//===--------------------- BottleneckAnalysis.h -----------------*- 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 bottleneck analysis view. /// /// This view internally observes backend pressure increase events in order to /// identify problematic data dependencies and processor resource interferences. /// /// Example of bottleneck analysis report for a dot-product on X86 btver2: /// /// Cycles with backend pressure increase [ 40.76% ] /// Throughput Bottlenecks: /// Resource Pressure [ 39.34% ] /// - JFPA [ 39.34% ] /// - JFPU0 [ 39.34% ] /// Data Dependencies: [ 1.42% ] /// - Register Dependencies [ 1.42% ] /// - Memory Dependencies [ 0.00% ] /// /// According to the example, backend pressure increased during the 40.76% of /// the simulated cycles. In particular, the major cause of backend pressure /// increases was the contention on floating point adder JFPA accessible from /// pipeline resource JFPU0. /// /// At the end of each cycle, if pressure on the simulated out-of-order buffers /// has increased, a backend pressure event is reported. /// In particular, this occurs when there is a delta between the number of uOps /// dispatched and the number of uOps issued to the underlying pipelines. /// /// The bottleneck analysis view is also responsible for identifying and printing /// the most "critical" sequence of dependent instructions according to the /// simulated run. /// /// Below is the critical sequence computed for the dot-product example on /// btver2: /// /// Instruction Dependency Information /// +----< 2. vhaddps %xmm3, %xmm3, %xmm4 /// | /// | < loop carried > /// | /// | 0. vmulps %xmm0, %xmm0, %xmm2 /// +----> 1. vhaddps %xmm2, %xmm2, %xmm3 ## RESOURCE interference: JFPA [ probability: 73% ] /// +----> 2. vhaddps %xmm3, %xmm3, %xmm4 ## REGISTER dependency: %xmm3 /// | /// | < loop carried > /// | /// +----> 1. vhaddps %xmm2, %xmm2, %xmm3 ## RESOURCE interference: JFPA [ probability: 73% ] /// /// /// The algorithm that computes the critical sequence is very similar to a /// critical path analysis. /// /// A dependency graph is used internally to track dependencies between nodes. /// Nodes of the graph represent instructions from the input assembly sequence, /// and edges of the graph represent data dependencies or processor resource /// interferences. /// /// Edges are dynamically 'discovered' by observing instruction state transitions /// and backend pressure increase events. Edges are internally ranked based on /// their "criticality". A dependency is considered to be critical if it takes a /// long time to execute, and if it contributes to backend pressure increases. /// Criticality is internally measured in terms of cycles; it is computed for /// every edge in the graph as a function of the edge latency and the number of /// backend pressure increase cycles contributed by that edge. /// /// At the end of simulation, costs are propagated to nodes through the edges of /// the graph, and the most expensive path connecting the root-set (a /// set of nodes with no predecessors) to a leaf node is reported as critical /// sequence. // //===----------------------------------------------------------------------===// #ifndef LLVM_TOOLS_LLVM_MCA_BOTTLENECK_ANALYSIS_H #define LLVM_TOOLS_LLVM_MCA_BOTTLENECK_ANALYSIS_H #include "Views/InstructionView.h" #include "llvm/ADT/DenseMap.h" #include "llvm/ADT/SmallVector.h" #include "llvm/MC/MCInstPrinter.h" #include "llvm/MC/MCSchedule.h" #include "llvm/MC/MCSubtargetInfo.h" #include "llvm/Support/FormattedStream.h" #include "llvm/Support/raw_ostream.h" namespace llvm { namespace mca { class PressureTracker { const MCSchedModel &SM; // Resource pressure distribution. There is an element for every processor // resource declared by the scheduling model. Quantities are number of cycles. SmallVector ResourcePressureDistribution; // Each processor resource is associated with a so-called processor resource // mask. This vector allows to correlate processor resource IDs with processor // resource masks. There is exactly one element per each processor resource // declared by the scheduling model. SmallVector ProcResID2Mask; // Maps processor resource state indices (returned by calls to // `getResourceStateIndex(Mask)` to processor resource identifiers. SmallVector ResIdx2ProcResID; // Maps Processor Resource identifiers to ResourceUsers indices. SmallVector ProcResID2ResourceUsersIndex; // Identifies the last user of a processor resource unit. // This vector is updated on every instruction issued event. // There is one entry for every processor resource unit declared by the // processor model. An all_ones value is treated like an invalid instruction // identifier. using User = std::pair; SmallVector ResourceUsers; struct InstructionPressureInfo { unsigned RegisterPressureCycles; unsigned MemoryPressureCycles; unsigned ResourcePressureCycles; }; DenseMap IPI; void updateResourcePressureDistribution(uint64_t CumulativeMask); User getResourceUser(unsigned ProcResID, unsigned UnitID) const { unsigned Index = ProcResID2ResourceUsersIndex[ProcResID]; return ResourceUsers[Index + UnitID]; } public: PressureTracker(const MCSchedModel &Model); ArrayRef getResourcePressureDistribution() const { return ResourcePressureDistribution; } void getResourceUsers(uint64_t ResourceMask, SmallVectorImpl &Users) const; unsigned getRegisterPressureCycles(unsigned IID) const { assert(IPI.find(IID) != IPI.end() && "Instruction is not tracked!"); const InstructionPressureInfo &Info = IPI.find(IID)->second; return Info.RegisterPressureCycles; } unsigned getMemoryPressureCycles(unsigned IID) const { assert(IPI.find(IID) != IPI.end() && "Instruction is not tracked!"); const InstructionPressureInfo &Info = IPI.find(IID)->second; return Info.MemoryPressureCycles; } unsigned getResourcePressureCycles(unsigned IID) const { assert(IPI.find(IID) != IPI.end() && "Instruction is not tracked!"); const InstructionPressureInfo &Info = IPI.find(IID)->second; return Info.ResourcePressureCycles; } const char *resolveResourceName(uint64_t ResourceMask) const { unsigned Index = getResourceStateIndex(ResourceMask); unsigned ProcResID = ResIdx2ProcResID[Index]; const MCProcResourceDesc &PRDesc = *SM.getProcResource(ProcResID); return PRDesc.Name; } void onInstructionDispatched(unsigned IID); void onInstructionExecuted(unsigned IID); void handlePressureEvent(const HWPressureEvent &Event); void handleInstructionIssuedEvent(const HWInstructionIssuedEvent &Event); }; // A dependency edge. struct DependencyEdge { enum DependencyType { DT_INVALID, DT_REGISTER, DT_MEMORY, DT_RESOURCE }; // Dependency edge descriptor. // // It specifies the dependency type, as well as the edge cost in cycles. struct Dependency { DependencyType Type; uint64_t ResourceOrRegID; uint64_t Cost; }; Dependency Dep; unsigned FromIID; unsigned ToIID; // Used by the bottleneck analysis to compute the interference // probability for processor resources. unsigned Frequency; }; // A dependency graph used by the bottleneck analysis to describe data // dependencies and processor resource interferences between instructions. // // There is a node (an instance of struct DGNode) for every instruction in the // input assembly sequence. Edges of the graph represent dependencies between // instructions. // // Each edge of the graph is associated with a cost value which is used // internally to rank dependency based on their impact on the runtime // performance (see field DependencyEdge::Dependency::Cost). In general, the // higher the cost of an edge, the higher the impact on performance. // // The cost of a dependency is a function of both the latency and the number of // cycles where the dependency has been seen as critical (i.e. contributing to // back-pressure increases). // // Loop carried dependencies are carefully expanded by the bottleneck analysis // to guarantee that the graph stays acyclic. To this end, extra nodes are // pre-allocated at construction time to describe instructions from "past and // future" iterations. The graph is kept acyclic mainly because it simplifies the // complexity of the algorithm that computes the critical sequence. class DependencyGraph { struct DGNode { unsigned NumPredecessors; unsigned NumVisitedPredecessors; uint64_t Cost; unsigned Depth; DependencyEdge CriticalPredecessor; SmallVector OutgoingEdges; }; SmallVector Nodes; DependencyGraph(const DependencyGraph &) = delete; DependencyGraph &operator=(const DependencyGraph &) = delete; void addDependency(unsigned From, unsigned To, DependencyEdge::Dependency &&DE); void pruneEdges(unsigned Iterations); void initializeRootSet(SmallVectorImpl &RootSet) const; void propagateThroughEdges(SmallVectorImpl &RootSet, unsigned Iterations); #ifndef NDEBUG void dumpDependencyEdge(raw_ostream &OS, const DependencyEdge &DE, MCInstPrinter &MCIP) const; #endif public: DependencyGraph(unsigned Size) : Nodes(Size) {} void addRegisterDep(unsigned From, unsigned To, unsigned RegID, unsigned Cost) { addDependency(From, To, {DependencyEdge::DT_REGISTER, RegID, Cost}); } void addMemoryDep(unsigned From, unsigned To, unsigned Cost) { addDependency(From, To, {DependencyEdge::DT_MEMORY, /* unused */ 0, Cost}); } void addResourceDep(unsigned From, unsigned To, uint64_t Mask, unsigned Cost) { addDependency(From, To, {DependencyEdge::DT_RESOURCE, Mask, Cost}); } // Called by the bottleneck analysis at the end of simulation to propagate // costs through the edges of the graph, and compute a critical path. void finalizeGraph(unsigned Iterations) { SmallVector RootSet; pruneEdges(Iterations); initializeRootSet(RootSet); propagateThroughEdges(RootSet, Iterations); } // Returns a sequence of edges representing the critical sequence based on the // simulated run. It assumes that the graph has already been finalized (i.e. // method `finalizeGraph()` has already been called on this graph). void getCriticalSequence(SmallVectorImpl &Seq) const; #ifndef NDEBUG void dump(raw_ostream &OS, MCInstPrinter &MCIP) const; #endif }; /// A view that collects and prints a few performance numbers. class BottleneckAnalysis : public InstructionView { PressureTracker Tracker; DependencyGraph DG; unsigned Iterations; unsigned TotalCycles; bool PressureIncreasedBecauseOfResources; bool PressureIncreasedBecauseOfRegisterDependencies; bool PressureIncreasedBecauseOfMemoryDependencies; // True if throughput was affected by dispatch stalls. bool SeenStallCycles; struct BackPressureInfo { // Cycles where backpressure increased. unsigned PressureIncreaseCycles; // Cycles where backpressure increased because of pipeline pressure. unsigned ResourcePressureCycles; // Cycles where backpressure increased because of data dependencies. unsigned DataDependencyCycles; // Cycles where backpressure increased because of register dependencies. unsigned RegisterDependencyCycles; // Cycles where backpressure increased because of memory dependencies. unsigned MemoryDependencyCycles; }; BackPressureInfo BPI; // Used to populate the dependency graph DG. void addRegisterDep(unsigned From, unsigned To, unsigned RegID, unsigned Cy); void addMemoryDep(unsigned From, unsigned To, unsigned Cy); void addResourceDep(unsigned From, unsigned To, uint64_t Mask, unsigned Cy); void printInstruction(formatted_raw_ostream &FOS, const MCInst &MCI, bool UseDifferentColor = false) const; // Prints a bottleneck message to OS. void printBottleneckHints(raw_ostream &OS) const; void printCriticalSequence(raw_ostream &OS) const; public: BottleneckAnalysis(const MCSubtargetInfo &STI, MCInstPrinter &MCIP, ArrayRef Sequence, unsigned Iterations); void onCycleEnd() override; void onEvent(const HWStallEvent &Event) override { SeenStallCycles = true; } void onEvent(const HWPressureEvent &Event) override; void onEvent(const HWInstructionEvent &Event) override; void printView(raw_ostream &OS) const override; StringRef getNameAsString() const override { return "BottleneckAnalysis"; } json::Value toJSON() const override { return "not implemented"; } #ifndef NDEBUG void dump(raw_ostream &OS, MCInstPrinter &MCIP) const { DG.dump(OS, MCIP); } #endif }; } // namespace mca } // namespace llvm #endif