// Copyright 2014 Google Inc. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. package profile import ( "encoding/binary" "fmt" "sort" "strconv" "strings" ) // Compact performs garbage collection on a profile to remove any // unreferenced fields. This is useful to reduce the size of a profile // after samples or locations have been removed. func (p *Profile) Compact() *Profile { p, _ = Merge([]*Profile{p}) return p } // Merge merges all the profiles in profs into a single Profile. // Returns a new profile independent of the input profiles. The merged // profile is compacted to eliminate unused samples, locations, // functions and mappings. Profiles must have identical profile sample // and period types or the merge will fail. profile.Period of the // resulting profile will be the maximum of all profiles, and // profile.TimeNanos will be the earliest nonzero one. Merges are // associative with the caveat of the first profile having some // specialization in how headers are combined. There may be other // subtleties now or in the future regarding associativity. func Merge(srcs []*Profile) (*Profile, error) { if len(srcs) == 0 { return nil, fmt.Errorf("no profiles to merge") } p, err := combineHeaders(srcs) if err != nil { return nil, err } pm := &profileMerger{ p: p, samples: make(map[sampleKey]*Sample, len(srcs[0].Sample)), locations: make(map[locationKey]*Location, len(srcs[0].Location)), functions: make(map[functionKey]*Function, len(srcs[0].Function)), mappings: make(map[mappingKey]*Mapping, len(srcs[0].Mapping)), } for _, src := range srcs { // Clear the profile-specific hash tables pm.locationsByID = makeLocationIDMap(len(src.Location)) pm.functionsByID = make(map[uint64]*Function, len(src.Function)) pm.mappingsByID = make(map[uint64]mapInfo, len(src.Mapping)) if len(pm.mappings) == 0 && len(src.Mapping) > 0 { // The Mapping list has the property that the first mapping // represents the main binary. Take the first Mapping we see, // otherwise the operations below will add mappings in an // arbitrary order. pm.mapMapping(src.Mapping[0]) } for _, s := range src.Sample { if !isZeroSample(s) { pm.mapSample(s) } } } for _, s := range p.Sample { if isZeroSample(s) { // If there are any zero samples, re-merge the profile to GC // them. return Merge([]*Profile{p}) } } return p, nil } // Normalize normalizes the source profile by multiplying each value in profile by the // ratio of the sum of the base profile's values of that sample type to the sum of the // source profile's value of that sample type. func (p *Profile) Normalize(pb *Profile) error { if err := p.compatible(pb); err != nil { return err } baseVals := make([]int64, len(p.SampleType)) for _, s := range pb.Sample { for i, v := range s.Value { baseVals[i] += v } } srcVals := make([]int64, len(p.SampleType)) for _, s := range p.Sample { for i, v := range s.Value { srcVals[i] += v } } normScale := make([]float64, len(baseVals)) for i := range baseVals { if srcVals[i] == 0 { normScale[i] = 0.0 } else { normScale[i] = float64(baseVals[i]) / float64(srcVals[i]) } } p.ScaleN(normScale) return nil } func isZeroSample(s *Sample) bool { for _, v := range s.Value { if v != 0 { return false } } return true } type profileMerger struct { p *Profile // Memoization tables within a profile. locationsByID locationIDMap functionsByID map[uint64]*Function mappingsByID map[uint64]mapInfo // Memoization tables for profile entities. samples map[sampleKey]*Sample locations map[locationKey]*Location functions map[functionKey]*Function mappings map[mappingKey]*Mapping } type mapInfo struct { m *Mapping offset int64 } func (pm *profileMerger) mapSample(src *Sample) *Sample { // Check memoization table k := pm.sampleKey(src) if ss, ok := pm.samples[k]; ok { for i, v := range src.Value { ss.Value[i] += v } return ss } // Make new sample. s := &Sample{ Location: make([]*Location, len(src.Location)), Value: make([]int64, len(src.Value)), Label: make(map[string][]string, len(src.Label)), NumLabel: make(map[string][]int64, len(src.NumLabel)), NumUnit: make(map[string][]string, len(src.NumLabel)), } for i, l := range src.Location { s.Location[i] = pm.mapLocation(l) } for k, v := range src.Label { vv := make([]string, len(v)) copy(vv, v) s.Label[k] = vv } for k, v := range src.NumLabel { u := src.NumUnit[k] vv := make([]int64, len(v)) uu := make([]string, len(u)) copy(vv, v) copy(uu, u) s.NumLabel[k] = vv s.NumUnit[k] = uu } copy(s.Value, src.Value) pm.samples[k] = s pm.p.Sample = append(pm.p.Sample, s) return s } func (pm *profileMerger) sampleKey(sample *Sample) sampleKey { // Accumulate contents into a string. var buf strings.Builder buf.Grow(64) // Heuristic to avoid extra allocs // encode a number putNumber := func(v uint64) { var num [binary.MaxVarintLen64]byte n := binary.PutUvarint(num[:], v) buf.Write(num[:n]) } // encode a string prefixed with its length. putDelimitedString := func(s string) { putNumber(uint64(len(s))) buf.WriteString(s) } for _, l := range sample.Location { // Get the location in the merged profile, which may have a different ID. if loc := pm.mapLocation(l); loc != nil { putNumber(loc.ID) } } putNumber(0) // Delimiter for _, l := range sortedKeys1(sample.Label) { putDelimitedString(l) values := sample.Label[l] putNumber(uint64(len(values))) for _, v := range values { putDelimitedString(v) } } for _, l := range sortedKeys2(sample.NumLabel) { putDelimitedString(l) values := sample.NumLabel[l] putNumber(uint64(len(values))) for _, v := range values { putNumber(uint64(v)) } units := sample.NumUnit[l] putNumber(uint64(len(units))) for _, v := range units { putDelimitedString(v) } } return sampleKey(buf.String()) } type sampleKey string // sortedKeys1 returns the sorted keys found in a string->[]string map. // // Note: this is currently non-generic since github pprof runs golint, // which does not support generics. When that issue is fixed, it can // be merged with sortedKeys2 and made into a generic function. func sortedKeys1(m map[string][]string) []string { if len(m) == 0 { return nil } keys := make([]string, 0, len(m)) for k := range m { keys = append(keys, k) } sort.Strings(keys) return keys } // sortedKeys2 returns the sorted keys found in a string->[]int64 map. // // Note: this is currently non-generic since github pprof runs golint, // which does not support generics. When that issue is fixed, it can // be merged with sortedKeys1 and made into a generic function. func sortedKeys2(m map[string][]int64) []string { if len(m) == 0 { return nil } keys := make([]string, 0, len(m)) for k := range m { keys = append(keys, k) } sort.Strings(keys) return keys } func (pm *profileMerger) mapLocation(src *Location) *Location { if src == nil { return nil } if l := pm.locationsByID.get(src.ID); l != nil { return l } mi := pm.mapMapping(src.Mapping) l := &Location{ ID: uint64(len(pm.p.Location) + 1), Mapping: mi.m, Address: uint64(int64(src.Address) + mi.offset), Line: make([]Line, len(src.Line)), IsFolded: src.IsFolded, } for i, ln := range src.Line { l.Line[i] = pm.mapLine(ln) } // Check memoization table. Must be done on the remapped location to // account for the remapped mapping ID. k := l.key() if ll, ok := pm.locations[k]; ok { pm.locationsByID.set(src.ID, ll) return ll } pm.locationsByID.set(src.ID, l) pm.locations[k] = l pm.p.Location = append(pm.p.Location, l) return l } // key generates locationKey to be used as a key for maps. func (l *Location) key() locationKey { key := locationKey{ addr: l.Address, isFolded: l.IsFolded, } if l.Mapping != nil { // Normalizes address to handle address space randomization. key.addr -= l.Mapping.Start key.mappingID = l.Mapping.ID } lines := make([]string, len(l.Line)*3) for i, line := range l.Line { if line.Function != nil { lines[i*2] = strconv.FormatUint(line.Function.ID, 16) } lines[i*2+1] = strconv.FormatInt(line.Line, 16) lines[i*2+2] = strconv.FormatInt(line.Column, 16) } key.lines = strings.Join(lines, "|") return key } type locationKey struct { addr, mappingID uint64 lines string isFolded bool } func (pm *profileMerger) mapMapping(src *Mapping) mapInfo { if src == nil { return mapInfo{} } if mi, ok := pm.mappingsByID[src.ID]; ok { return mi } // Check memoization tables. mk := src.key() if m, ok := pm.mappings[mk]; ok { mi := mapInfo{m, int64(m.Start) - int64(src.Start)} pm.mappingsByID[src.ID] = mi return mi } m := &Mapping{ ID: uint64(len(pm.p.Mapping) + 1), Start: src.Start, Limit: src.Limit, Offset: src.Offset, File: src.File, KernelRelocationSymbol: src.KernelRelocationSymbol, BuildID: src.BuildID, HasFunctions: src.HasFunctions, HasFilenames: src.HasFilenames, HasLineNumbers: src.HasLineNumbers, HasInlineFrames: src.HasInlineFrames, } pm.p.Mapping = append(pm.p.Mapping, m) // Update memoization tables. pm.mappings[mk] = m mi := mapInfo{m, 0} pm.mappingsByID[src.ID] = mi return mi } // key generates encoded strings of Mapping to be used as a key for // maps. func (m *Mapping) key() mappingKey { // Normalize addresses to handle address space randomization. // Round up to next 4K boundary to avoid minor discrepancies. const mapsizeRounding = 0x1000 size := m.Limit - m.Start size = size + mapsizeRounding - 1 size = size - (size % mapsizeRounding) key := mappingKey{ size: size, offset: m.Offset, } switch { case m.BuildID != "": key.buildIDOrFile = m.BuildID case m.File != "": key.buildIDOrFile = m.File default: // A mapping containing neither build ID nor file name is a fake mapping. A // key with empty buildIDOrFile is used for fake mappings so that they are // treated as the same mapping during merging. } return key } type mappingKey struct { size, offset uint64 buildIDOrFile string } func (pm *profileMerger) mapLine(src Line) Line { ln := Line{ Function: pm.mapFunction(src.Function), Line: src.Line, Column: src.Column, } return ln } func (pm *profileMerger) mapFunction(src *Function) *Function { if src == nil { return nil } if f, ok := pm.functionsByID[src.ID]; ok { return f } k := src.key() if f, ok := pm.functions[k]; ok { pm.functionsByID[src.ID] = f return f } f := &Function{ ID: uint64(len(pm.p.Function) + 1), Name: src.Name, SystemName: src.SystemName, Filename: src.Filename, StartLine: src.StartLine, } pm.functions[k] = f pm.functionsByID[src.ID] = f pm.p.Function = append(pm.p.Function, f) return f } // key generates a struct to be used as a key for maps. func (f *Function) key() functionKey { return functionKey{ f.StartLine, f.Name, f.SystemName, f.Filename, } } type functionKey struct { startLine int64 name, systemName, fileName string } // combineHeaders checks that all profiles can be merged and returns // their combined profile. func combineHeaders(srcs []*Profile) (*Profile, error) { for _, s := range srcs[1:] { if err := srcs[0].compatible(s); err != nil { return nil, err } } var timeNanos, durationNanos, period int64 var comments []string seenComments := map[string]bool{} var docURL string var defaultSampleType string for _, s := range srcs { if timeNanos == 0 || s.TimeNanos < timeNanos { timeNanos = s.TimeNanos } durationNanos += s.DurationNanos if period == 0 || period < s.Period { period = s.Period } for _, c := range s.Comments { if seen := seenComments[c]; !seen { comments = append(comments, c) seenComments[c] = true } } if defaultSampleType == "" { defaultSampleType = s.DefaultSampleType } if docURL == "" { docURL = s.DocURL } } p := &Profile{ SampleType: make([]*ValueType, len(srcs[0].SampleType)), DropFrames: srcs[0].DropFrames, KeepFrames: srcs[0].KeepFrames, TimeNanos: timeNanos, DurationNanos: durationNanos, PeriodType: srcs[0].PeriodType, Period: period, Comments: comments, DefaultSampleType: defaultSampleType, DocURL: docURL, } copy(p.SampleType, srcs[0].SampleType) return p, nil } // compatible determines if two profiles can be compared/merged. // returns nil if the profiles are compatible; otherwise an error with // details on the incompatibility. func (p *Profile) compatible(pb *Profile) error { if !equalValueType(p.PeriodType, pb.PeriodType) { return fmt.Errorf("incompatible period types %v and %v", p.PeriodType, pb.PeriodType) } if len(p.SampleType) != len(pb.SampleType) { return fmt.Errorf("incompatible sample types %v and %v", p.SampleType, pb.SampleType) } for i := range p.SampleType { if !equalValueType(p.SampleType[i], pb.SampleType[i]) { return fmt.Errorf("incompatible sample types %v and %v", p.SampleType, pb.SampleType) } } return nil } // equalValueType returns true if the two value types are semantically // equal. It ignores the internal fields used during encode/decode. func equalValueType(st1, st2 *ValueType) bool { return st1.Type == st2.Type && st1.Unit == st2.Unit } // locationIDMap is like a map[uint64]*Location, but provides efficiency for // ids that are densely numbered, which is often the case. type locationIDMap struct { dense []*Location // indexed by id for id < len(dense) sparse map[uint64]*Location // indexed by id for id >= len(dense) } func makeLocationIDMap(n int) locationIDMap { return locationIDMap{ dense: make([]*Location, n), sparse: map[uint64]*Location{}, } } func (lm locationIDMap) get(id uint64) *Location { if id < uint64(len(lm.dense)) { return lm.dense[int(id)] } return lm.sparse[id] } func (lm locationIDMap) set(id uint64, loc *Location) { if id < uint64(len(lm.dense)) { lm.dense[id] = loc return } lm.sparse[id] = loc } // CompatibilizeSampleTypes makes profiles compatible to be compared/merged. It // keeps sample types that appear in all profiles only and drops/reorders the // sample types as necessary. // // In the case of sample types order is not the same for given profiles the // order is derived from the first profile. // // Profiles are modified in-place. // // It returns an error if the sample type's intersection is empty. func CompatibilizeSampleTypes(ps []*Profile) error { sTypes := commonSampleTypes(ps) if len(sTypes) == 0 { return fmt.Errorf("profiles have empty common sample type list") } for _, p := range ps { if err := compatibilizeSampleTypes(p, sTypes); err != nil { return err } } return nil } // commonSampleTypes returns sample types that appear in all profiles in the // order how they ordered in the first profile. func commonSampleTypes(ps []*Profile) []string { if len(ps) == 0 { return nil } sTypes := map[string]int{} for _, p := range ps { for _, st := range p.SampleType { sTypes[st.Type]++ } } var res []string for _, st := range ps[0].SampleType { if sTypes[st.Type] == len(ps) { res = append(res, st.Type) } } return res } // compatibilizeSampleTypes drops sample types that are not present in sTypes // list and reorder them if needed. // // It sets DefaultSampleType to sType[0] if it is not in sType list. // // It assumes that all sample types from the sTypes list are present in the // given profile otherwise it returns an error. func compatibilizeSampleTypes(p *Profile, sTypes []string) error { if len(sTypes) == 0 { return fmt.Errorf("sample type list is empty") } defaultSampleType := sTypes[0] reMap, needToModify := make([]int, len(sTypes)), false for i, st := range sTypes { if st == p.DefaultSampleType { defaultSampleType = p.DefaultSampleType } idx := searchValueType(p.SampleType, st) if idx < 0 { return fmt.Errorf("%q sample type is not found in profile", st) } reMap[i] = idx if idx != i { needToModify = true } } if !needToModify && len(sTypes) == len(p.SampleType) { return nil } p.DefaultSampleType = defaultSampleType oldSampleTypes := p.SampleType p.SampleType = make([]*ValueType, len(sTypes)) for i, idx := range reMap { p.SampleType[i] = oldSampleTypes[idx] } values := make([]int64, len(sTypes)) for _, s := range p.Sample { for i, idx := range reMap { values[i] = s.Value[idx] } s.Value = s.Value[:len(values)] copy(s.Value, values) } return nil } func searchValueType(vts []*ValueType, s string) int { for i, vt := range vts { if vt.Type == s { return i } } return -1 }