stackdriver.go 18 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604
  1. package stackdriver
  2. import (
  3. "context"
  4. "encoding/json"
  5. "errors"
  6. "fmt"
  7. "io/ioutil"
  8. "math"
  9. "net/http"
  10. "net/url"
  11. "path"
  12. "regexp"
  13. "strconv"
  14. "strings"
  15. "time"
  16. "golang.org/x/net/context/ctxhttp"
  17. "golang.org/x/oauth2/google"
  18. "github.com/grafana/grafana/pkg/api/pluginproxy"
  19. "github.com/grafana/grafana/pkg/cmd/grafana-cli/logger"
  20. "github.com/grafana/grafana/pkg/components/null"
  21. "github.com/grafana/grafana/pkg/components/simplejson"
  22. "github.com/grafana/grafana/pkg/log"
  23. "github.com/grafana/grafana/pkg/models"
  24. "github.com/grafana/grafana/pkg/plugins"
  25. "github.com/grafana/grafana/pkg/setting"
  26. "github.com/grafana/grafana/pkg/tsdb"
  27. "github.com/opentracing/opentracing-go"
  28. )
  29. var (
  30. slog log.Logger
  31. legendKeyFormat *regexp.Regexp
  32. metricNameFormat *regexp.Regexp
  33. )
  34. const (
  35. gceAuthentication string = "gce"
  36. jwtAuthentication string = "jwt"
  37. )
  38. // StackdriverExecutor executes queries for the Stackdriver datasource
  39. type StackdriverExecutor struct {
  40. httpClient *http.Client
  41. dsInfo *models.DataSource
  42. }
  43. // NewStackdriverExecutor initializes a http client
  44. func NewStackdriverExecutor(dsInfo *models.DataSource) (tsdb.TsdbQueryEndpoint, error) {
  45. httpClient, err := dsInfo.GetHttpClient()
  46. if err != nil {
  47. return nil, err
  48. }
  49. return &StackdriverExecutor{
  50. httpClient: httpClient,
  51. dsInfo: dsInfo,
  52. }, nil
  53. }
  54. func init() {
  55. slog = log.New("tsdb.stackdriver")
  56. tsdb.RegisterTsdbQueryEndpoint("stackdriver", NewStackdriverExecutor)
  57. legendKeyFormat = regexp.MustCompile(`\{\{\s*(.+?)\s*\}\}`)
  58. metricNameFormat = regexp.MustCompile(`([\w\d_]+)\.googleapis\.com/(.+)`)
  59. }
  60. // Query takes in the frontend queries, parses them into the Stackdriver query format
  61. // executes the queries against the Stackdriver API and parses the response into
  62. // the time series or table format
  63. func (e *StackdriverExecutor) Query(ctx context.Context, dsInfo *models.DataSource, tsdbQuery *tsdb.TsdbQuery) (*tsdb.Response, error) {
  64. var result *tsdb.Response
  65. var err error
  66. queryType := tsdbQuery.Queries[0].Model.Get("type").MustString("")
  67. switch queryType {
  68. case "annotationQuery":
  69. result, err = e.executeAnnotationQuery(ctx, tsdbQuery)
  70. case "testDatasource":
  71. result, err = e.executeTestDataSource(ctx, tsdbQuery)
  72. case "defaultProject":
  73. result, err = e.getGceDefaultProject(ctx, tsdbQuery)
  74. case "timeSeriesQuery":
  75. fallthrough
  76. default:
  77. result, err = e.executeTimeSeriesQuery(ctx, tsdbQuery)
  78. }
  79. return result, err
  80. }
  81. func (e *StackdriverExecutor) executeTimeSeriesQuery(ctx context.Context, tsdbQuery *tsdb.TsdbQuery) (*tsdb.Response, error) {
  82. result := &tsdb.Response{
  83. Results: make(map[string]*tsdb.QueryResult),
  84. }
  85. authenticationType := e.dsInfo.JsonData.Get("authenticationType").MustString(jwtAuthentication)
  86. if authenticationType == gceAuthentication {
  87. defaultProject, err := e.getDefaultProject(ctx)
  88. if err != nil {
  89. return nil, fmt.Errorf("Failed to retrieve default project from GCE metadata server. error: %v", err)
  90. }
  91. e.dsInfo.JsonData.Set("defaultProject", defaultProject)
  92. }
  93. queries, err := e.buildQueries(tsdbQuery)
  94. if err != nil {
  95. return nil, err
  96. }
  97. for _, query := range queries {
  98. queryRes, resp, err := e.executeQuery(ctx, query, tsdbQuery)
  99. if err != nil {
  100. return nil, err
  101. }
  102. err = e.parseResponse(queryRes, resp, query)
  103. if err != nil {
  104. queryRes.Error = err
  105. }
  106. result.Results[query.RefID] = queryRes
  107. }
  108. return result, nil
  109. }
  110. func (e *StackdriverExecutor) buildQueries(tsdbQuery *tsdb.TsdbQuery) ([]*StackdriverQuery, error) {
  111. stackdriverQueries := []*StackdriverQuery{}
  112. startTime, err := tsdbQuery.TimeRange.ParseFrom()
  113. if err != nil {
  114. return nil, err
  115. }
  116. endTime, err := tsdbQuery.TimeRange.ParseTo()
  117. if err != nil {
  118. return nil, err
  119. }
  120. durationSeconds := int(endTime.Sub(startTime).Seconds())
  121. for _, query := range tsdbQuery.Queries {
  122. var target string
  123. metricType := query.Model.Get("metricType").MustString()
  124. filterParts := query.Model.Get("filters").MustArray()
  125. params := url.Values{}
  126. params.Add("interval.startTime", startTime.UTC().Format(time.RFC3339))
  127. params.Add("interval.endTime", endTime.UTC().Format(time.RFC3339))
  128. params.Add("filter", buildFilterString(metricType, filterParts))
  129. params.Add("view", query.Model.Get("view").MustString("FULL"))
  130. setAggParams(&params, query, durationSeconds)
  131. target = params.Encode()
  132. if setting.Env == setting.DEV {
  133. slog.Debug("Stackdriver request", "params", params)
  134. }
  135. groupBys := query.Model.Get("groupBys").MustArray()
  136. groupBysAsStrings := make([]string, 0)
  137. for _, groupBy := range groupBys {
  138. groupBysAsStrings = append(groupBysAsStrings, groupBy.(string))
  139. }
  140. aliasBy := query.Model.Get("aliasBy").MustString()
  141. stackdriverQueries = append(stackdriverQueries, &StackdriverQuery{
  142. Target: target,
  143. Params: params,
  144. RefID: query.RefId,
  145. GroupBys: groupBysAsStrings,
  146. AliasBy: aliasBy,
  147. })
  148. }
  149. return stackdriverQueries, nil
  150. }
  151. func reverse(s string) string {
  152. chars := []rune(s)
  153. for i, j := 0, len(chars)-1; i < j; i, j = i+1, j-1 {
  154. chars[i], chars[j] = chars[j], chars[i]
  155. }
  156. return string(chars)
  157. }
  158. func interpolateFilterWildcards(value string) string {
  159. re := regexp.MustCompile("[*]")
  160. matches := len(re.FindAllStringIndex(value, -1))
  161. if matches == 2 && strings.HasSuffix(value, "*") && strings.HasPrefix(value, "*") {
  162. value = strings.Replace(value, "*", "", -1)
  163. value = fmt.Sprintf(`has_substring("%s")`, value)
  164. } else if matches == 1 && strings.HasPrefix(value, "*") {
  165. value = strings.Replace(value, "*", "", 1)
  166. value = fmt.Sprintf(`ends_with("%s")`, value)
  167. } else if matches == 1 && strings.HasSuffix(value, "*") {
  168. value = reverse(strings.Replace(reverse(value), "*", "", 1))
  169. value = fmt.Sprintf(`starts_with("%s")`, value)
  170. } else if matches != 0 {
  171. re := regexp.MustCompile(`[-\/^$+?.()|[\]{}]`)
  172. value = string(re.ReplaceAllFunc([]byte(value), func(in []byte) []byte {
  173. return []byte(strings.Replace(string(in), string(in), `\\`+string(in), 1))
  174. }))
  175. value = strings.Replace(value, "*", ".*", -1)
  176. value = strings.Replace(value, `"`, `\\"`, -1)
  177. value = fmt.Sprintf(`monitoring.regex.full_match("^%s$")`, value)
  178. }
  179. return value
  180. }
  181. func buildFilterString(metricType string, filterParts []interface{}) string {
  182. filterString := ""
  183. for i, part := range filterParts {
  184. mod := i % 4
  185. if part == "AND" {
  186. filterString += " "
  187. } else if mod == 2 {
  188. operator := filterParts[i-1]
  189. if operator == "=~" || operator == "!=~" {
  190. filterString = reverse(strings.Replace(reverse(filterString), "~", "", 1))
  191. filterString += fmt.Sprintf(`monitoring.regex.full_match("%s")`, part)
  192. } else if strings.Contains(part.(string), "*") {
  193. filterString += interpolateFilterWildcards(part.(string))
  194. } else {
  195. filterString += fmt.Sprintf(`"%s"`, part)
  196. }
  197. } else {
  198. filterString += part.(string)
  199. }
  200. }
  201. return strings.Trim(fmt.Sprintf(`metric.type="%s" %s`, metricType, filterString), " ")
  202. }
  203. func setAggParams(params *url.Values, query *tsdb.Query, durationSeconds int) {
  204. primaryAggregation := query.Model.Get("primaryAggregation").MustString()
  205. perSeriesAligner := query.Model.Get("perSeriesAligner").MustString()
  206. alignmentPeriod := query.Model.Get("alignmentPeriod").MustString()
  207. if primaryAggregation == "" {
  208. primaryAggregation = "REDUCE_NONE"
  209. }
  210. if perSeriesAligner == "" {
  211. perSeriesAligner = "ALIGN_MEAN"
  212. }
  213. if alignmentPeriod == "grafana-auto" || alignmentPeriod == "" {
  214. alignmentPeriodValue := int(math.Max(float64(query.IntervalMs)/1000, 60.0))
  215. alignmentPeriod = "+" + strconv.Itoa(alignmentPeriodValue) + "s"
  216. }
  217. if alignmentPeriod == "stackdriver-auto" {
  218. alignmentPeriodValue := int(math.Max(float64(durationSeconds), 60.0))
  219. if alignmentPeriodValue < 60*60*23 {
  220. alignmentPeriod = "+60s"
  221. } else if alignmentPeriodValue < 60*60*24*6 {
  222. alignmentPeriod = "+300s"
  223. } else {
  224. alignmentPeriod = "+3600s"
  225. }
  226. }
  227. re := regexp.MustCompile("[0-9]+")
  228. seconds, err := strconv.ParseInt(re.FindString(alignmentPeriod), 10, 64)
  229. if err != nil || seconds > 3600 {
  230. alignmentPeriod = "+3600s"
  231. }
  232. params.Add("aggregation.crossSeriesReducer", primaryAggregation)
  233. params.Add("aggregation.perSeriesAligner", perSeriesAligner)
  234. params.Add("aggregation.alignmentPeriod", alignmentPeriod)
  235. groupBys := query.Model.Get("groupBys").MustArray()
  236. if len(groupBys) > 0 {
  237. for i := 0; i < len(groupBys); i++ {
  238. params.Add("aggregation.groupByFields", groupBys[i].(string))
  239. }
  240. }
  241. }
  242. func (e *StackdriverExecutor) executeQuery(ctx context.Context, query *StackdriverQuery, tsdbQuery *tsdb.TsdbQuery) (*tsdb.QueryResult, StackdriverResponse, error) {
  243. queryResult := &tsdb.QueryResult{Meta: simplejson.New(), RefId: query.RefID}
  244. req, err := e.createRequest(ctx, e.dsInfo, "timeSeries")
  245. if err != nil {
  246. queryResult.Error = err
  247. return queryResult, StackdriverResponse{}, nil
  248. }
  249. req.URL.RawQuery = query.Params.Encode()
  250. queryResult.Meta.Set("rawQuery", req.URL.RawQuery)
  251. alignmentPeriod, ok := req.URL.Query()["aggregation.alignmentPeriod"]
  252. if ok {
  253. re := regexp.MustCompile("[0-9]+")
  254. seconds, err := strconv.ParseInt(re.FindString(alignmentPeriod[0]), 10, 64)
  255. if err == nil {
  256. queryResult.Meta.Set("alignmentPeriod", seconds)
  257. }
  258. }
  259. span, ctx := opentracing.StartSpanFromContext(ctx, "stackdriver query")
  260. span.SetTag("target", query.Target)
  261. span.SetTag("from", tsdbQuery.TimeRange.From)
  262. span.SetTag("until", tsdbQuery.TimeRange.To)
  263. span.SetTag("datasource_id", e.dsInfo.Id)
  264. span.SetTag("org_id", e.dsInfo.OrgId)
  265. defer span.Finish()
  266. opentracing.GlobalTracer().Inject(
  267. span.Context(),
  268. opentracing.HTTPHeaders,
  269. opentracing.HTTPHeadersCarrier(req.Header))
  270. res, err := ctxhttp.Do(ctx, e.httpClient, req)
  271. if err != nil {
  272. queryResult.Error = err
  273. return queryResult, StackdriverResponse{}, nil
  274. }
  275. data, err := e.unmarshalResponse(res)
  276. if err != nil {
  277. queryResult.Error = err
  278. return queryResult, StackdriverResponse{}, nil
  279. }
  280. return queryResult, data, nil
  281. }
  282. func (e *StackdriverExecutor) unmarshalResponse(res *http.Response) (StackdriverResponse, error) {
  283. body, err := ioutil.ReadAll(res.Body)
  284. defer res.Body.Close()
  285. if err != nil {
  286. return StackdriverResponse{}, err
  287. }
  288. if res.StatusCode/100 != 2 {
  289. slog.Error("Request failed", "status", res.Status, "body", string(body))
  290. return StackdriverResponse{}, fmt.Errorf(string(body))
  291. }
  292. var data StackdriverResponse
  293. err = json.Unmarshal(body, &data)
  294. if err != nil {
  295. slog.Error("Failed to unmarshal Stackdriver response", "error", err, "status", res.Status, "body", string(body))
  296. return StackdriverResponse{}, err
  297. }
  298. return data, nil
  299. }
  300. func (e *StackdriverExecutor) parseResponse(queryRes *tsdb.QueryResult, data StackdriverResponse, query *StackdriverQuery) error {
  301. metricLabels := make(map[string][]string)
  302. resourceLabels := make(map[string][]string)
  303. for _, series := range data.TimeSeries {
  304. points := make([]tsdb.TimePoint, 0)
  305. defaultMetricName := series.Metric.Type
  306. for key, value := range series.Metric.Labels {
  307. if !containsLabel(metricLabels[key], value) {
  308. metricLabels[key] = append(metricLabels[key], value)
  309. }
  310. if len(query.GroupBys) == 0 || containsLabel(query.GroupBys, "metric.label."+key) {
  311. defaultMetricName += " " + value
  312. }
  313. }
  314. for key, value := range series.Resource.Labels {
  315. if !containsLabel(resourceLabels[key], value) {
  316. resourceLabels[key] = append(resourceLabels[key], value)
  317. }
  318. if containsLabel(query.GroupBys, "resource.label."+key) {
  319. defaultMetricName += " " + value
  320. }
  321. }
  322. // reverse the order to be ascending
  323. if series.ValueType != "DISTRIBUTION" {
  324. for i := len(series.Points) - 1; i >= 0; i-- {
  325. point := series.Points[i]
  326. value := point.Value.DoubleValue
  327. if series.ValueType == "INT64" {
  328. parsedValue, err := strconv.ParseFloat(point.Value.IntValue, 64)
  329. if err == nil {
  330. value = parsedValue
  331. }
  332. }
  333. if series.ValueType == "BOOL" {
  334. if point.Value.BoolValue {
  335. value = 1
  336. } else {
  337. value = 0
  338. }
  339. }
  340. points = append(points, tsdb.NewTimePoint(null.FloatFrom(value), float64((point.Interval.EndTime).Unix())*1000))
  341. }
  342. metricName := formatLegendKeys(series.Metric.Type, defaultMetricName, series.Metric.Labels, series.Resource.Labels, make(map[string]string), query)
  343. queryRes.Series = append(queryRes.Series, &tsdb.TimeSeries{
  344. Name: metricName,
  345. Points: points,
  346. })
  347. } else {
  348. buckets := make(map[int]*tsdb.TimeSeries)
  349. for i := len(series.Points) - 1; i >= 0; i-- {
  350. point := series.Points[i]
  351. if len(point.Value.DistributionValue.BucketCounts) == 0 {
  352. continue
  353. }
  354. maxKey := 0
  355. for i := 0; i < len(point.Value.DistributionValue.BucketCounts); i++ {
  356. value, err := strconv.ParseFloat(point.Value.DistributionValue.BucketCounts[i], 64)
  357. if err != nil {
  358. continue
  359. }
  360. if _, ok := buckets[i]; !ok {
  361. // set lower bounds
  362. // https://cloud.google.com/monitoring/api/ref_v3/rest/v3/TimeSeries#Distribution
  363. bucketBound := calcBucketBound(point.Value.DistributionValue.BucketOptions, i)
  364. additionalLabels := map[string]string{"bucket": bucketBound}
  365. buckets[i] = &tsdb.TimeSeries{
  366. Name: formatLegendKeys(series.Metric.Type, defaultMetricName, series.Metric.Labels, series.Resource.Labels, additionalLabels, query),
  367. Points: make([]tsdb.TimePoint, 0),
  368. }
  369. if maxKey < i {
  370. maxKey = i
  371. }
  372. }
  373. buckets[i].Points = append(buckets[i].Points, tsdb.NewTimePoint(null.FloatFrom(value), float64((point.Interval.EndTime).Unix())*1000))
  374. }
  375. // fill empty bucket
  376. for i := 0; i < maxKey; i++ {
  377. if _, ok := buckets[i]; !ok {
  378. bucketBound := calcBucketBound(point.Value.DistributionValue.BucketOptions, i)
  379. additionalLabels := map[string]string{"bucket": bucketBound}
  380. buckets[i] = &tsdb.TimeSeries{
  381. Name: formatLegendKeys(series.Metric.Type, defaultMetricName, series.Metric.Labels, series.Resource.Labels, additionalLabels, query),
  382. Points: make([]tsdb.TimePoint, 0),
  383. }
  384. }
  385. }
  386. }
  387. for i := 0; i < len(buckets); i++ {
  388. queryRes.Series = append(queryRes.Series, buckets[i])
  389. }
  390. }
  391. }
  392. queryRes.Meta.Set("resourceLabels", resourceLabels)
  393. queryRes.Meta.Set("metricLabels", metricLabels)
  394. queryRes.Meta.Set("groupBys", query.GroupBys)
  395. return nil
  396. }
  397. func containsLabel(labels []string, newLabel string) bool {
  398. for _, val := range labels {
  399. if val == newLabel {
  400. return true
  401. }
  402. }
  403. return false
  404. }
  405. func formatLegendKeys(metricType string, defaultMetricName string, metricLabels map[string]string, resourceLabels map[string]string, additionalLabels map[string]string, query *StackdriverQuery) string {
  406. if query.AliasBy == "" {
  407. return defaultMetricName
  408. }
  409. result := legendKeyFormat.ReplaceAllFunc([]byte(query.AliasBy), func(in []byte) []byte {
  410. metaPartName := strings.Replace(string(in), "{{", "", 1)
  411. metaPartName = strings.Replace(metaPartName, "}}", "", 1)
  412. metaPartName = strings.TrimSpace(metaPartName)
  413. if metaPartName == "metric.type" {
  414. return []byte(metricType)
  415. }
  416. metricPart := replaceWithMetricPart(metaPartName, metricType)
  417. if metricPart != nil {
  418. return metricPart
  419. }
  420. metaPartName = strings.Replace(metaPartName, "metric.label.", "", 1)
  421. if val, exists := metricLabels[metaPartName]; exists {
  422. return []byte(val)
  423. }
  424. metaPartName = strings.Replace(metaPartName, "resource.label.", "", 1)
  425. if val, exists := resourceLabels[metaPartName]; exists {
  426. return []byte(val)
  427. }
  428. if val, exists := additionalLabels[metaPartName]; exists {
  429. return []byte(val)
  430. }
  431. return in
  432. })
  433. return string(result)
  434. }
  435. func replaceWithMetricPart(metaPartName string, metricType string) []byte {
  436. // https://cloud.google.com/monitoring/api/v3/metrics-details#label_names
  437. shortMatches := metricNameFormat.FindStringSubmatch(metricType)
  438. if metaPartName == "metric.name" {
  439. if len(shortMatches) > 0 {
  440. return []byte(shortMatches[2])
  441. }
  442. }
  443. if metaPartName == "metric.service" {
  444. if len(shortMatches) > 0 {
  445. return []byte(shortMatches[1])
  446. }
  447. }
  448. return nil
  449. }
  450. func calcBucketBound(bucketOptions StackdriverBucketOptions, n int) string {
  451. bucketBound := "0"
  452. if n == 0 {
  453. return bucketBound
  454. }
  455. if bucketOptions.LinearBuckets != nil {
  456. bucketBound = strconv.FormatInt(bucketOptions.LinearBuckets.Offset+(bucketOptions.LinearBuckets.Width*int64(n-1)), 10)
  457. } else if bucketOptions.ExponentialBuckets != nil {
  458. bucketBound = strconv.FormatInt(int64(bucketOptions.ExponentialBuckets.Scale*math.Pow(bucketOptions.ExponentialBuckets.GrowthFactor, float64(n-1))), 10)
  459. } else if bucketOptions.ExplicitBuckets != nil {
  460. bucketBound = strconv.FormatInt(bucketOptions.ExplicitBuckets.Bounds[(n-1)], 10)
  461. }
  462. return bucketBound
  463. }
  464. func (e *StackdriverExecutor) createRequest(ctx context.Context, dsInfo *models.DataSource, endpointName string)) (*http.Request, error) {
  465. u, _ := url.Parse(dsInfo.Url)
  466. u.Path = path.Join(u.Path, "render")
  467. req, err := http.NewRequest(http.MethodGet, "https://monitoring.googleapis.com/", nil)
  468. if err != nil {
  469. slog.Error("Failed to create request", "error", err)
  470. return nil, fmt.Errorf("Failed to create request. error: %v", err)
  471. }
  472. req.Header.Set("Content-Type", "application/json")
  473. req.Header.Set("User-Agent", fmt.Sprintf("Grafana/%s", setting.BuildVersion))
  474. // find plugin
  475. plugin, ok := plugins.DataSources[dsInfo.Type]
  476. if !ok {
  477. return nil, errors.New("Unable to find datasource plugin Stackdriver")
  478. }
  479. var stackdriverRoute *plugins.AppPluginRoute
  480. for _, route := range plugin.Routes {
  481. if route.Path == "stackdriver" {
  482. stackdriverRoute = route
  483. break
  484. }
  485. }
  486. projectName := dsInfo.JsonData.Get("defaultProject").MustString()
  487. proxyPass := fmt.Sprintf("stackdriver%s", "v3/projects/"+projectName+"/"+endpointName)
  488. pluginproxy.ApplyRoute(ctx, req, proxyPass, stackdriverRoute, dsInfo)
  489. return req, nil
  490. }
  491. func (e *StackdriverExecutor) getDefaultProject(ctx context.Context) (string, error) {
  492. authenticationType := e.dsInfo.JsonData.Get("authenticationType").MustString(jwtAuthentication)
  493. if authenticationType == gceAuthentication {
  494. defaultCredentials, err := google.FindDefaultCredentials(ctx, "https://www.googleapis.com/auth/monitoring.read")
  495. if err != nil {
  496. return "", fmt.Errorf("Failed to retrieve default project from GCE metadata server. error: %v", err)
  497. } else {
  498. logger.Info("projectName", "projectName", defaultCredentials.ProjectID)
  499. return defaultCredentials.ProjectID, nil
  500. }
  501. } else {
  502. return e.dsInfo.JsonData.Get("defaultProject").MustString(), nil
  503. }
  504. }