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parallel.go
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parallel.go
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package utils
import (
"context"
"errors"
"fmt"
"image"
"math"
"runtime"
"sync"
"time"
"go.uber.org/multierr"
"go.viam.com/utils"
)
// ParallelFactor controls the max level of parallelization. This might be useful
// to set in tests where too much parallelism actually slows tests down in
// aggregate.
var ParallelFactor = runtime.GOMAXPROCS(0)
func init() {
if ParallelFactor <= 0 {
ParallelFactor = 1
}
quarterProcs := float64(ParallelFactor) * .25
if quarterProcs > 8 {
ParallelFactor = int(quarterProcs)
}
}
type (
// BeforeParallelGroupWorkFunc executes before any work starts with the calculated group size.
BeforeParallelGroupWorkFunc func(groupSize int)
// MemberWorkFunc runs for each work item (member) of a group.
MemberWorkFunc func(memberNum, workNum int)
// GroupWorkDoneFunc runs when a single group's work is done; helpful for merge stages.
GroupWorkDoneFunc func()
// GroupWorkFunc runs to determine what work members should do, if any.
GroupWorkFunc func(groupNum, groupSize, from, to int) (MemberWorkFunc, GroupWorkDoneFunc)
)
// GroupWorkParallel parallelizes the given size of work over multiple workers.
func GroupWorkParallel(ctx context.Context, totalSize int, before BeforeParallelGroupWorkFunc, groupWork GroupWorkFunc) error {
extra := 0
if totalSize > ParallelFactor {
extra = totalSize % ParallelFactor
}
groupSize := int(math.Floor(float64(totalSize) / float64(ParallelFactor)))
numGroups := ParallelFactor
before(numGroups)
var wait sync.WaitGroup
wait.Add(numGroups)
for groupNum := 0; groupNum < numGroups; groupNum++ {
groupNumCopy := groupNum
utils.PanicCapturingGo(func() {
defer wait.Done()
groupNum := groupNumCopy
thisGroupSize := groupSize
thisExtra := 0
if groupNum == (numGroups - 1) {
thisExtra = extra
thisGroupSize += thisExtra
}
from := groupSize * groupNum
to := (groupSize * (groupNum + 1)) + thisExtra
memberWork, groupWorkDone := groupWork(groupNum, thisGroupSize, from, to)
if memberWork != nil {
memberNum := 0
for workNum := from; workNum < to; workNum++ {
memberWork(memberNum, workNum)
memberNum++
}
}
if groupWorkDone != nil {
groupWorkDone()
}
})
}
wait.Wait()
return nil
}
// ParallelForEachPixel loops through the image and calls f functions for each [x, y] position.
// The image is divided into N * N blocks, where N is the number of available processor threads. For each block a
// parallel Goroutine is started.
func ParallelForEachPixel(size image.Point, f func(x, y int)) {
procs := runtime.GOMAXPROCS(0)
var waitGroup sync.WaitGroup
waitGroup.Add(procs * procs)
for i := 0; i < procs; i++ {
startX := i * int(math.Floor(float64(size.X)/float64(procs)))
var endX int
if i < procs-1 {
endX = (i + 1) * int(math.Floor(float64(size.X)/float64(procs)))
} else {
endX = size.X
}
for j := 0; j < procs; j++ {
startY := j * int(math.Floor(float64(size.Y)/float64(procs)))
var endY int
if j < procs-1 {
endY = (j + 1) * int(math.Floor(float64(size.Y)/float64(procs)))
} else {
endY = size.Y
}
sX, eX, sY, eY := startX, endX, startY, endY
utils.PanicCapturingGo(func() {
defer waitGroup.Done()
for x := sX; x < eX; x++ {
for y := sY; y < eY; y++ {
f(x, y)
}
}
})
}
}
waitGroup.Wait()
}
// SimpleFunc is for RunInParallel.
type SimpleFunc func(ctx context.Context) error
// RunInParallel runs all functions in parallel, return is elapsed time and an error.
func RunInParallel(ctx context.Context, fs []SimpleFunc) (time.Duration, error) {
start := time.Now()
ctx, cancel := context.WithCancel(ctx)
var wg sync.WaitGroup
var bigError error
var bigErrorMutex sync.Mutex
storeError := func(err error) {
bigErrorMutex.Lock()
defer bigErrorMutex.Unlock()
if bigError == nil || !errors.Is(err, context.Canceled) {
bigError = multierr.Combine(bigError, err)
}
}
helper := func(f SimpleFunc) {
defer func() {
if thePanic := recover(); thePanic != nil {
storeError(fmt.Errorf("got panic running something in parallel: %v", thePanic))
cancel()
}
wg.Done()
}()
err := f(ctx)
if err != nil {
storeError(err)
cancel()
}
}
for _, f := range fs {
wg.Add(1)
go helper(f)
}
wg.Wait()
return time.Since(start), bigError
}
// FloatFunc is for GetInParallel.
type FloatFunc func(ctx context.Context) (float64, error)
// GetInParallel runs all functions in parallel, return is elapsed time, a list of floats, and an error.
func GetInParallel(ctx context.Context, fs []FloatFunc) (time.Duration, []float64, error) {
start := time.Now()
ctx, cancel := context.WithCancel(ctx)
var wg sync.WaitGroup
var bigError error
var bigErrorMutex sync.Mutex
storeError := func(err error) {
bigErrorMutex.Lock()
defer bigErrorMutex.Unlock()
if bigError == nil || !errors.Is(err, context.Canceled) {
bigError = multierr.Combine(bigError, err)
}
}
results := make([]float64, len(fs))
helper := func(f FloatFunc, i int) {
defer func() {
if thePanic := recover(); thePanic != nil {
storeError(fmt.Errorf("got panic getting something in parallel: %v", thePanic))
cancel()
}
wg.Done()
}()
value, err := f(ctx)
if err != nil {
storeError(err)
cancel()
}
results[i] = value
}
for i, f := range fs {
wg.Add(1)
go helper(f, i)
}
wg.Wait()
return time.Since(start), results, bigError
}