// 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()). // // 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 CallSite int } // 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 CallSite int } // 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 { Line int Caller *ir.Func Callee *ir.Func } var ( // Aggregated NodeWeights and EdgeWeights across profiles. This helps us determine the percentage threshold for hot/cold partitioning. GlobalTotalNodeWeight = int64(0) GlobalTotalEdgeWeight = int64(0) // Global node and their aggregated weight information. GlobalNodeMap = make(map[NodeMapKey]*Weights) // WeightedCG represents the IRGraph built from profile, which we will update as part of inlining. WeightedCG *IRGraph // Original profile-graph. ProfileGraph *Graph // Per-caller data structure to track the list of hot call sites. This gets rewritten every caller leaving it to GC for cleanup. ListOfHotCallSites = make(map[CallSiteInfo]struct{}) ) // BuildProfileGraph generates a profile-graph from the profile. func BuildProfileGraph(profileFile string) { // if possible, we should cache the profile-graph. if ProfileGraph != nil { return } // open the profile file. f, err := os.Open(profileFile) if err != nil { log.Fatal("failed to open file " + profileFile) return } defer f.Close() p, err := profile.Parse(f) if err != nil { log.Fatal("failed to Parse profile file.") return } // Build the options. opt := &Options{ CallTree: false, SampleValue: func(v []int64) int64 { return v[1] }, } // Build the graph using profile package. ProfileGraph = New(p, opt) // Build various global maps from profile. preprocessProfileGraph() } // BuildWeightedCallGraph generates a weighted callgraph from the profile for the current package. func BuildWeightedCallGraph() { // Bail if there is no profile-graph available. if ProfileGraph == nil { return } // Create package-level call graph with weights from profile and IR. WeightedCG = createIRGraph() } // preprocessProfileGraph builds various maps from the profile-graph. It builds GlobalNodeMap and other information based on the name and callsite to compute node and edge weights which will be used later on to create edges for WeightedCG. func preprocessProfileGraph() { nFlat := make(map[string]int64) nCum := make(map[string]int64) // Accummulate weights for the same node. for _, n := range ProfileGraph.Nodes { canonicalName := n.Info.Name nFlat[canonicalName] += n.FlatValue() nCum[canonicalName] += n.CumValue() } // Process ProfileGraph and build various node and edge maps which will be consumed by AST walk. for _, n := range ProfileGraph.Nodes { GlobalTotalNodeWeight += n.FlatValue() canonicalName := n.Info.Name // Create the key to the NodeMapKey. nodeinfo := NodeMapKey{ CallerName: canonicalName, CallSite: n.Info.Lineno, } for _, e := range n.Out { GlobalTotalEdgeWeight += e.WeightValue() nodeinfo.CalleeName = e.Dest.Info.Name if w, ok := GlobalNodeMap[nodeinfo]; ok { w.EWeight += e.WeightValue() } else { weights := new(Weights) weights.NFlat = nFlat[canonicalName] weights.NCum = nCum[canonicalName] weights.EWeight = e.WeightValue() GlobalNodeMap[nodeinfo] = weights } } } } // createIRGraph builds the IRGraph by visting all the ir.Func in decl list of a package. func createIRGraph() *IRGraph { var g IRGraph // Bottomup walk over the function to create IRGraph. ir.VisitFuncsBottomUp(typecheck.Target.Decls, func(list []*ir.Func, recursive bool) { for _, n := range list { g.Visit(n, recursive) } }) return &g } // Visit traverses the body of each ir.Func and use GlobalNodeMap to determine if we need to add an edge from ir.Func and any node in the ir.Func body. func (g *IRGraph) Visit(fn *ir.Func, recursive bool) { 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: "", CallSite: -1, } // If the node exists, then update its node weight. if weights, ok := GlobalNodeMap[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. g.createIRGraphEdge(fn, g.IRNodes[name], name) } // addEdge adds an edge between caller and new node that points to `callee` based on the profile-graph and GlobalNodeMap. func (g *IRGraph) addEdge(caller *IRNode, callee *ir.Func, n *ir.Node, callername string, line int) { // 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, CallSite: line, } // Create the callee node with node weight. if g.IRNodes[calleename] == nil { g.IRNodes[calleename] = calleenode nodeinfo2 := NodeMapKey{ CallerName: calleename, CalleeName: "", CallSite: -1, } if weights, ok := GlobalNodeMap[nodeinfo2]; ok { g.IRNodes[calleename].Flat = weights.NFlat g.IRNodes[calleename].Cum = weights.NCum } } if weights, ok := GlobalNodeMap[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, CallSite: line} g.OutEdges[caller] = append(g.OutEdges[caller], info) g.InEdges[g.IRNodes[calleename]] = append(g.InEdges[g.IRNodes[calleename]], info) } else { nodeinfo.CalleeName = "" nodeinfo.CallSite = -1 if weights, ok := GlobalNodeMap[nodeinfo]; ok { caller.Flat = weights.NFlat caller.Cum = weights.NCum info := &IREdge{Src: caller, Dst: g.IRNodes[calleename], Weight: 0, CallSite: line} 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, CallSite: line} 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 (g *IRGraph) 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) line := int(base.Ctxt.InnermostPos(n.Pos()).RelLine()) // Find the callee function from the call site and add the edge. f := inlCallee(call.X) if f != nil { g.addEdge(callernode, f, &n, name, line) } case ir.OCALLMETH: call := n.(*ir.CallExpr) // Find the callee method from the call site and add the edge. fn2 := ir.MethodExprName(call.X).Func line := int(base.Ctxt.InnermostPos(n.Pos()).RelLine()) g.addEdge(callernode, fn2, &n, name, line) } return false } doNode(fn) } // WeightInPercentage converts profile weights to a percentage. func WeightInPercentage(value int64, total int64) float64 { var ratio float64 if total != 0 { ratio = (float64(value) / float64(total)) * 100 } return ratio } // PrintWeightedCallGraphDOT prints IRGraph in DOT format. func PrintWeightedCallGraphDOT(nodeThreshold float64, 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 := WeightedCG.IRNodes[name]; ok { for _, e := range 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 := WeightedCG.IRNodes[name]; ok { nodeweight := WeightInPercentage(n.Flat, GlobalTotalNodeWeight) color := "black" if nodeweight > nodeThreshold { color = "red" } 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 := WeightedCG.IRNodes[name]; ok { for _, e := range WeightedCG.OutEdges[n] { edgepercent := WeightInPercentage(e.Weight, GlobalTotalEdgeWeight) 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 the cur node out-edges and redirect them so now these edges are the parent node out-edges. func redirectEdges(g *IRGraph, 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) } // RedirectEdges deletes and redirects out-edges from node cur based on inlining information via inlinedCallSites. func RedirectEdges(cur *IRNode, inlinedCallSites map[CallSiteInfo]struct{}) { g := WeightedCG for i, outEdge := range g.OutEdges[cur] { if _, found := inlinedCallSites[CallSiteInfo{Line: outEdge.CallSite, Caller: cur.AST}]; !found { for _, InEdge := range g.InEdges[cur] { if _, ok := inlinedCallSites[CallSiteInfo{Line: InEdge.CallSite, Caller: InEdge.Src.AST}]; ok { weight := calculateweight(g, InEdge.Src, cur) redirectEdge(g, InEdge.Src, cur, outEdge, weight, i) } } } else { remove(g, cur, i, outEdge.Dst.AST.Nname) } } removeall(g, cur) } // calculateweight calculates the weight of the new redirected edge. func calculateweight(g *IRGraph, 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 } // redirectEdge deletes the cur-node's out-edges and redirect them so now these edges are the parent node out-edges. func redirectEdge(g *IRGraph, 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) remove(g, cur, idx, outEdge.Dst.AST.Nname) } // remove deletes the cur-node's out-edges at index idx. func remove(g *IRGraph, cur *IRNode, idx int, name *ir.Name) { if len(g.OutEdges[cur]) >= 2 { g.OutEdges[cur][idx] = &IREdge{CallSite: -1} } else { delete(g.OutEdges, cur) } } // removeall deletes all cur-node's out-edges that marked to be removed . func removeall(g *IRGraph, cur *IRNode) { for i := len(g.OutEdges[cur]) - 1; i >= 0; i-- { if g.OutEdges[cur][i].CallSite == -1 { g.OutEdges[cur][i] = g.OutEdges[cur][len(g.OutEdges[cur])-1] g.OutEdges[cur] = g.OutEdges[cur][:len(g.OutEdges[cur])-1] } } } // 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 }