mirror of
https://github.com/Oxalide/vsphere-influxdb-go.git
synced 2023-10-10 13:36:51 +02:00
415 lines
10 KiB
Go
415 lines
10 KiB
Go
package tsm1
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// Timestamp encoding is adaptive and based on structure of the timestamps that are encoded. It
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// uses a combination of delta encoding, scaling and compression using simple8b, run length encoding
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// as well as falling back to no compression if needed.
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//
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// Timestamp values to be encoded should be sorted before encoding. When encoded, the values are
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// first delta-encoded. The first value is the starting timestamp, subsequent values are the difference
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// from the prior value.
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//
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// Timestamp resolution can also be in the nanosecond. Many timestamps are monotonically increasing
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// and fall on even boundaries of time such as every 10s. When the timestamps have this structure,
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// they are scaled by the largest common divisor that is also a factor of 10. This has the effect
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// of converting very large integer deltas into very small one that can be reversed by multiplying them
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// by the scaling factor.
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//
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// Using these adjusted values, if all the deltas are the same, the time range is stored using run
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// length encoding. If run length encoding is not possible and all values are less than 1 << 60 - 1
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// (~36.5 yrs in nanosecond resolution), then the timestamps are encoded using simple8b encoding. If
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// any value exceeds the maximum values, the deltas are stored uncompressed using 8b each.
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//
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// Each compressed byte slice has a 1 byte header indicating the compression type. The 4 high bits
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// indicate the encoding type. The 4 low bits are used by the encoding type.
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//
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// For run-length encoding, the 4 low bits store the log10 of the scaling factor. The next 8 bytes are
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// the starting timestamp, next 1-10 bytes is the delta value using variable-length encoding, finally the
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// next 1-10 bytes is the count of values.
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//
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// For simple8b encoding, the 4 low bits store the log10 of the scaling factor. The next 8 bytes is the
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// first delta value stored uncompressed, the remaining bytes are 64bit words containg compressed delta
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// values.
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//
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// For uncompressed encoding, the delta values are stored using 8 bytes each.
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import (
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"encoding/binary"
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"fmt"
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"math"
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"github.com/jwilder/encoding/simple8b"
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)
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const (
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// timeUncompressed is a an uncompressed format using 8 bytes per timestamp
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timeUncompressed = 0
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// timeCompressedPackedSimple is a bit-packed format using simple8b encoding
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timeCompressedPackedSimple = 1
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// timeCompressedRLE is a run-length encoding format
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timeCompressedRLE = 2
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)
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// TimeEncoder encodes time.Time to byte slices.
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type TimeEncoder interface {
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Write(t int64)
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Bytes() ([]byte, error)
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Reset()
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}
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type encoder struct {
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ts []uint64
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bytes []byte
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enc *simple8b.Encoder
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}
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// NewTimeEncoder returns a TimeEncoder with an initial buffer ready to hold sz bytes.
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func NewTimeEncoder(sz int) TimeEncoder {
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return &encoder{
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ts: make([]uint64, 0, sz),
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enc: simple8b.NewEncoder(),
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}
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}
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// Reset sets the encoder back to its initial state.
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func (e *encoder) Reset() {
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e.ts = e.ts[:0]
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e.bytes = e.bytes[:0]
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e.enc.Reset()
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}
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// Write adds a timestamp to the compressed stream.
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func (e *encoder) Write(t int64) {
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e.ts = append(e.ts, uint64(t))
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}
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func (e *encoder) reduce() (max, divisor uint64, rle bool, deltas []uint64) {
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// Compute the deltas in place to avoid allocating another slice
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deltas = e.ts
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// Starting values for a max and divisor
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max, divisor = 0, 1e12
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// Indicates whether the the deltas can be run-length encoded
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rle = true
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// Iterate in reverse so we can apply deltas in place
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for i := len(deltas) - 1; i > 0; i-- {
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// First differential encode the values
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deltas[i] = deltas[i] - deltas[i-1]
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// We also need to keep track of the max value and largest common divisor
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v := deltas[i]
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if v > max {
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max = v
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}
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// If our value is divisible by 10, break. Otherwise, try the next smallest divisor.
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for divisor > 1 && v%divisor != 0 {
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divisor /= 10
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}
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// Skip the first value || see if prev = curr. The deltas can be RLE if the are all equal.
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rle = i == len(deltas)-1 || rle && (deltas[i+1] == deltas[i])
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}
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return
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}
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// Bytes returns the encoded bytes of all written times.
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func (e *encoder) Bytes() ([]byte, error) {
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if len(e.ts) == 0 {
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return e.bytes[:0], nil
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}
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// Maximum and largest common divisor. rle is true if dts (the delta timestamps),
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// are all the same.
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max, div, rle, dts := e.reduce()
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// The deltas are all the same, so we can run-length encode them
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if rle && len(e.ts) > 1 {
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return e.encodeRLE(e.ts[0], e.ts[1], div, len(e.ts))
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}
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// We can't compress this time-range, the deltas exceed 1 << 60
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if max > simple8b.MaxValue {
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return e.encodeRaw()
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}
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return e.encodePacked(div, dts)
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}
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func (e *encoder) encodePacked(div uint64, dts []uint64) ([]byte, error) {
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// Only apply the divisor if it's greater than 1 since division is expensive.
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if div > 1 {
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for _, v := range dts[1:] {
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if err := e.enc.Write(v / div); err != nil {
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return nil, err
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}
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}
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} else {
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for _, v := range dts[1:] {
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if err := e.enc.Write(v); err != nil {
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return nil, err
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}
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}
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}
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// The compressed deltas
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deltas, err := e.enc.Bytes()
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if err != nil {
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return nil, err
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}
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sz := 8 + 1 + len(deltas)
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if cap(e.bytes) < sz {
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e.bytes = make([]byte, sz)
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}
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b := e.bytes[:sz]
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// 4 high bits used for the encoding type
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b[0] = byte(timeCompressedPackedSimple) << 4
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// 4 low bits are the log10 divisor
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b[0] |= byte(math.Log10(float64(div)))
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// The first delta value
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binary.BigEndian.PutUint64(b[1:9], uint64(dts[0]))
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copy(b[9:], deltas)
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return b[:9+len(deltas)], nil
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}
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func (e *encoder) encodeRaw() ([]byte, error) {
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sz := 1 + len(e.ts)*8
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if cap(e.bytes) < sz {
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e.bytes = make([]byte, sz)
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}
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b := e.bytes[:sz]
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b[0] = byte(timeUncompressed) << 4
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for i, v := range e.ts {
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binary.BigEndian.PutUint64(b[1+i*8:1+i*8+8], uint64(v))
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}
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return b, nil
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}
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func (e *encoder) encodeRLE(first, delta, div uint64, n int) ([]byte, error) {
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// Large varints can take up to 10 bytes, we're encoding 3 + 1 byte type
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sz := 31
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if cap(e.bytes) < sz {
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e.bytes = make([]byte, sz)
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}
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b := e.bytes[:sz]
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// 4 high bits used for the encoding type
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b[0] = byte(timeCompressedRLE) << 4
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// 4 low bits are the log10 divisor
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b[0] |= byte(math.Log10(float64(div)))
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i := 1
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// The first timestamp
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binary.BigEndian.PutUint64(b[i:], uint64(first))
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i += 8
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// The first delta
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i += binary.PutUvarint(b[i:], uint64(delta/div))
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// The number of times the delta is repeated
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i += binary.PutUvarint(b[i:], uint64(n))
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return b[:i], nil
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}
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// TimeDecoder decodes a byte slice into timestamps.
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type TimeDecoder struct {
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v int64
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i, n int
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ts []uint64
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dec simple8b.Decoder
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err error
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// The delta value for a run-length encoded byte slice
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rleDelta int64
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encoding byte
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}
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// Init initializes the decoder with bytes to read from.
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func (d *TimeDecoder) Init(b []byte) {
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d.v = 0
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d.i = 0
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d.ts = d.ts[:0]
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d.err = nil
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if len(b) > 0 {
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// Encoding type is stored in the 4 high bits of the first byte
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d.encoding = b[0] >> 4
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}
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d.decode(b)
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}
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// Next returns true if there are any timestamps remaining to be decoded.
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func (d *TimeDecoder) Next() bool {
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if d.err != nil {
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return false
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}
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if d.encoding == timeCompressedRLE {
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if d.i >= d.n {
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return false
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}
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d.i++
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d.v += d.rleDelta
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return d.i < d.n
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}
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if d.i >= len(d.ts) {
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return false
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}
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d.v = int64(d.ts[d.i])
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d.i++
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return true
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}
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// Read returns the next timestamp from the decoder.
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func (d *TimeDecoder) Read() int64 {
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return d.v
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}
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// Error returns the last error encountered by the decoder.
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func (d *TimeDecoder) Error() error {
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return d.err
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}
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func (d *TimeDecoder) decode(b []byte) {
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if len(b) == 0 {
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return
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}
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switch d.encoding {
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case timeUncompressed:
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d.decodeRaw(b[1:])
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case timeCompressedRLE:
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d.decodeRLE(b)
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case timeCompressedPackedSimple:
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d.decodePacked(b)
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default:
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d.err = fmt.Errorf("unknown encoding: %v", d.encoding)
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}
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}
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func (d *TimeDecoder) decodePacked(b []byte) {
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if len(b) < 9 {
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d.err = fmt.Errorf("TimeDecoder: not enough data to decode packed timestamps")
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return
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}
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div := uint64(math.Pow10(int(b[0] & 0xF)))
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first := uint64(binary.BigEndian.Uint64(b[1:9]))
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d.dec.SetBytes(b[9:])
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d.i = 0
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deltas := d.ts[:0]
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deltas = append(deltas, first)
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for d.dec.Next() {
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deltas = append(deltas, d.dec.Read())
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}
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// Compute the prefix sum and scale the deltas back up
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last := deltas[0]
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if div > 1 {
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for i := 1; i < len(deltas); i++ {
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dgap := deltas[i] * div
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deltas[i] = last + dgap
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last = deltas[i]
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}
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} else {
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for i := 1; i < len(deltas); i++ {
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deltas[i] += last
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last = deltas[i]
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}
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}
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d.i = 0
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d.ts = deltas
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}
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func (d *TimeDecoder) decodeRLE(b []byte) {
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if len(b) < 9 {
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d.err = fmt.Errorf("TimeDecoder: not enough data for initial RLE timestamp")
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return
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}
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var i, n int
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// Lower 4 bits hold the 10 based exponent so we can scale the values back up
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mod := int64(math.Pow10(int(b[i] & 0xF)))
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i++
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// Next 8 bytes is the starting timestamp
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first := binary.BigEndian.Uint64(b[i : i+8])
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i += 8
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// Next 1-10 bytes is our (scaled down by factor of 10) run length values
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value, n := binary.Uvarint(b[i:])
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if n <= 0 {
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d.err = fmt.Errorf("TimeDecoder: invalid run length in decodeRLE")
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return
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}
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// Scale the value back up
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value *= uint64(mod)
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i += n
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// Last 1-10 bytes is how many times the value repeats
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count, n := binary.Uvarint(b[i:])
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if n <= 0 {
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d.err = fmt.Errorf("TimeDecoder: invalid repeat value in decodeRLE")
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return
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}
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d.v = int64(first - value)
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d.rleDelta = int64(value)
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d.i = -1
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d.n = int(count)
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}
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func (d *TimeDecoder) decodeRaw(b []byte) {
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d.i = 0
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d.ts = make([]uint64, len(b)/8)
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for i := range d.ts {
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d.ts[i] = binary.BigEndian.Uint64(b[i*8 : i*8+8])
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delta := d.ts[i]
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// Compute the prefix sum and scale the deltas back up
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if i > 0 {
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d.ts[i] = d.ts[i-1] + delta
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}
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}
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}
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func CountTimestamps(b []byte) int {
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if len(b) == 0 {
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return 0
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}
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// Encoding type is stored in the 4 high bits of the first byte
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encoding := b[0] >> 4
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switch encoding {
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case timeUncompressed:
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// Uncompressed timestamps are just 8 bytes each
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return len(b[1:]) / 8
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case timeCompressedRLE:
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// First 9 bytes are the starting timestamp and scaling factor, skip over them
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i := 9
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// Next 1-10 bytes is our (scaled down by factor of 10) run length values
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_, n := binary.Uvarint(b[9:])
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i += n
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// Last 1-10 bytes is how many times the value repeats
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count, _ := binary.Uvarint(b[i:])
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return int(count)
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case timeCompressedPackedSimple:
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// First 9 bytes are the starting timestamp and scaling factor, skip over them
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count, _ := simple8b.CountBytes(b[9:])
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return count + 1 // +1 is for the first uncompressed timestamp, starting timestamep in b[1:9]
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default:
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return 0
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}
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}
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