS << "## RESOURCE interference: "; if (HasColors) FOS.changeColor(raw_ostream::MAGENTA, true, false); FOS << Tracker.resolveResourceName(Dep.ResourceOrRegID); if (HasColors) { FOS.resetColor(); FOS.changeColor(raw_ostream::SAVEDCOLOR, true, false); } FOS << " [ probability: " << ((DE->Frequency * 100) / Iterations) << "% ]"; } if (HasColors) FOS.resetColor(); ++CurrentIID; } while (CurrentIID < Source.size()) { FOS << "\n " << CurrentIID << "."; printInstruction(FOS, Source[CurrentIID]); CurrentIID++; } FOS << '\n'; FOS.flush(); } #ifndef NDEBUG void DependencyGraph::dump(raw_ostream &OS, MCInstPrinter &MCIP) const { OS << "\nREG DEPS\n"; for (const DGNode &Node : Nodes) for (const DependencyEdge &DE : Node.OutgoingEdges) if (DE.Dep.Type == DependencyEdge::DT_REGISTER) dumpDependencyEdge(OS, DE, MCIP); OS << "\nMEM DEPS\n"; for (const DGNode &Node : Nodes) for (const DependencyEdge &DE : Node.OutgoingEdges) if (DE.Dep.Type == DependencyEdge::DT_MEMORY) dumpDependencyEdge(OS, DE, MCIP); OS << "\nRESOURCE DEPS\n"; for (const DGNode &Node : Nodes) for (const DependencyEdge &DE : Node.OutgoingEdges) if (DE.Dep.Type == DependencyEdge::DT_RESOURCE) dumpDependencyEdge(OS, DE, MCIP); } #endif // NDEBUG void DependencyGraph::addDependency(unsigned From, unsigned To, DependencyEdge::Dependency &&Dep) { DGNode &NodeFrom = Nodes[From]; DGNode &NodeTo = Nodes[To]; SmallVectorImpl &Vec = NodeFrom.OutgoingEdges; auto It = find_if(Vec, [To, Dep](DependencyEdge &DE) { return DE.ToIID == To && DE.Dep.ResourceOrRegID == Dep.ResourceOrRegID; }); if (It != Vec.end()) { It->Dep.Cost += Dep.Cost; It->Frequency++; return; } DependencyEdge DE = {Dep, From, To, 1}; Vec.emplace_back(DE); NodeTo.NumPredecessors++; } BottleneckAnalysis::BottleneckAnalysis(const MCSubtargetInfo &sti, MCInstPrinter &Printer, ArrayRef S, unsigned NumIter) : InstructionView(sti, Printer, S), Tracker(sti.getSchedModel()), DG(S.size() * 3), Iterations(NumIter), TotalCycles(0), PressureIncreasedBecauseOfResources(false), PressureIncreasedBecauseOfRegisterDependencies(false), PressureIncreasedBecauseOfMemoryDependencies(false), SeenStallCycles(false), BPI() {} void BottleneckAnalysis::addRegisterDep(unsigned From, unsigned To, unsigned RegID, unsigned Cost) { bool IsLoopCarried = From >= To; unsigned SourceSize = getSource().size(); if (IsLoopCarried) { DG.addRegisterDep(From, To + SourceSize, RegID, Cost); DG.addRegisterDep(From + SourceSize, To + (SourceSize * 2), RegID, Cost); return; } DG.addRegisterDep(From + SourceSize, To + SourceSize, RegID, Cost); } void BottleneckAnalysis::addMemoryDep(unsigned From, unsigned To, unsigned Cost) { bool IsLoopCarried = From >= To; unsigned SourceSize = getSource().size(); if (IsLoopCarried) { DG.addMemoryDep(From, To + SourceSize, Cost); DG.addMemoryDep(From + SourceSize, To + (SourceSize * 2), Cost); return; } DG.addMemoryDep(From + SourceSize, To + SourceSize, Cost); } void BottleneckAnalysis::addResourceDep(unsigned From, unsigned To, uint64_t Mask, unsigned Cost) { bool IsLoopCarried = From >= To; unsigned SourceSize = getSource().size(); if (IsLoopCarried) { DG.addResourceDep(From, To + SourceSize, Mask, Cost); DG.addResourceDep(From + SourceSize, To + (SourceSize * 2), Mask, Cost); return; } DG.addResourceDep(From + SourceSize, To + SourceSize, Mask, Cost); } void BottleneckAnalysis::onEvent(const HWInstructionEvent &Event) { const unsigned IID = Event.IR.getSourceIndex(); if (Event.Type == HWInstructionEvent::Dispatched) { Tracker.onInstructionDispatched(IID); return; } if (Event.Type == HWInstructionEvent::Executed) { Tracker.onInstructionExecuted(IID); return; } if (Event.Type != HWInstructionEvent::Issued) return; ArrayRef Source = getSource(); const Instruction &IS = *Event.IR.getInstruction(); unsigned To = IID % Source.size(); unsigned Cycles = 2 * Tracker.getResourcePressureCycles(IID); uint64_t ResourceMask = IS.getCriticalResourceMask(); SmallVector, 4> Users; while (ResourceMask) { uint64_t Current = ResourceMask & (-ResourceMask); Tracker.getResourceUsers(Current, Users); for (const std::pair &U : Users) addResourceDep(U.first % Source.size(), To, Current, U.second + Cycles); Users.clear(); ResourceMask ^= Current; } const CriticalDependency &RegDep = IS.getCriticalRegDep(); if (RegDep.Cycles) { Cycles = RegDep.Cycles + 2 * Tracker.getRegisterPressureCycles(IID); unsigned From = RegDep.IID % Source.size(); addRegisterDep(From, To, RegDep.RegID, Cycles); } const CriticalDependency &MemDep = IS.getCriticalMemDep(); if (MemDep.Cycles) { Cycles = MemDep.Cycles + 2 * Tracker.getMemoryPressureCycles(IID); unsigned From = MemDep.IID % Source.size(); addMemoryDep(From, To, Cycles); } Tracker.handleInstructionIssuedEvent( static_cast(Event)); // Check if this is the last simulated instruction. if (IID == ((Iterations * Source.size()) - 1)) DG.finalizeGraph(Iterations); } void BottleneckAnalysis::onEvent(const HWPressureEvent &Event) { assert(Event.Reason != HWPressureEvent::INVALID && "Unexpected invalid event!"); Tracker.handlePressureEvent(Event); switch (Event.Reason) { default: break; case HWPressureEvent::RESOURCES: PressureIncreasedBecauseOfResources = true; break; case HWPressureEvent::REGISTER_DEPS: PressureIncreasedBecauseOfRegisterDependencies = true; break; case HWPressureEvent::MEMORY_DEPS: PressureIncreasedBecauseOfMemoryDependencies = true; break; } } void BottleneckAnalysis::onCycleEnd() { ++TotalCycles; bool PressureIncreasedBecauseOfDataDependencies = PressureIncreasedBecauseOfRegisterDependencies || PressureIncreasedBecauseOfMemoryDependencies; if (!PressureIncreasedBecauseOfResources && !PressureIncreasedBecauseOfDataDependencies) return; ++BPI.PressureIncreaseCycles; if (PressureIncreasedBecauseOfRegisterDependencies) ++BPI.RegisterDependencyCycles; if (PressureIncreasedBecauseOfMemoryDependencies) ++BPI.MemoryDependencyCycles; if (PressureIncreasedBecauseOfDataDependencies) ++BPI.DataDependencyCycles; if (PressureIncreasedBecauseOfResources) ++BPI.ResourcePressureCycles; PressureIncreasedBecauseOfResources = false; PressureIncreasedBecauseOfRegisterDependencies = false; PressureIncreasedBecauseOfMemoryDependencies = false; } void BottleneckAnalysis::printBottleneckHints(raw_ostream &OS) const { if (!SeenStallCycles || !BPI.PressureIncreaseCycles) { OS << "\n\nNo resource or data dependency bottlenecks discovered.\n"; return; } double PressurePerCycle = (double)BPI.PressureIncreaseCycles * 100 / TotalCycles; double ResourcePressurePerCycle = (double)BPI.ResourcePressureCycles * 100 / TotalCycles; double DDPerCycle = (double)BPI.DataDependencyCycles * 100 / TotalCycles; double RegDepPressurePerCycle = (double)BPI.RegisterDependencyCycles * 100 / TotalCycles; double MemDepPressurePerCycle = (double)BPI.MemoryDependencyCycles * 100 / TotalCycles; OS << "\n\nCycles with backend pressure increase [ " << format("%.2f", floor((PressurePerCycle * 100) + 0.5) / 100) << "% ]"; OS << "\nThroughput Bottlenecks: " << "\n Resource Pressure [ " << format("%.2f", floor((ResourcePressurePerCycle * 100) + 0.5) / 100) << "% ]"; if (BPI.PressureIncreaseCycles) { ArrayRef Distribution = Tracker.getResourcePressureDistribution(); const MCSchedModel &SM = getSubTargetInfo().getSchedModel(); for (unsigned I = 0, E = Distribution.size(); I < E; ++I) { unsigned ResourceCycles = Distribution[I]; if (ResourceCycles) { double Frequency = (double)ResourceCycles * 100 / TotalCycles; const MCProcResourceDesc &PRDesc = *SM.getProcResource(I); OS << "\n - " << PRDesc.Name << " [ " << format("%.2f", floor((Frequency * 100) + 0.5) / 100) << "% ]"; } } } OS << "\n Data Dependencies: [ " << format("%.2f", floor((DDPerCycle * 100) + 0.5) / 100) << "% ]"; OS << "\n - Register Dependencies [ " << format("%.2f", floor((RegDepPressurePerCycle * 100) + 0.5) / 100) << "% ]"; OS << "\n - Memory Dependencies [ " << format("%.2f", floor((MemDepPressurePerCycle * 100) + 0.5) / 100) << "% ]\n"; } void BottleneckAnalysis::printView(raw_ostream &OS) const { std::string Buffer; raw_string_ostream TempStream(Buffer); printBottleneckHints(TempStream); TempStream.flush(); OS << Buffer; printCriticalSequence(OS); } } // namespace mca. } // namespace llvm