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mapreduce.go
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mapreduce.go
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package mapreduce
import (
"path/filepath"
"runtime"
"sort"
"sync"
)
// MapReduce takes a list of Jobs and executes them concurrently on
// a FileSystem
func MapReduce(filesystem FileSystem, jobs Jobs) (err error) {
aggregatorInputs := make([]chan []MapResult, len(jobs))
for i := range jobs {
jobs[i].jobIndex = i
aggregatorInputs[i] = make(chan []MapResult)
}
foldersRemaining := &workRemaining{}
foldersRemaining.Add(folderToMap{Path: "", jobsAndStack: newStack(jobs)})
// stop is the gordian knot used to break all deadlocks
// all sends are done as selects against this channel, allowing them to
// drain when it is closed
stop := make(chan struct{})
stopNow := (&once{f: func() { close(stop) }}).Do
//defer stopNow()
// All blocking sends and receives on the main channel must listen to the
// error channel. Only the first error is received from it
errorChannel := make(chan error)
directoryOpenResultChan := make(chan directoryFileOpenResult)
ioWaitGroup := sync.WaitGroup{}
mapperWaitGroup := sync.WaitGroup{}
aggregatorWaitGroup := sync.WaitGroup{}
reducerWaitGroup := sync.WaitGroup{}
fileOpenRequests := make(chan fileOpenRequest, 2*runtime.NumCPU())
mapperInput := make(chan mappingWork)
reducerInputs := startReducers(
jobs,
stop,
errorChannel,
&reducerWaitGroup,
)
numCPU := runtime.NumCPU()
ioWaitGroup.Add(numCPU)
mapperWaitGroup.Add(numCPU)
for i := 0; i < numCPU; i++ {
go func() {
fileOpener(
filesystem,
fileOpenRequests,
mapperInput,
errorChannel,
stop,
)
ioWaitGroup.Done()
}()
go func() {
mappingApplier(
mapperInput,
stop,
)
mapperWaitGroup.Done()
}()
}
for _, jobIt := range jobs {
aggregatorWaitGroup.Add(1)
job := jobIt
go func() {
if job.Reducer == nil {
discardingAggregator(
aggregatorInputs[job.jobIndex],
stop,
)
} else {
aggregator(
aggregatorInputs[job.jobIndex],
job.BatchSize,
reducerInputs[job.jobIndex],
stop,
job.Sorter,
)
}
aggregatorWaitGroup.Done()
}()
}
inputDone := false
done := make(chan struct{})
shutdown := (&once{f: func() {
// shut down the pipline from front to back,
// to give everything a chance to clear
if !inputDone {
close(fileOpenRequests)
}
ioWaitGroup.Wait()
// done reading files and feeding the mapper
close(mapperInput)
mapperWaitGroup.Wait()
// mappers done feeding aggregators
for _, d := range aggregatorInputs {
if d != nil {
close(d)
}
}
aggregatorWaitGroup.Wait()
// aggregators done feeding reducers
for _, d := range reducerInputs {
if d != nil {
close(d)
}
}
reducerWaitGroup.Wait()
close(done)
}}).Do
directoryTracker := &jobTracker{}
defer shutdown()
// If we exit early due to an error, teardown before
// shutdown, since we cannot wait for things to finish normally
defer func() {
if err != nil {
stopNow()
}
}()
for !foldersRemaining.Done() {
currentFolder, _ := foldersRemaining.Pop()
folders, files, listErr := filesystem.List(currentFolder.Path)
directoryFilesInFolderCount := 0
err = listErr
if err != nil {
return err
}
for _, filename := range files {
fullpath := joinWithSlash(currentFolder.Path, filename)
applicableJobs := currentFolder.Matches(fullpath)
for _, stack := range currentFolder.jobsAndStack {
if stack.Job.DirectoryFiles != nil && stack.Job.DirectoryFiles.Match(fullpath) {
directoryTracker.addJob(stack.Job.jobIndex)
}
}
mappers := make([]mappingWork, len(applicableJobs))
for i, job := range applicableJobs {
mappers[i] = mappingWork{
m: job.Job,
path: fullpath,
parents: job.stack,
result: aggregatorInputs[i],
errorChan: errorChannel,
}
}
if directoryTracker.count() > 0 {
directoryFilesInFolderCount++
}
if len(applicableJobs) > 0 || directoryTracker.count() > 0 {
fileOpenRequests <- fileOpenRequest{
path: fullpath,
// The order is important here, since takeJobIndicesForFile will modify the directoryTracker
directoryFileRequestChan: directoryTracker.getChannelIfLoadingDirectoryFile(directoryOpenResultChan),
jobIndexes: directoryTracker.takeJobIndicesForFile(),
work: mappers,
}
}
}
directoryFileMap := map[int]interface{}{}
for i := 0; i < directoryFilesInFolderCount; i++ {
select {
case result := <-directoryOpenResultChan:
for _, jobIndex := range result.jobs {
directoryFileMap[jobIndex] = result.loaded
}
case err = <-errorChannel:
return err
}
}
foldersRemaining.addSubfoldersToRemainingWork(
currentFolder,
folders,
directoryFileMap,
)
}
inputDone = true
close(fileOpenRequests)
// start the shutdown in order
go shutdown()
// Note, once we don't block on every reduce at this point,
// we will have to be very careful about deadlocks between Wait()
// and sending to the error channels on Reducers etc.
select {
case <-done:
return nil
case err = <-errorChannel:
return err
}
}
// jobTracker tracks the jobs that use a file for a directory file
type jobTracker struct {
jobs []int
}
func (j *jobTracker) addJob(jobIndex int) {
j.jobs = append(j.jobs, jobIndex)
}
func (j *jobTracker) count() int {
return len(j.jobs)
}
// gets the slice of job indices and resets
func (j *jobTracker) takeJobIndicesForFile() []int {
t := j.jobs
j.jobs = make([]int, 0, 5)
return t
}
// If there are no directory files to be loaded, return nil instead of the channel
func (j *jobTracker) getChannelIfLoadingDirectoryFile(channel chan directoryFileOpenResult) chan<- directoryFileOpenResult {
if len(j.jobs) > 0 {
return channel
}
return nil
}
type fileOpenRequest struct {
path string
work []mappingWork
jobIndexes []int
directoryFileRequestChan chan<- directoryFileOpenResult
}
func fileOpener(
fs FileSystem,
inputChan <-chan fileOpenRequest,
outputChan chan<- mappingWork,
errChan chan<- error,
stop <-chan struct{},
) {
for i := range inputChan {
var err error
content, err := fs.Open(i.path)
if err != nil {
select {
case <-stop:
return
case errChan <- &fileOpenError{path: i.path, err: err}:
return
}
}
if i.directoryFileRequestChan != nil {
select {
case <-stop:
return
case i.directoryFileRequestChan <- directoryFileOpenResult{jobs: i.jobIndexes, loaded: content}:
}
}
for _, work := range i.work {
work.content = content
select {
case <-stop:
return
case outputChan <- work:
}
}
}
}
type mappingWorkResult struct {
results []MapResult
err error
}
type directoryFileOpenResult struct {
jobs []int
loaded interface{}
}
type mappingWork struct {
m Mapper
path string
parents []interface{}
content interface{}
result chan<- []MapResult
errorChan chan<- error
}
func mappingApplier(
workChan chan mappingWork,
stop <-chan struct{},
) {
for work := range workChan {
r, err := work.m.Map(work.path, work.parents, work.content)
resultChan := work.result
errChan := (chan<- error)(nil)
if err != nil {
errChan = work.errorChan
resultChan = nil
}
select {
case <-stop:
return
case resultChan <- r:
case errChan <- err:
return
}
}
}
func discardingAggregator(results <-chan []MapResult, cancel <-chan struct{}) {
// If there is no reducer channel, just read and discard
for range results {
select {
case <-cancel:
return
default:
}
}
return
}
func aggregator(
results <-chan []MapResult,
batchSize int,
reducer chan<- []MapResult,
cancel <-chan struct{},
sorter Sorter,
) {
resultsBatch := make([]MapResult, 0, batchSize)
for resultGroup := range results {
if batchSize == 0 {
select {
case <-cancel:
return
case reducer <- resultGroup:
}
} else if len(resultsBatch)+len(resultGroup) >= batchSize {
take := batchSize - len(resultsBatch)
resultsBatch = append(resultsBatch, resultGroup[0:take]...)
if sorter != nil {
sort.Sort(&resultSorter{resultsBatch, sorter})
}
select {
case <-cancel:
return
case reducer <- resultsBatch:
resultsBatch = make([]MapResult, 0, batchSize)
resultsBatch = append(resultsBatch, resultGroup[take:len(resultGroup)]...)
}
} else {
resultsBatch = append(resultsBatch, resultGroup...)
}
}
// send remaining
select {
case <-cancel:
return
case reducer <- resultsBatch:
}
}
func startReducers(
jobs Jobs,
stop <-chan struct{},
errorChannel chan<- error,
wg *sync.WaitGroup,
) (dispatchers []chan<- []MapResult) {
// for each job, create a dispatcher channel
dispatchers = make([]chan<- []MapResult, len(jobs))
for i := range jobs {
job := jobs[i]
reducerFunc := job.Reducer
if reducerFunc != nil {
resultChannel := make(chan []MapResult, 5)
dispatchers[i] = resultChannel
wg.Add(1)
go reduceAndFinalize(
job,
resultChannel,
stop,
errorChannel,
wg,
)
}
}
return dispatchers
}
func reduceAndFinalize(
job Job,
resultChannel chan []MapResult,
stop <-chan struct{},
errorChannel chan<- error,
wg *sync.WaitGroup,
) {
result, err := job.Reducer.Reduce(nil, resultChannel)
if err == nil && job.Finalizer != nil {
err = job.Finalizer.Finish(result)
}
if err != nil {
select {
case <-stop:
case errorChannel <- err:
}
}
wg.Done()
}
func joinWithSlash(p ...string) string {
joined := filepath.Join(p...)
return filepath.ToSlash(joined)
}
// Sorts results based on the sorter
type resultSorter struct {
results []MapResult
Sorter
}
func (rs *resultSorter) Len() int {
return len(rs.results)
}
func (rs *resultSorter) Swap(i, j int) {
rs.results[i], rs.results[j] = rs.results[j], rs.results[i]
}
func (rs *resultSorter) Less(i, j int) bool {
return rs.Sorter.Less(&rs.results[i], &rs.results[j])
}
type once struct {
done bool
f func()
}
func (o *once) Do() {
if !o.done {
o.done = true
o.f()
}
}