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runlengthintegerwriterv2.go
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runlengthintegerwriterv2.go
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package orc
import (
"fmt"
"io"
"math"
)
type RunLengthIntegerWriterV2 struct {
w io.ByteWriter
signed bool
alignedBitpacking bool
numLiterals int
literals []int64
encoding RLEEncodingType
prevDelta int64
fixedDelta int64
zzBits90p int
zzBits100p int
brBits95p int
brBits100p int
bitsDeltaMax int
patchGapWidth int
patchLength int
patchWidth int
gapVsPatchList []int64
isFixedDelta bool
variableRunLength int
fixedRunLength int
zigzagLiterals []int64
baseRedLiterals []int64
adjDeltas []int64
min int64
minRepeatSize int
maxScope int
maxShortRepeatLength int
}
func NewRunLengthIntegerWriterV2(w io.ByteWriter, signed bool) *RunLengthIntegerWriterV2 {
i := &RunLengthIntegerWriterV2{
w: w,
signed: signed,
literals: make([]int64, MaxScope, MaxScope),
zigzagLiterals: make([]int64, MaxScope, MaxScope),
baseRedLiterals: make([]int64, MaxScope, MaxScope),
adjDeltas: make([]int64, MaxScope, MaxScope),
alignedBitpacking: true,
minRepeatSize: MinRepeatSize,
maxScope: MaxScope,
maxShortRepeatLength: MaxShortRepeatLength,
}
i.clear()
return i
}
func (i *RunLengthIntegerWriterV2) Flush() error {
if i.numLiterals != 0 {
if i.variableRunLength != 0 {
err := i.determineEncoding()
if err != nil {
return err
}
return i.writeValues()
} else if i.fixedRunLength != 0 {
if i.fixedRunLength < i.minRepeatSize {
i.variableRunLength = i.fixedRunLength
i.fixedRunLength = 0
err := i.determineEncoding()
if err != nil {
return err
}
return i.writeValues()
} else if i.fixedRunLength >= i.minRepeatSize &&
i.fixedRunLength <= i.maxShortRepeatLength {
i.encoding = RLEV2IntShortRepeat
return i.writeValues()
} else {
i.encoding = RLEV2IntDelta
i.isFixedDelta = true
return i.writeValues()
}
}
}
return nil
}
func (i *RunLengthIntegerWriterV2) WriteInt(val int64) error {
if i.numLiterals == 0 {
i.initializeLiterals(val)
} else {
if i.numLiterals == 1 {
i.prevDelta = val - i.literals[0]
i.literals[i.numLiterals] = val
i.numLiterals++
// if both values are same count as fixed run else variable run
if val == i.literals[0] {
i.fixedRunLength = 2
i.variableRunLength = 0
} else {
i.fixedRunLength = 0
i.variableRunLength = 2
}
} else {
currentDelta := val - i.literals[i.numLiterals-1]
if i.prevDelta == 0 && currentDelta == 0 {
// fixed delta run
i.literals[i.numLiterals] = val
i.numLiterals++
// if variable run is non-zero then we are seeing repeating
// values at the end of variable run in which case keep
// updating variable and fixed runs
if i.variableRunLength > 0 {
i.fixedRunLength = 2
}
i.fixedRunLength += 1
// if fixed run met the minimum condition and if variable
// run is non-zero then flush the variable run and shift the
// tail fixed runs to start of the buffer
if i.fixedRunLength >= i.minRepeatSize && i.variableRunLength > 0 {
i.numLiterals -= i.minRepeatSize
i.variableRunLength -= i.minRepeatSize - 1
// copy the tail fixed runs
tailVals := make([]int64, i.minRepeatSize)
copy(tailVals, i.literals[i.numLiterals:i.numLiterals+i.minRepeatSize])
// determine variable encoding and flush values
err := i.determineEncoding()
if err != nil {
return err
}
err = i.writeValues()
if err != nil {
return err
}
// shift tail fixed runs to beginning of the buffer
for _, l := range tailVals {
i.literals[i.numLiterals] = l
i.numLiterals++
}
}
// if fixed runs reached max repeat length then write values
if i.fixedRunLength == i.maxScope {
err := i.determineEncoding()
if err != nil {
return err
}
err = i.writeValues()
if err != nil {
return err
}
}
} else {
// variable delta run
// if fixed run length is non-zero and if it satisfies the
// short repeat conditions then write the values as short repeats
// else use delta encoding
if i.fixedRunLength >= i.minRepeatSize {
if i.fixedRunLength <= i.maxShortRepeatLength {
i.encoding = RLEV2IntShortRepeat
err := i.writeValues()
if err != nil {
return err
}
} else {
i.encoding = RLEV2IntDelta
i.isFixedDelta = true
err := i.writeValues()
if err != nil {
return err
}
}
}
// if fixed run length is <MIN_REPEAT and current value is
// different from previous then treat it as variable run
if i.fixedRunLength > 0 && i.fixedRunLength < i.minRepeatSize {
if val != i.literals[i.numLiterals-1] {
i.variableRunLength = i.fixedRunLength
i.fixedRunLength = 0
}
}
// after writing values re-initialize the variables
if i.numLiterals == 0 {
i.initializeLiterals(val)
} else {
// keep updating variable run lengths
i.prevDelta = val - i.literals[i.numLiterals-1]
i.literals[i.numLiterals] = val
i.numLiterals++
i.variableRunLength++
// if variable run length reach the max scope, write it
if i.variableRunLength == i.maxScope {
err := i.determineEncoding()
if err != nil {
return err
}
err = i.writeValues()
if err != nil {
return err
}
}
}
}
}
}
return nil
}
func (i *RunLengthIntegerWriterV2) writeValues() error {
if i.numLiterals != 0 {
switch i.encoding {
case RLEV2IntShortRepeat:
err := i.writeShortRepeatValues()
if err != nil {
return err
}
case RLEV2IntDirect:
err := i.writeDirectValues()
if err != nil {
return err
}
case RLEV2IntPatchedBase:
err := i.writePatchedBaseValues()
if err != nil {
return err
}
default:
err := i.writeDeltaValues()
if err != nil {
return err
}
}
i.clear()
}
return nil
}
func (i *RunLengthIntegerWriterV2) Close() error {
return i.Flush()
}
func (i *RunLengthIntegerWriterV2) clear() {
i.numLiterals = 0
i.encoding = RLEV2IntDirect
i.prevDelta = 0
i.fixedDelta = 0
i.zzBits90p = 0
i.zzBits100p = 0
i.brBits95p = 0
i.brBits100p = 0
i.bitsDeltaMax = 0
i.patchGapWidth = 0
i.patchLength = 0
i.patchWidth = 0
i.gapVsPatchList = []int64{}
i.min = 0
i.isFixedDelta = true
}
func (i *RunLengthIntegerWriterV2) determineEncoding() error {
// we need to compute zigzag values for DIRECT encoding if we decide to
// break early for delta overflows or for shorter runs
i.computeZigZagLiterals()
i.zzBits100p = percentileBits(i.zigzagLiterals, 0, i.numLiterals, 1.0)
// not a big win for shorter runs to determine encoding
if i.numLiterals <= i.minRepeatSize {
i.encoding = RLEV2IntDirect
return nil
}
// Delta encoding check
// for identifying monotonic sequences
isIncreasing := true
isDecreasing := true
i.isFixedDelta = true
i.min = i.literals[0]
max := i.literals[0]
initialDelta := i.literals[1] - i.literals[0]
currDelta := initialDelta
deltaMax := initialDelta
i.adjDeltas[0] = initialDelta
for j := 1; j < i.numLiterals; j++ {
l1 := i.literals[j]
l0 := i.literals[j-1]
currDelta = l1 - l0
i.min = minInt64(i.min, l1)
max = maxInt64(max, l1)
isIncreasing = isIncreasing && (l0 <= l1)
isDecreasing = isDecreasing && (l0 >= l1)
i.isFixedDelta = i.isFixedDelta && (currDelta == initialDelta)
if j > 1 {
i.adjDeltas[j-1] = absInt64(currDelta)
deltaMax = maxInt64(deltaMax, i.adjDeltas[j-1])
}
}
// its faster to exit under delta overflow condition without checking for
// PATCHED_BASE condition as encoding using DIRECT is faster and has less
// overhead than PATCHED_BASE
if !isSafeSubtract(max, i.min) {
i.encoding = RLEV2IntDirect
return nil
}
// invariant - subtracting any number from any other in the literals after
// this point won't overflow
// if min is equal to max then the delta is 0, this condition happens for
// fixed values run >10 which cannot be encoded with SHORT_REPEAT
if i.min == max {
if !i.isFixedDelta {
return fmt.Errorf("%v == %v, isFixedDelta cannot be false", i.min, max)
}
if currDelta != 0 {
return fmt.Errorf("%v == %v, currDelta should be zero", i.min, max)
}
i.fixedDelta = 0
i.encoding = RLEV2IntDelta
return nil
}
if i.isFixedDelta {
if currDelta != initialDelta {
return fmt.Errorf("currDelta should be equal to initialDelta for fixed delta encoding")
}
i.encoding = RLEV2IntDelta
i.fixedDelta = currDelta
return nil
}
// if initialDelta is 0 then we cannot delta encode as we cannot identify
// the sign of deltas (increasing or decreasing)
if initialDelta != 0 {
// stores the number of bits required for packing delta blob in
// delta encoding
i.bitsDeltaMax = findClosestNumBits(deltaMax)
// monotonic condition
if isIncreasing || isDecreasing {
i.encoding = RLEV2IntDelta
return nil
}
}
// PATCHED_BASE encoding check
// percentile values are computed for the zigzag encoded values. if the
// number of bit requirement between 90th and 100th percentile varies
// beyond a threshold then we need to patch the values. if the variation
// is not significant then we can use direct encoding
i.zzBits90p = percentileBits(i.zigzagLiterals, 0, i.numLiterals, 0.9)
diffBitsLH := i.zzBits100p - i.zzBits90p
// if the difference between 90th percentile and 100th percentile fixed
// bits is > 1 then we need patch the values
if diffBitsLH > 1 {
// patching is done only on base reduced values.
// remove base from literals
for j := 0; j < i.numLiterals; j++ {
i.baseRedLiterals[j] = i.literals[j] - i.min
}
// 95th percentile width is used to determine max allowed value
// after which patching will be done
i.brBits95p = percentileBits(i.baseRedLiterals, 0, i.numLiterals, 0.95)
// 100th percentile is used to compute the max patch width
i.brBits100p = percentileBits(i.baseRedLiterals, 0, i.numLiterals, 1.0)
// after base reducing the values, if the difference in bits between
// 95th percentile and 100th percentile value is zero then there
// is no point in patching the values, in which case we will
// fallback to DIRECT encoding.
// The decision to use patched base was based on zigzag values, but the
// actual patching is done on base reduced literals.
if (i.brBits100p - i.brBits95p) != 0 {
i.encoding = RLEV2IntPatchedBase
i.preparePatchedBlob()
return nil
}
i.encoding = RLEV2IntDirect
return nil
}
// if difference in bits between 95th percentile and 100th percentile is
// 0, then patch length will become 0. Hence we will fallback to direct
i.encoding = RLEV2IntDirect
return nil
}
func (i *RunLengthIntegerWriterV2) computeZigZagLiterals() {
// populate zigzag encoded literals
for j := 0; j < i.numLiterals; j++ {
if i.signed {
i.zigzagLiterals[j] = int64(zigzagEncode(i.literals[j]))
} else {
i.zigzagLiterals[j] = i.literals[j]
}
}
}
func (i *RunLengthIntegerWriterV2) preparePatchedBlob() {
// mask will be max value beyond which patch will be generated
mask := (int64(1) << uint64(i.brBits95p)) - 1
// since we are considering only 95 percentile, the size of gap and
// patch array can contain only be 5% values
i.patchLength = int(math.Ceil(float64(i.numLiterals) * 0.05))
var gapList []int
var patchList []int64
// #bit for patch
i.patchWidth = i.brBits100p - i.brBits95p
i.patchWidth = getClosestFixedBits(i.patchWidth)
// if patch bit requirement is 64 then it will not possible to pack
// gap and patch together in a long. To make sure gap and patch can be
// packed together adjust the patch width
if i.patchWidth == 64 {
i.patchWidth = 56
i.brBits95p = 8
mask = (1 << uint64(i.brBits95p)) - 1
}
prev := 0
gap := 0
maxGap := 0
for j := 0; j < i.numLiterals; j++ {
// if value is above mask then create the patch and record the gap
if i.baseRedLiterals[j] > mask {
gap = j - prev
if gap > maxGap {
maxGap = gap
}
// gaps are relative, so store the previous patched value index
prev = j
gapList = append(gapList, gap)
// extract the most significant bits that are over mask bits
patch := int64(uint64(i.baseRedLiterals[j]) >> uint64(i.brBits95p))
patchList = append(patchList, patch)
// strip off the MSB to enable safe bit packing
i.baseRedLiterals[j] &= int64(mask)
}
}
// adjust the patch length to number of entries in gap list
i.patchLength = len(gapList)
// if the element to be patched is the first and only element then
// max gap will be 0, but to store the gap as 0 we need atleast 1 bit
if maxGap == 0 && i.patchLength != 0 {
i.patchGapWidth = 1
} else {
i.patchGapWidth = findClosestNumBits(int64(maxGap))
}
// special case: if the patch gap width is greater than 256, then
// we need 9 bits to encode the gap width. But we only have 3 bits in
// header to record the gap width. To deal with this case, we will save
// two entries in patch list in the following way
// 256 gap width => 0 for patch value
// actual gap - 256 => actual patch value
// We will do the same for gap width = 511. If the element to be patched is
// the last element in the scope then gap width will be 511. In this case we
// will have 3 entries in the patch list in the following way
// 255 gap width => 0 for patch value
// 255 gap width => 0 for patch value
// 1 gap width => actual patch value
if i.patchGapWidth > 8 {
i.patchGapWidth = 8
// for gap = 511, we need two additional entries in patch list
if maxGap == 511 {
i.patchLength += 2
} else {
i.patchLength++
}
}
// create gap vs patch list
gapIdx := 0
patchIdx := 0
i.gapVsPatchList = make([]int64, i.patchLength, i.patchLength)
for j := 0; j < i.patchLength; j++ {
g := gapList[gapIdx]
gapIdx++
p := patchList[patchIdx]
patchIdx++
for g > 255 {
i.gapVsPatchList[j] = (255 << uint64(i.patchWidth))
j++
g -= 255
}
// store patch value in LSBs and gap in MSBs
i.gapVsPatchList[j] = int64(g<<uint64(i.patchWidth)) | int64(p)
}
}
func (i *RunLengthIntegerWriterV2) initializeLiterals(val int64) {
i.literals[i.numLiterals] = val
i.numLiterals++
i.fixedRunLength = 1
i.variableRunLength = 1
}
func (i *RunLengthIntegerWriterV2) writeShortRepeatValues() error {
var repeatVal int64
if i.signed {
repeatVal = int64(zigzagEncode(i.literals[0]))
} else {
repeatVal = i.literals[0]
}
numBitsRepeatVal := findClosestNumBits(repeatVal)
var numBytesRepeatVal int
if numBitsRepeatVal%8 == 0 {
numBytesRepeatVal = int(uint64(numBitsRepeatVal) >> 3)
} else {
numBytesRepeatVal = int(uint64(numBitsRepeatVal)>>3) + 1
}
header := i.getOpCode()
header |= (numBytesRepeatVal - 1) << 3
i.fixedRunLength -= i.minRepeatSize
header |= i.fixedRunLength
err := i.w.WriteByte(uint8(header))
if err != nil {
return err
}
for j := numBytesRepeatVal - 1; j >= 0; j-- {
b := uint8((uint64(repeatVal) >> uint64(j*8)) & 0xff)
err := i.w.WriteByte(b)
if err != nil {
return err
}
}
i.fixedRunLength = 0
return nil
}
func (i *RunLengthIntegerWriterV2) getOpCode() int {
return int(i.encoding << 6)
}
func (i *RunLengthIntegerWriterV2) writeDirectValues() error {
fb := i.zzBits100p
if i.alignedBitpacking {
fb = getClosestAlignedFixedBits(fb)
}
efb := encodeBitWidth(fb) << 1
i.variableRunLength--
tailBits := int(uint64(i.variableRunLength&0x100) >> 8)
headerFirstByte := i.getOpCode() | efb | tailBits
headerSecondByte := i.variableRunLength & 0xff
err := i.w.WriteByte(uint8(headerFirstByte))
if err != nil {
return err
}
err = i.w.WriteByte(uint8(headerSecondByte))
if err != nil {
return err
}
err = writeInts(i.zigzagLiterals, 0, i.numLiterals, fb, i.w)
if err != nil {
return err
}
i.variableRunLength = 0
return nil
}
func (i *RunLengthIntegerWriterV2) writePatchedBaseValues() error {
// NOTE: Aligned bit packing cannot be applied for PATCHED_BASE encoding
// because patch is applied to MSB bits. For example: If fixed bit width of
// base value is 7 bits and if patch is 3 bits, the actual value is
// constructed by shifting the patch to left by 7 positions.
// actual_value = patch << 7 | base_value
// So, if we align base_value then actual_value can not be reconstructed.
fb := i.brBits95p
efb := encodeBitWidth(fb) << 1
i.variableRunLength--
tailBits := int(uint64(i.variableRunLength&0x100) >> 8)
headerFirstByte := i.getOpCode() | efb | tailBits
headerSecondByte := i.variableRunLength & 0xff
var isNegative bool
if i.min < 0 {
isNegative = true
}
if isNegative {
i.min = -i.min
}
baseWidth := findClosestNumBits(i.min) + 1
var baseBytes int
if baseWidth%8 == 0 {
baseBytes = baseWidth / 8
} else {
baseBytes = (baseWidth / 8) + 1
}
bb := (baseBytes - 1) << 5
if isNegative {
i.min |= (1 << uint64((baseBytes*8)-1))
}
headerThirdByte := bb | encodeBitWidth(i.patchWidth)
headerFourthByte := (i.patchGapWidth-1)<<5 | i.patchLength
err := i.w.WriteByte(uint8(headerFirstByte))
if err != nil {
return err
}
err = i.w.WriteByte(uint8(headerSecondByte))
if err != nil {
return err
}
err = i.w.WriteByte(uint8(headerThirdByte))
if err != nil {
return err
}
err = i.w.WriteByte(uint8(headerFourthByte))
if err != nil {
return err
}
for j := baseBytes - 1; j >= 0; j-- {
b := byte((uint64(i.min) >> uint64(j*8)) & 0xff)
err = i.w.WriteByte(b)
if err != nil {
return err
}
}
closestFixedBits := getClosestFixedBits(fb)
err = writeInts(i.baseRedLiterals, 0, i.numLiterals, closestFixedBits, i.w)
if err != nil {
return err
}
closestFixedBits = getClosestFixedBits(i.patchGapWidth + i.patchWidth)
err = writeInts(i.gapVsPatchList, 0, len(i.gapVsPatchList), closestFixedBits, i.w)
if err != nil {
return err
}
i.variableRunLength = 0
return nil
}
func (i *RunLengthIntegerWriterV2) writeDeltaValues() error {
len := 0
fb := i.bitsDeltaMax
efb := 0
if i.alignedBitpacking {
fb = getClosestAlignedFixedBits(fb)
}
if i.isFixedDelta {
// if fixed run length is greater than threshold then it will be fixed
// delta sequence with delta value 0 else fixed delta sequence with
// non-zero delta value
if i.fixedRunLength > MinRepeatSize {
// ex. sequence: 2 2 2 2 2 2 2 2
len = i.fixedRunLength - 1
i.fixedRunLength = 0
} else {
// ex. sequence: 4 6 8 10 12 14 16
len = i.variableRunLength - 1
i.variableRunLength = 0
}
} else {
// fixed width 0 is used for long repeating values.
// sequences that require only 1 bit to encode will have an additional bit
if fb == 1 {
fb = 2
}
efb = encodeBitWidth(fb)
efb <<= 1
len = i.variableRunLength - 1
i.variableRunLength = 0
}
tailBits := int((len & 0x100) >> 8)
headerFirstByte := i.getOpCode() | efb | tailBits
headerSecondByte := len & 0xff
err := i.w.WriteByte(uint8(headerFirstByte))
if err != nil {
return err
}
err = i.w.WriteByte(uint8(headerSecondByte))
if err != nil {
return err
}
if i.signed {
err := writeVslong(i.w, i.literals[0])
if err != nil {
return err
}
} else {
err := writeVulong(i.w, i.literals[0])
if err != nil {
return err
}
}
if i.isFixedDelta {
// if delta is fixed then we don't need to store delta blob
err := writeVslong(i.w, i.fixedDelta)
if err != nil {
return err
}
} else {
// store the first value as delta value using zigzag encoding
err := writeVslong(i.w, i.adjDeltas[0])
if err != nil {
return err
}
// adjacent delta values are bit packed. The length of adjDeltas array is
// always one less than the number of literals (delta difference for n
// elements is n-1). We have already written one element, write the
// remaining numLiterals - 2 elements here
err = writeInts(i.adjDeltas, 1, i.numLiterals-2, fb, i.w)
if err != nil {
return err
}
}
return nil
}