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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.
// 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 assosciates 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"
"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("pgo.LookupMethodFunc 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 := make(map[string]*IRNode, len(g.IRNodes))
for k, v := range g.IRNodes {
localNodes[k] = v
}
// 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
}
}
// 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
}