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- // Package roaring is an implementation of Roaring Bitmaps in Go.
- // They provide fast compressed bitmap data structures (also called bitset).
- // They are ideally suited to represent sets of integers over
- // relatively small ranges.
- // See http://roaringbitmap.org for details.
- package roaring
-
- import (
- "bufio"
- "bytes"
- "encoding/base64"
- "fmt"
- "io"
- "strconv"
- )
-
- // Bitmap represents a compressed bitmap where you can add integers.
- type Bitmap struct {
- highlowcontainer roaringArray
- }
-
- // ToBase64 serializes a bitmap as Base64
- func (rb *Bitmap) ToBase64() (string, error) {
- buf := new(bytes.Buffer)
- _, err := rb.WriteTo(buf)
- return base64.StdEncoding.EncodeToString(buf.Bytes()), err
-
- }
-
- // FromBase64 deserializes a bitmap from Base64
- func (rb *Bitmap) FromBase64(str string) (int64, error) {
- data, err := base64.StdEncoding.DecodeString(str)
- if err != nil {
- return 0, err
- }
- buf := bytes.NewBuffer(data)
-
- return rb.ReadFrom(buf)
- }
-
- // WriteTo writes a serialized version of this bitmap to stream.
- // The format is compatible with other RoaringBitmap
- // implementations (Java, C) and is documented here:
- // https://github.com/RoaringBitmap/RoaringFormatSpec
- func (rb *Bitmap) WriteTo(stream io.Writer) (int64, error) {
- return rb.highlowcontainer.writeTo(stream)
- }
-
- // ToBytes returns an array of bytes corresponding to what is written
- // when calling WriteTo
- func (rb *Bitmap) ToBytes() ([]byte, error) {
- return rb.highlowcontainer.toBytes()
- }
-
- // WriteToMsgpack writes a msgpack2/snappy-streaming compressed serialized
- // version of this bitmap to stream. The format is not
- // compatible with the WriteTo() format, and is
- // experimental: it may produce smaller on disk
- // footprint and/or be faster to read, depending
- // on your content. Currently only the Go roaring
- // implementation supports this format.
- func (rb *Bitmap) WriteToMsgpack(stream io.Writer) (int64, error) {
- return 0, rb.highlowcontainer.writeToMsgpack(stream)
- }
-
- // ReadFrom reads a serialized version of this bitmap from stream.
- // The format is compatible with other RoaringBitmap
- // implementations (Java, C) and is documented here:
- // https://github.com/RoaringBitmap/RoaringFormatSpec
- func (rb *Bitmap) ReadFrom(stream io.Reader) (int64, error) {
- return rb.highlowcontainer.readFrom(stream)
- }
-
- // FromBuffer creates a bitmap from its serialized version stored in buffer
- //
- // The format specification is available here:
- // https://github.com/RoaringBitmap/RoaringFormatSpec
- //
- // The provided byte array (buf) is expected to be a constant.
- // The function makes the best effort attempt not to copy data.
- // You should take care not to modify buff as it will
- // likely result in unexpected program behavior.
- //
- // Resulting bitmaps are effectively immutable in the following sense:
- // a copy-on-write marker is used so that when you modify the resulting
- // bitmap, copies of selected data (containers) are made.
- // You should *not* change the copy-on-write status of the resulting
- // bitmaps (SetCopyOnWrite).
- //
- func (rb *Bitmap) FromBuffer(buf []byte) (int64, error) {
- return rb.highlowcontainer.fromBuffer(buf)
- }
-
- // RunOptimize attempts to further compress the runs of consecutive values found in the bitmap
- func (rb *Bitmap) RunOptimize() {
- rb.highlowcontainer.runOptimize()
- }
-
- // HasRunCompression returns true if the bitmap benefits from run compression
- func (rb *Bitmap) HasRunCompression() bool {
- return rb.highlowcontainer.hasRunCompression()
- }
-
- // ReadFromMsgpack reads a msgpack2/snappy-streaming serialized
- // version of this bitmap from stream. The format is
- // expected is that written by the WriteToMsgpack()
- // call; see additional notes there.
- func (rb *Bitmap) ReadFromMsgpack(stream io.Reader) (int64, error) {
- return 0, rb.highlowcontainer.readFromMsgpack(stream)
- }
-
- // MarshalBinary implements the encoding.BinaryMarshaler interface for the bitmap
- func (rb *Bitmap) MarshalBinary() ([]byte, error) {
- var buf bytes.Buffer
- writer := bufio.NewWriter(&buf)
- _, err := rb.WriteTo(writer)
- if err != nil {
- return nil, err
- }
- err = writer.Flush()
- if err != nil {
- return nil, err
- }
- return buf.Bytes(), nil
- }
-
- // UnmarshalBinary implements the encoding.BinaryUnmarshaler interface for the bitmap
- func (rb *Bitmap) UnmarshalBinary(data []byte) error {
- var buf bytes.Buffer
- _, err := buf.Write(data)
- if err != nil {
- return err
- }
- reader := bufio.NewReader(&buf)
- _, err = rb.ReadFrom(reader)
- return err
- }
-
- // NewBitmap creates a new empty Bitmap (see also New)
- func NewBitmap() *Bitmap {
- return &Bitmap{}
- }
-
- // New creates a new empty Bitmap (same as NewBitmap)
- func New() *Bitmap {
- return &Bitmap{}
- }
-
- // Clear resets the Bitmap to be logically empty, but may retain
- // some memory allocations that may speed up future operations
- func (rb *Bitmap) Clear() {
- rb.highlowcontainer.clear()
- }
-
- // ToArray creates a new slice containing all of the integers stored in the Bitmap in sorted order
- func (rb *Bitmap) ToArray() []uint32 {
- array := make([]uint32, rb.GetCardinality())
- pos := 0
- pos2 := 0
-
- for pos < rb.highlowcontainer.size() {
- hs := uint32(rb.highlowcontainer.getKeyAtIndex(pos)) << 16
- c := rb.highlowcontainer.getContainerAtIndex(pos)
- pos++
- c.fillLeastSignificant16bits(array, pos2, hs)
- pos2 += c.getCardinality()
- }
- return array
- }
-
- // GetSizeInBytes estimates the memory usage of the Bitmap. Note that this
- // might differ slightly from the amount of bytes required for persistent storage
- func (rb *Bitmap) GetSizeInBytes() uint64 {
- size := uint64(8)
- for _, c := range rb.highlowcontainer.containers {
- size += uint64(2) + uint64(c.getSizeInBytes())
- }
- return size
- }
-
- // GetSerializedSizeInBytes computes the serialized size in bytes
- // of the Bitmap. It should correspond to the
- // number of bytes written when invoking WriteTo. You can expect
- // that this function is much cheaper computationally than WriteTo.
- func (rb *Bitmap) GetSerializedSizeInBytes() uint64 {
- return rb.highlowcontainer.serializedSizeInBytes()
- }
-
- // BoundSerializedSizeInBytes returns an upper bound on the serialized size in bytes
- // assuming that one wants to store "cardinality" integers in [0, universe_size)
- func BoundSerializedSizeInBytes(cardinality uint64, universeSize uint64) uint64 {
- contnbr := (universeSize + uint64(65535)) / uint64(65536)
- if contnbr > cardinality {
- contnbr = cardinality
- // we can't have more containers than we have values
- }
- headermax := 8*contnbr + 4
- if 4 > (contnbr+7)/8 {
- headermax += 4
- } else {
- headermax += (contnbr + 7) / 8
- }
- valsarray := uint64(arrayContainerSizeInBytes(int(cardinality)))
- valsbitmap := contnbr * uint64(bitmapContainerSizeInBytes())
- valsbest := valsarray
- if valsbest > valsbitmap {
- valsbest = valsbitmap
- }
- return valsbest + headermax
- }
-
- // IntIterable allows you to iterate over the values in a Bitmap
- type IntIterable interface {
- HasNext() bool
- Next() uint32
- }
-
- type intIterator struct {
- pos int
- hs uint32
- iter shortIterable
- highlowcontainer *roaringArray
- }
-
- // HasNext returns true if there are more integers to iterate over
- func (ii *intIterator) HasNext() bool {
- return ii.pos < ii.highlowcontainer.size()
- }
-
- func (ii *intIterator) init() {
- if ii.highlowcontainer.size() > ii.pos {
- ii.iter = ii.highlowcontainer.getContainerAtIndex(ii.pos).getShortIterator()
- ii.hs = uint32(ii.highlowcontainer.getKeyAtIndex(ii.pos)) << 16
- }
- }
-
- // Next returns the next integer
- func (ii *intIterator) Next() uint32 {
- x := uint32(ii.iter.next()) | ii.hs
- if !ii.iter.hasNext() {
- ii.pos = ii.pos + 1
- ii.init()
- }
- return x
- }
-
- func newIntIterator(a *Bitmap) *intIterator {
- p := new(intIterator)
- p.pos = 0
- p.highlowcontainer = &a.highlowcontainer
- p.init()
- return p
- }
-
- // ManyIntIterable allows you to iterate over the values in a Bitmap
- type ManyIntIterable interface {
- // pass in a buffer to fill up with values, returns how many values were returned
- NextMany([]uint32) int
- }
-
- type manyIntIterator struct {
- pos int
- hs uint32
- iter manyIterable
- highlowcontainer *roaringArray
- }
-
- func (ii *manyIntIterator) init() {
- if ii.highlowcontainer.size() > ii.pos {
- ii.iter = ii.highlowcontainer.getContainerAtIndex(ii.pos).getManyIterator()
- ii.hs = uint32(ii.highlowcontainer.getKeyAtIndex(ii.pos)) << 16
- } else {
- ii.iter = nil
- }
- }
-
- func (ii *manyIntIterator) NextMany(buf []uint32) int {
- n := 0
- for n < len(buf) {
- if ii.iter == nil {
- break
- }
- moreN := ii.iter.nextMany(ii.hs, buf[n:])
- n += moreN
- if moreN == 0 {
- ii.pos = ii.pos + 1
- ii.init()
- }
- }
-
- return n
- }
-
- func newManyIntIterator(a *Bitmap) *manyIntIterator {
- p := new(manyIntIterator)
- p.pos = 0
- p.highlowcontainer = &a.highlowcontainer
- p.init()
- return p
- }
-
- // String creates a string representation of the Bitmap
- func (rb *Bitmap) String() string {
- // inspired by https://github.com/fzandona/goroar/
- var buffer bytes.Buffer
- start := []byte("{")
- buffer.Write(start)
- i := rb.Iterator()
- counter := 0
- if i.HasNext() {
- counter = counter + 1
- buffer.WriteString(strconv.FormatInt(int64(i.Next()), 10))
- }
- for i.HasNext() {
- buffer.WriteString(",")
- counter = counter + 1
- // to avoid exhausting the memory
- if counter > 0x40000 {
- buffer.WriteString("...")
- break
- }
- buffer.WriteString(strconv.FormatInt(int64(i.Next()), 10))
- }
- buffer.WriteString("}")
- return buffer.String()
- }
-
- // Iterator creates a new IntIterable to iterate over the integers contained in the bitmap, in sorted order
- func (rb *Bitmap) Iterator() IntIterable {
- return newIntIterator(rb)
- }
-
- // Iterator creates a new ManyIntIterable to iterate over the integers contained in the bitmap, in sorted order
- func (rb *Bitmap) ManyIterator() ManyIntIterable {
- return newManyIntIterator(rb)
- }
-
- // Clone creates a copy of the Bitmap
- func (rb *Bitmap) Clone() *Bitmap {
- ptr := new(Bitmap)
- ptr.highlowcontainer = *rb.highlowcontainer.clone()
- return ptr
- }
-
- // Minimum get the smallest value stored in this roaring bitmap, assumes that it is not empty
- func (rb *Bitmap) Minimum() uint32 {
- return uint32(rb.highlowcontainer.containers[0].minimum()) | (uint32(rb.highlowcontainer.keys[0]) << 16)
- }
-
- // Maximum get the largest value stored in this roaring bitmap, assumes that it is not empty
- func (rb *Bitmap) Maximum() uint32 {
- lastindex := len(rb.highlowcontainer.containers) - 1
- return uint32(rb.highlowcontainer.containers[lastindex].maximum()) | (uint32(rb.highlowcontainer.keys[lastindex]) << 16)
- }
-
- // Contains returns true if the integer is contained in the bitmap
- func (rb *Bitmap) Contains(x uint32) bool {
- hb := highbits(x)
- c := rb.highlowcontainer.getContainer(hb)
- return c != nil && c.contains(lowbits(x))
- }
-
- // ContainsInt returns true if the integer is contained in the bitmap (this is a convenience method, the parameter is casted to uint32 and Contains is called)
- func (rb *Bitmap) ContainsInt(x int) bool {
- return rb.Contains(uint32(x))
- }
-
- // Equals returns true if the two bitmaps contain the same integers
- func (rb *Bitmap) Equals(o interface{}) bool {
- srb, ok := o.(*Bitmap)
- if ok {
- return srb.highlowcontainer.equals(rb.highlowcontainer)
- }
- return false
- }
-
- // Add the integer x to the bitmap
- func (rb *Bitmap) Add(x uint32) {
- hb := highbits(x)
- ra := &rb.highlowcontainer
- i := ra.getIndex(hb)
- if i >= 0 {
- var c container
- c = ra.getWritableContainerAtIndex(i).iaddReturnMinimized(lowbits(x))
- rb.highlowcontainer.setContainerAtIndex(i, c)
- } else {
- newac := newArrayContainer()
- rb.highlowcontainer.insertNewKeyValueAt(-i-1, hb, newac.iaddReturnMinimized(lowbits(x)))
- }
- }
-
- // add the integer x to the bitmap, return the container and its index
- func (rb *Bitmap) addwithptr(x uint32) (int, container) {
- hb := highbits(x)
- ra := &rb.highlowcontainer
- i := ra.getIndex(hb)
- var c container
- if i >= 0 {
- c = ra.getWritableContainerAtIndex(i).iaddReturnMinimized(lowbits(x))
- rb.highlowcontainer.setContainerAtIndex(i, c)
- return i, c
- }
- newac := newArrayContainer()
- c = newac.iaddReturnMinimized(lowbits(x))
- rb.highlowcontainer.insertNewKeyValueAt(-i-1, hb, c)
- return -i - 1, c
- }
-
- // CheckedAdd adds the integer x to the bitmap and return true if it was added (false if the integer was already present)
- func (rb *Bitmap) CheckedAdd(x uint32) bool {
- // TODO: add unit tests for this method
- hb := highbits(x)
- i := rb.highlowcontainer.getIndex(hb)
- if i >= 0 {
- C := rb.highlowcontainer.getWritableContainerAtIndex(i)
- oldcard := C.getCardinality()
- C = C.iaddReturnMinimized(lowbits(x))
- rb.highlowcontainer.setContainerAtIndex(i, C)
- return C.getCardinality() > oldcard
- }
- newac := newArrayContainer()
- rb.highlowcontainer.insertNewKeyValueAt(-i-1, hb, newac.iaddReturnMinimized(lowbits(x)))
- return true
-
- }
-
- // AddInt adds the integer x to the bitmap (convenience method: the parameter is casted to uint32 and we call Add)
- func (rb *Bitmap) AddInt(x int) {
- rb.Add(uint32(x))
- }
-
- // Remove the integer x from the bitmap
- func (rb *Bitmap) Remove(x uint32) {
- hb := highbits(x)
- i := rb.highlowcontainer.getIndex(hb)
- if i >= 0 {
- c := rb.highlowcontainer.getWritableContainerAtIndex(i).iremoveReturnMinimized(lowbits(x))
- rb.highlowcontainer.setContainerAtIndex(i, c)
- if rb.highlowcontainer.getContainerAtIndex(i).getCardinality() == 0 {
- rb.highlowcontainer.removeAtIndex(i)
- }
- }
- }
-
- // CheckedRemove removes the integer x from the bitmap and return true if the integer was effectively remove (and false if the integer was not present)
- func (rb *Bitmap) CheckedRemove(x uint32) bool {
- // TODO: add unit tests for this method
- hb := highbits(x)
- i := rb.highlowcontainer.getIndex(hb)
- if i >= 0 {
- C := rb.highlowcontainer.getWritableContainerAtIndex(i)
- oldcard := C.getCardinality()
- C = C.iremoveReturnMinimized(lowbits(x))
- rb.highlowcontainer.setContainerAtIndex(i, C)
- if rb.highlowcontainer.getContainerAtIndex(i).getCardinality() == 0 {
- rb.highlowcontainer.removeAtIndex(i)
- return true
- }
- return C.getCardinality() < oldcard
- }
- return false
-
- }
-
- // IsEmpty returns true if the Bitmap is empty (it is faster than doing (GetCardinality() == 0))
- func (rb *Bitmap) IsEmpty() bool {
- return rb.highlowcontainer.size() == 0
- }
-
- // GetCardinality returns the number of integers contained in the bitmap
- func (rb *Bitmap) GetCardinality() uint64 {
- size := uint64(0)
- for _, c := range rb.highlowcontainer.containers {
- size += uint64(c.getCardinality())
- }
- return size
- }
-
- // Rank returns the number of integers that are smaller or equal to x (Rank(infinity) would be GetCardinality())
- func (rb *Bitmap) Rank(x uint32) uint64 {
- size := uint64(0)
- for i := 0; i < rb.highlowcontainer.size(); i++ {
- key := rb.highlowcontainer.getKeyAtIndex(i)
- if key > highbits(x) {
- return size
- }
- if key < highbits(x) {
- size += uint64(rb.highlowcontainer.getContainerAtIndex(i).getCardinality())
- } else {
- return size + uint64(rb.highlowcontainer.getContainerAtIndex(i).rank(lowbits(x)))
- }
- }
- return size
- }
-
- // Select returns the xth integer in the bitmap
- func (rb *Bitmap) Select(x uint32) (uint32, error) {
- if rb.GetCardinality() <= uint64(x) {
- return 0, fmt.Errorf("can't find %dth integer in a bitmap with only %d items", x, rb.GetCardinality())
- }
-
- remaining := x
- for i := 0; i < rb.highlowcontainer.size(); i++ {
- c := rb.highlowcontainer.getContainerAtIndex(i)
- if remaining >= uint32(c.getCardinality()) {
- remaining -= uint32(c.getCardinality())
- } else {
- key := rb.highlowcontainer.getKeyAtIndex(i)
- return uint32(key)<<16 + uint32(c.selectInt(uint16(remaining))), nil
- }
- }
- return 0, fmt.Errorf("can't find %dth integer in a bitmap with only %d items", x, rb.GetCardinality())
- }
-
- // And computes the intersection between two bitmaps and stores the result in the current bitmap
- func (rb *Bitmap) And(x2 *Bitmap) {
- pos1 := 0
- pos2 := 0
- intersectionsize := 0
- length1 := rb.highlowcontainer.size()
- length2 := x2.highlowcontainer.size()
-
- main:
- for {
- if pos1 < length1 && pos2 < length2 {
- s1 := rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 := x2.highlowcontainer.getKeyAtIndex(pos2)
- for {
- if s1 == s2 {
- c1 := rb.highlowcontainer.getWritableContainerAtIndex(pos1)
- c2 := x2.highlowcontainer.getContainerAtIndex(pos2)
- diff := c1.iand(c2)
- if diff.getCardinality() > 0 {
- rb.highlowcontainer.replaceKeyAndContainerAtIndex(intersectionsize, s1, diff, false)
- intersectionsize++
- }
- pos1++
- pos2++
- if (pos1 == length1) || (pos2 == length2) {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- } else if s1 < s2 {
- pos1 = rb.highlowcontainer.advanceUntil(s2, pos1)
- if pos1 == length1 {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- } else { //s1 > s2
- pos2 = x2.highlowcontainer.advanceUntil(s1, pos2)
- if pos2 == length2 {
- break main
- }
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- }
- }
- } else {
- break
- }
- }
- rb.highlowcontainer.resize(intersectionsize)
- }
-
- // OrCardinality returns the cardinality of the union between two bitmaps, bitmaps are not modified
- func (rb *Bitmap) OrCardinality(x2 *Bitmap) uint64 {
- pos1 := 0
- pos2 := 0
- length1 := rb.highlowcontainer.size()
- length2 := x2.highlowcontainer.size()
- answer := uint64(0)
- main:
- for {
- if (pos1 < length1) && (pos2 < length2) {
- s1 := rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 := x2.highlowcontainer.getKeyAtIndex(pos2)
-
- for {
- if s1 < s2 {
- answer += uint64(rb.highlowcontainer.getContainerAtIndex(pos1).getCardinality())
- pos1++
- if pos1 == length1 {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- } else if s1 > s2 {
- answer += uint64(x2.highlowcontainer.getContainerAtIndex(pos2).getCardinality())
- pos2++
- if pos2 == length2 {
- break main
- }
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- } else {
- // TODO: could be faster if we did not have to materialize the container
- answer += uint64(rb.highlowcontainer.getContainerAtIndex(pos1).or(x2.highlowcontainer.getContainerAtIndex(pos2)).getCardinality())
- pos1++
- pos2++
- if (pos1 == length1) || (pos2 == length2) {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- }
- }
- } else {
- break
- }
- }
- for ; pos1 < length1; pos1++ {
- answer += uint64(rb.highlowcontainer.getContainerAtIndex(pos1).getCardinality())
- }
- for ; pos2 < length2; pos2++ {
- answer += uint64(x2.highlowcontainer.getContainerAtIndex(pos2).getCardinality())
- }
- return answer
- }
-
- // AndCardinality returns the cardinality of the intersection between two bitmaps, bitmaps are not modified
- func (rb *Bitmap) AndCardinality(x2 *Bitmap) uint64 {
- pos1 := 0
- pos2 := 0
- answer := uint64(0)
- length1 := rb.highlowcontainer.size()
- length2 := x2.highlowcontainer.size()
-
- main:
- for {
- if pos1 < length1 && pos2 < length2 {
- s1 := rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 := x2.highlowcontainer.getKeyAtIndex(pos2)
- for {
- if s1 == s2 {
- c1 := rb.highlowcontainer.getContainerAtIndex(pos1)
- c2 := x2.highlowcontainer.getContainerAtIndex(pos2)
- answer += uint64(c1.andCardinality(c2))
- pos1++
- pos2++
- if (pos1 == length1) || (pos2 == length2) {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- } else if s1 < s2 {
- pos1 = rb.highlowcontainer.advanceUntil(s2, pos1)
- if pos1 == length1 {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- } else { //s1 > s2
- pos2 = x2.highlowcontainer.advanceUntil(s1, pos2)
- if pos2 == length2 {
- break main
- }
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- }
- }
- } else {
- break
- }
- }
- return answer
- }
-
- // Intersects checks whether two bitmap intersects, bitmaps are not modified
- func (rb *Bitmap) Intersects(x2 *Bitmap) bool {
- pos1 := 0
- pos2 := 0
- length1 := rb.highlowcontainer.size()
- length2 := x2.highlowcontainer.size()
-
- main:
- for {
- if pos1 < length1 && pos2 < length2 {
- s1 := rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 := x2.highlowcontainer.getKeyAtIndex(pos2)
- for {
- if s1 == s2 {
- c1 := rb.highlowcontainer.getContainerAtIndex(pos1)
- c2 := x2.highlowcontainer.getContainerAtIndex(pos2)
- if c1.intersects(c2) {
- return true
- }
- pos1++
- pos2++
- if (pos1 == length1) || (pos2 == length2) {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- } else if s1 < s2 {
- pos1 = rb.highlowcontainer.advanceUntil(s2, pos1)
- if pos1 == length1 {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- } else { //s1 > s2
- pos2 = x2.highlowcontainer.advanceUntil(s1, pos2)
- if pos2 == length2 {
- break main
- }
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- }
- }
- } else {
- break
- }
- }
- return false
- }
-
- // Xor computes the symmetric difference between two bitmaps and stores the result in the current bitmap
- func (rb *Bitmap) Xor(x2 *Bitmap) {
- pos1 := 0
- pos2 := 0
- length1 := rb.highlowcontainer.size()
- length2 := x2.highlowcontainer.size()
- for {
- if (pos1 < length1) && (pos2 < length2) {
- s1 := rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 := x2.highlowcontainer.getKeyAtIndex(pos2)
- if s1 < s2 {
- pos1 = rb.highlowcontainer.advanceUntil(s2, pos1)
- if pos1 == length1 {
- break
- }
- } else if s1 > s2 {
- c := x2.highlowcontainer.getWritableContainerAtIndex(pos2)
- rb.highlowcontainer.insertNewKeyValueAt(pos1, x2.highlowcontainer.getKeyAtIndex(pos2), c)
- length1++
- pos1++
- pos2++
- } else {
- // TODO: couple be computed in-place for reduced memory usage
- c := rb.highlowcontainer.getContainerAtIndex(pos1).xor(x2.highlowcontainer.getContainerAtIndex(pos2))
- if c.getCardinality() > 0 {
- rb.highlowcontainer.setContainerAtIndex(pos1, c)
- pos1++
- } else {
- rb.highlowcontainer.removeAtIndex(pos1)
- length1--
- }
- pos2++
- }
- } else {
- break
- }
- }
- if pos1 == length1 {
- rb.highlowcontainer.appendCopyMany(x2.highlowcontainer, pos2, length2)
- }
- }
-
- // Or computes the union between two bitmaps and stores the result in the current bitmap
- func (rb *Bitmap) Or(x2 *Bitmap) {
- pos1 := 0
- pos2 := 0
- length1 := rb.highlowcontainer.size()
- length2 := x2.highlowcontainer.size()
- main:
- for (pos1 < length1) && (pos2 < length2) {
- s1 := rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 := x2.highlowcontainer.getKeyAtIndex(pos2)
-
- for {
- if s1 < s2 {
- pos1++
- if pos1 == length1 {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- } else if s1 > s2 {
- rb.highlowcontainer.insertNewKeyValueAt(pos1, s2, x2.highlowcontainer.getContainerAtIndex(pos2).clone())
- pos1++
- length1++
- pos2++
- if pos2 == length2 {
- break main
- }
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- } else {
- rb.highlowcontainer.replaceKeyAndContainerAtIndex(pos1, s1, rb.highlowcontainer.getWritableContainerAtIndex(pos1).ior(x2.highlowcontainer.getContainerAtIndex(pos2)), false)
- pos1++
- pos2++
- if (pos1 == length1) || (pos2 == length2) {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- }
- }
- }
- if pos1 == length1 {
- rb.highlowcontainer.appendCopyMany(x2.highlowcontainer, pos2, length2)
- }
- }
-
- /*func (rb *Bitmap) Or(x2 *Bitmap) {
- results := Or(rb, x2) // Todo: could be computed in-place for reduced memory usage
- rb.highlowcontainer = results.highlowcontainer
- }*/
-
- // AndNot computes the difference between two bitmaps and stores the result in the current bitmap
- func (rb *Bitmap) AndNot(x2 *Bitmap) {
- pos1 := 0
- pos2 := 0
- intersectionsize := 0
- length1 := rb.highlowcontainer.size()
- length2 := x2.highlowcontainer.size()
-
- main:
- for {
- if pos1 < length1 && pos2 < length2 {
- s1 := rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 := x2.highlowcontainer.getKeyAtIndex(pos2)
- for {
- if s1 == s2 {
- c1 := rb.highlowcontainer.getWritableContainerAtIndex(pos1)
- c2 := x2.highlowcontainer.getContainerAtIndex(pos2)
- diff := c1.iandNot(c2)
- if diff.getCardinality() > 0 {
- rb.highlowcontainer.replaceKeyAndContainerAtIndex(intersectionsize, s1, diff, false)
- intersectionsize++
- }
- pos1++
- pos2++
- if (pos1 == length1) || (pos2 == length2) {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- } else if s1 < s2 {
- c1 := rb.highlowcontainer.getContainerAtIndex(pos1)
- mustCopyOnWrite := rb.highlowcontainer.needsCopyOnWrite(pos1)
- rb.highlowcontainer.replaceKeyAndContainerAtIndex(intersectionsize, s1, c1, mustCopyOnWrite)
- intersectionsize++
- pos1++
- if pos1 == length1 {
- break main
- }
- s1 = rb.highlowcontainer.getKeyAtIndex(pos1)
- } else { //s1 > s2
- pos2 = x2.highlowcontainer.advanceUntil(s1, pos2)
- if pos2 == length2 {
- break main
- }
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- }
- }
- } else {
- break
- }
- }
- // TODO:implement as a copy
- for pos1 < length1 {
- c1 := rb.highlowcontainer.getContainerAtIndex(pos1)
- s1 := rb.highlowcontainer.getKeyAtIndex(pos1)
- mustCopyOnWrite := rb.highlowcontainer.needsCopyOnWrite(pos1)
- rb.highlowcontainer.replaceKeyAndContainerAtIndex(intersectionsize, s1, c1, mustCopyOnWrite)
- intersectionsize++
- pos1++
- }
- rb.highlowcontainer.resize(intersectionsize)
- }
-
- // Or computes the union between two bitmaps and returns the result
- func Or(x1, x2 *Bitmap) *Bitmap {
- answer := NewBitmap()
- pos1 := 0
- pos2 := 0
- length1 := x1.highlowcontainer.size()
- length2 := x2.highlowcontainer.size()
- main:
- for (pos1 < length1) && (pos2 < length2) {
- s1 := x1.highlowcontainer.getKeyAtIndex(pos1)
- s2 := x2.highlowcontainer.getKeyAtIndex(pos2)
-
- for {
- if s1 < s2 {
- answer.highlowcontainer.appendCopy(x1.highlowcontainer, pos1)
- pos1++
- if pos1 == length1 {
- break main
- }
- s1 = x1.highlowcontainer.getKeyAtIndex(pos1)
- } else if s1 > s2 {
- answer.highlowcontainer.appendCopy(x2.highlowcontainer, pos2)
- pos2++
- if pos2 == length2 {
- break main
- }
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- } else {
-
- answer.highlowcontainer.appendContainer(s1, x1.highlowcontainer.getContainerAtIndex(pos1).or(x2.highlowcontainer.getContainerAtIndex(pos2)), false)
- pos1++
- pos2++
- if (pos1 == length1) || (pos2 == length2) {
- break main
- }
- s1 = x1.highlowcontainer.getKeyAtIndex(pos1)
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- }
- }
- }
- if pos1 == length1 {
- answer.highlowcontainer.appendCopyMany(x2.highlowcontainer, pos2, length2)
- } else if pos2 == length2 {
- answer.highlowcontainer.appendCopyMany(x1.highlowcontainer, pos1, length1)
- }
- return answer
- }
-
- // And computes the intersection between two bitmaps and returns the result
- func And(x1, x2 *Bitmap) *Bitmap {
- answer := NewBitmap()
- pos1 := 0
- pos2 := 0
- length1 := x1.highlowcontainer.size()
- length2 := x2.highlowcontainer.size()
- main:
- for pos1 < length1 && pos2 < length2 {
- s1 := x1.highlowcontainer.getKeyAtIndex(pos1)
- s2 := x2.highlowcontainer.getKeyAtIndex(pos2)
- for {
- if s1 == s2 {
- C := x1.highlowcontainer.getContainerAtIndex(pos1)
- C = C.and(x2.highlowcontainer.getContainerAtIndex(pos2))
-
- if C.getCardinality() > 0 {
- answer.highlowcontainer.appendContainer(s1, C, false)
- }
- pos1++
- pos2++
- if (pos1 == length1) || (pos2 == length2) {
- break main
- }
- s1 = x1.highlowcontainer.getKeyAtIndex(pos1)
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- } else if s1 < s2 {
- pos1 = x1.highlowcontainer.advanceUntil(s2, pos1)
- if pos1 == length1 {
- break main
- }
- s1 = x1.highlowcontainer.getKeyAtIndex(pos1)
- } else { // s1 > s2
- pos2 = x2.highlowcontainer.advanceUntil(s1, pos2)
- if pos2 == length2 {
- break main
- }
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- }
- }
- }
- return answer
- }
-
- // Xor computes the symmetric difference between two bitmaps and returns the result
- func Xor(x1, x2 *Bitmap) *Bitmap {
- answer := NewBitmap()
- pos1 := 0
- pos2 := 0
- length1 := x1.highlowcontainer.size()
- length2 := x2.highlowcontainer.size()
- for {
- if (pos1 < length1) && (pos2 < length2) {
- s1 := x1.highlowcontainer.getKeyAtIndex(pos1)
- s2 := x2.highlowcontainer.getKeyAtIndex(pos2)
- if s1 < s2 {
- answer.highlowcontainer.appendCopy(x1.highlowcontainer, pos1)
- pos1++
- } else if s1 > s2 {
- answer.highlowcontainer.appendCopy(x2.highlowcontainer, pos2)
- pos2++
- } else {
- c := x1.highlowcontainer.getContainerAtIndex(pos1).xor(x2.highlowcontainer.getContainerAtIndex(pos2))
- if c.getCardinality() > 0 {
- answer.highlowcontainer.appendContainer(s1, c, false)
- }
- pos1++
- pos2++
- }
- } else {
- break
- }
- }
- if pos1 == length1 {
- answer.highlowcontainer.appendCopyMany(x2.highlowcontainer, pos2, length2)
- } else if pos2 == length2 {
- answer.highlowcontainer.appendCopyMany(x1.highlowcontainer, pos1, length1)
- }
- return answer
- }
-
- // AndNot computes the difference between two bitmaps and returns the result
- func AndNot(x1, x2 *Bitmap) *Bitmap {
- answer := NewBitmap()
- pos1 := 0
- pos2 := 0
- length1 := x1.highlowcontainer.size()
- length2 := x2.highlowcontainer.size()
-
- main:
- for {
- if pos1 < length1 && pos2 < length2 {
- s1 := x1.highlowcontainer.getKeyAtIndex(pos1)
- s2 := x2.highlowcontainer.getKeyAtIndex(pos2)
- for {
- if s1 < s2 {
- answer.highlowcontainer.appendCopy(x1.highlowcontainer, pos1)
- pos1++
- if pos1 == length1 {
- break main
- }
- s1 = x1.highlowcontainer.getKeyAtIndex(pos1)
- } else if s1 == s2 {
- c1 := x1.highlowcontainer.getContainerAtIndex(pos1)
- c2 := x2.highlowcontainer.getContainerAtIndex(pos2)
- diff := c1.andNot(c2)
- if diff.getCardinality() > 0 {
- answer.highlowcontainer.appendContainer(s1, diff, false)
- }
- pos1++
- pos2++
- if (pos1 == length1) || (pos2 == length2) {
- break main
- }
- s1 = x1.highlowcontainer.getKeyAtIndex(pos1)
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- } else { //s1 > s2
- pos2 = x2.highlowcontainer.advanceUntil(s1, pos2)
- if pos2 == length2 {
- break main
- }
- s2 = x2.highlowcontainer.getKeyAtIndex(pos2)
- }
- }
- } else {
- break
- }
- }
- if pos2 == length2 {
- answer.highlowcontainer.appendCopyMany(x1.highlowcontainer, pos1, length1)
- }
- return answer
- }
-
- // AddMany add all of the values in dat
- func (rb *Bitmap) AddMany(dat []uint32) {
- if len(dat) == 0 {
- return
- }
- prev := dat[0]
- idx, c := rb.addwithptr(prev)
- for _, i := range dat[1:] {
- if highbits(prev) == highbits(i) {
- c = c.iaddReturnMinimized(lowbits(i))
- rb.highlowcontainer.setContainerAtIndex(idx, c)
- } else {
- idx, c = rb.addwithptr(i)
- }
- prev = i
- }
- }
-
- // BitmapOf generates a new bitmap filled with the specified integers
- func BitmapOf(dat ...uint32) *Bitmap {
- ans := NewBitmap()
- ans.AddMany(dat)
- return ans
- }
-
- // Flip negates the bits in the given range (i.e., [rangeStart,rangeEnd)), any integer present in this range and in the bitmap is removed,
- // and any integer present in the range and not in the bitmap is added.
- // The function uses 64-bit parameters even though a Bitmap stores 32-bit values because it is allowed and meaningful to use [0,uint64(0x100000000)) as a range
- // while uint64(0x100000000) cannot be represented as a 32-bit value.
- func (rb *Bitmap) Flip(rangeStart, rangeEnd uint64) {
-
- if rangeEnd > MaxUint32+1 {
- panic("rangeEnd > MaxUint32+1")
- }
- if rangeStart > MaxUint32+1 {
- panic("rangeStart > MaxUint32+1")
- }
-
- if rangeStart >= rangeEnd {
- return
- }
-
- hbStart := highbits(uint32(rangeStart))
- lbStart := lowbits(uint32(rangeStart))
- hbLast := highbits(uint32(rangeEnd - 1))
- lbLast := lowbits(uint32(rangeEnd - 1))
-
- var max uint32 = maxLowBit
- for hb := hbStart; hb <= hbLast; hb++ {
- var containerStart uint32
- if hb == hbStart {
- containerStart = uint32(lbStart)
- }
- containerLast := max
- if hb == hbLast {
- containerLast = uint32(lbLast)
- }
-
- i := rb.highlowcontainer.getIndex(hb)
-
- if i >= 0 {
- c := rb.highlowcontainer.getWritableContainerAtIndex(i).inot(int(containerStart), int(containerLast)+1)
- if c.getCardinality() > 0 {
- rb.highlowcontainer.setContainerAtIndex(i, c)
- } else {
- rb.highlowcontainer.removeAtIndex(i)
- }
- } else { // *think* the range of ones must never be
- // empty.
- rb.highlowcontainer.insertNewKeyValueAt(-i-1, hb, rangeOfOnes(int(containerStart), int(containerLast)))
- }
- }
- }
-
- // FlipInt calls Flip after casting the parameters (convenience method)
- func (rb *Bitmap) FlipInt(rangeStart, rangeEnd int) {
- rb.Flip(uint64(rangeStart), uint64(rangeEnd))
- }
-
- // AddRange adds the integers in [rangeStart, rangeEnd) to the bitmap.
- // The function uses 64-bit parameters even though a Bitmap stores 32-bit values because it is allowed and meaningful to use [0,uint64(0x100000000)) as a range
- // while uint64(0x100000000) cannot be represented as a 32-bit value.
- func (rb *Bitmap) AddRange(rangeStart, rangeEnd uint64) {
- if rangeStart >= rangeEnd {
- return
- }
- if rangeEnd-1 > MaxUint32 {
- panic("rangeEnd-1 > MaxUint32")
- }
- hbStart := uint32(highbits(uint32(rangeStart)))
- lbStart := uint32(lowbits(uint32(rangeStart)))
- hbLast := uint32(highbits(uint32(rangeEnd - 1)))
- lbLast := uint32(lowbits(uint32(rangeEnd - 1)))
-
- var max uint32 = maxLowBit
- for hb := uint16(hbStart); hb <= uint16(hbLast); hb++ {
- containerStart := uint32(0)
- if hb == uint16(hbStart) {
- containerStart = lbStart
- }
- containerLast := max
- if hb == uint16(hbLast) {
- containerLast = lbLast
- }
-
- i := rb.highlowcontainer.getIndex(hb)
-
- if i >= 0 {
- c := rb.highlowcontainer.getWritableContainerAtIndex(i).iaddRange(int(containerStart), int(containerLast)+1)
- rb.highlowcontainer.setContainerAtIndex(i, c)
- } else { // *think* the range of ones must never be
- // empty.
- rb.highlowcontainer.insertNewKeyValueAt(-i-1, hb, rangeOfOnes(int(containerStart), int(containerLast)))
- }
- }
- }
-
- // RemoveRange removes the integers in [rangeStart, rangeEnd) from the bitmap.
- // The function uses 64-bit parameters even though a Bitmap stores 32-bit values because it is allowed and meaningful to use [0,uint64(0x100000000)) as a range
- // while uint64(0x100000000) cannot be represented as a 32-bit value.
- func (rb *Bitmap) RemoveRange(rangeStart, rangeEnd uint64) {
- if rangeStart >= rangeEnd {
- return
- }
- if rangeEnd-1 > MaxUint32 {
- // logically, we should assume that the user wants to
- // remove all values from rangeStart to infinity
- // see https://github.com/RoaringBitmap/roaring/issues/141
- rangeEnd = uint64(0x100000000)
- }
- hbStart := uint32(highbits(uint32(rangeStart)))
- lbStart := uint32(lowbits(uint32(rangeStart)))
- hbLast := uint32(highbits(uint32(rangeEnd - 1)))
- lbLast := uint32(lowbits(uint32(rangeEnd - 1)))
-
- var max uint32 = maxLowBit
-
- if hbStart == hbLast {
- i := rb.highlowcontainer.getIndex(uint16(hbStart))
- if i < 0 {
- return
- }
- c := rb.highlowcontainer.getWritableContainerAtIndex(i).iremoveRange(int(lbStart), int(lbLast+1))
- if c.getCardinality() > 0 {
- rb.highlowcontainer.setContainerAtIndex(i, c)
- } else {
- rb.highlowcontainer.removeAtIndex(i)
- }
- return
- }
- ifirst := rb.highlowcontainer.getIndex(uint16(hbStart))
- ilast := rb.highlowcontainer.getIndex(uint16(hbLast))
-
- if ifirst >= 0 {
- if lbStart != 0 {
- c := rb.highlowcontainer.getWritableContainerAtIndex(ifirst).iremoveRange(int(lbStart), int(max+1))
- if c.getCardinality() > 0 {
- rb.highlowcontainer.setContainerAtIndex(ifirst, c)
- ifirst++
- }
- }
- } else {
- ifirst = -ifirst - 1
- }
- if ilast >= 0 {
- if lbLast != max {
- c := rb.highlowcontainer.getWritableContainerAtIndex(ilast).iremoveRange(int(0), int(lbLast+1))
- if c.getCardinality() > 0 {
- rb.highlowcontainer.setContainerAtIndex(ilast, c)
- } else {
- ilast++
- }
- } else {
- ilast++
- }
- } else {
- ilast = -ilast - 1
- }
- rb.highlowcontainer.removeIndexRange(ifirst, ilast)
- }
-
- // Flip negates the bits in the given range (i.e., [rangeStart,rangeEnd)), any integer present in this range and in the bitmap is removed,
- // and any integer present in the range and not in the bitmap is added, a new bitmap is returned leaving
- // the current bitmap unchanged.
- // The function uses 64-bit parameters even though a Bitmap stores 32-bit values because it is allowed and meaningful to use [0,uint64(0x100000000)) as a range
- // while uint64(0x100000000) cannot be represented as a 32-bit value.
- func Flip(bm *Bitmap, rangeStart, rangeEnd uint64) *Bitmap {
- if rangeStart >= rangeEnd {
- return bm.Clone()
- }
-
- if rangeStart > MaxUint32 {
- panic("rangeStart > MaxUint32")
- }
- if rangeEnd-1 > MaxUint32 {
- panic("rangeEnd-1 > MaxUint32")
- }
-
- answer := NewBitmap()
- hbStart := highbits(uint32(rangeStart))
- lbStart := lowbits(uint32(rangeStart))
- hbLast := highbits(uint32(rangeEnd - 1))
- lbLast := lowbits(uint32(rangeEnd - 1))
-
- // copy the containers before the active area
- answer.highlowcontainer.appendCopiesUntil(bm.highlowcontainer, hbStart)
-
- var max uint32 = maxLowBit
- for hb := hbStart; hb <= hbLast; hb++ {
- var containerStart uint32
- if hb == hbStart {
- containerStart = uint32(lbStart)
- }
- containerLast := max
- if hb == hbLast {
- containerLast = uint32(lbLast)
- }
-
- i := bm.highlowcontainer.getIndex(hb)
- j := answer.highlowcontainer.getIndex(hb)
-
- if i >= 0 {
- c := bm.highlowcontainer.getContainerAtIndex(i).not(int(containerStart), int(containerLast)+1)
- if c.getCardinality() > 0 {
- answer.highlowcontainer.insertNewKeyValueAt(-j-1, hb, c)
- }
-
- } else { // *think* the range of ones must never be
- // empty.
- answer.highlowcontainer.insertNewKeyValueAt(-j-1, hb,
- rangeOfOnes(int(containerStart), int(containerLast)))
- }
- }
- // copy the containers after the active area.
- answer.highlowcontainer.appendCopiesAfter(bm.highlowcontainer, hbLast)
-
- return answer
- }
-
- // SetCopyOnWrite sets this bitmap to use copy-on-write so that copies are fast and memory conscious
- // if the parameter is true, otherwise we leave the default where hard copies are made
- // (copy-on-write requires extra care in a threaded context).
- // Calling SetCopyOnWrite(true) on a bitmap created with FromBuffer is unsafe.
- func (rb *Bitmap) SetCopyOnWrite(val bool) {
- rb.highlowcontainer.copyOnWrite = val
- }
-
- // GetCopyOnWrite gets this bitmap's copy-on-write property
- func (rb *Bitmap) GetCopyOnWrite() (val bool) {
- return rb.highlowcontainer.copyOnWrite
- }
-
- // FlipInt calls Flip after casting the parameters (convenience method)
- func FlipInt(bm *Bitmap, rangeStart, rangeEnd int) *Bitmap {
- return Flip(bm, uint64(rangeStart), uint64(rangeEnd))
- }
-
- // Statistics provides details on the container types in use.
- type Statistics struct {
- Cardinality uint64
- Containers uint64
-
- ArrayContainers uint64
- ArrayContainerBytes uint64
- ArrayContainerValues uint64
-
- BitmapContainers uint64
- BitmapContainerBytes uint64
- BitmapContainerValues uint64
-
- RunContainers uint64
- RunContainerBytes uint64
- RunContainerValues uint64
- }
-
- // Stats returns details on container type usage in a Statistics struct.
- func (rb *Bitmap) Stats() Statistics {
- stats := Statistics{}
- stats.Containers = uint64(len(rb.highlowcontainer.containers))
- for _, c := range rb.highlowcontainer.containers {
- stats.Cardinality += uint64(c.getCardinality())
-
- switch c.(type) {
- case *arrayContainer:
- stats.ArrayContainers++
- stats.ArrayContainerBytes += uint64(c.getSizeInBytes())
- stats.ArrayContainerValues += uint64(c.getCardinality())
- case *bitmapContainer:
- stats.BitmapContainers++
- stats.BitmapContainerBytes += uint64(c.getSizeInBytes())
- stats.BitmapContainerValues += uint64(c.getCardinality())
- case *runContainer16:
- stats.RunContainers++
- stats.RunContainerBytes += uint64(c.getSizeInBytes())
- stats.RunContainerValues += uint64(c.getCardinality())
- }
- }
- return stats
- }
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