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waveletmatrix.go
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waveletmatrix.go
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/*
Package waveletmatrix is implementation of Wavelet-Matrix in Go.
Synopsis
package main
import (
"fmt"
"github.com/hideo55/go-waveletmatrix"
)
func main() {
src := []uint64{1, 3, 1, 4, 2, 1, 10}
wm, err := waveletmatrix.NewWM(src)
if err != nil {
// Failed to build wavelet-matrix
}
val, _ := wm.Lookup(3)
fmt.Println(val) // 4 ... src[3]
rank, _ := wm.Rank(2, 6)
fmt.Println(rank) // 1 ... The number of 2 in src[0..5]
pos, _ := wm.Select(1, 3) // = 5 ... The third 1 appeared in src[5]
fmt.Println(pos)
}
*/
package waveletmatrix
import (
"bytes"
"encoding"
"encoding/binary"
"errors"
"github.com/hideo55/go-pq"
"github.com/hideo55/go-sbvector"
)
// WMData holds information of Wavelet-Matrix
type WMData struct {
size uint64
alphabetNum uint64
alphabetBitNum uint64
bv []*sbvector.BitVectorData
nodePos [][]uint64
seps []uint64
}
// ListResult is result of list* API
type ListResult struct {
// The character
C uint64
// The frequency of c in the array
Freq uint64
}
type queryOnNode struct {
begNode uint64
endNode uint64
begPos uint64
endPos uint64
depth uint64
prefixChar uint64
}
// WaveletMatrix is interface of Wavelet-Matrix
type WaveletMatrix interface {
encoding.BinaryMarshaler
encoding.BinaryUnmarshaler
Size() uint64
Lookup(pos uint64) (uint64, bool)
Rank(c, pos uint64) (uint64, bool)
RankAll(c, beginPos, endPos uint64) (rank, rankLessThan, rankMoreThan uint64)
RankLessThan(c, pos uint64) uint64
RankMoreThan(c, pos uint64) uint64
Select(c, rank uint64) (uint64, bool)
SelectFromPos(c, pos, rank uint64) (uint64, bool)
Freq(c uint64) uint64
FreqSum(minC, maxC uint64) uint64
FreqRange(minC, maxC, begPos, endPos uint64) uint64
QuantileRange(begPos, endPos, k uint64) (pos, val uint64)
MaxRange(begPos, endPos uint64) (pos, val uint64)
MinRange(begPos, endPos uint64) (pos, val uint64)
ListModeRange(minC, maxC, begPos, endPos, num uint64) []ListResult
ListMinRange(minC, maxC, begPos, endPos, num uint64) []ListResult
ListMaxRange(minC, maxC, begPos, endPos, num uint64) []ListResult
}
const (
// NotFound indicates `value is not found`
NotFound uint64 = 0xFFFFFFFFFFFFFFFF
sizeOfInt32 uint64 = 4
sizeOfInt64 uint64 = 8
)
var (
// ErrorInvalidFormat indicates that binary format is invalid.
ErrorInvalidFormat = errors.New("UnmarshalBinary: invalid binary format")
)
func NewWMFromBinary(data []byte) (WaveletMatrix, error) {
wm := new(WMData)
err := wm.UnmarshalBinary(data)
return wm, err
}
// Size returns size of wavelet-matrix
func (wm *WMData) Size() uint64 {
return wm.size
}
// Lookup element by pos.
// This function returns value of pos-th element of wavelet-matrix.
// if pos >= (size of wavelet-matrix), value of second result parameter is false.
func (wm *WMData) Lookup(pos uint64) (uint64, bool) {
if pos >= wm.size {
return NotFound, false
}
index := pos
c := uint64(0)
for i := 0; i < len(wm.bv); i++ {
b, _ := wm.bv[i].Get(index)
bit := uint64(0)
if b {
bit = uint64(1)
}
c <<= 1
c |= bit
index, _ = wm.bv[i].Rank(index, b)
if b {
index += wm.nodePos[i][1]
}
}
return c, true
}
// Rank returns the frequency of a character 'c' in the prefix of the array A[0...pos)
func (wm *WMData) Rank(c, pos uint64) (uint64, bool) {
if c >= wm.alphabetNum || pos > wm.size {
return NotFound, false
}
if pos == 0 {
return 0, false
}
beginPos := wm.nodePos[wm.alphabetBitNum-uint64(1)][c]
endPos := pos
for i := uint64(0); i < wm.alphabetBitNum; i++ {
bv := wm.bv[i]
bit := (c >> (wm.alphabetBitNum - i - uint64(1))) & uint64(1)
b := toBool(bit)
endPos, _ = bv.Rank(endPos, b)
if b {
endPos += wm.nodePos[i][1]
}
}
return endPos - beginPos, true
}
// RankAll returns the frequency of characters c' < c, c'=c, and c' > c, in the subarray A[begPos...endPos)
func (wm *WMData) RankAll(c, beginPos, endPos uint64) (rank, rankLessThan, rankMoreThan uint64) {
if c >= wm.alphabetNum || beginPos >= wm.size || endPos > wm.size {
rank = NotFound
rankLessThan = NotFound
rankMoreThan = NotFound
return
}
rank, rankLessThan, rankMoreThan = uint64(0), uint64(0), uint64(0)
if beginPos >= endPos {
return
}
begNode := uint64(0)
endNode := wm.size
pos := endPos
for i := uint64(0); i < wm.alphabetBitNum && beginPos < endPos; i++ {
bv := wm.bv[i]
bit := (c >> (wm.alphabetBitNum - i - uint64(1))) & 1
b := toBool(bit)
begNodeZero, _ := bv.Rank0(begNode)
begNodeOne := begNode - begNodeZero
endNodeZero, _ := bv.Rank0(endNode)
boundary := begNode + endNodeZero - begNodeZero
rankZero, _ := bv.Rank0(pos)
rankOne, _ := bv.Rank1(pos)
if b {
rankLessThan += rankZero - begNodeZero
pos = boundary + rankOne - (begNode - begNodeZero)
begNode = boundary
} else {
rankMoreThan += rankOne - begNodeOne
pos = begNode + rankZero - begNodeZero
endNode = boundary
}
}
rank = pos - begNode
return
}
// RankLessThan returns the frequency of characters c' < c in the subarray A[0...pos)
func (wm *WMData) RankLessThan(c, pos uint64) uint64 {
_, rank, _ := wm.RankAll(c, 0, pos)
return rank
}
// RankMoreThan returns the frequency of characters c' > c in the subarray A[0...pos)
func (wm *WMData) RankMoreThan(c, pos uint64) uint64 {
_, _, rank := wm.RankAll(c, 0, pos)
return rank
}
// Select returns the position of the (rank+1)-th occurrence of `c` in the array.
func (wm *WMData) Select(c, rank uint64) (uint64, bool) {
return wm.SelectFromPos(c, 0, rank)
}
// SelectFromPos returns the position of the (rank+1)-th occurrence of `c` in the suffix of the array starting from 'pos'
func (wm *WMData) SelectFromPos(c, pos, rank uint64) (uint64, bool) {
if c >= wm.alphabetNum || pos >= wm.size || rank > wm.Freq(c) {
return NotFound, false
}
index := uint64(0)
if pos == 0 {
index = wm.nodePos[wm.alphabetBitNum-uint64(1)][c]
} else {
index = pos
for i := uint64(0); i < wm.alphabetBitNum; i++ {
bit := (c >> (wm.alphabetBitNum - i + uint64(1))) & 1
b := toBool(bit)
index, _ = wm.bv[i].Rank(index, b)
if b {
index += wm.nodePos[i][1]
}
}
}
index += rank
for i := int(wm.alphabetBitNum) - 1; i >= 0; i-- {
bit := (c >> (wm.alphabetBitNum - uint64(i) - uint64(1))) & 1
b := toBool(bit)
if b {
index -= wm.nodePos[i][1]
}
var err error
index, err = wm.bv[i].Select(index-uint64(1), b)
if err != nil {
return NotFound, false
}
index++
}
return index - uint64(1), true
}
// Freq returns the frequency of the character `c`.
func (wm *WMData) Freq(c uint64) uint64 {
rank, _ := wm.Rank(c, wm.size)
return rank
}
// FreqSum returns frequency of the characters(minC <= c' < maxC)
func (wm *WMData) FreqSum(minC, maxC uint64) uint64 {
sum := uint64(0)
for i := minC; i < maxC; i++ {
sum += wm.Freq(i)
}
return sum
}
// FreqRange returns the frequency of characters minC <= c' < maxC in the subarray A[begPos ... endPos)
func (wm *WMData) FreqRange(minC, maxC, begPos, endPos uint64) uint64 {
if minC >= wm.alphabetNum {
return uint64(0)
}
if maxC <= minC {
return uint64(0)
}
if endPos > wm.size || begPos >= endPos {
return uint64(0)
}
_, maxLess, _ := wm.RankAll(maxC, begPos, endPos)
_, minLess, _ := wm.RankAll(minC, begPos, endPos)
return maxLess - minLess
}
// QuantileRange returns the K-th smallest value( and position) in the subarray A[begPos ... endPos)
func (wm *WMData) QuantileRange(begPos, endPos, k uint64) (pos, val uint64) {
if endPos >= wm.size || begPos >= endPos || k >= (endPos-begPos) {
pos = NotFound
val = NotFound
return
}
val = 0
nodeNum := uint64(0)
begZero := uint64(0)
endZero := uint64(0)
fromZero := (begPos == 0)
toEnd := (endPos == wm.size)
for i := uint64(0); i < wm.alphabetBitNum; i++ {
bv := wm.bv[i]
if fromZero {
begZero = wm.nodePos[i][nodeNum]
} else {
begZero, _ = bv.Rank0(begPos)
}
if toEnd {
endZero = wm.nodePos[i][nodeNum+uint64(1)]
} else {
endZero, _ = bv.Rank0(endPos)
}
zeroBits := endZero - begZero
bit := uint64(1)
if k < zeroBits {
bit = uint64(0)
}
if bit == uint64(1) {
k -= zeroBits
begPos += wm.nodePos[i][1] - begZero
endPos += wm.nodePos[i][1] - endZero
} else {
begPos = begZero
endPos = endZero
}
nodeNum |= bit << i
val <<= 1
val |= bit
}
pos, _ = wm.Select(val, begPos+k-wm.nodePos[wm.alphabetBitNum-uint64(1)][val]+uint64(1))
return
}
// MaxRange returns maximum value(and position) in the subarray A[begPos .. endPos]
func (wm *WMData) MaxRange(begPos, endPos uint64) (pos, val uint64) {
pos, val = wm.QuantileRange(begPos, endPos, endPos-begPos-uint64(1))
return
}
// MinRange returns minimum value(and position) in the subarray A[begPos .. endPos]
func (wm *WMData) MinRange(begPos, endPos uint64) (pos, val uint64) {
pos, val = wm.QuantileRange(begPos, endPos, 0)
return
}
func (wm *WMData) listRange(minC, maxC, begPos, endPos, num uint64, comparator pq.CmpFunc) []ListResult {
var res []ListResult
if endPos > wm.size || begPos >= endPos {
return res
}
q := pq.NewPriorityQueue(comparator)
q.Push(&queryOnNode{0, wm.size, begPos, endPos, 0, 0})
for uint64(len(res)) < num && !q.Empty() {
qon := q.Pop().(*queryOnNode)
if qon.depth >= wm.alphabetBitNum {
res = append(res, ListResult{qon.prefixChar, qon.endPos - qon.begPos})
} else {
next := wm.expandNode(minC, maxC, qon)
for _, n := range next {
q.Push(n)
}
}
}
return res
}
// ListModeRange returns list of the distinct characters appeared in A[begPos ... endPos) from most frequent ones.
func (wm *WMData) ListModeRange(minC, maxC, begPos, endPos, num uint64) []ListResult {
return wm.listRange(minC, maxC, begPos, endPos, num, modeComparator)
}
// ListMinRange returns list of the distinct characters in A[begPos ... endPos) minC <= c < maxC from smallest ones.
func (wm *WMData) ListMinRange(minC, maxC, begPos, endPos, num uint64) []ListResult {
return wm.listRange(minC, maxC, begPos, endPos, num, minComparator)
}
// ListMaxRange returns list of the distinct characters appeared in A[begPos ... endPos) from largest ones.
func (wm *WMData) ListMaxRange(minC, maxC, begPos, endPos, num uint64) []ListResult {
return wm.listRange(minC, maxC, begPos, endPos, num, maxComparator)
}
func (wm *WMData) expandNode(minC, maxC uint64, qon *queryOnNode) []*queryOnNode {
bv := wm.bv[qon.depth]
begNodeZero, _ := bv.Rank0(qon.begNode)
endNodeZero, _ := bv.Rank0(qon.endNode)
begNodeOne := qon.begNode - begNodeZero
begZero, _ := bv.Rank0(qon.begPos)
endZero, _ := bv.Rank0(qon.endPos)
begOne := qon.begPos - begZero
endOne := qon.endPos - endZero
boundary := qon.begNode + endNodeZero - begNodeZero
var next []*queryOnNode
if (endZero - begZero) > 0 {
nextPrefix := qon.prefixChar << 1
if wm.checkPrefix(nextPrefix, qon.depth+1, minC, maxC) {
next = append(next, &queryOnNode{qon.begNode, boundary, qon.begNode + begZero - begNodeZero, qon.begNode + endZero - begNodeZero, qon.depth + 1, nextPrefix})
}
}
if (endOne - begOne) > 0 {
nextPrefix := (qon.prefixChar << 1) + uint64(1)
if wm.checkPrefix(nextPrefix, qon.depth+1, minC, maxC) {
next = append(next, &queryOnNode{boundary, qon.endNode, boundary + begOne - begNodeOne, boundary + endOne - begNodeOne, qon.depth + 1, nextPrefix})
}
}
return next
}
func prefixCode(x, size, bitNum uint64) uint64 {
return x >> (bitNum - size)
}
func (wm *WMData) checkPrefix(prefix, depth, minC, maxC uint64) bool {
if prefixCode(minC, depth, wm.alphabetBitNum) <= prefix && prefixCode(maxC-uint64(1), depth, wm.alphabetBitNum) >= prefix {
return true
}
return false
}
/*
MarshalBinary implements the encoding.BinaryMarshaler interface.
*/
func (wm *WMData) MarshalBinary() ([]byte, error) {
buffer := new(bytes.Buffer)
binary.Write(buffer, binary.LittleEndian, &wm.size)
binary.Write(buffer, binary.LittleEndian, &wm.alphabetNum)
binary.Write(buffer, binary.LittleEndian, &wm.alphabetBitNum)
bvSize := uint64(len(wm.bv))
binary.Write(buffer, binary.LittleEndian, &bvSize)
for i := uint64(0); i < bvSize; i++ {
buf, _ := wm.bv[i].MarshalBinary()
vsize := uint64(len(buf))
binary.Write(buffer, binary.LittleEndian, &vsize)
binary.Write(buffer, binary.LittleEndian, buf)
}
npSize := uint64(len(wm.nodePos))
binary.Write(buffer, binary.LittleEndian, &npSize)
for i := uint64(0); i < npSize; i++ {
arraySize := uint64(len(wm.nodePos[i]))
binary.Write(buffer, binary.LittleEndian, &arraySize)
for j := uint64(0); j < arraySize; j++ {
binary.Write(buffer, binary.LittleEndian, &(wm.nodePos[i][j]))
}
}
sepSize := uint64(len(wm.seps))
binary.Write(buffer, binary.LittleEndian, &sepSize)
for i := uint64(0); i < sepSize; i++ {
binary.Write(buffer, binary.LittleEndian, &(wm.seps[i]))
}
return buffer.Bytes(), nil
}
/*
UnmarshalBinary implements the encoding.BinaryUnmarshaler interface.
*/
func (wm *WMData) UnmarshalBinary(data []byte) error {
dataLen := uint64(len(data))
offset := uint64(0)
if dataLen < offset+sizeOfInt64 {
return ErrorInvalidFormat
}
buf := data[offset : offset+sizeOfInt64]
offset += sizeOfInt64
wm.size = binary.LittleEndian.Uint64(buf)
if dataLen < offset+sizeOfInt64 {
return ErrorInvalidFormat
}
buf = data[offset : offset+sizeOfInt64]
offset += sizeOfInt64
wm.alphabetNum = binary.LittleEndian.Uint64(buf)
if dataLen < offset+sizeOfInt64 {
return ErrorInvalidFormat
}
buf = data[offset : offset+sizeOfInt64]
offset += sizeOfInt64
wm.alphabetBitNum = binary.LittleEndian.Uint64(buf)
if dataLen < offset+sizeOfInt64 {
return ErrorInvalidFormat
}
buf = data[offset : offset+sizeOfInt64]
offset += sizeOfInt64
bvSize := binary.LittleEndian.Uint64(buf)
wm.bv = make([]*sbvector.BitVectorData, bvSize)
for i := uint64(0); i < bvSize; i++ {
if dataLen < offset+sizeOfInt64 {
return ErrorInvalidFormat
}
buf := data[offset : offset+sizeOfInt64]
offset += sizeOfInt64
vsize := binary.LittleEndian.Uint64(buf)
if dataLen < offset+vsize {
return ErrorInvalidFormat
}
buf = data[offset : offset+vsize]
bv, err := sbvector.NewVectorFromBinary(buf)
if err != nil {
return ErrorInvalidFormat
}
wm.bv[i] = bv.(*sbvector.BitVectorData)
offset += vsize
}
if dataLen < offset+sizeOfInt64 {
return ErrorInvalidFormat
}
buf = data[offset : offset+sizeOfInt64]
offset += sizeOfInt64
npSize := binary.LittleEndian.Uint64(buf)
wm.nodePos = make([][]uint64, npSize)
for i := uint64(0); i < npSize; i++ {
if dataLen < offset+sizeOfInt64 {
return ErrorInvalidFormat
}
buf := data[offset : offset+sizeOfInt64]
offset += sizeOfInt64
arrayLen := binary.LittleEndian.Uint64(buf)
if dataLen < offset+sizeOfInt64*arrayLen {
return ErrorInvalidFormat
}
wm.nodePos[i] = make([]uint64, arrayLen)
for j := uint64(0); j < arrayLen; j++ {
buf := data[offset : offset+sizeOfInt64]
wm.nodePos[i][j] = binary.LittleEndian.Uint64(buf)
offset += sizeOfInt64
}
}
if dataLen < offset+sizeOfInt64 {
return ErrorInvalidFormat
}
buf = data[offset : offset+sizeOfInt64]
offset += sizeOfInt64
sepSize := binary.LittleEndian.Uint64(buf)
if dataLen < offset+sepSize*sizeOfInt64 {
return ErrorInvalidFormat
}
wm.seps = make([]uint64, sepSize)
for i := uint64(0); i < sepSize; i++ {
buf := data[offset : offset+sizeOfInt64]
wm.seps[i] = binary.LittleEndian.Uint64(buf)
offset += sizeOfInt64
}
return nil
}
func toBool(bit uint64) bool {
if bit == 0 {
return false
}
return true
}
func modeComparator(a, b interface{}) bool {
lhs := a.(*queryOnNode)
rhs := b.(*queryOnNode)
if lhs.endPos-lhs.begPos != rhs.endPos-rhs.begPos {
return lhs.endPos-lhs.begPos < rhs.endPos-rhs.begPos
} else if lhs.depth != rhs.depth {
return lhs.depth < rhs.depth
} else {
return lhs.begPos > rhs.begPos
}
}
func minComparator(a, b interface{}) bool {
lhs := a.(*queryOnNode)
rhs := b.(*queryOnNode)
if lhs.depth != rhs.depth {
return lhs.depth < rhs.depth
}
return lhs.begPos > rhs.begPos
}
func maxComparator(a, b interface{}) bool {
lhs := a.(*queryOnNode)
rhs := b.(*queryOnNode)
if lhs.depth != rhs.depth {
return lhs.depth < rhs.depth
}
return lhs.begPos < rhs.begPos
}