| // 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 | |
| } | |
| // createIRGraph 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 | |
| } | |