vermeer/apps/compute/api.go (484 lines of code) (raw):

/* Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to You 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 compute import ( "context" "fmt" "io/fs" "os" "path/filepath" "plugin" "strings" "vermeer/apps/buffer" "vermeer/apps/serialize" "vermeer/apps/structure" "github.com/sirupsen/logrus" ) type ValueType int const ( ValueTypeFloat32 ValueType = iota ValueTypeInt32 ValueTypeInt64 ValueTypeSliceUint32 ValueTypeSliceFloat32 ValueTypeSliceInt64 ) const ( CValueActionNormal = iota CValueActionAggregate ) const ( UseOutEdge = "use_out_edge" UseOutDegree = "use_out_degree" UseProperty = "use_property" ) type AlgorithmType int const ( AlgorithmOLAP AlgorithmType = iota AlgorithmOLTP ) type CValue struct { ValueType ValueType Action byte Value interface{} } func (cv *CValue) Marshal(buffer []byte) (int, error) { offset := 0 buffer[offset] = byte(cv.ValueType) offset++ buffer[offset] = cv.Action offset++ switch cv.ValueType { case ValueTypeInt32: v := cv.Value.(serialize.SInt32) n, _ := v.Marshal(buffer[offset:]) offset += n case ValueTypeInt64: v := cv.Value.(serialize.SInt64) n, _ := v.Marshal(buffer[offset:]) offset += n case ValueTypeFloat32: v := cv.Value.(serialize.SFloat32) n, _ := v.Marshal(buffer[offset:]) offset += n case ValueTypeSliceUint32: v := cv.Value.(serialize.SliceUint32) n, _ := v.Marshal(buffer[offset:]) offset += n case ValueTypeSliceFloat32: v := cv.Value.(serialize.SliceFloat32) n, _ := v.Marshal(buffer[offset:]) offset += n case ValueTypeSliceInt64: v := cv.Value.(serialize.SliceInt64) n, _ := v.Marshal(buffer[offset:]) offset += n default: logrus.Errorf("Marshal value type not matched: %d", cv.ValueType) } return offset, nil } func (cv *CValue) Unmarshal(buffer []byte) (int, error) { offset := 0 cv.ValueType = ValueType(buffer[offset]) offset++ cv.Action = buffer[offset] offset++ switch cv.ValueType { case ValueTypeInt32: var vv serialize.SInt32 n, _ := vv.Unmarshal(buffer[offset:]) cv.Value = vv offset += n case ValueTypeInt64: var vv serialize.SInt64 n, _ := vv.Unmarshal(buffer[offset:]) cv.Value = vv offset += n case ValueTypeFloat32: var vv serialize.SFloat32 n, _ := vv.Unmarshal(buffer[offset:]) cv.Value = vv offset += n case ValueTypeSliceUint32: var vv serialize.SliceUint32 n, _ := vv.Unmarshal(buffer[offset:]) cv.Value = vv offset += n case ValueTypeSliceFloat32: var vv serialize.SliceFloat32 n, _ := vv.Unmarshal(buffer[offset:]) cv.Value = vv offset += n case ValueTypeSliceInt64: var vv serialize.SliceInt64 n, _ := vv.Unmarshal(buffer[offset:]) cv.Value = vv offset += n default: logrus.Errorf("Unmarshal value type not matched: %d", cv.ValueType) } return offset, nil } func (cv *CValue) ToString() string { var toString string switch cv.ValueType { case ValueTypeInt32: value := cv.Value.(serialize.SInt32) toString = value.ToString() case ValueTypeInt64: value := cv.Value.(serialize.SInt64) toString = value.ToString() case ValueTypeFloat32: value := cv.Value.(serialize.SFloat32) toString = value.ToString() case ValueTypeSliceUint32: value := cv.Value.(serialize.SliceUint32) toString = value.ToString() case ValueTypeSliceFloat32: value := cv.Value.(serialize.SFloat32) toString = value.ToString() case ValueTypeSliceInt64: value := cv.Value.(serialize.SliceInt64) toString = value.ToString() default: logrus.Errorf("Unmarshal value type not matched: %d", cv.ValueType) } return toString } func (cv *CValue) PredictSize() int { var predictSize int predictSize += 2 switch cv.ValueType { case ValueTypeInt32: value := cv.Value.(serialize.SInt32) predictSize = value.PredictSize() case ValueTypeInt64: value := cv.Value.(serialize.SInt64) predictSize = value.PredictSize() case ValueTypeFloat32: value := cv.Value.(serialize.SFloat32) predictSize = value.PredictSize() case ValueTypeSliceUint32: value := cv.Value.(serialize.SliceUint32) predictSize = value.PredictSize() case ValueTypeSliceFloat32: value := cv.Value.(serialize.SliceFloat32) predictSize = value.PredictSize() case ValueTypeSliceInt64: value := cv.Value.(serialize.SliceInt64) predictSize = value.PredictSize() default: logrus.Errorf("Unmarshal value type not matched: %d", cv.ValueType) } return predictSize } type CContext struct { context.Context CValues map[string]*CValue } func (cc *CContext) CreateValue(name string, vType ValueType, action byte) { vv := CValue{ ValueType: vType, Action: action, } cc.CValues[name] = &vv } func (cc *CContext) SetValue(name string, value interface{}) { cc.CValues[name].Value = value } func (cc *CContext) GetValue(name string) interface{} { return cc.CValues[name].Value } func (cc *CContext) MarshalValues() map[string][]byte { cValues := make(map[string][]byte, len(cc.CValues)) for k, v := range cc.CValues { aa := make([]byte, v.PredictSize()+64) n, _ := v.Marshal(aa) bb := make([]byte, n) copy(bb, aa) cValues[k] = bb // logrus.Infof("context marshal value: %s, %v", k, v.Value) } return cValues } func (cc *CContext) UnmarshalValues(values map[string][]byte) { for k, v := range cc.CValues { if data, ok := values[k]; ok { _, err := v.Unmarshal(data) if err != nil { logrus.Errorf("compute value unmarshal error: %s", err) } // logrus.Infof("context unmarshal value: %s, %v", k, v.Value) } } } type VValues struct { VType ValueType Values interface{} } type CWContext struct { CContext Params map[string]string Step int32 Parallel int Workers int GraphData *structure.GraphData SendBuffers []buffer.EncodeBuffer WorkerIdx int Output bool } func (cwc *CWContext) MakeSendBuffer() { cwc.SendBuffers = make([]buffer.EncodeBuffer, cwc.Parallel) for i := range cwc.SendBuffers { cwc.SendBuffers[i].Init(2 * 1024 * 1024) } } func (cwc *CWContext) PartCount(total int) int { if cwc.WorkerIdx+1 == cwc.Workers { return total - (total/cwc.Workers)*(cwc.Workers-1) } return total / cwc.Workers } func (cwc *CWContext) PartStart(total int) int { return (total / cwc.Workers) * cwc.WorkerIdx } type CMContext struct { CContext Params map[string]string Step int32 Parallel int WorkerCValues map[string]map[string]*CValue } func (cmc *CMContext) AggregateValue() { cValues := make(map[string]*CValue) for _, v := range cmc.WorkerCValues { for vn, vv := range v { if vv.Action != CValueActionAggregate { continue } if cv, ok := cValues[vn]; !ok { cValues[vn] = &CValue{ ValueType: vv.ValueType, Action: vv.Action, Value: vv.Value, } } else { switch cv.ValueType { case ValueTypeFloat32: cValues[vn].Value = cValues[vn].Value.(serialize.SFloat32) + vv.Value.(serialize.SFloat32) case ValueTypeInt32: cValues[vn].Value = cValues[vn].Value.(serialize.SInt32) + vv.Value.(serialize.SInt32) case ValueTypeInt64: cValues[vn].Value = cValues[vn].Value.(serialize.SInt64) + vv.Value.(serialize.SInt64) case ValueTypeSliceUint32: cValues[vn].Value = append(cValues[vn].Value.(serialize.SliceUint32), vv.Value.(serialize.SliceUint32)...) case ValueTypeSliceFloat32: cValues[vn].Value = append(cValues[vn].Value.(serialize.SliceFloat32), vv.Value.(serialize.SliceFloat32)...) case ValueTypeSliceInt64: cValues[vn].Value = append(cValues[vn].Value.(serialize.SliceInt64), vv.Value.(serialize.SliceInt64)...) default: logrus.Errorf("AggregateValue unknown value type: %d", cv.ValueType) } } } } for k, v := range cValues { cmc.CreateValue(k, v.ValueType, v.Action) cmc.SetValue(k, v.Value) } } type WorkerComputer interface { MakeContext(params map[string]string) *CWContext Init() error Scatters() []int ScatterValue(sIdx int, vIdx int) serialize.MarshalAble VertexValue(vertexId uint32) serialize.MarshalAble BeforeStep() Compute(vertexId uint32, pId int) AfterStep() Close() Output() []byte Context() *CWContext OutputValueType() string } type MasterComputer interface { MakeContext(params map[string]string) *CMContext Init() error BeforeStep() Compute() bool AfterStep() Close() Statistics() map[string]any Output([][]byte) any Context() *CMContext } type WorkerComputerBase struct { WContext *CWContext } func (wcb *WorkerComputerBase) MakeContext(params map[string]string) *CWContext { wcb.WContext = &CWContext{ CContext: CContext{ Context: context.Background(), CValues: make(map[string]*CValue), }, Params: params, } return wcb.WContext } func (wcb *WorkerComputerBase) Context() *CWContext { return wcb.WContext } func (wcb *WorkerComputerBase) CreateVertexValue() VValues { return VValues{} } func (wcb *WorkerComputerBase) Init() error { return nil } func (wcb *WorkerComputerBase) Scatters() []int { return []int{} } func (wcb *WorkerComputerBase) ScatterValue(int, int) serialize.MarshalAble { return nil } func (wcb *WorkerComputerBase) BeforeStep() { } func (wcb *WorkerComputerBase) Compute(vertexID uint32, pID int) { _, _ = vertexID, pID } func (wcb *WorkerComputerBase) AfterStep() { } func (wcb *WorkerComputerBase) VertexValue(vertexId uint32) serialize.MarshalAble { _ = vertexId return nil } func (wcb *WorkerComputerBase) Close() { } func (wcb *WorkerComputerBase) Output() []byte { return nil } func (wcb *WorkerComputerBase) OutputValueType() string { return "TEXT" } type MasterComputerBase struct { MContext *CMContext } func (mcb *MasterComputerBase) MakeContext(params map[string]string) *CMContext { mcb.MContext = &CMContext{ CContext: CContext{ Context: context.Background(), CValues: make(map[string]*CValue), }, Params: params, WorkerCValues: make(map[string]map[string]*CValue), } return mcb.MContext } func (mcb *MasterComputerBase) Init() error { return nil } func (mcb *MasterComputerBase) BeforeStep() { } func (mcb *MasterComputerBase) Compute() bool { return true } func (mcb *MasterComputerBase) AfterStep() { } func (mcb *MasterComputerBase) Close() { } func (mcb *MasterComputerBase) Output([][]byte) any { return nil } func (mcb *MasterComputerBase) Statistics() map[string]any { return nil } func (mcb *MasterComputerBase) Context() *CMContext { return mcb.MContext } type AlgorithmMaker interface { CreateWorkerComputer() WorkerComputer CreateMasterComputer() MasterComputer Name() string // DataNeeded outEdge, outDegree, undirected DataNeeded() []string SupportedStatistics() map[StatisticsType]struct{} Type() AlgorithmType } type AlgorithmMakerBase struct { } func (a *AlgorithmMakerBase) CreateWorkerComputer() WorkerComputer { return &WorkerComputerBase{} } func (a *AlgorithmMakerBase) CreateMasterComputer() MasterComputer { return &MasterComputerBase{} } func (a *AlgorithmMakerBase) Name() string { return "base" } func (a *AlgorithmMakerBase) DataNeeded() []string { return []string{} } func (a *AlgorithmMakerBase) SupportedStatistics() map[StatisticsType]struct{} { return map[StatisticsType]struct{}{StatisticsTypeIgnore: {}} } func (a *AlgorithmMakerBase) Type() AlgorithmType { return AlgorithmOLAP } var AlgorithmManager = &algorithmManager{} type algorithmManager struct { algorithms map[string]AlgorithmMaker } func (am *algorithmManager) Init() { am.algorithms = make(map[string]AlgorithmMaker) } func (am *algorithmManager) Register(maker AlgorithmMaker, from string) { am.algorithms[maker.Name()] = maker logrus.Infof("Algorithm register OK, %s, from: %s", maker.Name(), from) } func (am *algorithmManager) GetMaker(algoName string) AlgorithmMaker { if maker, ok := am.algorithms[algoName]; ok { return maker } logrus.Errorf("GetMaker error, algo not exists: %s", algoName) return nil } func (am *algorithmManager) MakeWorkerComputer(algoName string) WorkerComputer { if maker, ok := am.algorithms[algoName]; ok { return maker.CreateWorkerComputer() } logrus.Errorf("MakeWorkerComputer error, algo not exists: %s", algoName) return nil } func (am *algorithmManager) MakeMasterComputer(algoName string) (MasterComputer, error) { if maker, ok := am.algorithms[algoName]; ok { return maker.CreateMasterComputer(), nil } logrus.Errorf("MakeMasterComputer error, algo not exists: %s", algoName) return nil, fmt.Errorf("MakeMasterComputer error, algo not exists: %s", algoName) } func (am *algorithmManager) LoadPlugins() { projectPath, _ := filepath.Abs(filepath.Dir(os.Args[0])) pluginPath := filepath.Join(projectPath, "plugins/") _ = filepath.Walk(pluginPath, func(path string, info fs.FileInfo, err error) error { if info == nil { return nil } if !strings.HasSuffix(info.Name(), ".so") { return nil } plug, err := plugin.Open(path) if err != nil { logrus.Warnf("open plugin error: %s, %s", path, err) return nil } makerPlug, err := plug.Lookup("AlgoMaker") if err != nil { logrus.Warnf("plugin lookup error: %s, %s", path, err) return nil } maker, ok := makerPlug.(AlgorithmMaker) if !ok { logrus.Warnf("unexpected type from module symbol") } am.Register(maker, "plugin") return nil }) }