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prometheus/storage/local/delta.go

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// Copyright 2014 Prometheus Team
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package local
import (
"encoding/binary"
"fmt"
"io"
"math"
"sort"
clientmodel "github.com/prometheus/client_golang/model"
"github.com/prometheus/prometheus/storage/metric"
)
type deltaBytes byte
const (
d0 deltaBytes = 0
d1 = 1
d2 = 2
d4 = 4
d8 = 8
)
// The 21-byte header of a delta-encoded chunk looks like:
//
// - time delta bytes: 1 bytes
// - value delta bytes: 1 bytes
// - is integer: 1 byte
// - base time: 8 bytes
// - base value: 8 bytes
// - used buf bytes: 2 bytes
const (
deltaHeaderBytes = 21
deltaHeaderTimeBytesOffset = 0
deltaHeaderValueBytesOffset = 1
deltaHeaderIsIntOffset = 2
deltaHeaderBaseTimeOffset = 3
deltaHeaderBaseValueOffset = 11
deltaHeaderBufLenOffset = 19
)
// A deltaEncodedChunk adaptively stores sample timestamps and values with a
// delta encoding of various types (int, float) and bit width. However, once 8
// bytes would be needed to encode a delta value, a fall-back to the absolute
// numbers happens (so that timestamps are saved directly as int64 and values as
// float64). It implements the chunk interface.
type deltaEncodedChunk struct {
buf []byte
}
// newDeltaEncodedChunk returns a newly allocated deltaEncodedChunk.
func newDeltaEncodedChunk(tb, vb deltaBytes, isInt bool) *deltaEncodedChunk {
buf := make([]byte, deltaHeaderIsIntOffset+1, 1024)
buf[deltaHeaderTimeBytesOffset] = byte(tb)
buf[deltaHeaderValueBytesOffset] = byte(vb)
if vb < d8 && isInt { // Only use int for fewer than 8 value delta bytes.
buf[deltaHeaderIsIntOffset] = 1
} else {
buf[deltaHeaderIsIntOffset] = 0
}
return &deltaEncodedChunk{
buf: buf,
}
}
func (c *deltaEncodedChunk) newFollowupChunk() chunk {
return newDeltaEncodedChunk(d1, d0, true)
}
// clone implements chunk.
func (c *deltaEncodedChunk) clone() chunk {
buf := make([]byte, len(c.buf), 1024)
copy(buf, c.buf)
return &deltaEncodedChunk{
buf: buf,
}
}
func neededDeltaBytes(deltaT clientmodel.Timestamp, deltaV clientmodel.SampleValue, isInt bool) (dtb, dvb deltaBytes) {
dtb = d1
if deltaT > math.MaxUint8 {
dtb = d2
}
if deltaT > math.MaxUint16 {
dtb = d4
}
if deltaT > math.MaxUint32 {
dtb = d8
}
if isInt {
dvb = d0
if deltaV != 0 {
dvb = d1
}
if deltaV < math.MinInt8 || deltaV > math.MaxInt8 {
dvb = d2
}
if deltaV < math.MinInt16 || deltaV > math.MaxInt16 {
dvb = d4
}
if deltaV < math.MinInt32 || deltaV > math.MaxInt32 {
dvb = d8
}
} else {
dvb = d4
if clientmodel.SampleValue(float32(deltaV)) != deltaV {
dvb = d8
}
}
return dtb, dvb
}
func max(a, b deltaBytes) deltaBytes {
if a > b {
return a
}
return b
}
func (c *deltaEncodedChunk) timeBytes() deltaBytes {
return deltaBytes(c.buf[deltaHeaderTimeBytesOffset])
}
func (c *deltaEncodedChunk) valueBytes() deltaBytes {
return deltaBytes(c.buf[deltaHeaderValueBytesOffset])
}
func (c *deltaEncodedChunk) isInt() bool {
return c.buf[deltaHeaderIsIntOffset] == 1
}
func (c *deltaEncodedChunk) baseTime() clientmodel.Timestamp {
return clientmodel.Timestamp(binary.LittleEndian.Uint64(c.buf[deltaHeaderBaseTimeOffset:]))
}
func (c *deltaEncodedChunk) baseValue() clientmodel.SampleValue {
return clientmodel.SampleValue(math.Float64frombits(binary.LittleEndian.Uint64(c.buf[deltaHeaderBaseValueOffset:])))
}
// add implements chunk.
func (c *deltaEncodedChunk) add(s *metric.SamplePair) []chunk {
if len(c.buf) < deltaHeaderBytes {
c.buf = c.buf[:deltaHeaderBytes]
binary.LittleEndian.PutUint64(c.buf[deltaHeaderBaseTimeOffset:], uint64(s.Timestamp))
binary.LittleEndian.PutUint64(c.buf[deltaHeaderBaseValueOffset:], math.Float64bits(float64(s.Value)))
}
remainingBytes := cap(c.buf) - len(c.buf)
sampleSize := c.sampleSize()
// Do we generally have space for another sample in this chunk? If not,
// overflow into a new one.
if remainingBytes < sampleSize {
overflowChunks := c.newFollowupChunk().add(s)
return []chunk{c, overflowChunks[0]}
}
dt := s.Timestamp - c.baseTime()
dv := s.Value - c.baseValue()
tb := c.timeBytes()
vb := c.valueBytes()
// If the new sample is incompatible with the current encoding, reencode the
// existing chunk data into new chunk(s).
//
// int->float.
// Note: Using math.Modf is slower than the conversion approach below.
if c.isInt() && clientmodel.SampleValue(int64(dv)) != dv {
return transcodeAndAdd(newDeltaEncodedChunk(tb, d4, false), c, s)
}
// float32->float64.
if !c.isInt() && vb == d4 && clientmodel.SampleValue(float32(dv)) != dv {
return transcodeAndAdd(newDeltaEncodedChunk(tb, d8, false), c, s)
}
if tb < d8 || vb < d8 {
// Maybe more bytes per sample.
if ntb, nvb := neededDeltaBytes(dt, dv, c.isInt()); ntb > tb || nvb > vb {
ntb = max(ntb, tb)
nvb = max(nvb, vb)
return transcodeAndAdd(newDeltaEncodedChunk(ntb, nvb, c.isInt()), c, s)
}
}
offset := len(c.buf)
c.buf = c.buf[:offset+sampleSize]
switch tb {
case d1:
c.buf[offset] = byte(dt)
case d2:
binary.LittleEndian.PutUint16(c.buf[offset:], uint16(dt))
case d4:
binary.LittleEndian.PutUint32(c.buf[offset:], uint32(dt))
case d8:
// Store the absolute value (no delta) in case of d8.
binary.LittleEndian.PutUint64(c.buf[offset:], uint64(s.Timestamp))
default:
panic("invalid number of bytes for time delta")
}
offset += int(tb)
if c.isInt() {
switch vb {
case d0:
// No-op. Constant value is stored as base value.
case d1:
c.buf[offset] = byte(dv)
case d2:
binary.LittleEndian.PutUint16(c.buf[offset:], uint16(dv))
case d4:
binary.LittleEndian.PutUint32(c.buf[offset:], uint32(dv))
// d8 must not happen. Those samples are encoded as float64.
default:
panic("invalid number of bytes for integer delta")
}
} else {
switch vb {
case d4:
binary.LittleEndian.PutUint32(c.buf[offset:], math.Float32bits(float32(dv)))
case d8:
// Store the absolute value (no delta) in case of d8.
binary.LittleEndian.PutUint64(c.buf[offset:], math.Float64bits(float64(s.Value)))
default:
panic("invalid number of bytes for floating point delta")
}
}
return []chunk{c}
}
func (c *deltaEncodedChunk) sampleSize() int {
return int(c.timeBytes() + c.valueBytes())
}
func (c *deltaEncodedChunk) len() int {
if len(c.buf) < deltaHeaderBytes {
return 0
}
return (len(c.buf) - deltaHeaderBytes) / c.sampleSize()
}
// values implements chunk.
func (c *deltaEncodedChunk) values() <-chan *metric.SamplePair {
n := c.len()
valuesChan := make(chan *metric.SamplePair)
go func() {
for i := 0; i < n; i++ {
valuesChan <- c.valueAtIndex(i)
}
close(valuesChan)
}()
return valuesChan
}
func (c *deltaEncodedChunk) valueAtIndex(idx int) *metric.SamplePair {
offset := deltaHeaderBytes + idx*c.sampleSize()
var ts clientmodel.Timestamp
switch c.timeBytes() {
case d1:
ts = c.baseTime() + clientmodel.Timestamp(uint8(c.buf[offset]))
case d2:
ts = c.baseTime() + clientmodel.Timestamp(binary.LittleEndian.Uint16(c.buf[offset:]))
case d4:
ts = c.baseTime() + clientmodel.Timestamp(binary.LittleEndian.Uint32(c.buf[offset:]))
case d8:
// Take absolute value for d8.
ts = clientmodel.Timestamp(binary.LittleEndian.Uint64(c.buf[offset:]))
default:
panic("Invalid number of bytes for time delta")
}
offset += int(c.timeBytes())
var v clientmodel.SampleValue
if c.isInt() {
switch c.valueBytes() {
case d0:
v = c.baseValue()
case d1:
v = c.baseValue() + clientmodel.SampleValue(int8(c.buf[offset]))
case d2:
v = c.baseValue() + clientmodel.SampleValue(int16(binary.LittleEndian.Uint16(c.buf[offset:])))
case d4:
v = c.baseValue() + clientmodel.SampleValue(int32(binary.LittleEndian.Uint32(c.buf[offset:])))
// No d8 for ints.
default:
panic("Invalid number of bytes for integer delta")
}
} else {
switch c.valueBytes() {
case d4:
v = c.baseValue() + clientmodel.SampleValue(math.Float32frombits(binary.LittleEndian.Uint32(c.buf[offset:])))
case d8:
// Take absolute value for d8.
v = clientmodel.SampleValue(math.Float64frombits(binary.LittleEndian.Uint64(c.buf[offset:])))
default:
panic("Invalid number of bytes for floating point delta")
}
}
return &metric.SamplePair{
Timestamp: ts,
Value: v,
}
}
// firstTime implements chunk.
func (c *deltaEncodedChunk) firstTime() clientmodel.Timestamp {
return c.valueAtIndex(0).Timestamp
}
// lastTime implements chunk.
func (c *deltaEncodedChunk) lastTime() clientmodel.Timestamp {
return c.valueAtIndex(c.len() - 1).Timestamp
}
// marshal implements chunk.
func (c *deltaEncodedChunk) marshal(w io.Writer) error {
if len(c.buf) > math.MaxUint16 {
panic("chunk buffer length would overflow a 16 bit uint.")
}
binary.LittleEndian.PutUint16(c.buf[deltaHeaderBufLenOffset:], uint16(len(c.buf)))
n, err := w.Write(c.buf[:cap(c.buf)])
if err != nil {
return err
}
if n != cap(c.buf) {
return fmt.Errorf("wanted to write %d bytes, wrote %d", len(c.buf), n)
}
return nil
}
// unmarshal implements chunk.
func (c *deltaEncodedChunk) unmarshal(r io.Reader) error {
c.buf = c.buf[:cap(c.buf)]
readBytes := 0
for readBytes < len(c.buf) {
n, err := r.Read(c.buf[readBytes:])
if err != nil {
return err
}
readBytes += n
}
c.buf = c.buf[:binary.LittleEndian.Uint16(c.buf[deltaHeaderBufLenOffset:])]
return nil
}
// deltaEncodedChunkIterator implements chunkIterator.
type deltaEncodedChunkIterator struct {
chunk *deltaEncodedChunk
// TODO: add more fields here to keep track of last position.
}
// newIterator implements chunk.
func (c *deltaEncodedChunk) newIterator() chunkIterator {
return &deltaEncodedChunkIterator{
chunk: c,
}
}
// getValueAtTime implements chunkIterator.
func (it *deltaEncodedChunkIterator) getValueAtTime(t clientmodel.Timestamp) metric.Values {
i := sort.Search(it.chunk.len(), func(i int) bool {
return !it.chunk.valueAtIndex(i).Timestamp.Before(t)
})
switch i {
case 0:
return metric.Values{*it.chunk.valueAtIndex(0)}
case it.chunk.len():
return metric.Values{*it.chunk.valueAtIndex(it.chunk.len() - 1)}
default:
v := it.chunk.valueAtIndex(i)
if v.Timestamp.Equal(t) {
return metric.Values{*v}
}
return metric.Values{*it.chunk.valueAtIndex(i - 1), *v}
}
}
// getRangeValues implements chunkIterator.
func (it *deltaEncodedChunkIterator) getRangeValues(in metric.Interval) metric.Values {
oldest := sort.Search(it.chunk.len(), func(i int) bool {
return !it.chunk.valueAtIndex(i).Timestamp.Before(in.OldestInclusive)
})
newest := sort.Search(it.chunk.len(), func(i int) bool {
return it.chunk.valueAtIndex(i).Timestamp.After(in.NewestInclusive)
})
if oldest == it.chunk.len() {
return nil
}
result := make(metric.Values, 0, newest-oldest)
for i := oldest; i < newest; i++ {
result = append(result, *it.chunk.valueAtIndex(i))
}
return result
}
// contains implements chunkIterator.
func (it *deltaEncodedChunkIterator) contains(t clientmodel.Timestamp) bool {
return !t.Before(it.chunk.firstTime()) && !t.After(it.chunk.lastTime())
}