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
})
}