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parallel64.go
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parallel64.go
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package roaring64
import (
"fmt"
"runtime"
"github.com/RoaringBitmap/roaring"
)
var defaultWorkerCount = runtime.NumCPU()
// ParOr computes the union (OR) of all provided bitmaps in parallel,
// where the parameter "parallelism" determines how many workers are to be used
// (if it is set to 0, a default number of workers is chosen)
func ParOr(parallelism int, bitmaps ...*Bitmap) *Bitmap {
var lKey uint32 = maxUint32
var hKey uint32
bitmapsFiltered := bitmaps[:0]
for _, b := range bitmaps {
if !b.IsEmpty() {
bitmapsFiltered = append(bitmapsFiltered, b)
}
}
bitmaps = bitmapsFiltered
for _, b := range bitmaps {
lKey = minOfUint32(lKey, b.highlowcontainer.keys[0])
hKey = maxOfUint32(hKey, b.highlowcontainer.keys[b.highlowcontainer.size()-1])
}
if lKey == maxUint32 && hKey == 0 {
return New()
} else if len(bitmaps) == 1 {
return bitmaps[0]
}
keyRange := hKey - lKey + 1
if keyRange == 1 {
// revert to FastOr. Since the key range is 0
// no container-level aggregation parallelism is achievable
return FastOr(bitmaps...)
}
if parallelism == 0 {
parallelism = defaultWorkerCount
}
var chunkSize int
var chunkCount int
if parallelism*4 > int(keyRange) {
chunkSize = 1
chunkCount = int(keyRange)
} else {
chunkCount = parallelism * 4
chunkSize = (int(keyRange) + chunkCount - 1) / chunkCount
}
if chunkCount*chunkSize < int(keyRange) {
// it's fine to panic to indicate an implementation error
panic(fmt.Sprintf("invariant check failed: chunkCount * chunkSize < keyRange, %d * %d < %d", chunkCount, chunkSize, keyRange))
}
chunks := make([]*roaringArray64, chunkCount)
chunkSpecChan := make(chan parChunkSpec, minOfInt(maxOfInt(64, 2*parallelism), int(chunkCount)))
chunkChan := make(chan parChunk, minOfInt(32, int(chunkCount)))
orFunc := func() {
for spec := range chunkSpecChan {
ra := orOnRange(&bitmaps[0].highlowcontainer, &bitmaps[1].highlowcontainer, spec.start, spec.end)
for _, b := range bitmaps[2:] {
ra = iorOnRange(ra, &b.highlowcontainer, spec.start, spec.end)
}
chunkChan <- parChunk{ra, spec.idx}
}
}
for i := 0; i < parallelism; i++ {
go orFunc()
}
go func() {
for i := 0; i < chunkCount; i++ {
spec := parChunkSpec{
start: uint32(int(lKey) + i*chunkSize),
end: uint32(minOfInt(int(lKey)+(i+1)*chunkSize-1, int(hKey))),
idx: int(i),
}
chunkSpecChan <- spec
}
}()
chunksRemaining := chunkCount
for chunk := range chunkChan {
chunks[chunk.idx] = chunk.ra
chunksRemaining--
if chunksRemaining == 0 {
break
}
}
close(chunkChan)
close(chunkSpecChan)
containerCount := 0
for _, chunk := range chunks {
containerCount += chunk.size()
}
result := Bitmap{
roaringArray64{
containers: make([]*roaring.Bitmap, containerCount),
keys: make([]uint32, containerCount),
needCopyOnWrite: make([]bool, containerCount),
},
}
resultOffset := 0
for _, chunk := range chunks {
copy(result.highlowcontainer.containers[resultOffset:], chunk.containers)
copy(result.highlowcontainer.keys[resultOffset:], chunk.keys)
copy(result.highlowcontainer.needCopyOnWrite[resultOffset:], chunk.needCopyOnWrite)
resultOffset += chunk.size()
}
return &result
}
type parChunkSpec struct {
start uint32
end uint32
idx int
}
type parChunk struct {
ra *roaringArray64
idx int
}
func (c parChunk) size() int {
return c.ra.size()
}
func parNaiveStartAt(ra *roaringArray64, start uint32, last uint32) int {
for idx, key := range ra.keys {
if key >= start && key <= last {
return idx
} else if key > last {
break
}
}
return ra.size()
}
func orOnRange(ra1, ra2 *roaringArray64, start, last uint32) *roaringArray64 {
answer := &roaringArray64{}
length1 := ra1.size()
length2 := ra2.size()
idx1 := parNaiveStartAt(ra1, start, last)
idx2 := parNaiveStartAt(ra2, start, last)
var key1 uint32
var key2 uint32
if idx1 < length1 && idx2 < length2 {
key1 = ra1.getKeyAtIndex(idx1)
key2 = ra2.getKeyAtIndex(idx2)
for key1 <= last && key2 <= last {
if key1 < key2 {
answer.appendCopy(*ra1, idx1)
idx1++
if idx1 == length1 {
break
}
key1 = ra1.getKeyAtIndex(idx1)
} else if key1 > key2 {
answer.appendCopy(*ra2, idx2)
idx2++
if idx2 == length2 {
break
}
key2 = ra2.getKeyAtIndex(idx2)
} else {
c1 := ra1.getContainerAtIndex(idx1)
//answer.appendContainer(key1, c1.lazyOR(ra2.getContainerAtIndex(idx2)), false)
answer.appendContainer(key1, roaring.Or(c1, ra2.getContainerAtIndex(idx2)), false)
idx1++
idx2++
if idx1 == length1 || idx2 == length2 {
break
}
key1 = ra1.getKeyAtIndex(idx1)
key2 = ra2.getKeyAtIndex(idx2)
}
}
}
if idx2 < length2 {
key2 = ra2.getKeyAtIndex(idx2)
for key2 <= last {
answer.appendCopy(*ra2, idx2)
idx2++
if idx2 == length2 {
break
}
key2 = ra2.getKeyAtIndex(idx2)
}
}
if idx1 < length1 {
key1 = ra1.getKeyAtIndex(idx1)
for key1 <= last {
answer.appendCopy(*ra1, idx1)
idx1++
if idx1 == length1 {
break
}
key1 = ra1.getKeyAtIndex(idx1)
}
}
return answer
}
func iorOnRange(ra1, ra2 *roaringArray64, start, last uint32) *roaringArray64 {
length1 := ra1.size()
length2 := ra2.size()
idx1 := 0
idx2 := parNaiveStartAt(ra2, start, last)
var key1 uint32
var key2 uint32
if idx1 < length1 && idx2 < length2 {
key1 = ra1.getKeyAtIndex(idx1)
key2 = ra2.getKeyAtIndex(idx2)
for key1 <= last && key2 <= last {
if key1 < key2 {
idx1++
if idx1 >= length1 {
break
}
key1 = ra1.getKeyAtIndex(idx1)
} else if key1 > key2 {
ra1.insertNewKeyValueAt(idx1, key2, ra2.getContainerAtIndex(idx2))
ra1.needCopyOnWrite[idx1] = true
idx2++
idx1++
length1++
if idx2 >= length2 {
break
}
key2 = ra2.getKeyAtIndex(idx2)
} else {
c1 := ra1.getWritableContainerAtIndex(idx1)
//ra1.containers[idx1] = c1.lazyIOR(ra2.getContainerAtIndex(idx2))
c1.Or(ra2.getContainerAtIndex(idx2))
ra1.setContainerAtIndex(idx1, c1)
ra1.needCopyOnWrite[idx1] = false
idx1++
idx2++
if idx1 >= length1 || idx2 >= length2 {
break
}
key1 = ra1.getKeyAtIndex(idx1)
key2 = ra2.getKeyAtIndex(idx2)
}
}
}
if idx2 < length2 {
key2 = ra2.getKeyAtIndex(idx2)
for key2 <= last {
ra1.appendCopy(*ra2, idx2)
idx2++
if idx2 >= length2 {
break
}
key2 = ra2.getKeyAtIndex(idx2)
}
}
return ra1
}