Infer types in Prometheus remote_write

CHANGELOG.next.asciidoc

@@ -596,6 +596,7 @@ https://github.com/elastic/beats/compare/v7.0.0-alpha2...master[Check the HEAD d
 - Added `performance` and `query` metricsets to `mysql` module. {pull}18955[18955]
 - The `elasticsearch-xpack/index` metricset now reports hidden indices as such. {issue}18639[18639] {pull}18706[18706]
 - Adds support for app insights metrics in the azure module. {issue}18570[18570] {pull}18940[18940]
+- Infer types in Prometheus remote_write. {pull}19944[19944]
 - Added cache and connection_errors metrics to status metricset of MySQL module {issue}16955[16955] {pull}19844[19844]
 - Update MySQL dashboard with connection errors and cache metrics {pull}19913[19913] {issue}16955[16955]
 - Add cloud.instance.name into aws ec2 metricset. {pull}20077[20077]

metricbeat/helper/prometheus/prometheus.go

@@ -22,6 +22,7 @@ import (
  "io"
  "io/ioutil"
  "net/http"
+ "regexp"
 
  "github.com/pkg/errors"
  dto "github.com/prometheus/client_model/go"
@@ -284,3 +285,31 @@ func getLabels(metric *dto.Metric) common.MapStr {
  }
  return labels
 }
+
+// CompilePatternList compiles a pattern list and returns the list of the compiled patterns
+func CompilePatternList(patterns *[]string) ([]*regexp.Regexp, error) {
+ var compiledPatterns []*regexp.Regexp
+ compiledPatterns = []*regexp.Regexp{}
+ if patterns != nil {
+ for _, pattern := range *patterns {
+ r, err := regexp.Compile(pattern)
+ if err != nil {
+ return nil, errors.Wrapf(err, "compiling pattern '%s'", pattern)
+ }
+ compiledPatterns = append(compiledPatterns, r)
+ }
+ return compiledPatterns, nil
+ }
+ return []*regexp.Regexp{}, nil
+}
+
+// MatchMetricFamily checks if the given family/metric name matches any of the given patterns
+func MatchMetricFamily(family string, matchMetrics []*regexp.Regexp) bool {
+ for _, checkMetric := range matchMetrics {
+ matched := checkMetric.MatchString(family)
+ if matched {
+ return true
+ }
+ }
+ return false
+}

metricbeat/module/prometheus/collector/_meta/docs.asciidoc

@@ -40,10 +40,10 @@ metricbeat.modules:
  rate_counters: false
 -------------------------------------------------------------------------------------
 
-`use_types` paramater (default: false) enables a different layout for metrics storage, leveraging Elasticsearch
+`use_types` parameter (default: false) enables a different layout for metrics storage, leveraging Elasticsearch
 types, including https://www.elastic.co/guide/en/elasticsearch/reference/current/histogram.html[histograms].
 
-`rate_counters` paramater (default: false) enables calculating a rate out of Prometheus counters. When enabled, Metricbeat stores
+`rate_counters` parameter (default: false) enables calculating a rate out of Prometheus counters. When enabled, Metricbeat stores
 the counter increment since the last collection. This metric should make some aggregations easier and with better
 performance. This parameter can only be enabled in combination with `use_types`.
 
@@ -122,8 +122,8 @@ The configuration above will include only metrics that match `node_filesystem_*`
 
 To keep only specific metrics, anchor the start and the end of the regexp of each metric:
 
-- the caret ^ matches the beginning of a text or line,
-- the dollar sign $ matches the end of a text.
+- the caret `^` matches the beginning of a text or line,
+- the dollar sign `$` matches the end of a text.
 
 [source,yaml]
 -------------------------------------------------------------------------------------

metricbeat/module/prometheus/collector/collector.go

@@ -111,11 +111,11 @@ func MetricSetBuilder(namespace string, genFactory PromEventsGeneratorFactory) f
  }
  // store host here to use it as a pointer when building `up` metric
  ms.host = ms.Host()
- ms.excludeMetrics, err = compilePatternList(config.MetricsFilters.ExcludeMetrics)
+ ms.excludeMetrics, err = p.CompilePatternList(config.MetricsFilters.ExcludeMetrics)
  if err != nil {
  return nil, errors.Wrapf(err, "unable to compile exclude patterns")
  }
- ms.includeMetrics, err = compilePatternList(config.MetricsFilters.IncludeMetrics)
+ ms.includeMetrics, err = p.CompilePatternList(config.MetricsFilters.IncludeMetrics)
  if err != nil {
  return nil, errors.Wrapf(err, "unable to compile include patterns")
  }
@@ -237,39 +237,13 @@ func (m *MetricSet) skipFamilyName(family string) bool {
 
  // if include_metrics are defined, check if this metric should be included
  if len(m.includeMetrics) > 0 {
- if !matchMetricFamily(family, m.includeMetrics) {
+ if !p.MatchMetricFamily(family, m.includeMetrics) {
  return true
  }
  }
  // now exclude the metric if it matches any of the given patterns
  if len(m.excludeMetrics) > 0 {
- if matchMetricFamily(family, m.excludeMetrics) {
- return true
- }
- }
- return false
-}
-
-func compilePatternList(patterns *[]string) ([]*regexp.Regexp, error) {
- var compiledPatterns []*regexp.Regexp
- compiledPatterns = []*regexp.Regexp{}
- if patterns != nil {
- for _, pattern := range *patterns {
- r, err := regexp.Compile(pattern)
- if err != nil {
- return nil, errors.Wrapf(err, "compiling pattern '%s'", pattern)
- }
- compiledPatterns = append(compiledPatterns, r)
- }
- return compiledPatterns, nil
- }
- return []*regexp.Regexp{}, nil
-}
-
-func matchMetricFamily(family string, matchMetrics []*regexp.Regexp) bool {
- for _, checkMetric := range matchMetrics {
- matched := checkMetric.MatchString(family)
- if matched {
+ if p.MatchMetricFamily(family, m.excludeMetrics) {
  return true
  }
  }

metricbeat/module/prometheus/collector/collector_test.go

@@ -29,6 +29,7 @@ import (
  "github.com/stretchr/testify/assert"
 
  "github.com/elastic/beats/v7/libbeat/common"
+ p "github.com/elastic/beats/v7/metricbeat/helper/prometheus"
  mbtest "github.com/elastic/beats/v7/metricbeat/mb/testing"
 
  _ "github.com/elastic/beats/v7/metricbeat/module/prometheus"
@@ -330,8 +331,8 @@ func TestSkipMetricFamily(t *testing.T) {
  }
 
  // test with no filters
- ms.includeMetrics, _ = compilePatternList(&[]string{})
- ms.excludeMetrics, _ = compilePatternList(&[]string{})
+ ms.includeMetrics, _ = p.CompilePatternList(&[]string{})
+ ms.excludeMetrics, _ = p.CompilePatternList(&[]string{})
  metricsToKeep := 0
  for _, testFamily := range testFamilies {
  if !ms.skipFamily(testFamily) {
@@ -341,8 +342,8 @@ func TestSkipMetricFamily(t *testing.T) {
  assert.Equal(t, metricsToKeep, len(testFamilies))
 
  // test with only one include filter
- ms.includeMetrics, _ = compilePatternList(&[]string{"http_request_duration_microseconds_a_*"})
- ms.excludeMetrics, _ = compilePatternList(&[]string{})
+ ms.includeMetrics, _ = p.CompilePatternList(&[]string{"http_request_duration_microseconds_a_*"})
+ ms.excludeMetrics, _ = p.CompilePatternList(&[]string{})
  metricsToKeep = 0
  for _, testFamily := range testFamilies {
  if !ms.skipFamily(testFamily) {
@@ -352,8 +353,8 @@ func TestSkipMetricFamily(t *testing.T) {
  assert.Equal(t, metricsToKeep, 2)
 
  // test with only one exclude filter
- ms.includeMetrics, _ = compilePatternList(&[]string{""})
- ms.excludeMetrics, _ = compilePatternList(&[]string{"http_request_duration_microseconds_a_*"})
+ ms.includeMetrics, _ = p.CompilePatternList(&[]string{""})
+ ms.excludeMetrics, _ = p.CompilePatternList(&[]string{"http_request_duration_microseconds_a_*"})
  metricsToKeep = 0
  for _, testFamily := range testFamilies {
  if !ms.skipFamily(testFamily) {
@@ -363,8 +364,8 @@ func TestSkipMetricFamily(t *testing.T) {
  assert.Equal(t, len(testFamilies)-2, metricsToKeep)
 
  // test with ine include and one exclude
- ms.includeMetrics, _ = compilePatternList(&[]string{"http_request_duration_microseconds_a_*"})
- ms.excludeMetrics, _ = compilePatternList(&[]string{"http_request_duration_microseconds_a_b_*"})
+ ms.includeMetrics, _ = p.CompilePatternList(&[]string{"http_request_duration_microseconds_a_*"})
+ ms.excludeMetrics, _ = p.CompilePatternList(&[]string{"http_request_duration_microseconds_a_b_*"})
  metricsToKeep = 0
  for _, testFamily := range testFamilies {
  if !ms.skipFamily(testFamily) {

metricbeat/module/prometheus/remote_write/_meta/docs.asciidoc

@@ -61,3 +61,108 @@ remote_write:
  # Disable validation of the server certificate.
  #insecure_skip_verify: true
 ------------------------------------------------------------------------------
+
+
+[float]
+[role="xpack"]
+=== Histograms and types
+
+beta[]
+
+[source,yaml]
+-------------------------------------------------------------------------------------
+metricbeat.modules:
+- module: prometheus
+ metricsets: ["remote_write"]
+ host: "localhost"
+ port: "9201"
+-------------------------------------------------------------------------------------
+
+`use_types` parameter (default: false) enables a different layout for metrics storage, leveraging Elasticsearch
+types, including https://www.elastic.co/guide/en/elasticsearch/reference/current/histogram.html[histograms].
+
+`rate_counters` parameter (default: false) enables calculating a rate out of Prometheus counters. When enabled, Metricbeat stores
+the counter increment since the last collection. This metric should make some aggregations easier and with better
+performance. This parameter can only be enabled in combination with `use_types`.
+
+When `use_types` and `rate_counters` are enabled, metrics are stored like this:
+
+[source,json]
+----
+{
+ "prometheus": {
+ "labels": {
+ "instance": "172.27.0.2:9090",
+ "job": "prometheus"
+ },
+ "prometheus_target_interval_length_seconds_count": {
+ "counter": 1,
+ "rate": 0
+ },
+ "prometheus_target_interval_length_seconds_sum": {
+ "counter": 15.000401344,
+ "rate": 0
+ }
+ "prometheus_tsdb_compaction_chunk_range_seconds_bucket": {
+ "histogram": {
+ "values": [50, 300, 1000, 4000, 16000],
+ "counts": [10, 2, 34, 7]
+ }
+ }
+ },
+}
+----
+
+
+[float]
+==== Types' patterns
+
+Unlike `collector` metricset, `remote_write` receives metrics in raw format from the prometheus server.
+In this, the module has to internally use a heuristic in order to identify efficiently the type of each raw metric.
+For these purpose some name patterns are used in order to identify the type of each metric.
+The default patterns are the following:
+
+. `_total` suffix: the metric is of Counter type
+. `_sum` suffix: the metric is of Counter type
+. `_count` suffix: the metric is of Counter type
+. `_bucket` suffix and `le` in labels: the metric is of Histogram type
+
+Everything else is handled as a Gauge.
+
+Users have the flexibility to add their own patterns using the following configuration:
+
+[source,yaml]
+-------------------------------------------------------------------------------------
+metricbeat.modules:
+- module: prometheus
+ metricsets: ["remote_write"]
+ host: "localhost"
+ port: "9201"
+ types_patterns:
+ counter_patterns: ["_my_counter_suffix"]
+ histogram_patterns: ["_my_histogram_suffix"]
+-------------------------------------------------------------------------------------
+
+The configuration above will consider metrics with names that match `_my_counter_suffix` as Counters
+and those that match `_my_histogram_suffix` (and have `le` in their labels) as Histograms.
+
+
+To match only specific metrics, anchor the start and the end of the regexp of each metric:
+
+- the caret `^` matches the beginning of a text or line,
+- the dollar sign `$` matches the end of a text.
+
+[source,yaml]
+-------------------------------------------------------------------------------------
+metricbeat.modules:
+- module: prometheus
+ metricsets: ["remote_write"]
+ host: "localhost"
+ port: "9201"
+ types_patterns:
+ histogram_patterns: ["^my_histogram_metric$"]
+-------------------------------------------------------------------------------------
+
+Note that when using `types_patterns`, the provided patterns have higher priority than the default patterns.
+For instance if `_histogram_total` is a defined histogram pattern, then a metric like `network_bytes_histogram_total`
+will be handled as a histogram even of it has the suffix `_total` which is a default pattern for counters.

metricbeat/module/prometheus/remote_write/data.go

@@ -26,7 +26,17 @@ import (
  "github.com/elastic/beats/v7/metricbeat/mb"
 )
 
-func samplesToEvents(metrics model.Samples) map[string]mb.Event {
+// DefaultRemoteWriteEventsGeneratorFactory returns the default prometheus events generator
+func DefaultRemoteWriteEventsGeneratorFactory(ms mb.BaseMetricSet) (RemoteWriteEventsGenerator, error) {
+ return &remoteWriteEventGenerator{}, nil
+}
+
+type remoteWriteEventGenerator struct{}
+
+func (p *remoteWriteEventGenerator) Start() {}
+func (p *remoteWriteEventGenerator) Stop() {}
+
+func (p *remoteWriteEventGenerator) GenerateEvents(metrics model.Samples) map[string]mb.Event {
  eventList := map[string]mb.Event{}
 
  for _, metric := range metrics {
@@ -35,38 +45,40 @@ func samplesToEvents(metrics model.Samples) map[string]mb.Event {
  if metric == nil {
  continue
  }
+ val := float64(metric.Value)
+ if math.IsNaN(val) || math.IsInf(val, 0) {
+ continue
+ }
+
  name := string(metric.Metric["__name__"])
  delete(metric.Metric, "__name__")
 
  for k, v := range metric.Metric {
  labels[string(k)] = v
  }
 
- val := float64(metric.Value)
- if !math.IsNaN(val) && !math.IsInf(val, 0) {
- // join metrics with same labels in a single event
- labelsHash := labels.String()
- if _, ok := eventList[labelsHash]; !ok {
- eventList[labelsHash] = mb.Event{
- ModuleFields: common.MapStr{
- "metrics": common.MapStr{},
- },
- }
-
- // Add labels
- if len(labels) > 0 {
- eventList[labelsHash].ModuleFields["labels"] = labels
- }
+ // join metrics with same labels in a single event
+ labelsHash := labels.String()
+ if _, ok := eventList[labelsHash]; !ok {
+ eventList[labelsHash] = mb.Event{
+ ModuleFields: common.MapStr{
+ "metrics": common.MapStr{},
+ },
  }
 
- // Not checking anything here because we create these maps some lines before
- e := eventList[labelsHash]
- e.Timestamp = metric.Timestamp.Time()
- data := common.MapStr{
- name: val,
+ // Add labels
+ if len(labels) > 0 {
+ eventList[labelsHash].ModuleFields["labels"] = labels
  }
- e.ModuleFields["metrics"].(common.MapStr).Update(data)
  }
+
+ // Not checking anything here because we create these maps some lines before
+ e := eventList[labelsHash]
+ e.Timestamp = metric.Timestamp.Time()
+ data := common.MapStr{
+ name: val,
+ }
+ e.ModuleFields["metrics"].(common.MapStr).Update(data)
  }
 
  return eventList