mirror of
https://github.com/VictoriaMetrics/VictoriaMetrics.git
synced 2024-12-24 03:06:48 +01:00
cd152693c6
This reverts commit5a3abfa041
. Reason for revert: exemplars aren't in wide use because they have numerous issues which prevent their adoption (see below). Adding support for examplars into VictoriaMetrics introduces non-trivial code changes. These code changes need to be supported forever once the release of VictoriaMetrics with exemplar support is published. That's why I don't think this is a good feature despite that the source code of the reverted commit has an excellent quality. See https://docs.victoriametrics.com/goals/ . Issues with Prometheus exemplars: - Prometheus still has only experimental support for exemplars after more than three years since they were introduced. It stores exemplars in memory, so they are lost after Prometheus restart. This doesn't look like production-ready feature. See0a2f3b3794/content/docs/instrumenting/exposition_formats.md (L153-L159)
and https://prometheus.io/docs/prometheus/latest/feature_flags/#exemplars-storage - It is very non-trivial to expose exemplars alongside metrics in your application, since the official Prometheus SDKs for metrics' exposition ( https://prometheus.io/docs/instrumenting/clientlibs/ ) either have very hard-to-use API for exposing histograms or do not have this API at all. For example, try figuring out how to expose exemplars via https://pkg.go.dev/github.com/prometheus/client_golang@v1.19.1/prometheus . - It looks like exemplars are supported for Histogram metric types only - see https://pkg.go.dev/github.com/prometheus/client_golang@v1.19.1/prometheus#Timer.ObserveDurationWithExemplar . Exemplars aren't supported for Counter, Gauge and Summary metric types. - Grafana has very poor support for Prometheus exemplars. It looks like it supports exemplars only when the query contains histogram_quantile() function. It queries exemplars via special Prometheus API - https://prometheus.io/docs/prometheus/latest/querying/api/#querying-exemplars - (which is still marked as experimental, btw.) and then displays all the returned exemplars on the graph as special dots. The issue is that this doesn't work in production in most cases when the histogram_quantile() is calculated over thousands of histogram buckets exposed by big number of application instances. Every histogram bucket may expose an exemplar on every timestamp shown on the graph. This makes the graph unusable, since it is litterally filled with thousands of exemplar dots. Neither Prometheus API nor Grafana doesn't provide the ability to filter out unneeded exemplars. - Exemplars are usually connected to traces. While traces are good for some I doubt exemplars will become production-ready in the near future because of the issues outlined above. Alternative to exemplars: Exemplars are marketed as a silver bullet for the correlation between metrics, traces and logs - just click the exemplar dot on some graph in Grafana and instantly see the corresponding trace or log entry! This doesn't work as expected in production as shown above. Are there better solutions, which work in production? Yes - just use time-based and label-based correlation between metrics, traces and logs. Assign the same `job` and `instance` labels to metrics, logs and traces, so you can quickly find the needed trace or log entry by these labes on the time range with the anomaly on metrics' graph. Updates https://github.com/VictoriaMetrics/VictoriaMetrics/pull/5982
690 lines
15 KiB
Go
690 lines
15 KiB
Go
package prometheus
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import (
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"bytes"
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"fmt"
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"sort"
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"strings"
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"sync"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/logger"
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"github.com/VictoriaMetrics/metrics"
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"github.com/valyala/fastjson/fastfloat"
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)
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// Rows contains parsed Prometheus rows.
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type Rows struct {
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Rows []Row
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tagsPool []Tag
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}
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// Reset resets rs.
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func (rs *Rows) Reset() {
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// Reset items, so they can be GC'ed
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for i := range rs.Rows {
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rs.Rows[i].reset()
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}
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rs.Rows = rs.Rows[:0]
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for i := range rs.tagsPool {
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rs.tagsPool[i].reset()
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}
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rs.tagsPool = rs.tagsPool[:0]
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}
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// Unmarshal unmarshals Prometheus exposition text rows from s.
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//
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// See https://github.com/prometheus/docs/blob/master/content/docs/instrumenting/exposition_formats.md#text-format-details
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//
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// s shouldn't be modified while rs is in use.
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func (rs *Rows) Unmarshal(s string) {
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rs.UnmarshalWithErrLogger(s, stdErrLogger)
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}
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func stdErrLogger(s string) {
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logger.ErrorfSkipframes(1, "%s", s)
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}
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// UnmarshalWithErrLogger unmarshal Prometheus exposition text rows from s.
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//
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// It calls errLogger for logging parsing errors.
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//
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// s shouldn't be modified while rs is in use.
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func (rs *Rows) UnmarshalWithErrLogger(s string, errLogger func(s string)) {
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noEscapes := strings.IndexByte(s, '\\') < 0
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rs.Rows, rs.tagsPool = unmarshalRows(rs.Rows[:0], s, rs.tagsPool[:0], noEscapes, errLogger)
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}
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// Row is a single Prometheus row.
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type Row struct {
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Metric string
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Tags []Tag
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Value float64
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Timestamp int64
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}
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func (r *Row) reset() {
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r.Metric = ""
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r.Tags = nil
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r.Value = 0
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r.Timestamp = 0
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}
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func skipTrailingComment(s string) string {
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n := strings.IndexByte(s, '#')
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if n < 0 {
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return s
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}
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return s[:n]
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}
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func skipLeadingWhitespace(s string) string {
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// Prometheus treats ' ' and '\t' as whitespace
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// according to https://github.com/prometheus/docs/blob/master/content/docs/instrumenting/exposition_formats.md#text-format-details
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for len(s) > 0 && (s[0] == ' ' || s[0] == '\t') {
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s = s[1:]
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}
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return s
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}
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func skipTrailingWhitespace(s string) string {
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// Prometheus treats ' ' and '\t' as whitespace
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// according to https://github.com/prometheus/docs/blob/master/content/docs/instrumenting/exposition_formats.md#text-format-details
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for len(s) > 0 && (s[len(s)-1] == ' ' || s[len(s)-1] == '\t') {
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s = s[:len(s)-1]
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}
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return s
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}
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func nextWhitespace(s string) int {
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n := strings.IndexByte(s, ' ')
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if n < 0 {
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return strings.IndexByte(s, '\t')
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}
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n1 := strings.IndexByte(s, '\t')
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if n1 < 0 || n1 > n {
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return n
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}
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return n1
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}
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func (r *Row) unmarshal(s string, tagsPool []Tag, noEscapes bool) ([]Tag, error) {
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r.reset()
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s = skipLeadingWhitespace(s)
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n := strings.IndexByte(s, '{')
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if n >= 0 {
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// Tags found. Parse them.
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r.Metric = skipTrailingWhitespace(s[:n])
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s = s[n+1:]
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tagsStart := len(tagsPool)
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var err error
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s, tagsPool, err = unmarshalTags(tagsPool, s, noEscapes)
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if err != nil {
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return tagsPool, fmt.Errorf("cannot unmarshal tags: %w", err)
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}
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if len(s) > 0 && s[0] == ' ' {
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// Fast path - skip whitespace.
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s = s[1:]
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}
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tags := tagsPool[tagsStart:]
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r.Tags = tags[:len(tags):len(tags)]
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} else {
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// Tags weren't found. Search for value after whitespace
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n = nextWhitespace(s)
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if n < 0 {
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return tagsPool, fmt.Errorf("missing value")
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}
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r.Metric = s[:n]
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s = s[n+1:]
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}
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if len(r.Metric) == 0 {
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return tagsPool, fmt.Errorf("metric cannot be empty")
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}
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s = skipLeadingWhitespace(s)
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s = skipTrailingComment(s)
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if len(s) == 0 {
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return tagsPool, fmt.Errorf("value cannot be empty")
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}
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n = nextWhitespace(s)
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if n < 0 {
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// There is no timestamp.
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v, err := fastfloat.Parse(s)
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if err != nil {
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return tagsPool, fmt.Errorf("cannot parse value %q: %w", s, err)
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}
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r.Value = v
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return tagsPool, nil
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}
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// There is a timestamp.
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v, err := fastfloat.Parse(s[:n])
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if err != nil {
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return tagsPool, fmt.Errorf("cannot parse value %q: %w", s[:n], err)
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}
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r.Value = v
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s = skipLeadingWhitespace(s[n+1:])
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if len(s) == 0 {
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// There is no timestamp - just a whitespace after the value.
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return tagsPool, nil
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}
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// There are some whitespaces after timestamp
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s = skipTrailingWhitespace(s)
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ts, err := fastfloat.Parse(s)
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if err != nil {
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return tagsPool, fmt.Errorf("cannot parse timestamp %q: %w", s, err)
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}
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if ts >= -1<<31 && ts < 1<<31 {
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// This looks like OpenMetrics timestamp in Unix seconds.
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// Convert it to milliseconds.
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//
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// See https://github.com/OpenObservability/OpenMetrics/blob/master/specification/OpenMetrics.md#timestamps
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ts *= 1000
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}
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r.Timestamp = int64(ts)
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return tagsPool, nil
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}
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var rowsReadScrape = metrics.NewCounter(`vm_protoparser_rows_read_total{type="promscrape"}`)
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func unmarshalRows(dst []Row, s string, tagsPool []Tag, noEscapes bool, errLogger func(s string)) ([]Row, []Tag) {
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dstLen := len(dst)
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for len(s) > 0 {
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n := strings.IndexByte(s, '\n')
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if n < 0 {
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// The last line.
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dst, tagsPool = unmarshalRow(dst, s, tagsPool, noEscapes, errLogger)
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break
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}
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dst, tagsPool = unmarshalRow(dst, s[:n], tagsPool, noEscapes, errLogger)
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s = s[n+1:]
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}
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rowsReadScrape.Add(len(dst) - dstLen)
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return dst, tagsPool
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}
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func unmarshalRow(dst []Row, s string, tagsPool []Tag, noEscapes bool, errLogger func(s string)) ([]Row, []Tag) {
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if len(s) > 0 && s[len(s)-1] == '\r' {
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s = s[:len(s)-1]
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}
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s = skipLeadingWhitespace(s)
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if len(s) == 0 {
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// Skip empty line
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return dst, tagsPool
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}
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if s[0] == '#' {
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// Skip comment
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return dst, tagsPool
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}
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if cap(dst) > len(dst) {
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dst = dst[:len(dst)+1]
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} else {
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dst = append(dst, Row{})
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}
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r := &dst[len(dst)-1]
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var err error
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tagsPool, err = r.unmarshal(s, tagsPool, noEscapes)
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if err != nil {
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dst = dst[:len(dst)-1]
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if errLogger != nil {
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msg := fmt.Sprintf("cannot unmarshal Prometheus line %q: %s", s, err)
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errLogger(msg)
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}
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invalidLines.Inc()
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}
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return dst, tagsPool
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}
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var invalidLines = metrics.NewCounter(`vm_rows_invalid_total{type="prometheus"}`)
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func unmarshalTags(dst []Tag, s string, noEscapes bool) (string, []Tag, error) {
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for {
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s = skipLeadingWhitespace(s)
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if len(s) > 0 && s[0] == '}' {
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// End of tags found.
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return s[1:], dst, nil
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}
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n := strings.IndexByte(s, '=')
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if n < 0 {
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return s, dst, fmt.Errorf("missing value for tag %q", s)
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}
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key := skipTrailingWhitespace(s[:n])
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if strings.IndexByte(key, '"') >= 0 {
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return s, dst, fmt.Errorf("tag key %q cannot contain double quotes", key)
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}
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s = skipLeadingWhitespace(s[n+1:])
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if len(s) == 0 || s[0] != '"' {
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return s, dst, fmt.Errorf("expecting quoted value for tag %q; got %q", key, s)
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}
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value := s[1:]
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if noEscapes {
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// Fast path - the line has no escape chars
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n = strings.IndexByte(value, '"')
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if n < 0 {
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return s, dst, fmt.Errorf("missing closing quote for tag value %q", s)
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}
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s = value[n+1:]
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value = value[:n]
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} else {
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// Slow path - the line contains escape chars
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n = findClosingQuote(s)
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if n < 0 {
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return s, dst, fmt.Errorf("missing closing quote for tag value %q", s)
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}
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value = unescapeValue(s[1:n])
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s = s[n+1:]
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}
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if len(key) > 0 {
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// Allow empty values (len(value)==0) - see https://github.com/VictoriaMetrics/VictoriaMetrics/issues/453
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if cap(dst) > len(dst) {
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dst = dst[:len(dst)+1]
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} else {
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dst = append(dst, Tag{})
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}
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tag := &dst[len(dst)-1]
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tag.Key = key
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tag.Value = value
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}
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s = skipLeadingWhitespace(s)
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if len(s) > 0 && s[0] == '}' {
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// End of tags found.
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return s[1:], dst, nil
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}
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if len(s) == 0 || s[0] != ',' {
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return s, dst, fmt.Errorf("missing comma after tag %s=%q", key, value)
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}
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s = s[1:]
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}
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}
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// Tag is a Prometheus tag.
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type Tag struct {
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Key string
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Value string
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}
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func (t *Tag) reset() {
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t.Key = ""
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t.Value = ""
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}
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func findClosingQuote(s string) int {
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if len(s) == 0 || s[0] != '"' {
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return -1
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}
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off := 1
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s = s[1:]
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for {
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n := strings.IndexByte(s, '"')
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if n < 0 {
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return -1
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}
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if prevBackslashesCount(s[:n])%2 == 0 {
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return off + n
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}
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off += n + 1
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s = s[n+1:]
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}
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}
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func unescapeValue(s string) string {
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n := strings.IndexByte(s, '\\')
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if n < 0 {
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// Fast path - nothing to unescape
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return s
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}
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b := make([]byte, 0, len(s))
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for {
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b = append(b, s[:n]...)
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s = s[n+1:]
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if len(s) == 0 {
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b = append(b, '\\')
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break
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}
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// label_value can be any sequence of UTF-8 characters, but the backslash (\), double-quote ("),
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// and line feed (\n) characters have to be escaped as \\, \", and \n, respectively.
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// See https://github.com/prometheus/docs/blob/master/content/docs/instrumenting/exposition_formats.md
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switch s[0] {
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case '\\':
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b = append(b, '\\')
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case '"':
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b = append(b, '"')
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case 'n':
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b = append(b, '\n')
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default:
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b = append(b, '\\', s[0])
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}
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s = s[1:]
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n = strings.IndexByte(s, '\\')
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if n < 0 {
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b = append(b, s...)
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break
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}
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}
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return string(b)
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}
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func appendEscapedValue(dst []byte, s string) []byte {
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// label_value can be any sequence of UTF-8 characters, but the backslash (\), double-quote ("),
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// and line feed (\n) characters have to be escaped as \\, \", and \n, respectively.
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// See https://github.com/prometheus/docs/blob/master/content/docs/instrumenting/exposition_formats.md
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for {
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n := strings.IndexAny(s, "\\\"\n")
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if n < 0 {
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return append(dst, s...)
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}
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dst = append(dst, s[:n]...)
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switch s[n] {
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case '\\':
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dst = append(dst, "\\\\"...)
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case '"':
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dst = append(dst, "\\\""...)
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case '\n':
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dst = append(dst, "\\n"...)
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}
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s = s[n+1:]
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}
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}
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func prevBackslashesCount(s string) int {
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n := 0
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for len(s) > 0 && s[len(s)-1] == '\\' {
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n++
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s = s[:len(s)-1]
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}
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return n
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}
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// GetRowsDiff returns rows from s1, which are missing in s2.
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//
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// The returned rows have default value 0 and have no timestamps.
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func GetRowsDiff(s1, s2 string) string {
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li1 := getLinesIterator()
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li2 := getLinesIterator()
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defer func() {
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putLinesIterator(li1)
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putLinesIterator(li2)
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}()
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li1.Init(s1)
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li2.Init(s2)
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if !li1.NextKey() {
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return ""
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}
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var diff []byte
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if !li2.NextKey() {
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diff = appendKeys(diff, li1)
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return string(diff)
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}
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for {
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switch bytes.Compare(li1.Key, li2.Key) {
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case -1:
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diff = appendKey(diff, li1.Key)
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if !li1.NextKey() {
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return string(diff)
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}
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case 0:
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if !li1.NextKey() {
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return string(diff)
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}
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if !li2.NextKey() {
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diff = appendKeys(diff, li1)
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return string(diff)
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}
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case 1:
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if !li2.NextKey() {
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diff = appendKeys(diff, li1)
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return string(diff)
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}
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}
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}
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}
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type linesIterator struct {
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rows []Row
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a []string
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tagsPool []Tag
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// Key contains the next key after NextKey call
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Key []byte
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}
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var linesIteratorPool sync.Pool
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func getLinesIterator() *linesIterator {
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v := linesIteratorPool.Get()
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if v == nil {
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return &linesIterator{}
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}
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return v.(*linesIterator)
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}
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|
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func putLinesIterator(li *linesIterator) {
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li.a = nil
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linesIteratorPool.Put(li)
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}
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func (li *linesIterator) Init(s string) {
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a := strings.Split(s, "\n")
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sort.Strings(a)
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li.a = a
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}
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|
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// NextKey advances to the next key in li.
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//
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// It returns true if the next key is found and Key is successfully updated.
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func (li *linesIterator) NextKey() bool {
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for {
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if len(li.a) == 0 {
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return false
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}
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// Do not log errors here, since they will be logged during the real data parsing later.
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li.rows, li.tagsPool = unmarshalRow(li.rows[:0], li.a[0], li.tagsPool[:0], false, nil)
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|
li.a = li.a[1:]
|
|
if len(li.rows) > 0 {
|
|
li.Key = marshalMetricNameWithTags(li.Key[:0], &li.rows[0])
|
|
return true
|
|
}
|
|
}
|
|
}
|
|
|
|
func appendKey(dst, key []byte) []byte {
|
|
dst = append(dst, key...)
|
|
dst = append(dst, " 0\n"...)
|
|
return dst
|
|
}
|
|
|
|
func appendKeys(dst []byte, li *linesIterator) []byte {
|
|
for {
|
|
dst = appendKey(dst, li.Key)
|
|
if !li.NextKey() {
|
|
return dst
|
|
}
|
|
}
|
|
}
|
|
|
|
func marshalMetricNameWithTags(dst []byte, r *Row) []byte {
|
|
dst = append(dst, r.Metric...)
|
|
if len(r.Tags) == 0 {
|
|
return dst
|
|
}
|
|
dst = append(dst, '{')
|
|
for i, t := range r.Tags {
|
|
dst = append(dst, t.Key...)
|
|
dst = append(dst, `="`...)
|
|
dst = appendEscapedValue(dst, t.Value)
|
|
dst = append(dst, '"')
|
|
if i+1 < len(r.Tags) {
|
|
dst = append(dst, ',')
|
|
}
|
|
}
|
|
dst = append(dst, '}')
|
|
return dst
|
|
}
|
|
|
|
// AreIdenticalSeriesFast returns true if s1 and s2 contains identical Prometheus series with possible different values.
|
|
//
|
|
// This function is optimized for speed.
|
|
func AreIdenticalSeriesFast(s1, s2 string) bool {
|
|
for {
|
|
if len(s1) == 0 {
|
|
// The last byte on the line reached.
|
|
return len(s2) == 0
|
|
}
|
|
if len(s2) == 0 {
|
|
// The last byte on s2 reached, while s1 has non-empty contents.
|
|
return false
|
|
}
|
|
|
|
// Extract the next pair of lines from s1 and s2.
|
|
var x1, x2 string
|
|
n1 := strings.IndexByte(s1, '\n')
|
|
if n1 < 0 {
|
|
x1 = s1
|
|
s1 = ""
|
|
} else {
|
|
x1 = s1[:n1]
|
|
s1 = s1[n1+1:]
|
|
}
|
|
if n := strings.IndexByte(x1, '#'); n >= 0 {
|
|
// Drop comment.
|
|
x1 = x1[:n]
|
|
}
|
|
n2 := strings.IndexByte(s2, '\n')
|
|
if n2 < 0 {
|
|
if n1 >= 0 {
|
|
return false
|
|
}
|
|
x2 = s2
|
|
s2 = ""
|
|
} else {
|
|
if n1 < 0 {
|
|
return false
|
|
}
|
|
x2 = s2[:n2]
|
|
s2 = s2[n2+1:]
|
|
}
|
|
if n := strings.IndexByte(x2, '#'); n >= 0 {
|
|
// Drop comment.
|
|
x2 = x2[:n]
|
|
}
|
|
|
|
// Skip whitespaces in front of lines
|
|
for len(x1) > 0 && x1[0] == ' ' {
|
|
if len(x2) == 0 || x2[0] != ' ' {
|
|
return false
|
|
}
|
|
x1 = x1[1:]
|
|
x2 = x2[1:]
|
|
}
|
|
if len(x1) == 0 {
|
|
// The last byte on x1 reached.
|
|
if len(x2) != 0 {
|
|
return false
|
|
}
|
|
continue
|
|
}
|
|
if len(x2) == 0 {
|
|
// The last byte on x2 reached, while x1 has non-empty contents.
|
|
return false
|
|
}
|
|
// Compare metric names
|
|
n := strings.IndexByte(x1, ' ')
|
|
if n < 0 {
|
|
// Invalid Prometheus line - it must contain at least a single space between metric name and value
|
|
// Compare it in full with x2.
|
|
n = len(x1) - 1
|
|
}
|
|
n++
|
|
if n > len(x2) || x1[:n] != x2[:n] {
|
|
// Metric names mismatch
|
|
return false
|
|
}
|
|
x1 = x1[n:]
|
|
x2 = x2[n:]
|
|
|
|
// The space could belong to metric name in the following cases:
|
|
// foo {bar="baz"} 1
|
|
// foo{ bar="baz"} 2
|
|
// foo{bar="baz", aa="b"} 3
|
|
// foo{bar="b az"} 4
|
|
// foo 5
|
|
// Continue comparing the remaining parts until space or newline.
|
|
for {
|
|
n1 := strings.IndexByte(x1, ' ')
|
|
if n1 < 0 {
|
|
// Fast path.
|
|
// Treat x1 as a value.
|
|
// Skip values at x1 and x2.
|
|
n2 := strings.IndexByte(x2, ' ')
|
|
if n2 >= 0 {
|
|
// x2 contains additional parts.
|
|
return false
|
|
}
|
|
break
|
|
}
|
|
n1++
|
|
// Slow path.
|
|
// The x1[:n1] can be either a part of metric name or a value if timestamp is present:
|
|
// foo 12 34
|
|
if isNumeric(x1[:n1-1]) {
|
|
// Skip numeric part (most likely a value before timestamp) in x1 and x2
|
|
n2 := strings.IndexByte(x2, ' ')
|
|
if n2 < 0 {
|
|
// x2 contains less parts than x1
|
|
return false
|
|
}
|
|
n2++
|
|
if !isNumeric(x2[:n2-1]) {
|
|
// x1 contains numeric part, while x2 contains non-numeric part
|
|
return false
|
|
}
|
|
x1 = x1[n1:]
|
|
x2 = x2[n2:]
|
|
} else {
|
|
// The non-numeric part from x1 must match the corresponding part from x2.
|
|
if n1 > len(x2) || x1[:n1] != x2[:n1] {
|
|
// Parts mismatch
|
|
return false
|
|
}
|
|
x1 = x1[n1:]
|
|
x2 = x2[n1:]
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
func isNumeric(s string) bool {
|
|
for i := 0; i < len(s); i++ {
|
|
if numericChars[s[i]] {
|
|
continue
|
|
}
|
|
if i == 0 && s == "NaN" || s == "nan" || s == "Inf" || s == "inf" {
|
|
return true
|
|
}
|
|
if i == 1 && (s[0] == '-' || s[0] == '+') && (s[1:] == "Inf" || s[1:] == "inf") {
|
|
return true
|
|
}
|
|
return false
|
|
}
|
|
return true
|
|
}
|
|
|
|
var numericChars = [256]bool{
|
|
'0': true,
|
|
'1': true,
|
|
'2': true,
|
|
'3': true,
|
|
'4': true,
|
|
'5': true,
|
|
'6': true,
|
|
'7': true,
|
|
'8': true,
|
|
'9': true,
|
|
'-': true,
|
|
'+': true,
|
|
'e': true,
|
|
'E': true,
|
|
'.': true,
|
|
}
|