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authorDaniel Baumann <daniel.baumann@progress-linux.org>2024-04-16 19:23:18 +0000
committerDaniel Baumann <daniel.baumann@progress-linux.org>2024-04-16 19:23:18 +0000
commit43a123c1ae6613b3efeed291fa552ecd909d3acf (patch)
treefd92518b7024bc74031f78a1cf9e454b65e73665 /src/cmd/compile/internal/pgo/irgraph.go
parentInitial commit. (diff)
downloadgolang-1.20-43a123c1ae6613b3efeed291fa552ecd909d3acf.tar.xz
golang-1.20-43a123c1ae6613b3efeed291fa552ecd909d3acf.zip
Adding upstream version 1.20.14.upstream/1.20.14upstream
Signed-off-by: Daniel Baumann <daniel.baumann@progress-linux.org>
Diffstat (limited to 'src/cmd/compile/internal/pgo/irgraph.go')
-rw-r--r--src/cmd/compile/internal/pgo/irgraph.go547
1 files changed, 547 insertions, 0 deletions
diff --git a/src/cmd/compile/internal/pgo/irgraph.go b/src/cmd/compile/internal/pgo/irgraph.go
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+++ b/src/cmd/compile/internal/pgo/irgraph.go
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+// Copyright 2022 The Go Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style
+// license that can be found in the LICENSE file.
+
+// WORK IN PROGRESS
+
+// A note on line numbers: when working with line numbers, we always use the
+// binary-visible relative line number. i.e., the line number as adjusted by
+// //line directives (ctxt.InnermostPos(ir.Node.Pos()).RelLine()). Use
+// NodeLineOffset to compute line offsets.
+//
+// If you are thinking, "wait, doesn't that just make things more complex than
+// using the real line number?", then you are 100% correct. Unfortunately,
+// pprof profiles generated by the runtime always contain line numbers as
+// adjusted by //line directives (because that is what we put in pclntab). Thus
+// for the best behavior when attempting to match the source with the profile
+// it makes sense to use the same line number space.
+//
+// Some of the effects of this to keep in mind:
+//
+// - For files without //line directives there is no impact, as RelLine() ==
+// Line().
+// - For functions entirely covered by the same //line directive (i.e., a
+// directive before the function definition and no directives within the
+// function), there should also be no impact, as line offsets within the
+// function should be the same as the real line offsets.
+// - Functions containing //line directives may be impacted. As fake line
+// numbers need not be monotonic, we may compute negative line offsets. We
+// should accept these and attempt to use them for best-effort matching, as
+// these offsets should still match if the source is unchanged, and may
+// continue to match with changed source depending on the impact of the
+// changes on fake line numbers.
+// - Functions containing //line directives may also contain duplicate lines,
+// making it ambiguous which call the profile is referencing. This is a
+// similar problem to multiple calls on a single real line, as we don't
+// currently track column numbers.
+//
+// Long term it would be best to extend pprof profiles to include real line
+// numbers. Until then, we have to live with these complexities. Luckily,
+// //line directives that change line numbers in strange ways should be rare,
+// and failing PGO matching on these files is not too big of a loss.
+
+package pgo
+
+import (
+ "cmd/compile/internal/base"
+ "cmd/compile/internal/ir"
+ "cmd/compile/internal/typecheck"
+ "cmd/compile/internal/types"
+ "fmt"
+ "internal/profile"
+ "log"
+ "os"
+)
+
+// IRGraph is the key datastrcture that is built from profile. It is
+// essentially a call graph with nodes pointing to IRs of functions and edges
+// carrying weights and callsite information. The graph is bidirectional that
+// helps in removing nodes efficiently.
+type IRGraph struct {
+ // Nodes of the graph
+ IRNodes map[string]*IRNode
+ OutEdges IREdgeMap
+ InEdges IREdgeMap
+}
+
+// IRNode represents a node in the IRGraph.
+type IRNode struct {
+ // Pointer to the IR of the Function represented by this node.
+ AST *ir.Func
+ // Flat weight of the IRNode, obtained from profile.
+ Flat int64
+ // Cumulative weight of the IRNode.
+ Cum int64
+}
+
+// IREdgeMap maps an IRNode to its successors.
+type IREdgeMap map[*IRNode][]*IREdge
+
+// IREdge represents a call edge in the IRGraph with source, destination,
+// weight, callsite, and line number information.
+type IREdge struct {
+ // Source and destination of the edge in IRNode.
+ Src, Dst *IRNode
+ Weight int64
+ CallSiteOffset int // Line offset from function start line.
+}
+
+// NodeMapKey represents a hash key to identify unique call-edges in profile
+// and in IR. Used for deduplication of call edges found in profile.
+type NodeMapKey struct {
+ CallerName string
+ CalleeName string
+ CallSiteOffset int // Line offset from function start line.
+}
+
+// Weights capture both node weight and edge weight.
+type Weights struct {
+ NFlat int64
+ NCum int64
+ EWeight int64
+}
+
+// CallSiteInfo captures call-site information and its caller/callee.
+type CallSiteInfo struct {
+ LineOffset int // Line offset from function start line.
+ Caller *ir.Func
+ Callee *ir.Func
+}
+
+// Profile contains the processed PGO profile and weighted call graph used for
+// PGO optimizations.
+type Profile struct {
+ // Aggregated NodeWeights and EdgeWeights across the profile. This
+ // helps us determine the percentage threshold for hot/cold
+ // partitioning.
+ TotalNodeWeight int64
+ TotalEdgeWeight int64
+
+ // NodeMap contains all unique call-edges in the profile and their
+ // aggregated weight.
+ NodeMap map[NodeMapKey]*Weights
+
+ // WeightedCG represents the IRGraph built from profile, which we will
+ // update as part of inlining.
+ WeightedCG *IRGraph
+}
+
+// New generates a profile-graph from the profile.
+func New(profileFile string) *Profile {
+ f, err := os.Open(profileFile)
+ if err != nil {
+ log.Fatal("failed to open file " + profileFile)
+ return nil
+ }
+ defer f.Close()
+ profile, err := profile.Parse(f)
+ if err != nil {
+ log.Fatal("failed to Parse profile file.")
+ return nil
+ }
+
+ if len(profile.Sample) == 0 {
+ // We accept empty profiles, but there is nothing to do.
+ return nil
+ }
+
+ valueIndex := -1
+ for i, s := range profile.SampleType {
+ // Samples count is the raw data collected, and CPU nanoseconds is just
+ // a scaled version of it, so either one we can find is fine.
+ if (s.Type == "samples" && s.Unit == "count") ||
+ (s.Type == "cpu" && s.Unit == "nanoseconds") {
+ valueIndex = i
+ break
+ }
+ }
+
+ if valueIndex == -1 {
+ log.Fatal("failed to find CPU samples count or CPU nanoseconds value-types in profile.")
+ return nil
+ }
+
+ g := newGraph(profile, &Options{
+ CallTree: false,
+ SampleValue: func(v []int64) int64 { return v[valueIndex] },
+ })
+
+ p := &Profile{
+ NodeMap: make(map[NodeMapKey]*Weights),
+ WeightedCG: &IRGraph{
+ IRNodes: make(map[string]*IRNode),
+ },
+ }
+
+ // Build the node map and totals from the profile graph.
+ if !p.processprofileGraph(g) {
+ return nil
+ }
+
+ // Create package-level call graph with weights from profile and IR.
+ p.initializeIRGraph()
+
+ return p
+}
+
+// processprofileGraph builds various maps from the profile-graph.
+//
+// It initializes NodeMap and Total{Node,Edge}Weight based on the name and
+// callsite to compute node and edge weights which will be used later on to
+// create edges for WeightedCG.
+// Returns whether it successfully processed the profile.
+func (p *Profile) processprofileGraph(g *Graph) bool {
+ nFlat := make(map[string]int64)
+ nCum := make(map[string]int64)
+ seenStartLine := false
+
+ // Accummulate weights for the same node.
+ for _, n := range g.Nodes {
+ canonicalName := n.Info.Name
+ nFlat[canonicalName] += n.FlatValue()
+ nCum[canonicalName] += n.CumValue()
+ }
+
+ // Process graph and build various node and edge maps which will
+ // be consumed by AST walk.
+ for _, n := range g.Nodes {
+ seenStartLine = seenStartLine || n.Info.StartLine != 0
+
+ p.TotalNodeWeight += n.FlatValue()
+ canonicalName := n.Info.Name
+ // Create the key to the nodeMapKey.
+ nodeinfo := NodeMapKey{
+ CallerName: canonicalName,
+ CallSiteOffset: n.Info.Lineno - n.Info.StartLine,
+ }
+
+ for _, e := range n.Out {
+ p.TotalEdgeWeight += e.WeightValue()
+ nodeinfo.CalleeName = e.Dest.Info.Name
+ if w, ok := p.NodeMap[nodeinfo]; ok {
+ w.EWeight += e.WeightValue()
+ } else {
+ weights := new(Weights)
+ weights.NFlat = nFlat[canonicalName]
+ weights.NCum = nCum[canonicalName]
+ weights.EWeight = e.WeightValue()
+ p.NodeMap[nodeinfo] = weights
+ }
+ }
+ }
+
+ if p.TotalNodeWeight == 0 || p.TotalEdgeWeight == 0 {
+ return false // accept but ignore profile with no sample
+ }
+
+ if !seenStartLine {
+ // TODO(prattic): If Function.start_line is missing we could
+ // fall back to using absolute line numbers, which is better
+ // than nothing.
+ log.Fatal("PGO profile missing Function.start_line data (Go version of profiled application too old? Go 1.20+ automatically adds this to profiles)")
+ }
+
+ return true
+}
+
+// initializeIRGraph builds the IRGraph by visting all the ir.Func in decl list
+// of a package.
+func (p *Profile) initializeIRGraph() {
+ // Bottomup walk over the function to create IRGraph.
+ ir.VisitFuncsBottomUp(typecheck.Target.Decls, func(list []*ir.Func, recursive bool) {
+ for _, n := range list {
+ p.VisitIR(n, recursive)
+ }
+ })
+}
+
+// VisitIR traverses the body of each ir.Func and use NodeMap to determine if
+// we need to add an edge from ir.Func and any node in the ir.Func body.
+func (p *Profile) VisitIR(fn *ir.Func, recursive bool) {
+ g := p.WeightedCG
+
+ if g.IRNodes == nil {
+ g.IRNodes = make(map[string]*IRNode)
+ }
+ if g.OutEdges == nil {
+ g.OutEdges = make(map[*IRNode][]*IREdge)
+ }
+ if g.InEdges == nil {
+ g.InEdges = make(map[*IRNode][]*IREdge)
+ }
+ name := ir.PkgFuncName(fn)
+ node := new(IRNode)
+ node.AST = fn
+ if g.IRNodes[name] == nil {
+ g.IRNodes[name] = node
+ }
+ // Create the key for the NodeMapKey.
+ nodeinfo := NodeMapKey{
+ CallerName: name,
+ CalleeName: "",
+ CallSiteOffset: 0,
+ }
+ // If the node exists, then update its node weight.
+ if weights, ok := p.NodeMap[nodeinfo]; ok {
+ g.IRNodes[name].Flat = weights.NFlat
+ g.IRNodes[name].Cum = weights.NCum
+ }
+
+ // Recursively walk over the body of the function to create IRGraph edges.
+ p.createIRGraphEdge(fn, g.IRNodes[name], name)
+}
+
+// NodeLineOffset returns the line offset of n in fn.
+func NodeLineOffset(n ir.Node, fn *ir.Func) int {
+ // See "A note on line numbers" at the top of the file.
+ line := int(base.Ctxt.InnermostPos(n.Pos()).RelLine())
+ startLine := int(base.Ctxt.InnermostPos(fn.Pos()).RelLine())
+ return line - startLine
+}
+
+// addIREdge adds an edge between caller and new node that points to `callee`
+// based on the profile-graph and NodeMap.
+func (p *Profile) addIREdge(caller *IRNode, callername string, call ir.Node, callee *ir.Func) {
+ g := p.WeightedCG
+
+ // Create an IRNode for the callee.
+ calleenode := new(IRNode)
+ calleenode.AST = callee
+ calleename := ir.PkgFuncName(callee)
+
+ // Create key for NodeMapKey.
+ nodeinfo := NodeMapKey{
+ CallerName: callername,
+ CalleeName: calleename,
+ CallSiteOffset: NodeLineOffset(call, caller.AST),
+ }
+
+ // Create the callee node with node weight.
+ if g.IRNodes[calleename] == nil {
+ g.IRNodes[calleename] = calleenode
+ nodeinfo2 := NodeMapKey{
+ CallerName: calleename,
+ CalleeName: "",
+ CallSiteOffset: 0,
+ }
+ if weights, ok := p.NodeMap[nodeinfo2]; ok {
+ g.IRNodes[calleename].Flat = weights.NFlat
+ g.IRNodes[calleename].Cum = weights.NCum
+ }
+ }
+
+ if weights, ok := p.NodeMap[nodeinfo]; ok {
+ caller.Flat = weights.NFlat
+ caller.Cum = weights.NCum
+
+ // Add edge in the IRGraph from caller to callee.
+ info := &IREdge{Src: caller, Dst: g.IRNodes[calleename], Weight: weights.EWeight, CallSiteOffset: nodeinfo.CallSiteOffset}
+ g.OutEdges[caller] = append(g.OutEdges[caller], info)
+ g.InEdges[g.IRNodes[calleename]] = append(g.InEdges[g.IRNodes[calleename]], info)
+ } else {
+ nodeinfo.CalleeName = ""
+ nodeinfo.CallSiteOffset = 0
+ if weights, ok := p.NodeMap[nodeinfo]; ok {
+ caller.Flat = weights.NFlat
+ caller.Cum = weights.NCum
+ info := &IREdge{Src: caller, Dst: g.IRNodes[calleename], Weight: 0, CallSiteOffset: nodeinfo.CallSiteOffset}
+ g.OutEdges[caller] = append(g.OutEdges[caller], info)
+ g.InEdges[g.IRNodes[calleename]] = append(g.InEdges[g.IRNodes[calleename]], info)
+ } else {
+ info := &IREdge{Src: caller, Dst: g.IRNodes[calleename], Weight: 0, CallSiteOffset: nodeinfo.CallSiteOffset}
+ g.OutEdges[caller] = append(g.OutEdges[caller], info)
+ g.InEdges[g.IRNodes[calleename]] = append(g.InEdges[g.IRNodes[calleename]], info)
+ }
+ }
+}
+
+// createIRGraphEdge traverses the nodes in the body of ir.Func and add edges between callernode which points to the ir.Func and the nodes in the body.
+func (p *Profile) createIRGraphEdge(fn *ir.Func, callernode *IRNode, name string) {
+ var doNode func(ir.Node) bool
+ doNode = func(n ir.Node) bool {
+ switch n.Op() {
+ default:
+ ir.DoChildren(n, doNode)
+ case ir.OCALLFUNC:
+ call := n.(*ir.CallExpr)
+ // Find the callee function from the call site and add the edge.
+ callee := inlCallee(call.X)
+ if callee != nil {
+ p.addIREdge(callernode, name, n, callee)
+ }
+ case ir.OCALLMETH:
+ call := n.(*ir.CallExpr)
+ // Find the callee method from the call site and add the edge.
+ callee := ir.MethodExprName(call.X).Func
+ p.addIREdge(callernode, name, n, callee)
+ }
+ return false
+ }
+ doNode(fn)
+}
+
+// WeightInPercentage converts profile weights to a percentage.
+func WeightInPercentage(value int64, total int64) float64 {
+ return (float64(value) / float64(total)) * 100
+}
+
+// PrintWeightedCallGraphDOT prints IRGraph in DOT format.
+func (p *Profile) PrintWeightedCallGraphDOT(edgeThreshold float64) {
+ fmt.Printf("\ndigraph G {\n")
+ fmt.Printf("forcelabels=true;\n")
+
+ // List of functions in this package.
+ funcs := make(map[string]struct{})
+ ir.VisitFuncsBottomUp(typecheck.Target.Decls, func(list []*ir.Func, recursive bool) {
+ for _, f := range list {
+ name := ir.PkgFuncName(f)
+ funcs[name] = struct{}{}
+ }
+ })
+
+ // Determine nodes of DOT.
+ nodes := make(map[string]*ir.Func)
+ for name, _ := range funcs {
+ if n, ok := p.WeightedCG.IRNodes[name]; ok {
+ for _, e := range p.WeightedCG.OutEdges[n] {
+ if _, ok := nodes[ir.PkgFuncName(e.Src.AST)]; !ok {
+ nodes[ir.PkgFuncName(e.Src.AST)] = e.Src.AST
+ }
+ if _, ok := nodes[ir.PkgFuncName(e.Dst.AST)]; !ok {
+ nodes[ir.PkgFuncName(e.Dst.AST)] = e.Dst.AST
+ }
+ }
+ if _, ok := nodes[ir.PkgFuncName(n.AST)]; !ok {
+ nodes[ir.PkgFuncName(n.AST)] = n.AST
+ }
+ }
+ }
+
+ // Print nodes.
+ for name, ast := range nodes {
+ if n, ok := p.WeightedCG.IRNodes[name]; ok {
+ nodeweight := WeightInPercentage(n.Flat, p.TotalNodeWeight)
+ color := "black"
+ if ast.Inl != nil {
+ fmt.Printf("\"%v\" [color=%v,label=\"%v,freq=%.2f,inl_cost=%d\"];\n", ir.PkgFuncName(ast), color, ir.PkgFuncName(ast), nodeweight, ast.Inl.Cost)
+ } else {
+ fmt.Printf("\"%v\" [color=%v, label=\"%v,freq=%.2f\"];\n", ir.PkgFuncName(ast), color, ir.PkgFuncName(ast), nodeweight)
+ }
+ }
+ }
+ // Print edges.
+ ir.VisitFuncsBottomUp(typecheck.Target.Decls, func(list []*ir.Func, recursive bool) {
+ for _, f := range list {
+ name := ir.PkgFuncName(f)
+ if n, ok := p.WeightedCG.IRNodes[name]; ok {
+ for _, e := range p.WeightedCG.OutEdges[n] {
+ edgepercent := WeightInPercentage(e.Weight, p.TotalEdgeWeight)
+ if edgepercent > edgeThreshold {
+ fmt.Printf("edge [color=red, style=solid];\n")
+ } else {
+ fmt.Printf("edge [color=black, style=solid];\n")
+ }
+
+ fmt.Printf("\"%v\" -> \"%v\" [label=\"%.2f\"];\n", ir.PkgFuncName(n.AST), ir.PkgFuncName(e.Dst.AST), edgepercent)
+ }
+ }
+ }
+ })
+ fmt.Printf("}\n")
+}
+
+// RedirectEdges deletes and redirects out-edges from node cur based on
+// inlining information via inlinedCallSites.
+//
+// CallSiteInfo.Callee must be nil.
+func (p *Profile) RedirectEdges(cur *IRNode, inlinedCallSites map[CallSiteInfo]struct{}) {
+ g := p.WeightedCG
+
+ for i, outEdge := range g.OutEdges[cur] {
+ if _, found := inlinedCallSites[CallSiteInfo{LineOffset: outEdge.CallSiteOffset, Caller: cur.AST}]; !found {
+ for _, InEdge := range g.InEdges[cur] {
+ if _, ok := inlinedCallSites[CallSiteInfo{LineOffset: InEdge.CallSiteOffset, Caller: InEdge.Src.AST}]; ok {
+ weight := g.calculateWeight(InEdge.Src, cur)
+ g.redirectEdge(InEdge.Src, cur, outEdge, weight, i)
+ }
+ }
+ } else {
+ g.remove(cur, i)
+ }
+ }
+}
+
+// redirectEdges deletes the cur node out-edges and redirect them so now these
+// edges are the parent node out-edges.
+func (g *IRGraph) redirectEdges(parent *IRNode, cur *IRNode) {
+ for _, outEdge := range g.OutEdges[cur] {
+ outEdge.Src = parent
+ g.OutEdges[parent] = append(g.OutEdges[parent], outEdge)
+ }
+ delete(g.OutEdges, cur)
+}
+
+// redirectEdge deletes the cur-node's out-edges and redirect them so now these
+// edges are the parent node out-edges.
+func (g *IRGraph) redirectEdge(parent *IRNode, cur *IRNode, outEdge *IREdge, weight int64, idx int) {
+ outEdge.Src = parent
+ outEdge.Weight = weight * outEdge.Weight
+ g.OutEdges[parent] = append(g.OutEdges[parent], outEdge)
+ g.remove(cur, idx)
+}
+
+// remove deletes the cur-node's out-edges at index idx.
+func (g *IRGraph) remove(cur *IRNode, i int) {
+ if len(g.OutEdges[cur]) >= 2 {
+ g.OutEdges[cur][i] = g.OutEdges[cur][len(g.OutEdges[cur])-1]
+ g.OutEdges[cur] = g.OutEdges[cur][:len(g.OutEdges[cur])-1]
+ } else {
+ delete(g.OutEdges, cur)
+ }
+}
+
+// calculateWeight calculates the weight of the new redirected edge.
+func (g *IRGraph) calculateWeight(parent *IRNode, cur *IRNode) int64 {
+ sum := int64(0)
+ pw := int64(0)
+ for _, InEdge := range g.InEdges[cur] {
+ sum = sum + InEdge.Weight
+ if InEdge.Src == parent {
+ pw = InEdge.Weight
+ }
+ }
+ weight := int64(0)
+ if sum != 0 {
+ weight = pw / sum
+ } else {
+ weight = pw
+ }
+ return weight
+}
+
+// inlCallee is same as the implementation for inl.go with one change. The change is that we do not invoke CanInline on a closure.
+func inlCallee(fn ir.Node) *ir.Func {
+ fn = ir.StaticValue(fn)
+ switch fn.Op() {
+ case ir.OMETHEXPR:
+ fn := fn.(*ir.SelectorExpr)
+ n := ir.MethodExprName(fn)
+ // Check that receiver type matches fn.X.
+ // TODO(mdempsky): Handle implicit dereference
+ // of pointer receiver argument?
+ if n == nil || !types.Identical(n.Type().Recv().Type, fn.X.Type()) {
+ return nil
+ }
+ return n.Func
+ case ir.ONAME:
+ fn := fn.(*ir.Name)
+ if fn.Class == ir.PFUNC {
+ return fn.Func
+ }
+ case ir.OCLOSURE:
+ fn := fn.(*ir.ClosureExpr)
+ c := fn.Func
+ return c
+ }
+ return nil
+}