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935e89a564
This patch introduces a cut-off threshold for dependency edge frequences with the goal of simplifying the critical sequence computation. This patch also removes the cost normalization for loop carried dependencies. We didn't really need to artificially amplify the cost of loop-carried dependencies since it is already computed as the integral over time of the delay (in cycle). In the absence of backend stalls there is no need for computing a critical sequence. With this patch we early exit from the critical sequence computation if no bottleneck was reported during the simulation. llvm-svn: 372337
344 lines
13 KiB
C++
344 lines
13 KiB
C++
//===--------------------- BottleneckAnalysis.h -----------------*- C++ -*-===//
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//
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// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
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// See https://llvm.org/LICENSE.txt for license information.
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// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
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//
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//===----------------------------------------------------------------------===//
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/// \file
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///
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/// This file implements the bottleneck analysis view.
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///
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/// This view internally observes backend pressure increase events in order to
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/// identify problematic data dependencies and processor resource interferences.
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///
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/// Example of bottleneck analysis report for a dot-product on X86 btver2:
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///
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/// Cycles with backend pressure increase [ 40.76% ]
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/// Throughput Bottlenecks:
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/// Resource Pressure [ 39.34% ]
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/// - JFPA [ 39.34% ]
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/// - JFPU0 [ 39.34% ]
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/// Data Dependencies: [ 1.42% ]
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/// - Register Dependencies [ 1.42% ]
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/// - Memory Dependencies [ 0.00% ]
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///
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/// According to the example, backend pressure increased during the 40.76% of
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/// the simulated cycles. In particular, the major cause of backend pressure
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/// increases was the contention on floating point adder JFPA accessible from
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/// pipeline resource JFPU0.
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///
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/// At the end of each cycle, if pressure on the simulated out-of-order buffers
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/// has increased, a backend pressure event is reported.
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/// In particular, this occurs when there is a delta between the number of uOps
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/// dispatched and the number of uOps issued to the underlying pipelines.
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///
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/// The bottleneck analysis view is also responsible for identifying and printing
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/// the most "critical" sequence of dependent instructions according to the
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/// simulated run.
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///
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/// Below is the critical sequence computed for the dot-product example on
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/// btver2:
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///
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/// Instruction Dependency Information
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/// +----< 2. vhaddps %xmm3, %xmm3, %xmm4
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/// |
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/// | < loop carried >
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/// |
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/// | 0. vmulps %xmm0, %xmm0, %xmm2
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/// +----> 1. vhaddps %xmm2, %xmm2, %xmm3 ## RESOURCE interference: JFPA [ probability: 73% ]
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/// +----> 2. vhaddps %xmm3, %xmm3, %xmm4 ## REGISTER dependency: %xmm3
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/// |
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/// | < loop carried >
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/// |
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/// +----> 1. vhaddps %xmm2, %xmm2, %xmm3 ## RESOURCE interference: JFPA [ probability: 73% ]
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///
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///
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/// The algorithm that computes the critical sequence is very similar to a
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/// critical path analysis.
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///
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/// A dependency graph is used internally to track dependencies between nodes.
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/// Nodes of the graph represent instructions from the input assembly sequence,
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/// and edges of the graph represent data dependencies or processor resource
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/// interferences.
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///
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/// Edges are dynamically 'discovered' by observing instruction state transitions
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/// and backend pressure increase events. Edges are internally ranked based on
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/// their "criticality". A dependency is considered to be critical if it takes a
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/// long time to execute, and if it contributes to backend pressure increases.
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/// Criticality is internally measured in terms of cycles; it is computed for
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/// every edge in the graph as a function of the edge latency and the number of
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/// backend pressure increase cycles contributed by that edge.
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///
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/// At the end of simulation, costs are propagated to nodes through the edges of
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/// the graph, and the most expensive path connecting the root-set (a
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/// set of nodes with no predecessors) to a leaf node is reported as critical
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/// sequence.
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//
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//===----------------------------------------------------------------------===//
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#ifndef LLVM_TOOLS_LLVM_MCA_BOTTLENECK_ANALYSIS_H
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#define LLVM_TOOLS_LLVM_MCA_BOTTLENECK_ANALYSIS_H
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#include "Views/View.h"
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#include "llvm/ADT/DenseMap.h"
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#include "llvm/ADT/SmallVector.h"
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#include "llvm/MC/MCInstPrinter.h"
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#include "llvm/MC/MCSchedule.h"
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#include "llvm/MC/MCSubtargetInfo.h"
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#include "llvm/Support/raw_ostream.h"
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namespace llvm {
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namespace mca {
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class PressureTracker {
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const MCSchedModel &SM;
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// Resource pressure distribution. There is an element for every processor
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// resource declared by the scheduling model. Quantities are number of cycles.
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SmallVector<unsigned, 4> ResourcePressureDistribution;
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// Each processor resource is associated with a so-called processor resource
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// mask. This vector allows to correlate processor resource IDs with processor
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// resource masks. There is exactly one element per each processor resource
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// declared by the scheduling model.
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SmallVector<uint64_t, 4> ProcResID2Mask;
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// Maps processor resource state indices (returned by calls to
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// `getResourceStateIndex(Mask)` to processor resource identifiers.
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SmallVector<unsigned, 4> ResIdx2ProcResID;
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// Maps Processor Resource identifiers to ResourceUsers indices.
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SmallVector<unsigned, 4> ProcResID2ResourceUsersIndex;
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// Identifies the last user of a processor resource unit.
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// This vector is updated on every instruction issued event.
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// There is one entry for every processor resource unit declared by the
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// processor model. An all_ones value is treated like an invalid instruction
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// identifier.
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using User = std::pair<unsigned, unsigned>;
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SmallVector<User, 4> ResourceUsers;
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struct InstructionPressureInfo {
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unsigned RegisterPressureCycles;
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unsigned MemoryPressureCycles;
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unsigned ResourcePressureCycles;
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};
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DenseMap<unsigned, InstructionPressureInfo> IPI;
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void updateResourcePressureDistribution(uint64_t CumulativeMask);
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User getResourceUser(unsigned ProcResID, unsigned UnitID) const {
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unsigned Index = ProcResID2ResourceUsersIndex[ProcResID];
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return ResourceUsers[Index + UnitID];
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}
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public:
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PressureTracker(const MCSchedModel &Model);
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ArrayRef<unsigned> getResourcePressureDistribution() const {
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return ResourcePressureDistribution;
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}
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void getResourceUsers(uint64_t ResourceMask,
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SmallVectorImpl<User> &Users) const;
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unsigned getRegisterPressureCycles(unsigned IID) const {
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assert(IPI.find(IID) != IPI.end() && "Instruction is not tracked!");
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const InstructionPressureInfo &Info = IPI.find(IID)->second;
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return Info.RegisterPressureCycles;
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}
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unsigned getMemoryPressureCycles(unsigned IID) const {
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assert(IPI.find(IID) != IPI.end() && "Instruction is not tracked!");
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const InstructionPressureInfo &Info = IPI.find(IID)->second;
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return Info.MemoryPressureCycles;
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}
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unsigned getResourcePressureCycles(unsigned IID) const {
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assert(IPI.find(IID) != IPI.end() && "Instruction is not tracked!");
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const InstructionPressureInfo &Info = IPI.find(IID)->second;
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return Info.ResourcePressureCycles;
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}
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const char *resolveResourceName(uint64_t ResourceMask) const {
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unsigned Index = getResourceStateIndex(ResourceMask);
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unsigned ProcResID = ResIdx2ProcResID[Index];
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const MCProcResourceDesc &PRDesc = *SM.getProcResource(ProcResID);
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return PRDesc.Name;
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}
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void onInstructionDispatched(unsigned IID);
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void onInstructionExecuted(unsigned IID);
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void handlePressureEvent(const HWPressureEvent &Event);
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void handleInstructionIssuedEvent(const HWInstructionIssuedEvent &Event);
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};
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// A dependency edge.
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struct DependencyEdge {
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enum DependencyType { DT_INVALID, DT_REGISTER, DT_MEMORY, DT_RESOURCE };
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// Dependency edge descriptor.
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//
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// It specifies the dependency type, as well as the edge cost in cycles.
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struct Dependency {
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DependencyType Type;
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uint64_t ResourceOrRegID;
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uint64_t Cost;
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};
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Dependency Dep;
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unsigned FromIID;
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unsigned ToIID;
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// Used by the bottleneck analysis to compute the interference
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// probability for processor resources.
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unsigned Frequency;
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};
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// A dependency graph used by the bottleneck analysis to describe data
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// dependencies and processor resource interferences between instructions.
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//
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// There is a node (an instance of struct DGNode) for every instruction in the
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// input assembly sequence. Edges of the graph represent dependencies between
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// instructions.
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//
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// Each edge of the graph is associated with a cost value which is used
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// internally to rank dependency based on their impact on the runtime
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// performance (see field DependencyEdge::Dependency::Cost). In general, the
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// higher the cost of an edge, the higher the impact on performance.
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//
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// The cost of a dependency is a function of both the latency and the number of
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// cycles where the dependency has been seen as critical (i.e. contributing to
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// back-pressure increases).
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//
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// Loop carried dependencies are carefully expanded by the bottleneck analysis
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// to guarantee that the graph stays acyclic. To this end, extra nodes are
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// pre-allocated at construction time to describe instructions from "past and
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// future" iterations. The graph is kept acyclic mainly because it simplifies the
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// complexity of the algorithm that computes the critical sequence.
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class DependencyGraph {
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struct DGNode {
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unsigned NumPredecessors;
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unsigned NumVisitedPredecessors;
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uint64_t Cost;
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unsigned Depth;
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DependencyEdge CriticalPredecessor;
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SmallVector<DependencyEdge, 8> OutgoingEdges;
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};
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SmallVector<DGNode, 16> Nodes;
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DependencyGraph(const DependencyGraph &) = delete;
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DependencyGraph &operator=(const DependencyGraph &) = delete;
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void addDependency(unsigned From, unsigned To,
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DependencyEdge::Dependency &&DE);
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void pruneEdges(unsigned Iterations);
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void initializeRootSet(SmallVectorImpl<unsigned> &RootSet) const;
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void propagateThroughEdges(SmallVectorImpl<unsigned> &RootSet, unsigned Iterations);
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#ifndef NDEBUG
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void dumpDependencyEdge(raw_ostream &OS, const DependencyEdge &DE,
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MCInstPrinter &MCIP) const;
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#endif
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public:
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DependencyGraph(unsigned Size) : Nodes(Size) {}
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void addRegisterDep(unsigned From, unsigned To, unsigned RegID,
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unsigned Cost) {
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addDependency(From, To, {DependencyEdge::DT_REGISTER, RegID, Cost});
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}
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void addMemoryDep(unsigned From, unsigned To, unsigned Cost) {
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addDependency(From, To, {DependencyEdge::DT_MEMORY, /* unused */ 0, Cost});
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}
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void addResourceDep(unsigned From, unsigned To, uint64_t Mask,
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unsigned Cost) {
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addDependency(From, To, {DependencyEdge::DT_RESOURCE, Mask, Cost});
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}
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// Called by the bottleneck analysis at the end of simulation to propagate
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// costs through the edges of the graph, and compute a critical path.
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void finalizeGraph(unsigned Iterations) {
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SmallVector<unsigned, 16> RootSet;
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pruneEdges(Iterations);
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initializeRootSet(RootSet);
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propagateThroughEdges(RootSet, Iterations);
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}
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// Returns a sequence of edges representing the critical sequence based on the
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// simulated run. It assumes that the graph has already been finalized (i.e.
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// method `finalizeGraph()` has already been called on this graph).
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void getCriticalSequence(SmallVectorImpl<const DependencyEdge *> &Seq) const;
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#ifndef NDEBUG
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void dump(raw_ostream &OS, MCInstPrinter &MCIP) const;
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#endif
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};
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/// A view that collects and prints a few performance numbers.
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class BottleneckAnalysis : public View {
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const MCSubtargetInfo &STI;
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MCInstPrinter &MCIP;
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PressureTracker Tracker;
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DependencyGraph DG;
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ArrayRef<MCInst> Source;
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unsigned Iterations;
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unsigned TotalCycles;
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bool PressureIncreasedBecauseOfResources;
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bool PressureIncreasedBecauseOfRegisterDependencies;
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bool PressureIncreasedBecauseOfMemoryDependencies;
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// True if throughput was affected by dispatch stalls.
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bool SeenStallCycles;
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struct BackPressureInfo {
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// Cycles where backpressure increased.
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unsigned PressureIncreaseCycles;
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// Cycles where backpressure increased because of pipeline pressure.
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unsigned ResourcePressureCycles;
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// Cycles where backpressure increased because of data dependencies.
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unsigned DataDependencyCycles;
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// Cycles where backpressure increased because of register dependencies.
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unsigned RegisterDependencyCycles;
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// Cycles where backpressure increased because of memory dependencies.
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unsigned MemoryDependencyCycles;
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};
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BackPressureInfo BPI;
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// Used to populate the dependency graph DG.
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void addRegisterDep(unsigned From, unsigned To, unsigned RegID, unsigned Cy);
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void addMemoryDep(unsigned From, unsigned To, unsigned Cy);
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void addResourceDep(unsigned From, unsigned To, uint64_t Mask, unsigned Cy);
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// Prints a bottleneck message to OS.
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void printBottleneckHints(raw_ostream &OS) const;
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void printCriticalSequence(raw_ostream &OS) const;
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public:
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BottleneckAnalysis(const MCSubtargetInfo &STI, MCInstPrinter &MCIP,
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ArrayRef<MCInst> Sequence, unsigned Iterations);
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void onCycleEnd() override;
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void onEvent(const HWStallEvent &Event) override { SeenStallCycles = true; }
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void onEvent(const HWPressureEvent &Event) override;
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void onEvent(const HWInstructionEvent &Event) override;
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void printView(raw_ostream &OS) const override;
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#ifndef NDEBUG
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void dump(raw_ostream &OS, MCInstPrinter &MCIP) const { DG.dump(OS, MCIP); }
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#endif
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};
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} // namespace mca
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} // namespace llvm
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#endif
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