time_series_query.go 8.8 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 == "count" {
  78. continue
  79. }
  80. if isPipelineAgg(m.Type) {
  81. if _, err := strconv.Atoi(m.PipelineAggregate); err == nil {
  82. aggBuilder.Pipeline(m.ID, m.Type, m.PipelineAggregate, func(a *es.PipelineAggregation) {
  83. a.Settings = m.Settings.MustMap()
  84. })
  85. } else {
  86. continue
  87. }
  88. } else {
  89. aggBuilder.Metric(m.ID, m.Type, m.Field, func(a *es.MetricAggregation) {
  90. a.Settings = m.Settings.MustMap()
  91. })
  92. }
  93. }
  94. }
  95. req, err := ms.Build()
  96. if err != nil {
  97. return nil, err
  98. }
  99. res, err := e.client.ExecuteMultisearch(req)
  100. if err != nil {
  101. return nil, err
  102. }
  103. rp := newResponseParser(res.Responses, queries)
  104. return rp.getTimeSeries()
  105. }
  106. func addDateHistogramAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg, timeFrom, timeTo string) es.AggBuilder {
  107. aggBuilder.DateHistogram(bucketAgg.ID, bucketAgg.Field, func(a *es.DateHistogramAgg, b es.AggBuilder) {
  108. a.Interval = bucketAgg.Settings.Get("interval").MustString("auto")
  109. a.MinDocCount = bucketAgg.Settings.Get("min_doc_count").MustInt(0)
  110. a.ExtendedBounds = &es.ExtendedBounds{Min: timeFrom, Max: timeTo}
  111. a.Format = bucketAgg.Settings.Get("format").MustString(es.DateFormatEpochMS)
  112. if a.Interval == "auto" {
  113. a.Interval = "$__interval"
  114. }
  115. if offset, err := bucketAgg.Settings.Get("offset").String(); err == nil {
  116. a.Offset = offset
  117. }
  118. if missing, err := bucketAgg.Settings.Get("missing").String(); err == nil {
  119. a.Missing = &missing
  120. }
  121. aggBuilder = b
  122. })
  123. return aggBuilder
  124. }
  125. func addHistogramAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg) es.AggBuilder {
  126. aggBuilder.Histogram(bucketAgg.ID, bucketAgg.Field, func(a *es.HistogramAgg, b es.AggBuilder) {
  127. a.Interval = bucketAgg.Settings.Get("interval").MustInt(1000)
  128. a.MinDocCount = bucketAgg.Settings.Get("min_doc_count").MustInt(0)
  129. if missing, err := bucketAgg.Settings.Get("missing").Int(); err == nil {
  130. a.Missing = &missing
  131. }
  132. aggBuilder = b
  133. })
  134. return aggBuilder
  135. }
  136. func addTermsAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg, metrics []*MetricAgg) es.AggBuilder {
  137. aggBuilder.Terms(bucketAgg.ID, bucketAgg.Field, func(a *es.TermsAggregation, b es.AggBuilder) {
  138. if size, err := bucketAgg.Settings.Get("size").Int(); err == nil {
  139. a.Size = size
  140. } else if size, err := bucketAgg.Settings.Get("size").String(); err == nil {
  141. a.Size, err = strconv.Atoi(size)
  142. if err != nil {
  143. a.Size = 500
  144. }
  145. } else {
  146. a.Size = 500
  147. }
  148. if a.Size == 0 {
  149. a.Size = 500
  150. }
  151. if minDocCount, err := bucketAgg.Settings.Get("min_doc_count").Int(); err == nil {
  152. a.MinDocCount = &minDocCount
  153. }
  154. if missing, err := bucketAgg.Settings.Get("missing").String(); err == nil {
  155. a.Missing = &missing
  156. }
  157. if orderBy, err := bucketAgg.Settings.Get("orderBy").String(); err == nil {
  158. a.Order[orderBy] = bucketAgg.Settings.Get("order").MustString("desc")
  159. if _, err := strconv.Atoi(orderBy); err == nil {
  160. for _, m := range metrics {
  161. if m.ID == orderBy {
  162. b.Metric(m.ID, m.Type, m.Field, nil)
  163. break
  164. }
  165. }
  166. }
  167. }
  168. aggBuilder = b
  169. })
  170. return aggBuilder
  171. }
  172. func addFiltersAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg) es.AggBuilder {
  173. filters := make(map[string]interface{})
  174. for _, filter := range bucketAgg.Settings.Get("filters").MustArray() {
  175. json := simplejson.NewFromAny(filter)
  176. query := json.Get("query").MustString()
  177. label := json.Get("label").MustString()
  178. if label == "" {
  179. label = query
  180. }
  181. filters[label] = &es.QueryStringFilter{Query: query, AnalyzeWildcard: true}
  182. }
  183. if len(filters) > 0 {
  184. aggBuilder.Filters(bucketAgg.ID, func(a *es.FiltersAggregation, b es.AggBuilder) {
  185. a.Filters = filters
  186. aggBuilder = b
  187. })
  188. }
  189. return aggBuilder
  190. }
  191. func addGeoHashGridAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg) es.AggBuilder {
  192. aggBuilder.GeoHashGrid(bucketAgg.ID, bucketAgg.Field, func(a *es.GeoHashGridAggregation, b es.AggBuilder) {
  193. a.Precision = bucketAgg.Settings.Get("precision").MustInt(3)
  194. aggBuilder = b
  195. })
  196. return aggBuilder
  197. }
  198. type timeSeriesQueryParser struct{}
  199. func newTimeSeriesQueryParser() *timeSeriesQueryParser {
  200. return &timeSeriesQueryParser{}
  201. }
  202. func (p *timeSeriesQueryParser) parse(tsdbQuery *tsdb.TsdbQuery) ([]*Query, error) {
  203. queries := make([]*Query, 0)
  204. for _, q := range tsdbQuery.Queries {
  205. model := q.Model
  206. timeField, err := model.Get("timeField").String()
  207. if err != nil {
  208. return nil, err
  209. }
  210. rawQuery := model.Get("query").MustString()
  211. bucketAggs, err := p.parseBucketAggs(model)
  212. if err != nil {
  213. return nil, err
  214. }
  215. metrics, err := p.parseMetrics(model)
  216. if err != nil {
  217. return nil, err
  218. }
  219. alias := model.Get("alias").MustString("")
  220. interval := strconv.FormatInt(q.IntervalMs, 10) + "ms"
  221. queries = append(queries, &Query{
  222. TimeField: timeField,
  223. RawQuery: rawQuery,
  224. BucketAggs: bucketAggs,
  225. Metrics: metrics,
  226. Alias: alias,
  227. Interval: interval,
  228. RefID: q.RefId,
  229. })
  230. }
  231. return queries, nil
  232. }
  233. func (p *timeSeriesQueryParser) parseBucketAggs(model *simplejson.Json) ([]*BucketAgg, error) {
  234. var err error
  235. var result []*BucketAgg
  236. for _, t := range model.Get("bucketAggs").MustArray() {
  237. aggJSON := simplejson.NewFromAny(t)
  238. agg := &BucketAgg{}
  239. agg.Type, err = aggJSON.Get("type").String()
  240. if err != nil {
  241. return nil, err
  242. }
  243. agg.ID, err = aggJSON.Get("id").String()
  244. if err != nil {
  245. return nil, err
  246. }
  247. agg.Field = aggJSON.Get("field").MustString()
  248. agg.Settings = simplejson.NewFromAny(aggJSON.Get("settings").MustMap())
  249. result = append(result, agg)
  250. }
  251. return result, nil
  252. }
  253. func (p *timeSeriesQueryParser) parseMetrics(model *simplejson.Json) ([]*MetricAgg, error) {
  254. var err error
  255. var result []*MetricAgg
  256. for _, t := range model.Get("metrics").MustArray() {
  257. metricJSON := simplejson.NewFromAny(t)
  258. metric := &MetricAgg{}
  259. metric.Field = metricJSON.Get("field").MustString()
  260. metric.Hide = metricJSON.Get("hide").MustBool(false)
  261. metric.ID = metricJSON.Get("id").MustString()
  262. metric.PipelineAggregate = metricJSON.Get("pipelineAgg").MustString()
  263. metric.Settings = simplejson.NewFromAny(metricJSON.Get("settings").MustMap())
  264. metric.Meta = simplejson.NewFromAny(metricJSON.Get("meta").MustMap())
  265. metric.Type, err = metricJSON.Get("type").String()
  266. if err != nil {
  267. return nil, err
  268. }
  269. result = append(result, metric)
  270. }
  271. return result, nil
  272. }