mirror of
https://github.com/prometheus/prometheus.git
synced 2024-12-29 07:29:42 -08:00
646 lines
18 KiB
Go
646 lines
18 KiB
Go
// Copyright 2021 The Prometheus Authors
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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package chunkenc
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import (
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"math"
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"github.com/prometheus/prometheus/model/histogram"
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)
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func writeHistogramChunkLayout(
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b *bstream, schema int32, zeroThreshold float64,
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positiveSpans, negativeSpans []histogram.Span, customValues []float64,
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) {
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putZeroThreshold(b, zeroThreshold)
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putVarbitInt(b, int64(schema))
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putHistogramChunkLayoutSpans(b, positiveSpans)
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putHistogramChunkLayoutSpans(b, negativeSpans)
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if histogram.IsCustomBucketsSchema(schema) {
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putHistogramChunkLayoutCustomBounds(b, customValues)
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}
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}
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func readHistogramChunkLayout(b *bstreamReader) (
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schema int32, zeroThreshold float64,
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positiveSpans, negativeSpans []histogram.Span,
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customValues []float64,
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err error,
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) {
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zeroThreshold, err = readZeroThreshold(b)
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if err != nil {
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return
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}
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v, err := readVarbitInt(b)
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if err != nil {
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return
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}
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schema = int32(v)
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positiveSpans, err = readHistogramChunkLayoutSpans(b)
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if err != nil {
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return
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}
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negativeSpans, err = readHistogramChunkLayoutSpans(b)
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if err != nil {
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return
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}
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if histogram.IsCustomBucketsSchema(schema) {
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customValues, err = readHistogramChunkLayoutCustomBounds(b)
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if err != nil {
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return
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}
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}
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return
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}
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func putHistogramChunkLayoutSpans(b *bstream, spans []histogram.Span) {
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putVarbitUint(b, uint64(len(spans)))
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for _, s := range spans {
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putVarbitUint(b, uint64(s.Length))
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putVarbitInt(b, int64(s.Offset))
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}
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}
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func readHistogramChunkLayoutSpans(b *bstreamReader) ([]histogram.Span, error) {
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var spans []histogram.Span
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num, err := readVarbitUint(b)
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if err != nil {
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return nil, err
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}
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for i := 0; i < int(num); i++ {
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length, err := readVarbitUint(b)
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if err != nil {
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return nil, err
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}
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offset, err := readVarbitInt(b)
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if err != nil {
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return nil, err
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}
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spans = append(spans, histogram.Span{
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Length: uint32(length),
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Offset: int32(offset),
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})
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}
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return spans, nil
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}
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func putHistogramChunkLayoutCustomBounds(b *bstream, customValues []float64) {
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putVarbitUint(b, uint64(len(customValues)))
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for _, bound := range customValues {
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putCustomBound(b, bound)
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}
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}
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func readHistogramChunkLayoutCustomBounds(b *bstreamReader) ([]float64, error) {
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var customValues []float64
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num, err := readVarbitUint(b)
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if err != nil {
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return nil, err
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}
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for i := 0; i < int(num); i++ {
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bound, err := readCustomBound(b)
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if err != nil {
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return nil, err
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}
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customValues = append(customValues, bound)
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}
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return customValues, nil
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}
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// putZeroThreshold writes the zero threshold to the bstream. It stores typical
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// values in just one byte, but needs 9 bytes for other values. In detail:
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// - If the threshold is 0, store a single zero byte.
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// - If the threshold is a power of 2 between (and including) 2^-243 and 2^10,
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// take the exponent from the IEEE 754 representation of the threshold, which
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// covers a range between (and including) -242 and 11. (2^-243 is 0.5*2^-242
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// in IEEE 754 representation, and 2^10 is 0.5*2^11.) Add 243 to the exponent
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// and store the result (which will be between 1 and 254) as a single
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// byte. Note that small powers of two are preferred values for the zero
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// threshold. The default value for the zero threshold is 2^-128 (or
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// 0.5*2^-127 in IEEE 754 representation) and will therefore be encoded as a
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// single byte (with value 116).
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// - In all other cases, store 255 as a single byte, followed by the 8 bytes of
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// the threshold as a float64, i.e. taking 9 bytes in total.
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func putZeroThreshold(b *bstream, threshold float64) {
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if threshold == 0 {
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b.writeByte(0)
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return
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}
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frac, exp := math.Frexp(threshold)
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if frac != 0.5 || exp < -242 || exp > 11 {
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b.writeByte(255)
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b.writeBits(math.Float64bits(threshold), 64)
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return
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}
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b.writeByte(byte(exp + 243))
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}
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// readZeroThreshold reads the zero threshold written with putZeroThreshold.
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func readZeroThreshold(br *bstreamReader) (float64, error) {
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b, err := br.ReadByte()
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if err != nil {
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return 0, err
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}
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switch b {
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case 0:
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return 0, nil
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case 255:
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v, err := br.readBits(64)
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if err != nil {
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return 0, err
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}
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return math.Float64frombits(v), nil
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default:
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return math.Ldexp(0.5, int(b)-243), nil
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}
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}
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// isWholeWhenMultiplied checks to see if the number when multiplied by 1000 can
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// be converted into an integer without losing precision.
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func isWholeWhenMultiplied(in float64) bool {
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i := uint(math.Round(in * 1000))
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out := float64(i) / 1000
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return in == out
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}
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// putCustomBound writes a custom bound to the bstream. It stores values from
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// 0 to 33554.430 (inclusive) that are multiples of 0.001 in unsigned varbit
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// encoding of up to 4 bytes, but needs 1 bit + 8 bytes for other values like
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// negative numbers, numbers greater than 33554.430, or numbers that are not
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// a multiple of 0.001, on the assumption that they are less common. In detail:
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// - Multiply the bound by 1000, without rounding.
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// - If the multiplied bound is >= 0, <= 33554430 and a whole number,
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// add 1 and store it in unsigned varbit encoding. All these numbers are
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// greater than 0, so the leading bit of the varbit is always 1!
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// - Otherwise, store a 0 bit, followed by the 8 bytes of the original
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// bound as a float64.
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//
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// When reading the values, we can first decode a value as unsigned varbit,
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// if it's 0, then we read the next 8 bytes as a float64, otherwise
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// we can convert the value to a float64 by subtracting 1 and dividing by 1000.
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func putCustomBound(b *bstream, f float64) {
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tf := f * 1000
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// 33554431-1 comes from the maximum that can be stored in a varbit in 4
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// bytes, other values are stored in 8 bytes anyway.
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if tf < 0 || tf > 33554430 || !isWholeWhenMultiplied(f) {
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b.writeBit(zero)
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b.writeBits(math.Float64bits(f), 64)
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return
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}
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putVarbitUint(b, uint64(math.Round(tf))+1)
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}
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// readCustomBound reads the custom bound written with putCustomBound.
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func readCustomBound(br *bstreamReader) (float64, error) {
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b, err := readVarbitUint(br)
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if err != nil {
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return 0, err
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}
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switch b {
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case 0:
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v, err := br.readBits(64)
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if err != nil {
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return 0, err
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}
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return math.Float64frombits(v), nil
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default:
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return float64(b-1) / 1000, nil
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}
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}
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type bucketIterator struct {
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spans []histogram.Span
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span int // Span position of last yielded bucket.
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bucket int // Bucket position within span of last yielded bucket.
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idx int // Bucket index (globally across all spans) of last yielded bucket.
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}
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func newBucketIterator(spans []histogram.Span) *bucketIterator {
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b := bucketIterator{
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spans: spans,
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span: 0,
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bucket: -1,
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idx: -1,
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}
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if len(spans) > 0 {
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b.idx += int(spans[0].Offset)
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}
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return &b
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}
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func (b *bucketIterator) Next() (int, bool) {
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// We're already out of bounds.
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if b.span >= len(b.spans) {
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return 0, false
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}
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if b.bucket < int(b.spans[b.span].Length)-1 { // Try to move within same span.
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b.bucket++
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b.idx++
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return b.idx, true
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}
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for b.span < len(b.spans)-1 { // Try to move from one span to the next.
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b.span++
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b.idx += int(b.spans[b.span].Offset + 1)
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b.bucket = 0
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if b.spans[b.span].Length == 0 {
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b.idx--
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continue
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}
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return b.idx, true
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}
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// We're out of options.
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return 0, false
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}
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// An Insert describes how many new buckets have to be inserted before
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// processing the pos'th bucket from the original slice.
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type Insert struct {
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pos int
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num int
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// Optional: bucketIdx is the index of the bucket that is inserted.
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// Can be used to adjust spans.
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bucketIdx int
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}
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// Deprecated: expandSpansForward, use expandIntSpansAndBuckets or
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// expandFloatSpansAndBuckets instead.
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// expandSpansForward is left here for reference.
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// expandSpansForward returns the inserts to expand the bucket spans 'a' so that
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// they match the spans in 'b'. 'b' must cover the same or more buckets than
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// 'a', otherwise the function will return false.
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//
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// Example:
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//
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// Let's say the old buckets look like this:
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//
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// span syntax: [offset, length]
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// spans : [ 0 , 2 ] [2,1] [ 3 , 2 ] [3,1] [1,1]
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// bucket idx : [0] [1] 2 3 [4] 5 6 7 [8] [9] 10 11 12 [13] 14 [15]
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// raw values 6 3 3 2 4 5 1
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// deltas 6 -3 0 -1 2 1 -4
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//
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// But now we introduce a new bucket layout. (Carefully chosen example where we
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// have a span appended, one unchanged[*], one prepended, and two merge - in
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// that order.)
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//
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// [*] unchanged in terms of which bucket indices they represent. but to achieve
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// that, their offset needs to change if "disrupted" by spans changing ahead of
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// them
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//
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// \/ this one is "unchanged"
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// spans : [ 0 , 3 ] [1,1] [ 1 , 4 ] [ 3 , 3 ]
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// bucket idx : [0] [1] [2] 3 [4] 5 [6] [7] [8] [9] 10 11 12 [13] [14] [15]
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// raw values 6 3 0 3 0 0 2 4 5 0 1
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// deltas 6 -3 -3 3 -3 0 2 2 1 -5 1
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// delta mods: / \ / \ / \
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//
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// Note for histograms with delta-encoded buckets: Whenever any new buckets are
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// introduced, the subsequent "old" bucket needs to readjust its delta to the
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// new base of 0. Thus, for the caller who wants to transform the set of
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// original deltas to a new set of deltas to match a new span layout that adds
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// buckets, we simply need to generate a list of inserts.
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//
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// Note: Within expandSpansForward we don't have to worry about the changes to the
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// spans themselves, thanks to the iterators we get to work with the more useful
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// bucket indices (which of course directly correspond to the buckets we have to
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// adjust).
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func expandSpansForward(a, b []histogram.Span) (forward []Insert, ok bool) {
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ai := newBucketIterator(a)
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bi := newBucketIterator(b)
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var inserts []Insert
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// When inter.num becomes > 0, this becomes a valid insert that should
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// be yielded when we finish a streak of new buckets.
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var inter Insert
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av, aOK := ai.Next()
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bv, bOK := bi.Next()
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loop:
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for {
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switch {
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case aOK && bOK:
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switch {
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case av == bv: // Both have an identical value. move on!
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// Finish WIP insert and reset.
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if inter.num > 0 {
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inserts = append(inserts, inter)
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}
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inter.num = 0
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av, aOK = ai.Next()
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bv, bOK = bi.Next()
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inter.pos++
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case av < bv: // b misses a value that is in a.
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return inserts, false
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case av > bv: // a misses a value that is in b. Forward b and recompare.
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inter.num++
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bv, bOK = bi.Next()
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}
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case aOK && !bOK: // b misses a value that is in a.
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return inserts, false
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case !aOK && bOK: // a misses a value that is in b. Forward b and recompare.
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inter.num++
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bv, bOK = bi.Next()
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default: // Both iterators ran out. We're done.
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if inter.num > 0 {
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inserts = append(inserts, inter)
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}
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break loop
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}
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}
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return inserts, true
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}
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// expandSpansBothWays is similar to expandSpansForward, but now b may also
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// cover an entirely different set of buckets. The function returns the
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// “forward” inserts to expand 'a' to also cover all the buckets exclusively
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// covered by 'b', and it returns the “backward” inserts to expand 'b' to also
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// cover all the buckets exclusively covered by 'a'.
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func expandSpansBothWays(a, b []histogram.Span) (forward, backward []Insert, mergedSpans []histogram.Span) {
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ai := newBucketIterator(a)
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bi := newBucketIterator(b)
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var fInserts, bInserts []Insert
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var lastBucket int
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addBucket := func(b int) {
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offset := b - lastBucket - 1
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if offset == 0 && len(mergedSpans) > 0 {
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mergedSpans[len(mergedSpans)-1].Length++
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} else {
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if len(mergedSpans) == 0 {
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offset++
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}
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mergedSpans = append(mergedSpans, histogram.Span{
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Offset: int32(offset),
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Length: 1,
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})
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}
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lastBucket = b
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}
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// When fInter.num (or bInter.num, respectively) becomes > 0, this
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// becomes a valid insert that should be yielded when we finish a streak
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// of new buckets.
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var fInter, bInter Insert
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av, aOK := ai.Next()
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bv, bOK := bi.Next()
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loop:
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for {
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switch {
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case aOK && bOK:
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switch {
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case av == bv: // Both have an identical value. move on!
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// Finish WIP insert and reset.
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if fInter.num > 0 {
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fInserts = append(fInserts, fInter)
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fInter.num = 0
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}
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if bInter.num > 0 {
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bInserts = append(bInserts, bInter)
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bInter.num = 0
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}
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addBucket(av)
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av, aOK = ai.Next()
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bv, bOK = bi.Next()
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fInter.pos++
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bInter.pos++
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case av < bv: // b misses a value that is in a.
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bInter.num++
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// Collect the forward inserts before advancing
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// the position of 'a'.
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if fInter.num > 0 {
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fInserts = append(fInserts, fInter)
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fInter.num = 0
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}
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addBucket(av)
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fInter.pos++
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av, aOK = ai.Next()
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case av > bv: // a misses a value that is in b. Forward b and recompare.
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fInter.num++
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// Collect the backward inserts before advancing the
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// position of 'b'.
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if bInter.num > 0 {
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bInserts = append(bInserts, bInter)
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bInter.num = 0
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}
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addBucket(bv)
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bInter.pos++
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bv, bOK = bi.Next()
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}
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case aOK && !bOK: // b misses a value that is in a.
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bInter.num++
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addBucket(av)
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av, aOK = ai.Next()
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case !aOK && bOK: // a misses a value that is in b. Forward b and recompare.
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fInter.num++
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addBucket(bv)
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bv, bOK = bi.Next()
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default: // Both iterators ran out. We're done.
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if fInter.num > 0 {
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fInserts = append(fInserts, fInter)
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}
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if bInter.num > 0 {
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bInserts = append(bInserts, bInter)
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}
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break loop
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}
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}
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return fInserts, bInserts, mergedSpans
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}
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type bucketValue interface {
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int64 | float64
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}
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// insert merges 'in' with the provided inserts and writes them into 'out',
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// which must already have the appropriate length. 'out' is also returned for
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// convenience.
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func insert[BV bucketValue](in, out []BV, inserts []Insert, deltas bool) []BV {
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var (
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oi int // Position in out.
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v BV // The last value seen.
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ii int // The next insert to process.
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)
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for i, d := range in {
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if ii < len(inserts) && i == inserts[ii].pos {
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// We have an insert!
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// Add insert.num new delta values such that their
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// bucket values equate 0. When deltas==false, it means
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// that it is an absolute value. So we set it to 0
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// directly.
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if deltas {
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out[oi] = -v
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} else {
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out[oi] = 0
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}
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oi++
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for x := 1; x < inserts[ii].num; x++ {
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out[oi] = 0
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oi++
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}
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ii++
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// Now save the value from the input. The delta value we
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// should save is the original delta value + the last
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// value of the point before the insert (to undo the
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// delta that was introduced by the insert). When
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// deltas==false, it means that it is an absolute value,
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// so we set it directly to the value in the 'in' slice.
|
|
if deltas {
|
|
out[oi] = d + v
|
|
} else {
|
|
out[oi] = d
|
|
}
|
|
oi++
|
|
v = d + v
|
|
continue
|
|
}
|
|
// If there was no insert, the original delta is still valid.
|
|
out[oi] = d
|
|
oi++
|
|
v += d
|
|
}
|
|
switch ii {
|
|
case len(inserts):
|
|
// All inserts processed. Nothing more to do.
|
|
case len(inserts) - 1:
|
|
// One more insert to process at the end.
|
|
if deltas {
|
|
out[oi] = -v
|
|
} else {
|
|
out[oi] = 0
|
|
}
|
|
oi++
|
|
for x := 1; x < inserts[ii].num; x++ {
|
|
out[oi] = 0
|
|
oi++
|
|
}
|
|
default:
|
|
panic("unprocessed inserts left")
|
|
}
|
|
return out
|
|
}
|
|
|
|
// counterResetHint returns a CounterResetHint based on the CounterResetHeader
|
|
// and on the position into the chunk.
|
|
func counterResetHint(crh CounterResetHeader, numRead uint16) histogram.CounterResetHint {
|
|
switch {
|
|
case crh == GaugeType:
|
|
// A gauge histogram chunk only contains gauge histograms.
|
|
return histogram.GaugeType
|
|
case numRead > 1:
|
|
// In a counter histogram chunk, there will not be any counter
|
|
// resets after the first histogram.
|
|
return histogram.NotCounterReset
|
|
case crh == CounterReset:
|
|
// If the chunk was started because of a counter reset, we can
|
|
// safely return that hint. This histogram always has to be
|
|
// treated as a counter reset.
|
|
return histogram.CounterReset
|
|
default:
|
|
// Sadly, we have to return "unknown" as the hint for all other
|
|
// cases, even if we know that the chunk was started without a
|
|
// counter reset. But we cannot be sure that the previous chunk
|
|
// still exists in the TSDB, so we conservatively return
|
|
// "unknown". On the bright side, this case should be relatively
|
|
// rare.
|
|
//
|
|
// TODO(beorn7): Nevertheless, if the current chunk is in the
|
|
// middle of a block (not the first chunk in the block for this
|
|
// series), it's probably safe to assume that the previous chunk
|
|
// will exist in the TSDB for as long as the current chunk
|
|
// exist, and we could safely return
|
|
// "histogram.NotCounterReset". This needs some more work and
|
|
// might not be worth the effort and/or risk. To be vetted...
|
|
return histogram.UnknownCounterReset
|
|
}
|
|
}
|
|
|
|
// adjustForInserts adjusts the spans for the given inserts.
|
|
func adjustForInserts(spans []histogram.Span, inserts []Insert) (mergedSpans []histogram.Span) {
|
|
if len(inserts) == 0 {
|
|
return spans
|
|
}
|
|
|
|
it := newBucketIterator(spans)
|
|
|
|
var (
|
|
lastBucket int
|
|
i int
|
|
insertIdx = inserts[i].bucketIdx
|
|
insertNum = inserts[i].num
|
|
)
|
|
|
|
addBucket := func(b int) {
|
|
offset := b - lastBucket - 1
|
|
if offset == 0 && len(mergedSpans) > 0 {
|
|
mergedSpans[len(mergedSpans)-1].Length++
|
|
} else {
|
|
if len(mergedSpans) == 0 {
|
|
offset++
|
|
}
|
|
mergedSpans = append(mergedSpans, histogram.Span{
|
|
Offset: int32(offset),
|
|
Length: 1,
|
|
})
|
|
}
|
|
|
|
lastBucket = b
|
|
}
|
|
consumeInsert := func() {
|
|
// Consume the insert.
|
|
insertNum--
|
|
if insertNum == 0 {
|
|
i++
|
|
if i < len(inserts) {
|
|
insertIdx = inserts[i].bucketIdx
|
|
insertNum = inserts[i].num
|
|
}
|
|
} else {
|
|
insertIdx++
|
|
}
|
|
}
|
|
|
|
bucket, ok := it.Next()
|
|
for ok {
|
|
if i < len(inserts) && insertIdx < bucket {
|
|
addBucket(insertIdx)
|
|
consumeInsert()
|
|
} else {
|
|
addBucket(bucket)
|
|
bucket, ok = it.Next()
|
|
}
|
|
}
|
|
for i < len(inserts) {
|
|
addBucket(inserts[i].bucketIdx)
|
|
consumeInsert()
|
|
}
|
|
return
|
|
}
|