time_series_query.go 8.7 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 missing, err := bucketAgg.Settings.Get("missing").String(); err == nil {
  116. a.Missing = &missing
  117. }
  118. aggBuilder = b
  119. })
  120. return aggBuilder
  121. }
  122. func addHistogramAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg) es.AggBuilder {
  123. aggBuilder.Histogram(bucketAgg.ID, bucketAgg.Field, func(a *es.HistogramAgg, b es.AggBuilder) {
  124. a.Interval = bucketAgg.Settings.Get("interval").MustInt(1000)
  125. a.MinDocCount = bucketAgg.Settings.Get("min_doc_count").MustInt(0)
  126. if missing, err := bucketAgg.Settings.Get("missing").Int(); err == nil {
  127. a.Missing = &missing
  128. }
  129. aggBuilder = b
  130. })
  131. return aggBuilder
  132. }
  133. func addTermsAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg, metrics []*MetricAgg) es.AggBuilder {
  134. aggBuilder.Terms(bucketAgg.ID, bucketAgg.Field, func(a *es.TermsAggregation, b es.AggBuilder) {
  135. if size, err := bucketAgg.Settings.Get("size").Int(); err == nil {
  136. a.Size = size
  137. } else if size, err := bucketAgg.Settings.Get("size").String(); err == nil {
  138. a.Size, err = strconv.Atoi(size)
  139. if err != nil {
  140. a.Size = 500
  141. }
  142. } else {
  143. a.Size = 500
  144. }
  145. if a.Size == 0 {
  146. a.Size = 500
  147. }
  148. if minDocCount, err := bucketAgg.Settings.Get("min_doc_count").Int(); err == nil {
  149. a.MinDocCount = &minDocCount
  150. }
  151. if missing, err := bucketAgg.Settings.Get("missing").String(); err == nil {
  152. a.Missing = &missing
  153. }
  154. if orderBy, err := bucketAgg.Settings.Get("orderBy").String(); err == nil {
  155. a.Order[orderBy] = bucketAgg.Settings.Get("order").MustString("desc")
  156. if _, err := strconv.Atoi(orderBy); err == nil {
  157. for _, m := range metrics {
  158. if m.ID == orderBy {
  159. b.Metric(m.ID, m.Type, m.Field, nil)
  160. break
  161. }
  162. }
  163. }
  164. }
  165. aggBuilder = b
  166. })
  167. return aggBuilder
  168. }
  169. func addFiltersAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg) es.AggBuilder {
  170. filters := make(map[string]interface{})
  171. for _, filter := range bucketAgg.Settings.Get("filters").MustArray() {
  172. json := simplejson.NewFromAny(filter)
  173. query := json.Get("query").MustString()
  174. label := json.Get("label").MustString()
  175. if label == "" {
  176. label = query
  177. }
  178. filters[label] = &es.QueryStringFilter{Query: query, AnalyzeWildcard: true}
  179. }
  180. if len(filters) > 0 {
  181. aggBuilder.Filters(bucketAgg.ID, func(a *es.FiltersAggregation, b es.AggBuilder) {
  182. a.Filters = filters
  183. aggBuilder = b
  184. })
  185. }
  186. return aggBuilder
  187. }
  188. func addGeoHashGridAgg(aggBuilder es.AggBuilder, bucketAgg *BucketAgg) es.AggBuilder {
  189. aggBuilder.GeoHashGrid(bucketAgg.ID, bucketAgg.Field, func(a *es.GeoHashGridAggregation, b es.AggBuilder) {
  190. a.Precision = bucketAgg.Settings.Get("precision").MustInt(3)
  191. aggBuilder = b
  192. })
  193. return aggBuilder
  194. }
  195. type timeSeriesQueryParser struct{}
  196. func newTimeSeriesQueryParser() *timeSeriesQueryParser {
  197. return &timeSeriesQueryParser{}
  198. }
  199. func (p *timeSeriesQueryParser) parse(tsdbQuery *tsdb.TsdbQuery) ([]*Query, error) {
  200. queries := make([]*Query, 0)
  201. for _, q := range tsdbQuery.Queries {
  202. model := q.Model
  203. timeField, err := model.Get("timeField").String()
  204. if err != nil {
  205. return nil, err
  206. }
  207. rawQuery := model.Get("query").MustString()
  208. bucketAggs, err := p.parseBucketAggs(model)
  209. if err != nil {
  210. return nil, err
  211. }
  212. metrics, err := p.parseMetrics(model)
  213. if err != nil {
  214. return nil, err
  215. }
  216. alias := model.Get("alias").MustString("")
  217. interval := strconv.FormatInt(q.IntervalMs, 10) + "ms"
  218. queries = append(queries, &Query{
  219. TimeField: timeField,
  220. RawQuery: rawQuery,
  221. BucketAggs: bucketAggs,
  222. Metrics: metrics,
  223. Alias: alias,
  224. Interval: interval,
  225. RefID: q.RefId,
  226. })
  227. }
  228. return queries, nil
  229. }
  230. func (p *timeSeriesQueryParser) parseBucketAggs(model *simplejson.Json) ([]*BucketAgg, error) {
  231. var err error
  232. var result []*BucketAgg
  233. for _, t := range model.Get("bucketAggs").MustArray() {
  234. aggJSON := simplejson.NewFromAny(t)
  235. agg := &BucketAgg{}
  236. agg.Type, err = aggJSON.Get("type").String()
  237. if err != nil {
  238. return nil, err
  239. }
  240. agg.ID, err = aggJSON.Get("id").String()
  241. if err != nil {
  242. return nil, err
  243. }
  244. agg.Field = aggJSON.Get("field").MustString()
  245. agg.Settings = simplejson.NewFromAny(aggJSON.Get("settings").MustMap())
  246. result = append(result, agg)
  247. }
  248. return result, nil
  249. }
  250. func (p *timeSeriesQueryParser) parseMetrics(model *simplejson.Json) ([]*MetricAgg, error) {
  251. var err error
  252. var result []*MetricAgg
  253. for _, t := range model.Get("metrics").MustArray() {
  254. metricJSON := simplejson.NewFromAny(t)
  255. metric := &MetricAgg{}
  256. metric.Field = metricJSON.Get("field").MustString()
  257. metric.Hide = metricJSON.Get("hide").MustBool(false)
  258. metric.ID = metricJSON.Get("id").MustString()
  259. metric.PipelineAggregate = metricJSON.Get("pipelineAgg").MustString()
  260. metric.Settings = simplejson.NewFromAny(metricJSON.Get("settings").MustMap())
  261. metric.Meta = simplejson.NewFromAny(metricJSON.Get("meta").MustMap())
  262. metric.Type, err = metricJSON.Get("type").String()
  263. if err != nil {
  264. return nil, err
  265. }
  266. result = append(result, metric)
  267. }
  268. return result, nil
  269. }