time_series_query.go 9.1 KB

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  1. package elasticsearch
  2. import (
  3. "fmt"
  4. "strconv"
  5. "github.com/grafana/grafana/pkg/components/simplejson"
  6. "github.com/grafana/grafana/pkg/tsdb"
  7. "github.com/grafana/grafana/pkg/tsdb/elasticsearch/client"
  8. )
  9. type timeSeriesQuery struct {
  10. client es.Client
  11. tsdbQuery *tsdb.TsdbQuery
  12. intervalCalculator tsdb.IntervalCalculator
  13. }
  14. var newTimeSeriesQuery = func(client es.Client, tsdbQuery *tsdb.TsdbQuery, intervalCalculator tsdb.IntervalCalculator) *timeSeriesQuery {
  15. return &timeSeriesQuery{
  16. client: client,
  17. tsdbQuery: tsdbQuery,
  18. intervalCalculator: intervalCalculator,
  19. }
  20. }
  21. func (e *timeSeriesQuery) execute() (*tsdb.Response, error) {
  22. result := &tsdb.Response{}
  23. result.Results = make(map[string]*tsdb.QueryResult)
  24. tsQueryParser := newTimeSeriesQueryParser()
  25. queries, err := tsQueryParser.parse(e.tsdbQuery)
  26. if err != nil {
  27. return nil, err
  28. }
  29. ms := e.client.MultiSearch()
  30. from := fmt.Sprintf("%d", e.tsdbQuery.TimeRange.GetFromAsMsEpoch())
  31. to := fmt.Sprintf("%d", e.tsdbQuery.TimeRange.GetToAsMsEpoch())
  32. for _, q := range queries {
  33. minInterval, err := e.client.GetMinInterval(q.Interval)
  34. if err != nil {
  35. return nil, err
  36. }
  37. interval := e.intervalCalculator.Calculate(e.tsdbQuery.TimeRange, minInterval)
  38. b := ms.Search(interval)
  39. b.Size(0)
  40. filters := b.Query().Bool().Filter()
  41. filters.AddDateRangeFilter(e.client.GetTimeField(), to, from, es.DateFormatEpochMS)
  42. if q.RawQuery != "" {
  43. filters.AddQueryStringFilter(q.RawQuery, true)
  44. }
  45. if len(q.BucketAggs) == 0 {
  46. if len(q.Metrics) == 0 || q.Metrics[0].Type != "raw_document" {
  47. result.Results[q.RefID] = &tsdb.QueryResult{
  48. RefId: q.RefID,
  49. Error: fmt.Errorf("invalid query, missing metrics and aggregations"),
  50. ErrorString: "invalid query, missing metrics and aggregations",
  51. }
  52. continue
  53. }
  54. metric := q.Metrics[0]
  55. b.Size(metric.Settings.Get("size").MustInt(500))
  56. b.SortDesc("@timestamp", "boolean")
  57. b.AddDocValueField("@timestamp")
  58. continue
  59. }
  60. aggBuilder := b.Agg()
  61. // iterate backwards to create aggregations bottom-down
  62. for _, bucketAgg := range q.BucketAggs {
  63. switch bucketAgg.Type {
  64. case dateHistType:
  65. aggBuilder = addDateHistogramAgg(aggBuilder, bucketAgg, from, to)
  66. case histogramType:
  67. aggBuilder = addHistogramAgg(aggBuilder, bucketAgg)
  68. case filtersType:
  69. aggBuilder = addFiltersAgg(aggBuilder, bucketAgg)
  70. case termsType:
  71. aggBuilder = addTermsAgg(aggBuilder, bucketAgg, q.Metrics)
  72. case geohashGridType:
  73. aggBuilder = addGeoHashGridAgg(aggBuilder, bucketAgg)
  74. }
  75. }
  76. for _, m := range q.Metrics {
  77. if m.Type == countType {
  78. continue
  79. }
  80. if isPipelineAgg(m.Type) {
  81. if _, err := strconv.Atoi(m.PipelineAggregate); err == nil {
  82. var appliedAgg *MetricAgg
  83. for _, pipelineMetric := range q.Metrics {
  84. if pipelineMetric.ID == m.PipelineAggregate {
  85. appliedAgg = pipelineMetric
  86. break
  87. }
  88. }
  89. if appliedAgg != nil {
  90. bucketPath := m.PipelineAggregate
  91. if appliedAgg.Type == countType {
  92. bucketPath = "_count"
  93. }
  94. aggBuilder.Pipeline(m.ID, m.Type, bucketPath, func(a *es.PipelineAggregation) {
  95. a.Settings = m.Settings.MustMap()
  96. })
  97. }
  98. } else {
  99. continue
  100. }
  101. } else {
  102. aggBuilder.Metric(m.ID, m.Type, m.Field, func(a *es.MetricAggregation) {
  103. a.Settings = m.Settings.MustMap()
  104. })
  105. }
  106. }
  107. }
  108. req, err := ms.Build()
  109. if err != nil {
  110. return nil, err
  111. }
  112. res, err := e.client.ExecuteMultisearch(req)
  113. if err != nil {
  114. return nil, err
  115. }
  116. rp := newResponseParser(res.Responses, queries)
  117. return rp.getTimeSeries()
  118. }
  119. func addDateHistogramAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg, timeFrom, timeTo string) es.AggBuilder {
  120. aggBuilder.DateHistogram(bucketAgg.ID, bucketAgg.Field, func(a *es.DateHistogramAgg, b es.AggBuilder) {
  121. a.Interval = bucketAgg.Settings.Get("interval").MustString("auto")
  122. a.MinDocCount = bucketAgg.Settings.Get("min_doc_count").MustInt(0)
  123. a.ExtendedBounds = &es.ExtendedBounds{Min: timeFrom, Max: timeTo}
  124. a.Format = bucketAgg.Settings.Get("format").MustString(es.DateFormatEpochMS)
  125. if a.Interval == "auto" {
  126. a.Interval = "$__interval"
  127. }
  128. if offset, err := bucketAgg.Settings.Get("offset").String(); err == nil {
  129. a.Offset = offset
  130. }
  131. if missing, err := bucketAgg.Settings.Get("missing").String(); err == nil {
  132. a.Missing = &missing
  133. }
  134. aggBuilder = b
  135. })
  136. return aggBuilder
  137. }
  138. func addHistogramAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg) es.AggBuilder {
  139. aggBuilder.Histogram(bucketAgg.ID, bucketAgg.Field, func(a *es.HistogramAgg, b es.AggBuilder) {
  140. a.Interval = bucketAgg.Settings.Get("interval").MustInt(1000)
  141. a.MinDocCount = bucketAgg.Settings.Get("min_doc_count").MustInt(0)
  142. if missing, err := bucketAgg.Settings.Get("missing").Int(); err == nil {
  143. a.Missing = &missing
  144. }
  145. aggBuilder = b
  146. })
  147. return aggBuilder
  148. }
  149. func addTermsAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg, metrics []*MetricAgg) es.AggBuilder {
  150. aggBuilder.Terms(bucketAgg.ID, bucketAgg.Field, func(a *es.TermsAggregation, b es.AggBuilder) {
  151. if size, err := bucketAgg.Settings.Get("size").Int(); err == nil {
  152. a.Size = size
  153. } else if size, err := bucketAgg.Settings.Get("size").String(); err == nil {
  154. a.Size, err = strconv.Atoi(size)
  155. if err != nil {
  156. a.Size = 500
  157. }
  158. } else {
  159. a.Size = 500
  160. }
  161. if a.Size == 0 {
  162. a.Size = 500
  163. }
  164. if minDocCount, err := bucketAgg.Settings.Get("min_doc_count").Int(); err == nil {
  165. a.MinDocCount = &minDocCount
  166. }
  167. if missing, err := bucketAgg.Settings.Get("missing").String(); err == nil {
  168. a.Missing = &missing
  169. }
  170. if orderBy, err := bucketAgg.Settings.Get("orderBy").String(); err == nil {
  171. a.Order[orderBy] = bucketAgg.Settings.Get("order").MustString("desc")
  172. if _, err := strconv.Atoi(orderBy); err == nil {
  173. for _, m := range metrics {
  174. if m.ID == orderBy {
  175. b.Metric(m.ID, m.Type, m.Field, nil)
  176. break
  177. }
  178. }
  179. }
  180. }
  181. aggBuilder = b
  182. })
  183. return aggBuilder
  184. }
  185. func addFiltersAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg) es.AggBuilder {
  186. filters := make(map[string]interface{})
  187. for _, filter := range bucketAgg.Settings.Get("filters").MustArray() {
  188. json := simplejson.NewFromAny(filter)
  189. query := json.Get("query").MustString()
  190. label := json.Get("label").MustString()
  191. if label == "" {
  192. label = query
  193. }
  194. filters[label] = &es.QueryStringFilter{Query: query, AnalyzeWildcard: true}
  195. }
  196. if len(filters) > 0 {
  197. aggBuilder.Filters(bucketAgg.ID, func(a *es.FiltersAggregation, b es.AggBuilder) {
  198. a.Filters = filters
  199. aggBuilder = b
  200. })
  201. }
  202. return aggBuilder
  203. }
  204. func addGeoHashGridAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg) es.AggBuilder {
  205. aggBuilder.GeoHashGrid(bucketAgg.ID, bucketAgg.Field, func(a *es.GeoHashGridAggregation, b es.AggBuilder) {
  206. a.Precision = bucketAgg.Settings.Get("precision").MustInt(3)
  207. aggBuilder = b
  208. })
  209. return aggBuilder
  210. }
  211. type timeSeriesQueryParser struct{}
  212. func newTimeSeriesQueryParser() *timeSeriesQueryParser {
  213. return &timeSeriesQueryParser{}
  214. }
  215. func (p *timeSeriesQueryParser) parse(tsdbQuery *tsdb.TsdbQuery) ([]*Query, error) {
  216. queries := make([]*Query, 0)
  217. for _, q := range tsdbQuery.Queries {
  218. model := q.Model
  219. timeField, err := model.Get("timeField").String()
  220. if err != nil {
  221. return nil, err
  222. }
  223. rawQuery := model.Get("query").MustString()
  224. bucketAggs, err := p.parseBucketAggs(model)
  225. if err != nil {
  226. return nil, err
  227. }
  228. metrics, err := p.parseMetrics(model)
  229. if err != nil {
  230. return nil, err
  231. }
  232. alias := model.Get("alias").MustString("")
  233. interval := strconv.FormatInt(q.IntervalMs, 10) + "ms"
  234. queries = append(queries, &Query{
  235. TimeField: timeField,
  236. RawQuery: rawQuery,
  237. BucketAggs: bucketAggs,
  238. Metrics: metrics,
  239. Alias: alias,
  240. Interval: interval,
  241. RefID: q.RefId,
  242. })
  243. }
  244. return queries, nil
  245. }
  246. func (p *timeSeriesQueryParser) parseBucketAggs(model *simplejson.Json) ([]*BucketAgg, error) {
  247. var err error
  248. var result []*BucketAgg
  249. for _, t := range model.Get("bucketAggs").MustArray() {
  250. aggJSON := simplejson.NewFromAny(t)
  251. agg := &BucketAgg{}
  252. agg.Type, err = aggJSON.Get("type").String()
  253. if err != nil {
  254. return nil, err
  255. }
  256. agg.ID, err = aggJSON.Get("id").String()
  257. if err != nil {
  258. return nil, err
  259. }
  260. agg.Field = aggJSON.Get("field").MustString()
  261. agg.Settings = simplejson.NewFromAny(aggJSON.Get("settings").MustMap())
  262. result = append(result, agg)
  263. }
  264. return result, nil
  265. }
  266. func (p *timeSeriesQueryParser) parseMetrics(model *simplejson.Json) ([]*MetricAgg, error) {
  267. var err error
  268. var result []*MetricAgg
  269. for _, t := range model.Get("metrics").MustArray() {
  270. metricJSON := simplejson.NewFromAny(t)
  271. metric := &MetricAgg{}
  272. metric.Field = metricJSON.Get("field").MustString()
  273. metric.Hide = metricJSON.Get("hide").MustBool(false)
  274. metric.ID = metricJSON.Get("id").MustString()
  275. metric.PipelineAggregate = metricJSON.Get("pipelineAgg").MustString()
  276. metric.Settings = simplejson.NewFromAny(metricJSON.Get("settings").MustMap())
  277. metric.Meta = simplejson.NewFromAny(metricJSON.Get("meta").MustMap())
  278. metric.Type, err = metricJSON.Get("type").String()
  279. if err != nil {
  280. return nil, err
  281. }
  282. result = append(result, metric)
  283. }
  284. return result, nil
  285. }