// 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. // 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 pgoir associates a PGO profile with the IR of the current package // compilation. package pgoir import ( "bufio" "cmd/compile/internal/base" "cmd/compile/internal/ir" "cmd/compile/internal/typecheck" "cmd/compile/internal/types" "cmd/internal/pgo" "fmt" "maps" "os" ) // IRGraph is a call graph with nodes pointing to IRs of functions and edges // carrying weights and callsite information. // // Nodes for indirect calls may have missing IR (IRNode.AST == nil) if the node // is not visible from this package (e.g., not in the transitive deps). Keeping // these nodes allows determining the hottest edge from a call even if that // callee is not available. // // TODO(prattmic): Consider merging this data structure with Graph. This is // effectively a copy of Graph aggregated to line number and pointing to IR. type IRGraph struct { // Nodes of the graph. Each node represents a function, keyed by linker // symbol name. IRNodes map[string]*IRNode } // IRNode represents a node (function) in the IRGraph. type IRNode struct { // Pointer to the IR of the Function represented by this node. AST *ir.Func // Linker symbol name of the Function represented by this node. // Populated only if AST == nil. LinkerSymbolName string // Set of out-edges in the callgraph. The map uniquely identifies each // edge based on the callsite and callee, for fast lookup. OutEdges map[pgo.NamedCallEdge]*IREdge } // Name returns the symbol name of this function. func (i *IRNode) Name() string { if i.AST != nil { return ir.LinkFuncName(i.AST) } return i.LinkerSymbolName } // 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. } // 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 { // Profile is the base data from the raw profile, without IR attribution. *pgo.Profile // 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 or pre-processed profile. func New(profileFile string) (*Profile, error) { f, err := os.Open(profileFile) if err != nil { return nil, fmt.Errorf("error opening profile: %w", err) } defer f.Close() r := bufio.NewReader(f) isSerialized, err := pgo.IsSerialized(r) if err != nil { return nil, fmt.Errorf("error processing profile header: %w", err) } var base *pgo.Profile if isSerialized { base, err = pgo.FromSerialized(r) if err != nil { return nil, fmt.Errorf("error processing serialized PGO profile: %w", err) } } else { base, err = pgo.FromPProf(r) if err != nil { return nil, fmt.Errorf("error processing pprof PGO profile: %w", err) } } if base.TotalWeight == 0 { return nil, nil // accept but ignore profile with no samples. } // Create package-level call graph with weights from profile and IR. wg := createIRGraph(base.NamedEdgeMap) return &Profile{ Profile: base, WeightedCG: wg, }, nil } // initializeIRGraph builds the IRGraph by visiting all the ir.Func in decl list // of a package. func createIRGraph(namedEdgeMap pgo.NamedEdgeMap) *IRGraph { g := &IRGraph{ IRNodes: make(map[string]*IRNode), } // Bottomup walk over the function to create IRGraph. ir.VisitFuncsBottomUp(typecheck.Target.Funcs, func(list []*ir.Func, recursive bool) { for _, fn := range list { visitIR(fn, namedEdgeMap, g) } }) // Add additional edges for indirect calls. This must be done second so // that IRNodes is fully populated (see the dummy node TODO in // addIndirectEdges). // // TODO(prattmic): visitIR above populates the graph via direct calls // discovered via the IR. addIndirectEdges populates the graph via // calls discovered via the profile. This combination of opposite // approaches is a bit awkward, particularly because direct calls are // discoverable via the profile as well. Unify these into a single // approach. addIndirectEdges(g, namedEdgeMap) return g } // visitIR traverses the body of each ir.Func adds edges to g from ir.Func to // any called function in the body. func visitIR(fn *ir.Func, namedEdgeMap pgo.NamedEdgeMap, g *IRGraph) { name := ir.LinkFuncName(fn) node, ok := g.IRNodes[name] if !ok { node = &IRNode{ AST: fn, } g.IRNodes[name] = node } // Recursively walk over the body of the function to create IRGraph edges. createIRGraphEdge(fn, node, name, namedEdgeMap, g) } // createIRGraphEdge traverses the nodes in the body of ir.Func and adds edges // between the callernode which points to the ir.Func and the nodes in the // body. func createIRGraphEdge(fn *ir.Func, callernode *IRNode, name string, namedEdgeMap pgo.NamedEdgeMap, g *IRGraph) { ir.VisitList(fn.Body, func(n ir.Node) { switch n.Op() { case ir.OCALLFUNC: call := n.(*ir.CallExpr) // Find the callee function from the call site and add the edge. callee := DirectCallee(call.Fun) if callee != nil { addIREdge(callernode, name, n, callee, namedEdgeMap, g) } case ir.OCALLMETH: call := n.(*ir.CallExpr) // Find the callee method from the call site and add the edge. callee := ir.MethodExprName(call.Fun).Func addIREdge(callernode, name, n, callee, namedEdgeMap, g) } }) } // 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 addIREdge(callerNode *IRNode, callerName string, call ir.Node, callee *ir.Func, namedEdgeMap pgo.NamedEdgeMap, g *IRGraph) { calleeName := ir.LinkFuncName(callee) calleeNode, ok := g.IRNodes[calleeName] if !ok { calleeNode = &IRNode{ AST: callee, } g.IRNodes[calleeName] = calleeNode } namedEdge := pgo.NamedCallEdge{ CallerName: callerName, CalleeName: calleeName, CallSiteOffset: NodeLineOffset(call, callerNode.AST), } // Add edge in the IRGraph from caller to callee. edge := &IREdge{ Src: callerNode, Dst: calleeNode, Weight: namedEdgeMap.Weight[namedEdge], CallSiteOffset: namedEdge.CallSiteOffset, } if callerNode.OutEdges == nil { callerNode.OutEdges = make(map[pgo.NamedCallEdge]*IREdge) } callerNode.OutEdges[namedEdge] = edge } // LookupFunc looks up a function or method in export data. It is expected to // be overridden by package noder, to break a dependency cycle. var LookupFunc = func(fullName string) (*ir.Func, error) { base.Fatalf("pgoir.LookupMethodFunc not overridden") panic("unreachable") } // PostLookupCleanup performs any remaining cleanup operations needed // after a series of calls to LookupFunc, specifically reading in the // bodies of functions that may have been delayed due being encountered // in a stage where the reader's curfn state was not set up. var PostLookupCleanup = func() { base.Fatalf("pgoir.PostLookupCleanup not overridden") panic("unreachable") } // addIndirectEdges adds indirect call edges found in the profile to the graph, // to be used for devirtualization. // // N.B. despite the name, addIndirectEdges will add any edges discovered via // the profile. We don't know for sure that they are indirect, but assume they // are since direct calls would already be added. (e.g., direct calls that have // been deleted from source since the profile was taken would be added here). // // TODO(prattmic): Devirtualization runs before inlining, so we can't devirtualize // calls inside inlined call bodies. If we did add that, we'd need edges from // inlined bodies as well. func addIndirectEdges(g *IRGraph, namedEdgeMap pgo.NamedEdgeMap) { // g.IRNodes is populated with the set of functions in the local // package build by VisitIR. We want to filter for local functions // below, but we also add unknown callees to IRNodes as we go. So make // an initial copy of IRNodes to recall just the local functions. localNodes := maps.Clone(g.IRNodes) // N.B. We must consider edges in a stable order because export data // lookup order (LookupMethodFunc, below) can impact the export data of // this package, which must be stable across different invocations for // reproducibility. // // The weight ordering of ByWeight is irrelevant, it just happens to be // an ordered list of edges that is already available. for _, key := range namedEdgeMap.ByWeight { weight := namedEdgeMap.Weight[key] // All callers in the local package build were added to IRNodes // in VisitIR. If a caller isn't in the local package build we // can skip adding edges, since we won't be devirtualizing in // them anyway. This keeps the graph smaller. callerNode, ok := localNodes[key.CallerName] if !ok { continue } // Already handled this edge? if _, ok := callerNode.OutEdges[key]; ok { continue } calleeNode, ok := g.IRNodes[key.CalleeName] if !ok { // IR is missing for this callee. VisitIR populates // IRNodes with all functions discovered via local // package function declarations and calls. This // function may still be available from export data of // a transitive dependency. // // TODO(prattmic): Parameterized types/functions are // not supported. // // TODO(prattmic): This eager lookup during graph load // is simple, but wasteful. We are likely to load many // functions that we never need. We could delay load // until we actually need the method in // devirtualization. Instantiation of generic functions // will likely need to be done at the devirtualization // site, if at all. if base.Debug.PGODebug >= 3 { fmt.Printf("addIndirectEdges: %s attempting export data lookup\n", key.CalleeName) } fn, err := LookupFunc(key.CalleeName) if err == nil { if base.Debug.PGODebug >= 3 { fmt.Printf("addIndirectEdges: %s found in export data\n", key.CalleeName) } calleeNode = &IRNode{AST: fn} // N.B. we could call createIRGraphEdge to add // direct calls in this newly-imported // function's body to the graph. Similarly, we // could add to this function's queue to add // indirect calls. However, those would be // useless given the visit order of inlining, // and the ordering of PGO devirtualization and // inlining. This function can only be used as // an inlined body. We will never do PGO // devirtualization inside an inlined call. Nor // will we perform inlining inside an inlined // call. } else { // Still not found. Most likely this is because // the callee isn't in the transitive deps of // this package. // // Record this call anyway. If this is the hottest, // then we want to skip devirtualization rather than // devirtualizing to the second most common callee. if base.Debug.PGODebug >= 3 { fmt.Printf("addIndirectEdges: %s not found in export data: %v\n", key.CalleeName, err) } calleeNode = &IRNode{LinkerSymbolName: key.CalleeName} } // Add dummy node back to IRNodes. We don't need this // directly, but PrintWeightedCallGraphDOT uses these // to print nodes. g.IRNodes[key.CalleeName] = calleeNode } edge := &IREdge{ Src: callerNode, Dst: calleeNode, Weight: weight, CallSiteOffset: key.CallSiteOffset, } if callerNode.OutEdges == nil { callerNode.OutEdges = make(map[pgo.NamedCallEdge]*IREdge) } callerNode.OutEdges[key] = edge } PostLookupCleanup() } // 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.Funcs, func(list []*ir.Func, recursive bool) { for _, f := range list { name := ir.LinkFuncName(f) funcs[name] = struct{}{} } }) // Determine nodes of DOT. // // Note that ir.Func may be nil for functions not visible from this // package. nodes := make(map[string]*ir.Func) for name := range funcs { if n, ok := p.WeightedCG.IRNodes[name]; ok { for _, e := range n.OutEdges { if _, ok := nodes[e.Src.Name()]; !ok { nodes[e.Src.Name()] = e.Src.AST } if _, ok := nodes[e.Dst.Name()]; !ok { nodes[e.Dst.Name()] = e.Dst.AST } } if _, ok := nodes[n.Name()]; !ok { nodes[n.Name()] = n.AST } } } // Print nodes. for name, ast := range nodes { if _, ok := p.WeightedCG.IRNodes[name]; ok { style := "solid" if ast == nil { style = "dashed" } if ast != nil && ast.Inl != nil { fmt.Printf("\"%v\" [color=black, style=%s, label=\"%v,inl_cost=%d\"];\n", name, style, name, ast.Inl.Cost) } else { fmt.Printf("\"%v\" [color=black, style=%s, label=\"%v\"];\n", name, style, name) } } } // Print edges. ir.VisitFuncsBottomUp(typecheck.Target.Funcs, func(list []*ir.Func, recursive bool) { for _, f := range list { name := ir.LinkFuncName(f) if n, ok := p.WeightedCG.IRNodes[name]; ok { for _, e := range n.OutEdges { style := "solid" if e.Dst.AST == nil { style = "dashed" } color := "black" edgepercent := pgo.WeightInPercentage(e.Weight, p.TotalWeight) if edgepercent > edgeThreshold { color = "red" } fmt.Printf("edge [color=%s, style=%s];\n", color, style) fmt.Printf("\"%v\" -> \"%v\" [label=\"%.2f\"];\n", n.Name(), e.Dst.Name(), edgepercent) } } } }) fmt.Printf("}\n") } // DirectCallee takes a function-typed expression and returns the underlying // function that it refers to if statically known. Otherwise, it returns nil. // // Equivalent to inline.inlCallee without calling CanInline on closures. func DirectCallee(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 }