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emitter.go
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package corral
import (
"encoding/json"
"errors"
"fmt"
log "github.com/sirupsen/logrus"
"hash/fnv"
"io"
"strconv"
"strings"
"sync"
"github.com/bcongdon/corral/internal/pkg/corfs"
)
// Emitter enables mappers and reducers to yield key-value pairs.
type Emitter interface {
Emit(key, value string) error
close() error
bytesWritten() int64
setPartitionFunc(partitionFunc PartitionFunc)
getLengths() []int
}
// reducerEmitter is a threadsafe emitter.
type reducerEmitter struct {
writer io.WriteCloser
mut *sync.Mutex
writtenBytes int64
}
// newReducerEmitter initializes and returns a new reducerEmitter
func newReducerEmitter(writer io.WriteCloser) *reducerEmitter {
return &reducerEmitter{
writer: writer,
mut: &sync.Mutex{},
}
}
// Emit yields a key-value pair to the framework.
func (e *reducerEmitter) Emit(key, value string) error {
e.mut.Lock()
defer e.mut.Unlock()
n, err := e.writer.Write([]byte(fmt.Sprintf("%s\t%s\n", key, value)))
e.writtenBytes += int64(n)
return err
}
// close terminates the reducerEmitter. close must not be called more than once
func (e *reducerEmitter) close() error {
return e.writer.Close()
}
func (e *reducerEmitter) bytesWritten() int64 {
return e.writtenBytes
}
func (e *reducerEmitter) setPartitionFunc(partitionFunc PartitionFunc) {
// skip
}
func (e *reducerEmitter) getLengths() []int {
return nil
}
// mapperEmitter is an emitter that partitions keys written to it.
// mapperEmitter maintains a map of writers. Keys are partitioned into one of numBins
// intermediate "shuffle" bins. Each bin is written as a separate file.
type mapperEmitter struct {
numBins uint // number of intermediate shuffle bins
writers map[uint]io.WriteCloser // maps a parition number to an open writer
fs corfs.FileSystem // filesystem to use when opening writers
mapperID uint // numeric identifier of the mapper using this emitter
outDir string // folder to save map output to
partitionFunc PartitionFunc // PartitionFunc to use when partitioning map output keys into intermediate bins
writtenBytes int64 // counter for number of bytes written from emitted key/val pairs
}
func (me *mapperEmitter) setPartitionFunc(partitionFunc PartitionFunc) {
//TODO implement me
me.partitionFunc = partitionFunc
}
// Initializes a new mapperEmitter
func newMapperEmitter(numBins uint, mapperID uint, outDir string, fs corfs.FileSystem) mapperEmitter {
return mapperEmitter{
numBins: numBins,
writers: make(map[uint]io.WriteCloser, numBins),
fs: fs,
mapperID: mapperID,
outDir: outDir,
partitionFunc: hashPartition,
}
}
// hashPartition partitions a key to one of numBins shuffle bins
func hashPartition(key string, numBins uint) uint {
h := fnv.New64()
h.Write([]byte(key))
return uint(h.Sum64() % uint64(numBins))
}
// Emit yields a key-value pair to the framework.
func (me *mapperEmitter) Emit(key, value string) error {
bin := me.partitionFunc(key, me.numBins)
// Open writer for the bin, if necessary
writer, exists := me.writers[bin]
if !exists {
var err error
path := me.fs.Join(me.outDir, "Shuffle_origin", fmt.Sprintf("Shuffle_%d_map_%d_reduce_%d.data", defaultShuffleID, me.mapperID, bin))
writer, err = me.fs.OpenWriter(path)
if err != nil {
return err
}
me.writers[bin] = writer
}
var err error
var n int
if shuffleOutType == "json" {
// JSON格式的序列化
kv := keyValue{
Key: key,
Value: value,
}
data, err := json.Marshal(kv)
if err != nil {
log.Error(err)
return err
}
data = append(data, '\n')
n, err = writer.Write(data)
me.writtenBytes += int64(n)
} else {
n, err = writer.Write([]byte(fmt.Sprintf("%s\t%s\n", key, value)))
me.writtenBytes += int64(n)
}
return err
}
// close terminates the mapperEmitter. Must not be called more than once
func (me *mapperEmitter) close() error {
errs := make([]string, 0)
for _, writer := range me.writers {
err := writer.Close()
if err != nil {
errs = append(errs, err.Error())
}
}
if len(errs) > 0 {
return errors.New(strings.Join(errs, "\n"))
}
return nil
}
func (me *mapperEmitter) bytesWritten() int64 {
return me.writtenBytes
}
func (me *mapperEmitter) getLengths() []int {
return nil
}
// SingleFileMapperEmitter
// 每个Map生成一个Shuffle数据文件ShuffleID_MapID.data,一个索引文件ShuffleID_MapID.index (指向每个分区的起始位置和终止位置)
type SingleFileMapperEmitter struct {
numPartitions uint // number of partitions
writer io.WriteCloser // maps a parition number to an open writer
fs corfs.FileSystem // filesystem to use when opening writers
mapperID uint // numeric identifier of the mapper using this emitter
outDir string // folder to save map output to
partitionFunc PartitionFunc // PartitionFunc to use when partitioning map output keys into intermediate bins
writtenBytes int64 // counter for number of bytes written from emitted key/val pairs
dataBuffer map[uint][][]byte // 所有需要写出的数据,key是partitionID,value是待写出的Record
lengths []int // index文件,每个分区数据块的起始偏移量和结束偏移量
}
func (me *SingleFileMapperEmitter) setPartitionFunc(partitionFunc PartitionFunc) {
me.partitionFunc = partitionFunc
}
// Initializes a new SingleFileMapperEmitter
func newSingleFileMapperEmitter(numPartitions uint, mapperID uint, outDir string, fs corfs.FileSystem) SingleFileMapperEmitter {
return SingleFileMapperEmitter{
numPartitions: numPartitions,
fs: fs,
mapperID: mapperID,
outDir: outDir,
partitionFunc: hashPartition,
dataBuffer: make(map[uint][][]byte, numPartitions),
lengths: make([]int, 0),
}
}
// Emit yields a key-value pair to the framework.
func (me *SingleFileMapperEmitter) Emit(key, value string) error {
partitionID := me.partitionFunc(key, me.numPartitions)
var err error
var data []byte
if shuffleOutType == "json" {
// JSON格式的序列化
kv := keyValue{
Key: key,
Value: value,
}
data, err = json.Marshal(kv)
if err != nil {
log.Error(err)
return err
}
data = append(data, '\n')
} else {
data = []byte(fmt.Sprintf("%s\t%s\n", key, value))
}
if _, ok := me.dataBuffer[partitionID]; !ok {
me.dataBuffer[partitionID] = make([][]byte, 0)
}
me.dataBuffer[partitionID] = append(me.dataBuffer[partitionID], data)
return err
}
// 写出Shuffle Data文件和index文件
func (me *SingleFileMapperEmitter) close() error {
// Open writer for the bin, if necessary
if me.writer == nil {
var err error
path := me.fs.Join(me.outDir, "Shuffle_origin", fmt.Sprintf("Shuffle_%d_Map_%d.data", defaultShuffleID, me.mapperID))
me.writer, err = me.fs.OpenWriter(path)
if err != nil {
return err
}
}
errs := make([]string, 0)
var currentOffset = 0
me.lengths = append(me.lengths, currentOffset)
var partitionID uint = 0
for ; partitionID < me.numPartitions; partitionID++ {
datas, ok := me.dataBuffer[partitionID]
if !ok {
me.lengths = append(me.lengths, currentOffset)
continue
}
for _, data := range datas {
n, err := me.writer.Write(data)
if err != nil {
errs = append(errs, err.Error())
}
me.writtenBytes += int64(n)
currentOffset += n
}
me.lengths = append(me.lengths, currentOffset)
}
//// 如果是在本地运行,index数据直接写出到本地的文件
//// 如果是在lambda运行,index数据传回driver,由driver写出到本地
//if runningLocal() {
// err := me.writeToIndexFile(me.lengths)
// if err != nil {
// errs = append(errs, err.Error())
// }
//}
err := me.writeToIndexFile(me.lengths)
if err != nil {
errs = append(errs, err.Error())
}
err = me.writer.Close()
if err != nil {
errs = append(errs, err.Error())
}
if len(errs) > 0 {
log.Warn(errors.New(strings.Join(errs, "\n")))
}
return nil
}
func (me *SingleFileMapperEmitter) bytesWritten() int64 {
return me.writtenBytes
}
func (me *SingleFileMapperEmitter) writeToIndexFile(lengths []int) error {
indexPath := me.fs.Join(me.outDir, "Shuffle_origin", fmt.Sprintf("Shuffle_%d_Map_%d.index", defaultShuffleID, me.mapperID))
indexWriter, err := me.fs.OpenWriter(indexPath)
if err != nil {
return err
}
for _, offset := range lengths {
indexWriter.Write([]byte(fmt.Sprintf("%s\n", strconv.Itoa(offset))))
}
err = indexWriter.Close()
if err != nil {
return err
}
return nil
}
func (me *SingleFileMapperEmitter) getLengths() []int {
return me.lengths
}