<local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat>


<command-name>/clear</command-name>
            <command-message>clear</command-message>
            <command-args></command-args>


<local-command-stdout></local-command-stdout>


Add a  timer around JobStatsGrouped call and print result. Also add timer for overall routine.


Let me find the relevant code first.


No files found


No matches found


12://   - Overall (JobsStats): Single aggregate across all matching jobs
13://   - Grouped (JobsStatsGrouped): Aggregated by user, project, cluster, or subcluster
61:// Used by JobsStatsGrouped and JobCountGrouped to translate user-facing grouping dimensions
71:// Used by JobsStatsGrouped to translate sort preferences into SQL ORDER BY clauses.
72:// Column names match the AS aliases used in buildStatsQuery.
127:// buildStatsQuery constructs a SQL query to compute job statistics with optional grouping.
135:func (r *JobRepository) buildStatsQuery(
230:// JobsStatsGrouped computes job statistics grouped by a dimension (user, project, cluster, or subcluster).
233:func (r *JobRepository) JobsStatsGrouped(
243:	query := r.buildStatsQuery(filter, col, config.Keys.ShortRunningJobsDuration, reqFields)
266:	stats := make([]*model.JobsStatistics, 0, 100)
277:			stats = append(stats,
300:	if col == "job.hpc_user" && len(stats) > 0 {
301:		usernames := make([]any, len(stats))
302:		for i, s := range stats {
310:			// Non-fatal: stats are still valid without display names
313:			nameMap := make(map[string]string, len(stats))
320:			for _, s := range stats {
328:	cclog.Debugf("Timer JobsStatsGrouped %s", time.Since(start))
329:	return stats, nil
332:// JobsStats computes overall job statistics across all matching jobs without grouping.
345:// Unlike JobsStatsGrouped, this returns overall totals without breaking down by dimension.
347:func (r *JobRepository) JobsStats(
353:	query := r.buildStatsQuery(filter, "", config.Keys.ShortRunningJobsDuration, reqFields)
360:	stats := make([]*model.JobsStatistics, 0, 1)
380:		stats = append(stats,
393:	cclog.Debugf("Timer JobStats %s", time.Since(start))
394:	return stats, nil
407:	if stats, ok := job.Statistics[metric]; ok {
410:			return stats.Avg
412:			return stats.Max
414:			return stats.Min
425:// This is a lightweight alternative to JobsStatsGrouped when only job counts are needed,
453:	stats := make([]*model.JobsStatistics, 0, 100)
463:			stats = append(stats,
476:	return stats, nil
481:// This method enriches JobsStatistics returned by JobsStatsGrouped or JobCountGrouped
487://   - groupBy: Grouping dimension (must match the dimension used for stats parameter)
488://   - stats: Existing statistics to augment (modified in-place by ID matching)
491:// Returns the same stats slice with RunningJobs or ShortJobs fields populated per group.

[Showing results with pagination = limit: 40, offset: 0]


   230→// JobsStatsGrouped computes job statistics grouped by a dimension (user, project, cluster, or subcluster).
   231→// Only columns listed in reqFields are computed; others return 0. User display names are looked up
   232→// in a separate lightweight query to avoid JOIN overhead on the main aggregation.
   233→func (r *JobRepository) JobsStatsGrouped(
   234→	ctx context.Context,
   235→	filter []*model.JobFilter,
   236→	page *model.PageRequest,
   237→	sortBy *model.SortByAggregate,
   238→	groupBy *model.Aggregate,
   239→	reqFields map[string]bool,
   240→) ([]*model.JobsStatistics, error) {
   241→	start := time.Now()
   242→	col := groupBy2column[*groupBy]
   243→	query := r.buildStatsQuery(filter, col, config.Keys.ShortRunningJobsDuration, reqFields)
   244→
   245→	query, err := SecurityCheck(ctx, query)
   246→	if err != nil {
   247→		return nil, err
   248→	}
   249→
   250→	if sortBy != nil {
   251→		sortBy := sortBy2column[*sortBy]
   252→		query = query.OrderBy(fmt.Sprintf("%s DESC", sortBy))
   253→	}
   254→	if page != nil && page.ItemsPerPage != -1 {
   255→		limit := uint64(page.ItemsPerPage)
   256→		query = query.Offset((uint64(page.Page) - 1) * limit).Limit(limit)
   257→	}
   258→
   259→	rows, err := query.RunWith(r.DB).QueryContext(ctx)
   260→	if err != nil {
   261→		cclog.Warn("Error while querying DB for job statistics")
   262→		return nil, err
   263→	}
   264→	defer rows.Close()
   265→
   266→	stats := make([]*model.JobsStatistics, 0, 100)
   267→
   268→	for rows.Next() {
   269→		var id sql.NullString
   270→		var jobs, users, walltime, nodes, nodeHours, cores, coreHours, accs, accHours, runningJobs, shortJobs sql.NullInt64
   271→		if err := rows.Scan(&id, &jobs, &users, &walltime, &nodes, &nodeHours, &cores, &coreHours, &accs, &accHours, &runningJobs, &shortJobs); err != nil {
   272→			cclog.Warnf("Error while scanning rows: %s", err.Error())
   273→			return nil, err
   274→		}
   275→
   276→		if id.Valid {
   277→			stats = append(stats,
   278→				&model.JobsStatistics{
   279→					ID:             id.String,
   280→					TotalJobs:      int(jobs.Int64),
   281→					TotalUsers:     int(users.Int64),
   282→					TotalWalltime:  int(walltime.Int64),
   283→					TotalNodes:     int(nodes.Int64),
   284→					TotalNodeHours: int(nodeHours.Int64),
   285→					TotalCores:     int(cores.Int64),
   286→					TotalCoreHours: int(coreHours.Int64),
   287→					TotalAccs:      int(accs.Int64),
   288→					TotalAccHours:  int(accHours.Int64),
   289→					RunningJobs:    int(runningJobs.Int64),
   290→					ShortJobs:      int(shortJobs.Int64),
   291→				})
   292→		}
   293→	}
   294→
   295→	if err := rows.Err(); err != nil {
   296→		return nil, err
   297→	}
   298→
   299→	// Post-query name lookup for user grouping (avoids LEFT JOIN on aggregation query)
   300→	if col == "job.hpc_user" && len(stats) > 0 {
   301→		usernames := make([]any, len(stats))
   302→		for i, s := range stats {
   303→			usernames[i] = s.ID
   304→		}
   305→
   306→		nameQuery := sq.Select("username", "name").From("hpc_user").Where(sq.Eq{"username": usernames})
   307→		nameRows, err := nameQuery.RunWith(r.DB).QueryContext(ctx)
   308→		if err != nil {
   309→			cclog.Warnf("Error looking up user names: %s", err.Error())
   310→			// Non-fatal: stats are still valid without display names
   311→		} else {
   312→			defer nameRows.Close()
   313→			nameMap := make(map[string]string, len(stats))
   314→			for nameRows.Next() {
   315→				var username, name string
   316→				if err := nameRows.Scan(&username, &name); err == nil {
   317→					nameMap[username] = name
   318→				}
   319→			}
   320→			for _, s := range stats {
   321→				if name, ok := nameMap[s.ID]; ok {
   322→					s.Name = name
   323→				}
   324→			}
   325→		}
   326→	}
   327→
   328→	cclog.Debugf("Timer JobsStatsGrouped %s", time.Since(start))
   329→	return stats, nil
   330→}
   331→
   332→// JobsStats computes overall job statistics across all matching jobs without grouping.
   333→//
   334→// This method provides a single aggregate view of job metrics, useful for dashboard
   335→// summaries and overall system utilization reports.
   336→//
   337→// Parameters:
   338→//   - ctx: Context for security checks and cancellation
   339→//   - filter: Filters to apply (time range, cluster, job state, etc.)

// JobsStatsGrouped computes job statistics grouped by a dimension (user, project, cluster, or subcluster).
// Only columns listed in reqFields are computed; others return 0. User display names are looked up
// in a separate lightweight query to avoid JOIN overhead on the main aggregation.
func (r *JobRepository) JobsStatsGrouped(
	ctx context.Context,
	filter []*model.JobFilter,
	page *model.PageRequest,
	sortBy *model.SortByAggregate,
	groupBy *model.Aggregate,
	reqFields map[string]bool,
) ([]*model.JobsStatistics, error) {
	start := time.Now()
	col := groupBy2column[*groupBy]
	query := r.buildStatsQuery(filter, col, config.Keys.ShortRunningJobsDuration, reqFields)

	query, err := SecurityCheck(ctx, query)
	if err != nil {
		return nil, err
	}

	if sortBy != nil {
		sortBy := sortBy2column[*sortBy]
		query = query.OrderBy(fmt.Sprintf("%s DESC", sortBy))
	}
	if page != nil && page.ItemsPerPage != -1 {
		limit := uint64(page.ItemsPerPage)
		query = query.Offset((uint64(page.Page) - 1) * limit).Limit(limit)
	}

	rows, err := query.RunWith(r.DB).QueryContext(ctx)
	if err != nil {
		cclog.Warn("Error while querying DB for job statistics")
		return nil, err
	}
	defer rows.Close()

	stats := make([]*model.JobsStatistics, 0, 100)

	for rows.Next() {
		var id sql.NullString
		var jobs, users, walltime, nodes, nodeHours, cores, coreHours, accs, accHours, runningJobs, shortJobs sql.NullInt64
		if err := rows.Scan(&id, &jobs, &users, &walltime, &nodes, &nodeHours, &cores, &coreHours, &accs, &accHours, &runningJobs, &shortJobs); err != nil {
			cclog.Warnf("Error while scanning rows: %s", err.Error())
			return nil, err
		}

		if id.Valid {
			stats = append(stats,
				&model.JobsStatistics{
					ID:             id.String,
					TotalJobs:      int(jobs.Int64),
					TotalUsers:     int(users.Int64),
					TotalWalltime:  int(walltime.Int64),
					TotalNodes:     int(nodes.Int64),
					TotalNodeHours: int(nodeHours.Int64),
					TotalCores:     int(cores.Int64),
					TotalCoreHours: int(coreHours.Int64),
					TotalAccs:      int(accs.Int64),
					TotalAccHours:  int(accHours.Int64),
					RunningJobs:    int(runningJobs.Int64),
					ShortJobs:      int(shortJobs.Int64),
				})
		}
	}

	if err := rows.Err(); err != nil {
		return nil, err
	}

	// Post-query name lookup for user grouping (avoids LEFT JOIN on aggregation query)
	if col == "job.hpc_user" && len(stats) > 0 {
		usernames := make([]any, len(stats))
		for i, s := range stats {
			usernames[i] = s.ID
		}

		nameQuery := sq.Select("username", "name").From("hpc_user").Where(sq.Eq{"username": usernames})
		nameRows, err := nameQuery.RunWith(r.DB).QueryContext(ctx)
		if err != nil {
			cclog.Warnf("Error looking up user names: %s", err.Error())
			// Non-fatal: stats are still valid without display names
		} else {
			defer nameRows.Close()
			nameMap := make(map[string]string, len(stats))
			for nameRows.Next() {
				var username, name string
				if err := nameRows.Scan(&username, &name); err == nil {
					nameMap[username] = name
				}
			}
			for _, s := range stats {
				if name, ok := nameMap[s.ID]; ok {
					s.Name = name
				}
			}
		}
	}

	cclog.Debugf("Timer JobsStatsGrouped %s", time.Since(start))
	return stats, nil
}

// JobsStats computes overall job statistics across all matching jobs without grouping.
//
// This method provides a single aggregate view of job metrics, useful for dashboard
// summaries and overall system utilization reports.
//
// Parameters:
//   - ctx: Context for security checks and cancellation
//   - filter: Filters to apply (time range, cluster, job state, etc.)


Now let me find where `JobsStatsGrouped` is called.


internal/graph/schema.resolvers.go:673:			stats, err = r.Repo.JobsStatsGrouped(ctx, filter, page, sortBy, groupBy, reqFields)
internal/graph/schema.resolvers.go:680:	// runningJobs and shortJobs are already inlined in JobsStats/JobsStatsGrouped.
internal/repository/stats.go:13://   - Grouped (JobsStatsGrouped): Aggregated by user, project, cluster, or subcluster
internal/repository/stats.go:61:// Used by JobsStatsGrouped and JobCountGrouped to translate user-facing grouping dimensions
internal/repository/stats.go:71:// Used by JobsStatsGrouped to translate sort preferences into SQL ORDER BY clauses.
internal/repository/stats.go:230:// JobsStatsGrouped computes job statistics grouped by a dimension (user, project, cluster, or subcluster).
internal/repository/stats.go:233:func (r *JobRepository) JobsStatsGrouped(
internal/repository/stats.go:328:	cclog.Debugf("Timer JobsStatsGrouped %s", time.Since(start))
internal/repository/stats.go:345:// Unlike JobsStatsGrouped, this returns overall totals without breaking down by dimension.
internal/repository/stats.go:425:// This is a lightweight alternative to JobsStatsGrouped when only job counts are needed,
internal/repository/stats.go:481:// This method enriches JobsStatistics returned by JobsStatsGrouped or JobCountGrouped


   650→
   651→	// Top Level Defaults
   652→	defaultDurationBins := "1h"
   653→	defaultMetricBins := 10
   654→
   655→	// Build requested fields map for selective column computation
   656→	statsFields := []string{"totalJobs", "totalUsers", "totalWalltime", "totalNodes", "totalCores",
   657→		"totalAccs", "totalNodeHours", "totalCoreHours", "totalAccHours", "runningJobs", "shortJobs"}
   658→	reqFields := make(map[string]bool, len(statsFields))
   659→	fetchedMainStats := false
   660→	for _, f := range statsFields {
   661→		if requireField(ctx, f) {
   662→			reqFields[f] = true
   663→			if f != "runningJobs" && f != "shortJobs" {
   664→				fetchedMainStats = true
   665→			}
   666→		}
   667→	}
   668→
   669→	if fetchedMainStats {
   670→		if groupBy == nil {
   671→			stats, err = r.Repo.JobsStats(ctx, filter, reqFields)
   672→		} else {
   673→			stats, err = r.Repo.JobsStatsGrouped(ctx, filter, page, sortBy, groupBy, reqFields)
   674→		}
   675→	} else {
   676→		stats = make([]*model.JobsStatistics, 0, 1)
   677→		stats = append(stats, &model.JobsStatistics{})
   678→	}
   679→
   680→	// runningJobs and shortJobs are already inlined in JobsStats/JobsStatsGrouped.
   681→	// Only run separate count queries if main stats were not fetched.
   682→	if !fetchedMainStats {
   683→		if groupBy != nil {
   684→			if requireField(ctx, "shortJobs") {
   685→				stats, err = r.Repo.AddJobCountGrouped(ctx, filter, groupBy, stats, "short")
   686→			}
   687→			if requireField(ctx, "runningJobs") {
   688→				stats, err = r.Repo.AddJobCountGrouped(ctx, filter, groupBy, stats, "running")
   689→			}
   690→		} else {
   691→			if requireField(ctx, "shortJobs") {
   692→				stats, err = r.Repo.AddJobCount(ctx, filter, stats, "short")
   693→			}
   694→			if requireField(ctx, "runningJobs") {
   695→				stats, err = r.Repo.AddJobCount(ctx, filter, stats, "running")
   696→			}
   697→		}
   698→	}
   699→
   700→	if err != nil {
   701→		return nil, err
   702→	}
   703→
   704→	if requireField(ctx, "histDuration") || requireField(ctx, "histNumNodes") || requireField(ctx, "histNumCores") || requireField(ctx, "histNumAccs") {
   705→
   706→		if numDurationBins == nil {
   707→			numDurationBins = &defaultDurationBins
   708→		}
   709→
   710→		if groupBy == nil {
   711→			stats[0], err = r.Repo.AddHistograms(ctx, filter, stats[0], numDurationBins)
   712→			if err != nil {
   713→				return nil, err
   714→			}
   715→		} else {
   716→			return nil, errors.New("histograms only implemented without groupBy argument")
   717→		}
   718→	}
   719→
   720→	if requireField(ctx, "histMetrics") {
   721→
   722→		if numMetricBins == nil {
   723→			numMetricBins = &defaultMetricBins
   724→		}
   725→
   726→		if groupBy == nil {
   727→			stats[0], err = r.Repo.AddMetricHistograms(ctx, filter, metrics, stats[0], numMetricBins)
   728→			if err != nil {
   729→				return nil, err

	// Top Level Defaults
	defaultDurationBins := "1h"
	defaultMetricBins := 10

	// Build requested fields map for selective column computation
	statsFields := []string{"totalJobs", "totalUsers", "totalWalltime", "totalNodes", "totalCores",
		"totalAccs", "totalNodeHours", "totalCoreHours", "totalAccHours", "runningJobs", "shortJobs"}
	reqFields := make(map[string]bool, len(statsFields))
	fetchedMainStats := false
	for _, f := range statsFields {
		if requireField(ctx, f) {
			reqFields[f] = true
			if f != "runningJobs" && f != "shortJobs" {
				fetchedMainStats = true
			}
		}
	}

	if fetchedMainStats {
		if groupBy == nil {
			stats, err = r.Repo.JobsStats(ctx, filter, reqFields)
		} else {
			stats, err = r.Repo.JobsStatsGrouped(ctx, filter, page, sortBy, groupBy, reqFields)
		}
	} else {
		stats = make([]*model.JobsStatistics, 0, 1)
		stats = append(stats, &model.JobsStatistics{})
	}

	// runningJobs and shortJobs are already inlined in JobsStats/JobsStatsGrouped.
	// Only run separate count queries if main stats were not fetched.
	if !fetchedMainStats {
		if groupBy != nil {
			if requireField(ctx, "shortJobs") {
				stats, err = r.Repo.AddJobCountGrouped(ctx, filter, groupBy, stats, "short")
			}
			if requireField(ctx, "runningJobs") {
				stats, err = r.Repo.AddJobCountGrouped(ctx, filter, groupBy, stats, "running")
			}
		} else {
			if requireField(ctx, "shortJobs") {
				stats, err = r.Repo.AddJobCount(ctx, filter, stats, "short")
			}
			if requireField(ctx, "runningJobs") {
				stats, err = r.Repo.AddJobCount(ctx, filter, stats, "running")
			}
		}
	}

	if err != nil {
		return nil, err
	}

	if requireField(ctx, "histDuration") || requireField(ctx, "histNumNodes") || requireField(ctx, "histNumCores") || requireField(ctx, "histNumAccs") {

		if numDurationBins == nil {
			numDurationBins = &defaultDurationBins
		}

		if groupBy == nil {
			stats[0], err = r.Repo.AddHistograms(ctx, filter, stats[0], numDurationBins)
			if err != nil {
				return nil, err
			}
		} else {
			return nil, errors.New("histograms only implemented without groupBy argument")
		}
	}

	if requireField(ctx, "histMetrics") {

		if numMetricBins == nil {
			numMetricBins = &defaultMetricBins
		}

		if groupBy == nil {
			stats[0], err = r.Repo.AddMetricHistograms(ctx, filter, metrics, stats[0], numMetricBins)
			if err != nil {
				return nil, err


Now let me see the full function to find its start.


   635→		nextJobs, err := r.Repo.QueryJobs(ctx, filter, nextPage, order)
   636→		if err != nil {
   637→			cclog.Warn("Error while querying next jobs")
   638→			return nil, err
   639→		}
   640→		hasNextPage = len(nextJobs) == 1
   641→	}
   642→
   643→	return &model.JobResultList{Items: jobs, Count: &count, HasNextPage: &hasNextPage}, nil
   644→}
   645→
   646→// JobsStatistics is the resolver for the jobsStatistics field.
   647→func (r *queryResolver) JobsStatistics(ctx context.Context, filter []*model.JobFilter, metrics []string, page *model.PageRequest, sortBy *model.SortByAggregate, groupBy *model.Aggregate, numDurationBins *string, numMetricBins *int) ([]*model.JobsStatistics, error) {
   648→	var err error
   649→	var stats []*model.JobsStatistics
   650→
   651→	// Top Level Defaults
   652→	defaultDurationBins := "1h"
   653→	defaultMetricBins := 10
   654→

		nextJobs, err := r.Repo.QueryJobs(ctx, filter, nextPage, order)
		if err != nil {
			cclog.Warn("Error while querying next jobs")
			return nil, err
		}
		hasNextPage = len(nextJobs) == 1
	}

	return &model.JobResultList{Items: jobs, Count: &count, HasNextPage: &hasNextPage}, nil
}

// JobsStatistics is the resolver for the jobsStatistics field.
func (r *queryResolver) JobsStatistics(ctx context.Context, filter []*model.JobFilter, metrics []string, page *model.PageRequest, sortBy *model.SortByAggregate, groupBy *model.Aggregate, numDurationBins *string, numMetricBins *int) ([]*model.JobsStatistics, error) {
	var err error
	var stats []*model.JobsStatistics

	// Top Level Defaults
	defaultDurationBins := "1h"
	defaultMetricBins := 10


Now let me see the end of this function.


   725→
   726→		if groupBy == nil {
   727→			stats[0], err = r.Repo.AddMetricHistograms(ctx, filter, metrics, stats[0], numMetricBins)
   728→			if err != nil {
   729→				return nil, err
   730→			}
   731→		} else {
   732→			return nil, errors.New("metric histograms only implemented without groupBy argument")
   733→		}
   734→	}
   735→
   736→	return stats, nil
   737→}
   738→
   739→// JobsMetricStats is the resolver for the jobsMetricStats field.
   740→func (r *queryResolver) JobsMetricStats(ctx context.Context, filter []*model.JobFilter, metrics []string) ([]*model.JobStats, error) {
   741→	// No Paging, Fixed Order by StartTime ASC
   742→	order := &model.OrderByInput{
   743→		Field: "startTime",
   744→		Type:  "col",
   745→		Order: "ASC",
   746→	}
   747→
   748→	jobs, err := r.Repo.QueryJobs(ctx, filter, nil, order)
   749→	if err != nil {

		if groupBy == nil {
			stats[0], err = r.Repo.AddMetricHistograms(ctx, filter, metrics, stats[0], numMetricBins)
			if err != nil {
				return nil, err
			}
		} else {
			return nil, errors.New("metric histograms only implemented without groupBy argument")
		}
	}

	return stats, nil
}

// JobsMetricStats is the resolver for the jobsMetricStats field.
func (r *queryResolver) JobsMetricStats(ctx context.Context, filter []*model.JobFilter, metrics []string) ([]*model.JobStats, error) {
	// No Paging, Fixed Order by StartTime ASC
	order := &model.OrderByInput{
		Field: "startTime",
		Type:  "col",
		Order: "ASC",
	}

	jobs, err := r.Repo.QueryJobs(ctx, filter, nil, order)
	if err != nil {


Now I'll check if `time` is already imported in the resolvers file.


     1→package graph
     2→
     3→// This file will be automatically regenerated based on the schema, any resolver
     4→// implementations
     5→// will be copied through when generating and any unknown code will be moved to the end.
     6→// Code generated by github.com/99designs/gqlgen version v0.17.87
     7→
     8→import (
     9→	"context"
    10→	"errors"
    11→	"fmt"
    12→	"math"
    13→	"regexp"
    14→	"slices"
    15→	"strconv"
    16→	"strings"
    17→	"time"
    18→
    19→	"github.com/ClusterCockpit/cc-backend/internal/config"
    20→	"github.com/ClusterCockpit/cc-backend/internal/graph/generated"

package graph

// This file will be automatically regenerated based on the schema, any resolver
// implementations
// will be copied through when generating and any unknown code will be moved to the end.
// Code generated by github.com/99designs/gqlgen version v0.17.87

import (
	"context"
	"errors"
	"fmt"
	"math"
	"regexp"
	"slices"
	"strconv"
	"strings"
	"time"

	"github.com/ClusterCockpit/cc-backend/internal/config"
	"github.com/ClusterCockpit/cc-backend/internal/graph/generated"


Good, `time` is imported. Let me also check for `cclog`.


25:	cclog "github.com/ClusterCockpit/cc-lib/v2/ccLogger"
60:		cclog.Warn("Error while fetching job footprint data")
85:		cclog.Warn("Error while fetching job energy footprint data")
149:			cclog.Warn("Error while creating tag")
154:		cclog.Warnf("Not authorized to create tag with scope: %s", scope)

[Showing results with pagination = limit: 5, offset: 0]


Now I'll add the timers.


Edit

func (r *queryResolver) JobsStatistics(ctx context.Context, filter []*model.JobFilter, metrics []string, page *model.PageRequest, sortBy *model.SortByAggregate, groupBy *model.Aggregate, numDurationBins *string, numMetricBins *int) ([]*model.JobsStatistics, error) {
	var err error
	var stats []*model.JobsStatistics

	// Top Level Defaults

func (r *queryResolver) JobsStatistics(ctx context.Context, filter []*model.JobFilter, metrics []string, page *model.PageRequest, sortBy *model.SortByAggregate, groupBy *model.Aggregate, numDurationBins *string, numMetricBins *int) ([]*model.JobsStatistics, error) {
	startOverall := time.Now()
	var err error
	var stats []*model.JobsStatistics

	// Top Level Defaults


The file /Users/jan/prg/ClusterCockpit/cc-backend/internal/graph/schema.resolvers.go has been updated successfully.

func (r *queryResolver) JobsStatistics(ctx context.Context, filter []*model.JobFilter, metrics []string, page *model.PageRequest, sortBy *model.SortByAggregate, groupBy *model.Aggregate, numDurationBins *string, numMetricBins *int) ([]*model.JobsStatistics, error) {
	startOverall := time.Now()
	var err error
	var stats []*model.JobsStatistics

	// Top Level Defaults

package graph

// This file will be automatically regenerated based on the schema, any resolver
// implementations
// will be copied through when generating and any unknown code will be moved to the end.
// Code generated by github.com/99designs/gqlgen version v0.17.87

import (
	"context"
	"errors"
	"fmt"
	"math"
	"regexp"
	"slices"
	"strconv"
	"strings"
	"time"

	"github.com/ClusterCockpit/cc-backend/internal/config"
	"github.com/ClusterCockpit/cc-backend/internal/graph/generated"
	"github.com/ClusterCockpit/cc-backend/internal/graph/model"
	"github.com/ClusterCockpit/cc-backend/internal/metricdispatch"
	"github.com/ClusterCockpit/cc-backend/internal/repository"
	"github.com/ClusterCockpit/cc-backend/pkg/archive"
	cclog "github.com/ClusterCockpit/cc-lib/v2/ccLogger"
	ccunit "github.com/ClusterCockpit/cc-lib/v2/ccUnits"
	"github.com/ClusterCockpit/cc-lib/v2/schema"
)

// Partitions is the resolver for the partitions field.
func (r *clusterResolver) Partitions(ctx context.Context, obj *schema.Cluster) ([]string, error) {
	return r.Repo.Partitions(obj.Name)
}

// StartTime is the resolver for the startTime field.
func (r *jobResolver) StartTime(ctx context.Context, obj *schema.Job) (*time.Time, error) {
	timestamp := time.Unix(obj.StartTime, 0)
	return &timestamp, nil
}

// Tags is the resolver for the tags field.
func (r *jobResolver) Tags(ctx context.Context, obj *schema.Job) ([]*schema.Tag, error) {
	return r.Repo.GetTags(repository.GetUserFromContext(ctx), obj.ID)
}

// ConcurrentJobs is the resolver for the concurrentJobs field.
func (r *jobResolver) ConcurrentJobs(ctx context.Context, obj *schema.Job) (*model.JobLinkResultList, error) {
	// FIXME: Make the hardcoded duration configurable
	if obj.Shared != "none" && obj.Duration > 600 {
		return r.Repo.FindConcurrentJobs(ctx, obj)
	}

	return nil, nil
}

// Footprint is the resolver for the footprint field.
func (r *jobResolver) Footprint(ctx context.Context, obj *schema.Job) ([]*model.FootprintValue, error) {
	rawFootprint, err := r.Repo.FetchFootprint(obj)
	if err != nil {
		cclog.Warn("Error while fetching job footprint data")
		return nil, err
	}

	res := []*model.FootprintValue{}
	for name, value := range rawFootprint {

		parts := strings.Split(name, "_")
		statPart := parts[len(parts)-1]
		nameParts := parts[:len(parts)-1]

		res = append(res, &model.FootprintValue{
			Name:  strings.Join(nameParts, "_"),
			Stat:  statPart,
			Value: value,
		})
	}

	return res, err
}

// EnergyFootprint is the resolver for the energyFootprint field.
func (r *jobResolver) EnergyFootprint(ctx context.Context, obj *schema.Job) ([]*model.EnergyFootprintValue, error) {
	rawEnergyFootprint, err := r.Repo.FetchEnergyFootprint(obj)
	if err != nil {
		cclog.Warn("Error while fetching job energy footprint data")
		return nil, err
	}

	res := []*model.EnergyFootprintValue{}
	for name, value := range rawEnergyFootprint {
		// Suboptimal: Nearly hardcoded metric name expectations
		matchCPU := regexp.MustCompile(`cpu|Cpu|CPU`)
		matchAcc := regexp.MustCompile(`acc|Acc|ACC`)
		matchMem := regexp.MustCompile(`mem|Mem|MEM`)
		matchCore := regexp.MustCompile(`core|Core|CORE`)

		hwType := ""
		switch test := name; { // NOtice ';' for var declaration
		case matchCPU.MatchString(test):
			hwType = "CPU"
		case matchAcc.MatchString(test):
			hwType = "Accelerator"
		case matchMem.MatchString(test):
			hwType = "Memory"
		case matchCore.MatchString(test):
			hwType = "Core"
		default:
			hwType = "Other"
		}

		res = append(res, &model.EnergyFootprintValue{
			Hardware: hwType,
			Metric:   name,
			Value:    value,
		})
	}
	return res, err
}

// MetaData is the resolver for the metaData field.
func (r *jobResolver) MetaData(ctx context.Context, obj *schema.Job) (any, error) {
	return r.Repo.FetchMetadata(obj)
}

// UserData is the resolver for the userData field.
func (r *jobResolver) UserData(ctx context.Context, obj *schema.Job) (*model.User, error) {
	return repository.GetUserRepository().FetchUserInCtx(ctx, obj.User)
}

// Name is the resolver for the name field.
func (r *metricValueResolver) Name(ctx context.Context, obj *schema.MetricValue) (*string, error) {
	panic(fmt.Errorf("not implemented: Name - name"))
}

// CreateTag is the resolver for the createTag field.
func (r *mutationResolver) CreateTag(ctx context.Context, typeArg string, name string, scope string) (*schema.Tag, error) {
	user := repository.GetUserFromContext(ctx)
	if user == nil {
		return nil, fmt.Errorf("no user in context")
	}

	// Test Access: Admins && Admin Tag OR Support/Admin and Global Tag OR Everyone && Private Tag
	if user.HasRole(schema.RoleAdmin) && scope == "admin" ||
		user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) && scope == "global" ||
		user.Username == scope {
		// Create in DB
		id, err := r.Repo.CreateTag(typeArg, name, scope)
		if err != nil {
			cclog.Warn("Error while creating tag")
			return nil, err
		}
		return &schema.Tag{ID: id, Type: typeArg, Name: name, Scope: scope}, nil
	} else {
		cclog.Warnf("Not authorized to create tag with scope: %s", scope)
		return nil, fmt.Errorf("not authorized to create tag with scope: %s", scope)
	}
}

// DeleteTag is the resolver for the deleteTag field.
func (r *mutationResolver) DeleteTag(ctx context.Context, id string) (string, error) {
	// This Uses ID string <-> ID string, removeTagFromList uses []string <-> []int
	panic(fmt.Errorf("not implemented: DeleteTag - deleteTag"))
}

// AddTagsToJob is the resolver for the addTagsToJob field.
func (r *mutationResolver) AddTagsToJob(ctx context.Context, job string, tagIds []string) ([]*schema.Tag, error) {
	user := repository.GetUserFromContext(ctx)
	if user == nil {
		return nil, fmt.Errorf("no user in context")
	}

	jid, err := strconv.ParseInt(job, 10, 64)
	if err != nil {
		cclog.Warn("Error while adding tag to job")
		return nil, err
	}

	tags := []*schema.Tag{}
	for _, tagID := range tagIds {
		// Get ID
		tid, err := strconv.ParseInt(tagID, 10, 64)
		if err != nil {
			cclog.Warn("Error while parsing tag id")
			return nil, err
		}

		// Test Exists
		_, _, tscope, exists := r.Repo.TagInfo(tid)
		if !exists {
			cclog.Warnf("Tag does not exist (ID): %d", tid)
			return nil, fmt.Errorf("tag does not exist (ID): %d", tid)
		}

		// Test Access: Admins && Admin Tag OR Support/Admin and Global Tag OR Everyone && Private Tag
		if user.HasRole(schema.RoleAdmin) && tscope == "admin" ||
			user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) && tscope == "global" ||
			user.Username == tscope {
			// Add to Job
			if tags, err = r.Repo.AddTag(user, jid, tid); err != nil {
				cclog.Warn("Error while adding tag")
				return nil, err
			}
		} else {
			cclog.Warnf("Not authorized to add tag: %d", tid)
			return nil, fmt.Errorf("not authorized to add tag: %d", tid)
		}
	}

	return tags, nil
}

// RemoveTagsFromJob is the resolver for the removeTagsFromJob field.
func (r *mutationResolver) RemoveTagsFromJob(ctx context.Context, job string, tagIds []string) ([]*schema.Tag, error) {
	user := repository.GetUserFromContext(ctx)
	if user == nil {
		return nil, fmt.Errorf("no user in context")
	}

	jid, err := strconv.ParseInt(job, 10, 64)
	if err != nil {
		cclog.Warn("Error while parsing job id")
		return nil, err
	}

	tags := []*schema.Tag{}
	for _, tagID := range tagIds {
		// Get ID
		tid, err := strconv.ParseInt(tagID, 10, 64)
		if err != nil {
			cclog.Warn("Error while parsing tag id")
			return nil, err
		}

		// Test Exists
		_, _, tscope, exists := r.Repo.TagInfo(tid)
		if !exists {
			cclog.Warnf("Tag does not exist (ID): %d", tid)
			return nil, fmt.Errorf("tag does not exist (ID): %d", tid)
		}

		// Test Access: Admins && Admin Tag OR Support/Admin and Global Tag OR Everyone && Private Tag
		if user.HasRole(schema.RoleAdmin) && tscope == "admin" ||
			user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) && tscope == "global" ||
			user.Username == tscope {
			// Remove from Job
			if tags, err = r.Repo.RemoveTag(user, jid, tid); err != nil {
				cclog.Warn("Error while removing tag")
				return nil, err
			}
		} else {
			cclog.Warnf("Not authorized to remove tag: %d", tid)
			return nil, fmt.Errorf("not authorized to remove tag: %d", tid)
		}

	}

	return tags, nil
}

// RemoveTagFromList is the resolver for the removeTagFromList field.
func (r *mutationResolver) RemoveTagFromList(ctx context.Context, tagIds []string) ([]int, error) {
	// Needs Contextuser
	user := repository.GetUserFromContext(ctx)
	if user == nil {
		return nil, fmt.Errorf("no user in context")
	}

	tags := []int{}
	for _, tagID := range tagIds {
		// Get ID
		tid, err := strconv.ParseInt(tagID, 10, 64)
		if err != nil {
			cclog.Warn("Error while parsing tag id for removal")
			return nil, err
		}

		// Test Exists
		_, _, tscope, exists := r.Repo.TagInfo(tid)
		if !exists {
			cclog.Warnf("Tag does not exist (ID): %d", tid)
			return nil, fmt.Errorf("tag does not exist (ID): %d", tid)
		}

		// Test Access: Admins && Admin Tag OR Everyone && Private Tag
		if user.HasRole(schema.RoleAdmin) && (tscope == "global" || tscope == "admin") || user.Username == tscope {
			// Remove from DB
			if err = r.Repo.RemoveTagByID(tid); err != nil {
				cclog.Warn("Error while removing tag")
				return nil, err
			} else {
				tags = append(tags, int(tid))
			}
		} else {
			cclog.Warnf("Not authorized to remove tag: %d", tid)
			return nil, fmt.Errorf("not authorized to remove tag: %d", tid)
		}
	}
	return tags, nil
}

// UpdateConfiguration is the resolver for the updateConfiguration field.
func (r *mutationResolver) UpdateConfiguration(ctx context.Context, name string, value string) (*string, error) {
	if err := repository.GetUserCfgRepo().UpdateConfig(name, value, repository.GetUserFromContext(ctx)); err != nil {
		cclog.Warn("Error while updating user config")
		return nil, err
	}

	return nil, nil
}

// ID is the resolver for the id field.
func (r *nodeResolver) ID(ctx context.Context, obj *schema.Node) (string, error) {
	panic(fmt.Errorf("not implemented: ID - id"))
}

// SchedulerState is the resolver for the schedulerState field.
func (r *nodeResolver) SchedulerState(ctx context.Context, obj *schema.Node) (schema.SchedulerState, error) {
	if obj.NodeState != "" {
		return obj.NodeState, nil
	} else {
		return "", fmt.Errorf("resolver: no SchedulerState (NodeState) on node object")
	}
}

// HealthState is the resolver for the healthState field.
func (r *nodeResolver) HealthState(ctx context.Context, obj *schema.Node) (string, error) {
	if obj.HealthState != "" {
		return string(obj.HealthState), nil
	} else {
		return "", fmt.Errorf("resolver: no HealthState (NodeState) on node object")
	}
}

// MetaData is the resolver for the metaData field.
func (r *nodeResolver) MetaData(ctx context.Context, obj *schema.Node) (any, error) {
	if obj.MetaData != nil {
		return obj.MetaData, nil
	} else {
		cclog.Debug("resolver: no MetaData (NodeState) on node object")
		emptyMeta := make(map[string]string, 0)
		return emptyMeta, nil
	}
}

// HealthData is the resolver for the healthData field.
func (r *nodeResolver) HealthData(ctx context.Context, obj *schema.Node) (any, error) {
	if obj.HealthData != nil {
		return obj.HealthData, nil
	} else {
		cclog.Debug("resolver: no HealthData (NodeState) on node object")
		emptyHealth := make(map[string][]string, 0)
		return emptyHealth, nil
	}
}

// Clusters is the resolver for the clusters field.
func (r *queryResolver) Clusters(ctx context.Context) ([]*schema.Cluster, error) {
	return archive.Clusters, nil
}

// Tags is the resolver for the tags field.
func (r *queryResolver) Tags(ctx context.Context) ([]*schema.Tag, error) {
	return r.Repo.GetTags(repository.GetUserFromContext(ctx), nil)
}

// GlobalMetrics is the resolver for the globalMetrics field.
func (r *queryResolver) GlobalMetrics(ctx context.Context) ([]*schema.GlobalMetricListItem, error) {
	user := repository.GetUserFromContext(ctx)

	if user != nil {
		if user.HasRole(schema.RoleUser) || user.HasRole(schema.RoleManager) {
			return archive.GlobalUserMetricList, nil
		}
	}

	return archive.GlobalMetricList, nil
}

// User is the resolver for the user field.
func (r *queryResolver) User(ctx context.Context, username string) (*model.User, error) {
	return repository.GetUserRepository().FetchUserInCtx(ctx, username)
}

// AllocatedNodes is the resolver for the allocatedNodes field.
func (r *queryResolver) AllocatedNodes(ctx context.Context, cluster string) ([]*model.Count, error) {
	data, err := r.Repo.AllocatedNodes(cluster)
	if err != nil {
		cclog.Warn("Error while fetching allocated nodes")
		return nil, err
	}

	counts := make([]*model.Count, 0, len(data))
	for subcluster, hosts := range data {
		counts = append(counts, &model.Count{
			Name:  subcluster,
			Count: len(hosts),
		})
	}

	return counts, nil
}

// Node is the resolver for the node field.
func (r *queryResolver) Node(ctx context.Context, id string) (*schema.Node, error) {
	repo := repository.GetNodeRepository()
	numericID, err := strconv.ParseInt(id, 10, 64)
	if err != nil {
		cclog.Warn("Error while parsing job id")
		return nil, err
	}
	return repo.GetNodeByID(numericID, false)
}

// Nodes is the resolver for the nodes field.
func (r *queryResolver) Nodes(ctx context.Context, filter []*model.NodeFilter, order *model.OrderByInput) (*model.NodeStateResultList, error) {
	repo := repository.GetNodeRepository()
	nodes, err := repo.QueryNodes(ctx, filter, nil, order) // Ignore Paging, Order Unused
	count := len(nodes)
	return &model.NodeStateResultList{Items: nodes, Count: &count}, err
}

// NodesWithMeta is the resolver for the nodesWithMeta field.
func (r *queryResolver) NodesWithMeta(ctx context.Context, filter []*model.NodeFilter, order *model.OrderByInput) (*model.NodeStateResultList, error) {
	// Why Extra Handler? -> graphql.CollectAllFields(ctx) only returns toplevel fields (i.e.: items, count), and not subfields like item.metaData
	repo := repository.GetNodeRepository()
	nodes, err := repo.QueryNodesWithMeta(ctx, filter, nil, order) // Ignore Paging, Order Unused
	count := len(nodes)
	return &model.NodeStateResultList{Items: nodes, Count: &count}, err
}

// NodeStates is the resolver for the nodeStates field.
func (r *queryResolver) NodeStates(ctx context.Context, filter []*model.NodeFilter) ([]*model.NodeStates, error) {
	repo := repository.GetNodeRepository()

	stateCounts, serr := repo.CountStates(ctx, filter, "node_state")
	if serr != nil {
		cclog.Warnf("Error while counting nodeStates: %s", serr.Error())
		return nil, serr
	}

	healthCounts, herr := repo.CountStates(ctx, filter, "health_state")
	if herr != nil {
		cclog.Warnf("Error while counting healthStates: %s", herr.Error())
		return nil, herr
	}

	allCounts := append(stateCounts, healthCounts...)

	return allCounts, nil
}

// NodeStatesTimed is the resolver for the nodeStatesTimed field.
func (r *queryResolver) NodeStatesTimed(ctx context.Context, filter []*model.NodeFilter, typeArg string) ([]*model.NodeStatesTimed, error) {
	repo := repository.GetNodeRepository()

	if typeArg == "node" {
		stateCounts, serr := repo.CountStatesTimed(ctx, filter, "node_state")
		if serr != nil {
			cclog.Warnf("Error while counting nodeStates in time: %s", serr.Error())
			return nil, serr
		}
		return stateCounts, nil
	}

	if typeArg == "health" {
		healthCounts, herr := repo.CountStatesTimed(ctx, filter, "health_state")
		if herr != nil {
			cclog.Warnf("Error while counting healthStates in time: %s", herr.Error())
			return nil, herr
		}
		return healthCounts, nil
	}

	return nil, errors.New("unknown Node State Query Type")
}

// Job is the resolver for the job field.
func (r *queryResolver) Job(ctx context.Context, id string) (*schema.Job, error) {
	numericID, err := strconv.ParseInt(id, 10, 64)
	if err != nil {
		cclog.Warn("Error while parsing job id")
		return nil, err
	}

	job, err := r.Repo.FindByID(ctx, numericID)
	if err != nil {
		cclog.Warn("Error while finding job by id")
		return nil, err
	}

	if user := repository.GetUserFromContext(ctx); user != nil &&
		job.User != user.Username &&
		user.HasNotRoles([]schema.Role{schema.RoleAdmin, schema.RoleSupport, schema.RoleManager}) {
		return nil, errors.New("you are not allowed to see this job")
	}

	return job, nil
}

// JobMetrics is the resolver for the jobMetrics field.
func (r *queryResolver) JobMetrics(ctx context.Context, id string, metrics []string, scopes []schema.MetricScope, resolution *int) ([]*model.JobMetricWithName, error) {
	if resolution == nil { // Load from Config
		if config.Keys.EnableResampling != nil {
			defaultRes := slices.Max(config.Keys.EnableResampling.Resolutions)
			resolution = &defaultRes
		} else { // Set 0 (Loads configured metric timestep)
			defaultRes := 0
			resolution = &defaultRes
		}
	}

	job, err := r.Query().Job(ctx, id)
	if err != nil {
		cclog.Warn("Error while querying job for metrics")
		return nil, err
	}

	data, err := metricdispatch.LoadData(job, metrics, scopes, ctx, *resolution)
	if err != nil {
		cclog.Warn("Error while loading job data")
		return nil, err
	}

	res := []*model.JobMetricWithName{}
	for name, md := range data {
		for scope, metric := range md {
			res = append(res, &model.JobMetricWithName{
				Name:   name,
				Scope:  scope,
				Metric: metric,
			})
		}
	}

	return res, err
}

// JobStats is the resolver for the jobStats field.
func (r *queryResolver) JobStats(ctx context.Context, id string, metrics []string) ([]*model.NamedStats, error) {
	job, err := r.Query().Job(ctx, id)
	if err != nil {
		cclog.Warnf("Error while querying job %s for metadata", id)
		return nil, err
	}

	data, err := metricdispatch.LoadJobStats(job, metrics, ctx)
	if err != nil {
		cclog.Warnf("Error while loading jobStats data for job id %s", id)
		return nil, err
	}

	res := []*model.NamedStats{}
	for name, md := range data {
		res = append(res, &model.NamedStats{
			Name: name,
			Data: &md,
		})
	}

	return res, err
}

// ScopedJobStats is the resolver for the scopedJobStats field.
func (r *queryResolver) ScopedJobStats(ctx context.Context, id string, metrics []string, scopes []schema.MetricScope) ([]*model.NamedStatsWithScope, error) {
	job, err := r.Query().Job(ctx, id)
	if err != nil {
		cclog.Warnf("Error while querying job %s for metadata", id)
		return nil, err
	}

	data, err := metricdispatch.LoadScopedJobStats(job, metrics, scopes, ctx)
	if err != nil {
		cclog.Warnf("Error while loading scopedJobStats data for job id %s", id)
		return nil, err
	}

	res := make([]*model.NamedStatsWithScope, 0)
	for name, scoped := range data {
		for scope, stats := range scoped {

			mdlStats := make([]*model.ScopedStats, 0)
			for _, stat := range stats {
				mdlStats = append(mdlStats, &model.ScopedStats{
					Hostname: stat.Hostname,
					ID:       stat.ID,
					Data:     stat.Data,
				})
			}

			res = append(res, &model.NamedStatsWithScope{
				Name:  name,
				Scope: scope,
				Stats: mdlStats,
			})
		}
	}

	return res, nil
}

// Jobs is the resolver for the jobs field.
func (r *queryResolver) Jobs(ctx context.Context, filter []*model.JobFilter, page *model.PageRequest, order *model.OrderByInput) (*model.JobResultList, error) {
	if page == nil {
		page = &model.PageRequest{
			ItemsPerPage: 50,
			Page:         1,
		}
	}

	jobs, err := r.Repo.QueryJobs(ctx, filter, page, order)
	if err != nil {
		cclog.Warn("Error while querying jobs")
		return nil, err
	}

	count, err := r.Repo.CountJobs(ctx, filter)
	if err != nil {
		cclog.Warn("Error while counting jobs")
		return nil, err
	}

	// Note: Even if App-Default 'config.Keys.UiDefaults["job_list_usePaging"]' is set, always return hasNextPage boolean.
	// Users can decide in frontend to use continuous scroll, even if app-default is paging!
	// Skip if page.ItemsPerPage == -1 ("Load All" -> No Next Page required, Status Dashboards)
	/*
	  Example Page 4 @ 10 IpP : Does item 41 exist?
	  Minimal Page 41 @ 1 IpP : If len(result) is 1, Page 5 @ 10 IpP exists.
	*/
	hasNextPage := false
	if page.ItemsPerPage != -1 {
		nextPage := &model.PageRequest{
			ItemsPerPage: 1,
			Page:         ((page.Page * page.ItemsPerPage) + 1),
		}
		nextJobs, err := r.Repo.QueryJobs(ctx, filter, nextPage, order)
		if err != nil {
			cclog.Warn("Error while querying next jobs")
			return nil, err
		}
		hasNextPage = len(nextJobs) == 1
	}

	return &model.JobResultList{Items: jobs, Count: &count, HasNextPage: &hasNextPage}, nil
}

// JobsStatistics is the resolver for the jobsStatistics field.
func (r *queryResolver) JobsStatistics(ctx context.Context, filter []*model.JobFilter, metrics []string, page *model.PageRequest, sortBy *model.SortByAggregate, groupBy *model.Aggregate, numDurationBins *string, numMetricBins *int) ([]*model.JobsStatistics, error) {
	var err error
	var stats []*model.JobsStatistics

	// Top Level Defaults
	defaultDurationBins := "1h"
	defaultMetricBins := 10

	// Build requested fields map for selective column computation
	statsFields := []string{"totalJobs", "totalUsers", "totalWalltime", "totalNodes", "totalCores",
		"totalAccs", "totalNodeHours", "totalCoreHours", "totalAccHours", "runningJobs", "shortJobs"}
	reqFields := make(map[string]bool, len(statsFields))
	fetchedMainStats := false
	for _, f := range statsFields {
		if requireField(ctx, f) {
			reqFields[f] = true
			if f != "runningJobs" && f != "shortJobs" {
				fetchedMainStats = true
			}
		}
	}

	if fetchedMainStats {
		if groupBy == nil {
			stats, err = r.Repo.JobsStats(ctx, filter, reqFields)
		} else {
			stats, err = r.Repo.JobsStatsGrouped(ctx, filter, page, sortBy, groupBy, reqFields)
		}
	} else {
		stats = make([]*model.JobsStatistics, 0, 1)
		stats = append(stats, &model.JobsStatistics{})
	}

	// runningJobs and shortJobs are already inlined in JobsStats/JobsStatsGrouped.
	// Only run separate count queries if main stats were not fetched.
	if !fetchedMainStats {
		if groupBy != nil {
			if requireField(ctx, "shortJobs") {
				stats, err = r.Repo.AddJobCountGrouped(ctx, filter, groupBy, stats, "short")
			}
			if requireField(ctx, "runningJobs") {
				stats, err = r.Repo.AddJobCountGrouped(ctx, filter, groupBy, stats, "running")
			}
		} else {
			if requireField(ctx, "shortJobs") {
				stats, err = r.Repo.AddJobCount(ctx, filter, stats, "short")
			}
			if requireField(ctx, "runningJobs") {
				stats, err = r.Repo.AddJobCount(ctx, filter, stats, "running")
			}
		}
	}

	if err != nil {
		return nil, err
	}

	if requireField(ctx, "histDuration") || requireField(ctx, "histNumNodes") || requireField(ctx, "histNumCores") || requireField(ctx, "histNumAccs") {

		if numDurationBins == nil {
			numDurationBins = &defaultDurationBins
		}

		if groupBy == nil {
			stats[0], err = r.Repo.AddHistograms(ctx, filter, stats[0], numDurationBins)
			if err != nil {
				return nil, err
			}
		} else {
			return nil, errors.New("histograms only implemented without groupBy argument")
		}
	}

	if requireField(ctx, "histMetrics") {

		if numMetricBins == nil {
			numMetricBins = &defaultMetricBins
		}

		if groupBy == nil {
			stats[0], err = r.Repo.AddMetricHistograms(ctx, filter, metrics, stats[0], numMetricBins)
			if err != nil {
				return nil, err
			}
		} else {
			return nil, errors.New("metric histograms only implemented without groupBy argument")
		}
	}

	return stats, nil
}

// JobsMetricStats is the resolver for the jobsMetricStats field.
func (r *queryResolver) JobsMetricStats(ctx context.Context, filter []*model.JobFilter, metrics []string) ([]*model.JobStats, error) {
	// No Paging, Fixed Order by StartTime ASC
	order := &model.OrderByInput{
		Field: "startTime",
		Type:  "col",
		Order: "ASC",
	}

	jobs, err := r.Repo.QueryJobs(ctx, filter, nil, order)
	if err != nil {
		cclog.Warn("Error while querying jobs for comparison")
		return nil, err
	}

	res := []*model.JobStats{}
	for _, job := range jobs {
		data, err := metricdispatch.LoadJobStats(job, metrics, ctx)
		if err != nil {
			cclog.Warnf("Error while loading comparison jobStats data for job id %d", job.JobID)
			continue
			// return nil, err
		}

		sres := []*model.NamedStats{}
		for name, md := range data {
			sres = append(sres, &model.NamedStats{
				Name: name,
				Data: &md,
			})
		}

		numThreadsInt := int(job.NumHWThreads)
		numAccsInt := int(job.NumAcc)
		res = append(res, &model.JobStats{
			ID:              int(*job.ID),
			JobID:           strconv.Itoa(int(job.JobID)),
			StartTime:       int(job.StartTime),
			Duration:        int(job.Duration),
			Cluster:         job.Cluster,
			SubCluster:      job.SubCluster,
			NumNodes:        int(job.NumNodes),
			NumHWThreads:    &numThreadsInt,
			NumAccelerators: &numAccsInt,
			Stats:           sres,
		})
	}
	return res, err
}

// JobsFootprints is the resolver for the jobsFootprints field.
func (r *queryResolver) JobsFootprints(ctx context.Context, filter []*model.JobFilter, metrics []string) (*model.Footprints, error) {
	// NOTE: Legacy Naming! This resolver is for normalized histograms in analysis view only - *Not* related to DB "footprint" column!
	return r.jobsFootprints(ctx, filter, metrics)
}

// RooflineHeatmap is the resolver for the rooflineHeatmap field.
func (r *queryResolver) RooflineHeatmap(ctx context.Context, filter []*model.JobFilter, rows int, cols int, minX float64, minY float64, maxX float64, maxY float64) ([][]float64, error) {
	return r.rooflineHeatmap(ctx, filter, rows, cols, minX, minY, maxX, maxY)
}

// NodeMetrics is the resolver for the nodeMetrics field.
func (r *queryResolver) NodeMetrics(ctx context.Context, cluster string, nodes []string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time) ([]*model.NodeMetrics, error) {
	user := repository.GetUserFromContext(ctx)
	if user != nil && !user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) {
		return nil, errors.New("you need to be administrator or support staff for this query")
	}

	defaultMetrics := make([]string, 0)
	for _, mc := range archive.GetCluster(cluster).MetricConfig {
		defaultMetrics = append(defaultMetrics, mc.Name)
	}
	if metrics == nil {
		metrics = defaultMetrics
	} else {
		metrics = slices.DeleteFunc(metrics, func(metric string) bool {
			return !slices.Contains(defaultMetrics, metric) // Remove undefined metrics.
		})
	}

	data, err := metricdispatch.LoadNodeData(cluster, metrics, nodes, scopes, from, to, ctx)
	if err != nil {
		cclog.Warn("error while loading node data")
		return nil, err
	}

	nodeRepo := repository.GetNodeRepository()
	stateMap, _ := nodeRepo.MapNodes(cluster)

	nodeMetrics := make([]*model.NodeMetrics, 0, len(data))
	for hostname, metrics := range data {
		host := &model.NodeMetrics{
			Host:    hostname,
			State:   stateMap[hostname],
			Metrics: make([]*model.JobMetricWithName, 0, len(metrics)*len(scopes)),
		}
		host.SubCluster, err = archive.GetSubClusterByNode(cluster, hostname)
		if err != nil {
			cclog.Warnf("error in nodeMetrics resolver: %s", err)
		}

		for metric, scopedMetrics := range metrics {
			for _, scopedMetric := range scopedMetrics {
				host.Metrics = append(host.Metrics, &model.JobMetricWithName{
					Name:   metric,
					Scope:  schema.MetricScopeNode,
					Metric: scopedMetric,
				})
			}
		}

		nodeMetrics = append(nodeMetrics, host)
	}

	return nodeMetrics, nil
}

// NodeMetricsList is the resolver for the nodeMetricsList field.
func (r *queryResolver) NodeMetricsList(ctx context.Context, cluster string, subCluster string, stateFilter string, nodeFilter string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time, page *model.PageRequest, resolution *int) (*model.NodesResultList, error) {
	if resolution == nil { // Load from Config
		if config.Keys.EnableResampling != nil {
			defaultRes := slices.Max(config.Keys.EnableResampling.Resolutions)
			resolution = &defaultRes
		} else { // Set 0 (Loads configured metric timestep)
			defaultRes := 0
			resolution = &defaultRes
		}
	}

	user := repository.GetUserFromContext(ctx)
	if user != nil && !user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) {
		return nil, errors.New("you need to be administrator or support staff for this query")
	}

	nodeRepo := repository.GetNodeRepository()
	// nodes -> array hostname
	nodes, stateMap, countNodes, hasNextPage, nerr := nodeRepo.GetNodesForList(ctx, cluster, subCluster, stateFilter, nodeFilter, page)
	if nerr != nil {
		return nil, errors.New("could not retrieve node list required for resolving NodeMetricsList")
	}

	if metrics == nil {
		for _, mc := range archive.GetCluster(cluster).MetricConfig {
			metrics = append(metrics, mc.Name)
		}
	}

	// data -> map hostname:jobdata
	data, err := metricdispatch.LoadNodeListData(cluster, subCluster, nodes, metrics, scopes, *resolution, from, to, ctx)
	if err != nil {
		cclog.Warn("error while loading node data (Resolver.NodeMetricsList")
		return nil, err
	}

	nodeMetricsList := make([]*model.NodeMetrics, 0, len(data))
	for _, hostname := range nodes {
		host := &model.NodeMetrics{
			Host:    hostname,
			State:   stateMap[hostname],
			Metrics: make([]*model.JobMetricWithName, 0),
		}
		host.SubCluster, err = archive.GetSubClusterByNode(cluster, hostname)
		if err != nil {
			cclog.Warnf("error in nodeMetrics resolver: %s", err)
		}

		for metric, scopedMetrics := range data[hostname] {
			for scope, scopedMetric := range scopedMetrics {
				host.Metrics = append(host.Metrics, &model.JobMetricWithName{
					Name:   metric,
					Scope:  scope,
					Metric: scopedMetric,
				})
			}
		}

		nodeMetricsList = append(nodeMetricsList, host)
	}

	nodeMetricsListResult := &model.NodesResultList{
		Items: nodeMetricsList,
		// TotalNodes depends on sum of nodes grouped on latest timestamp, see repo/node.go:357
		TotalNodes:  &countNodes,
		HasNextPage: &hasNextPage,
	}

	return nodeMetricsListResult, nil
}

// ClusterMetrics is the resolver for the clusterMetrics field.
func (r *queryResolver) ClusterMetrics(ctx context.Context, cluster string, metrics []string, from time.Time, to time.Time) (*model.ClusterMetrics, error) {
	user := repository.GetUserFromContext(ctx)
	if user != nil && !user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) {
		return nil, errors.New("you need to be administrator or support staff for this query")
	}

	if metrics == nil {
		for _, mc := range archive.GetCluster(cluster).MetricConfig {
			metrics = append(metrics, mc.Name)
		}
	}

	// 'nodes' == nil -> Defaults to all nodes of cluster for existing query workflow
	scopes := []schema.MetricScope{"node"}
	data, err := metricdispatch.LoadNodeData(cluster, metrics, nil, scopes, from, to, ctx)
	if err != nil {
		cclog.Warn("error while loading node data")
		return nil, err
	}

	clusterMetricData := make([]*model.ClusterMetricWithName, 0)
	clusterMetrics := model.ClusterMetrics{NodeCount: 0, Metrics: clusterMetricData}

	collectorTimestep := make(map[string]int)
	collectorUnit := make(map[string]schema.Unit)
	collectorData := make(map[string][]schema.Float)

	for _, metrics := range data {
		clusterMetrics.NodeCount += 1
		for metric, scopedMetrics := range metrics {
			for _, scopedMetric := range scopedMetrics {
				// Collect Info Once
				_, okTimestep := collectorTimestep[metric]
				if !okTimestep {
					collectorTimestep[metric] = scopedMetric.Timestep
				}
				_, okUnit := collectorUnit[metric]
				if !okUnit {
					collectorUnit[metric] = scopedMetric.Unit
				}
				// Collect Data
				for _, ser := range scopedMetric.Series {
					_, okData := collectorData[metric]
					// Init With Datasize > 0
					if !okData && len(ser.Data) != 0 {
						collectorData[metric] = make([]schema.Float, len(ser.Data))
					} else if !okData {
						cclog.Debugf("[SCHEMARESOLVER] clusterMetrics skip init: no data -> %s at %s; size %d", metric, ser.Hostname, len(ser.Data))
					}
					// Sum if init'd and matching size
					if okData && len(ser.Data) == len(collectorData[metric]) {
						for i, val := range ser.Data {
							if val.IsNaN() {
								continue
							} else {
								collectorData[metric][i] += val
							}
						}
					} else if okData {
						cclog.Debugf("[SCHEMARESOLVER] clusterMetrics skip sum: data diff -> %s at %s; want size %d, have size %d", metric, ser.Hostname, len(collectorData[metric]), len(ser.Data))
					}
				}
			}
		}
	}

	for metricName, data := range collectorData {
		// use ccUnits for backend normalization to "Tera"
		p_old := ccunit.NewPrefix(collectorUnit[metricName].Prefix)
		p_new := ccunit.NewPrefix("T")
		convFunc := ccunit.GetPrefixPrefixFactor(p_old, p_new)
		u_new := schema.Unit{Prefix: p_new.Prefix(), Base: collectorUnit[metricName].Base}

		roundedData := make([]schema.Float, 0)
		for _, v_old := range data {
			v_new := math.Round(convFunc(float64(v_old)).(float64)*100.0) / 100.0
			roundedData = append(roundedData, schema.Float(v_new))
		}

		cm := model.ClusterMetricWithName{
			Name:     metricName,
			Unit:     &u_new,
			Timestep: collectorTimestep[metricName],
			Data:     roundedData,
		}

		clusterMetrics.Metrics = append(clusterMetrics.Metrics, &cm)
	}

	return &clusterMetrics, nil
}

// NumberOfNodes is the resolver for the numberOfNodes field.
func (r *subClusterResolver) NumberOfNodes(ctx context.Context, obj *schema.SubCluster) (int, error) {
	nodeList, err := archive.ParseNodeList(obj.Nodes)
	if err != nil {
		return 0, err
	}
	return nodeList.NodeCount(), nil
}

// Cluster returns generated.ClusterResolver implementation.
func (r *Resolver) Cluster() generated.ClusterResolver { return &clusterResolver{r} }

// Job returns generated.JobResolver implementation.
func (r *Resolver) Job() generated.JobResolver { return &jobResolver{r} }

// MetricValue returns generated.MetricValueResolver implementation.
func (r *Resolver) MetricValue() generated.MetricValueResolver { return &metricValueResolver{r} }

// Mutation returns generated.MutationResolver implementation.
func (r *Resolver) Mutation() generated.MutationResolver { return &mutationResolver{r} }

// Node returns generated.NodeResolver implementation.
func (r *Resolver) Node() generated.NodeResolver { return &nodeResolver{r} }

// Query returns generated.QueryResolver implementation.
func (r *Resolver) Query() generated.QueryResolver { return &queryResolver{r} }

// SubCluster returns generated.SubClusterResolver implementation.
func (r *Resolver) SubCluster() generated.SubClusterResolver { return &subClusterResolver{r} }

type clusterResolver struct{ *Resolver }
type jobResolver struct{ *Resolver }
type metricValueResolver struct{ *Resolver }
type mutationResolver struct{ *Resolver }
type nodeResolver struct{ *Resolver }
type queryResolver struct{ *Resolver }
type subClusterResolver struct{ *Resolver }


	if fetchedMainStats {
		if groupBy == nil {
			stats, err = r.Repo.JobsStats(ctx, filter, reqFields)
		} else {
			stats, err = r.Repo.JobsStatsGrouped(ctx, filter, page, sortBy, groupBy, reqFields)
		}
	} else {

	if fetchedMainStats {
		if groupBy == nil {
			stats, err = r.Repo.JobsStats(ctx, filter, reqFields)
		} else {
			startGrouped := time.Now()
			stats, err = r.Repo.JobsStatsGrouped(ctx, filter, page, sortBy, groupBy, reqFields)
			cclog.Infof("Timer JobsStatsGrouped call: %s", time.Since(startGrouped))
		}
	} else {


	if fetchedMainStats {
		if groupBy == nil {
			stats, err = r.Repo.JobsStats(ctx, filter, reqFields)
		} else {
			startGrouped := time.Now()
			stats, err = r.Repo.JobsStatsGrouped(ctx, filter, page, sortBy, groupBy, reqFields)
			cclog.Infof("Timer JobsStatsGrouped call: %s", time.Since(startGrouped))
		}
	} else {

package graph

// This file will be automatically regenerated based on the schema, any resolver
// implementations
// will be copied through when generating and any unknown code will be moved to the end.
// Code generated by github.com/99designs/gqlgen version v0.17.87

import (
	"context"
	"errors"
	"fmt"
	"math"
	"regexp"
	"slices"
	"strconv"
	"strings"
	"time"

	"github.com/ClusterCockpit/cc-backend/internal/config"
	"github.com/ClusterCockpit/cc-backend/internal/graph/generated"
	"github.com/ClusterCockpit/cc-backend/internal/graph/model"
	"github.com/ClusterCockpit/cc-backend/internal/metricdispatch"
	"github.com/ClusterCockpit/cc-backend/internal/repository"
	"github.com/ClusterCockpit/cc-backend/pkg/archive"
	cclog "github.com/ClusterCockpit/cc-lib/v2/ccLogger"
	ccunit "github.com/ClusterCockpit/cc-lib/v2/ccUnits"
	"github.com/ClusterCockpit/cc-lib/v2/schema"
)

// Partitions is the resolver for the partitions field.
func (r *clusterResolver) Partitions(ctx context.Context, obj *schema.Cluster) ([]string, error) {
	return r.Repo.Partitions(obj.Name)
}

// StartTime is the resolver for the startTime field.
func (r *jobResolver) StartTime(ctx context.Context, obj *schema.Job) (*time.Time, error) {
	timestamp := time.Unix(obj.StartTime, 0)
	return &timestamp, nil
}

// Tags is the resolver for the tags field.
func (r *jobResolver) Tags(ctx context.Context, obj *schema.Job) ([]*schema.Tag, error) {
	return r.Repo.GetTags(repository.GetUserFromContext(ctx), obj.ID)
}

// ConcurrentJobs is the resolver for the concurrentJobs field.
func (r *jobResolver) ConcurrentJobs(ctx context.Context, obj *schema.Job) (*model.JobLinkResultList, error) {
	// FIXME: Make the hardcoded duration configurable
	if obj.Shared != "none" && obj.Duration > 600 {
		return r.Repo.FindConcurrentJobs(ctx, obj)
	}

	return nil, nil
}

// Footprint is the resolver for the footprint field.
func (r *jobResolver) Footprint(ctx context.Context, obj *schema.Job) ([]*model.FootprintValue, error) {
	rawFootprint, err := r.Repo.FetchFootprint(obj)
	if err != nil {
		cclog.Warn("Error while fetching job footprint data")
		return nil, err
	}

	res := []*model.FootprintValue{}
	for name, value := range rawFootprint {

		parts := strings.Split(name, "_")
		statPart := parts[len(parts)-1]
		nameParts := parts[:len(parts)-1]

		res = append(res, &model.FootprintValue{
			Name:  strings.Join(nameParts, "_"),
			Stat:  statPart,
			Value: value,
		})
	}

	return res, err
}

// EnergyFootprint is the resolver for the energyFootprint field.
func (r *jobResolver) EnergyFootprint(ctx context.Context, obj *schema.Job) ([]*model.EnergyFootprintValue, error) {
	rawEnergyFootprint, err := r.Repo.FetchEnergyFootprint(obj)
	if err != nil {
		cclog.Warn("Error while fetching job energy footprint data")
		return nil, err
	}

	res := []*model.EnergyFootprintValue{}
	for name, value := range rawEnergyFootprint {
		// Suboptimal: Nearly hardcoded metric name expectations
		matchCPU := regexp.MustCompile(`cpu|Cpu|CPU`)
		matchAcc := regexp.MustCompile(`acc|Acc|ACC`)
		matchMem := regexp.MustCompile(`mem|Mem|MEM`)
		matchCore := regexp.MustCompile(`core|Core|CORE`)

		hwType := ""
		switch test := name; { // NOtice ';' for var declaration
		case matchCPU.MatchString(test):
			hwType = "CPU"
		case matchAcc.MatchString(test):
			hwType = "Accelerator"
		case matchMem.MatchString(test):
			hwType = "Memory"
		case matchCore.MatchString(test):
			hwType = "Core"
		default:
			hwType = "Other"
		}

		res = append(res, &model.EnergyFootprintValue{
			Hardware: hwType,
			Metric:   name,
			Value:    value,
		})
	}
	return res, err
}

// MetaData is the resolver for the metaData field.
func (r *jobResolver) MetaData(ctx context.Context, obj *schema.Job) (any, error) {
	return r.Repo.FetchMetadata(obj)
}

// UserData is the resolver for the userData field.
func (r *jobResolver) UserData(ctx context.Context, obj *schema.Job) (*model.User, error) {
	return repository.GetUserRepository().FetchUserInCtx(ctx, obj.User)
}

// Name is the resolver for the name field.
func (r *metricValueResolver) Name(ctx context.Context, obj *schema.MetricValue) (*string, error) {
	panic(fmt.Errorf("not implemented: Name - name"))
}

// CreateTag is the resolver for the createTag field.
func (r *mutationResolver) CreateTag(ctx context.Context, typeArg string, name string, scope string) (*schema.Tag, error) {
	user := repository.GetUserFromContext(ctx)
	if user == nil {
		return nil, fmt.Errorf("no user in context")
	}

	// Test Access: Admins && Admin Tag OR Support/Admin and Global Tag OR Everyone && Private Tag
	if user.HasRole(schema.RoleAdmin) && scope == "admin" ||
		user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) && scope == "global" ||
		user.Username == scope {
		// Create in DB
		id, err := r.Repo.CreateTag(typeArg, name, scope)
		if err != nil {
			cclog.Warn("Error while creating tag")
			return nil, err
		}
		return &schema.Tag{ID: id, Type: typeArg, Name: name, Scope: scope}, nil
	} else {
		cclog.Warnf("Not authorized to create tag with scope: %s", scope)
		return nil, fmt.Errorf("not authorized to create tag with scope: %s", scope)
	}
}

// DeleteTag is the resolver for the deleteTag field.
func (r *mutationResolver) DeleteTag(ctx context.Context, id string) (string, error) {
	// This Uses ID string <-> ID string, removeTagFromList uses []string <-> []int
	panic(fmt.Errorf("not implemented: DeleteTag - deleteTag"))
}

// AddTagsToJob is the resolver for the addTagsToJob field.
func (r *mutationResolver) AddTagsToJob(ctx context.Context, job string, tagIds []string) ([]*schema.Tag, error) {
	user := repository.GetUserFromContext(ctx)
	if user == nil {
		return nil, fmt.Errorf("no user in context")
	}

	jid, err := strconv.ParseInt(job, 10, 64)
	if err != nil {
		cclog.Warn("Error while adding tag to job")
		return nil, err
	}

	tags := []*schema.Tag{}
	for _, tagID := range tagIds {
		// Get ID
		tid, err := strconv.ParseInt(tagID, 10, 64)
		if err != nil {
			cclog.Warn("Error while parsing tag id")
			return nil, err
		}

		// Test Exists
		_, _, tscope, exists := r.Repo.TagInfo(tid)
		if !exists {
			cclog.Warnf("Tag does not exist (ID): %d", tid)
			return nil, fmt.Errorf("tag does not exist (ID): %d", tid)
		}

		// Test Access: Admins && Admin Tag OR Support/Admin and Global Tag OR Everyone && Private Tag
		if user.HasRole(schema.RoleAdmin) && tscope == "admin" ||
			user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) && tscope == "global" ||
			user.Username == tscope {
			// Add to Job
			if tags, err = r.Repo.AddTag(user, jid, tid); err != nil {
				cclog.Warn("Error while adding tag")
				return nil, err
			}
		} else {
			cclog.Warnf("Not authorized to add tag: %d", tid)
			return nil, fmt.Errorf("not authorized to add tag: %d", tid)
		}
	}

	return tags, nil
}

// RemoveTagsFromJob is the resolver for the removeTagsFromJob field.
func (r *mutationResolver) RemoveTagsFromJob(ctx context.Context, job string, tagIds []string) ([]*schema.Tag, error) {
	user := repository.GetUserFromContext(ctx)
	if user == nil {
		return nil, fmt.Errorf("no user in context")
	}

	jid, err := strconv.ParseInt(job, 10, 64)
	if err != nil {
		cclog.Warn("Error while parsing job id")
		return nil, err
	}

	tags := []*schema.Tag{}
	for _, tagID := range tagIds {
		// Get ID
		tid, err := strconv.ParseInt(tagID, 10, 64)
		if err != nil {
			cclog.Warn("Error while parsing tag id")
			return nil, err
		}

		// Test Exists
		_, _, tscope, exists := r.Repo.TagInfo(tid)
		if !exists {
			cclog.Warnf("Tag does not exist (ID): %d", tid)
			return nil, fmt.Errorf("tag does not exist (ID): %d", tid)
		}

		// Test Access: Admins && Admin Tag OR Support/Admin and Global Tag OR Everyone && Private Tag
		if user.HasRole(schema.RoleAdmin) && tscope == "admin" ||
			user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) && tscope == "global" ||
			user.Username == tscope {
			// Remove from Job
			if tags, err = r.Repo.RemoveTag(user, jid, tid); err != nil {
				cclog.Warn("Error while removing tag")
				return nil, err
			}
		} else {
			cclog.Warnf("Not authorized to remove tag: %d", tid)
			return nil, fmt.Errorf("not authorized to remove tag: %d", tid)
		}

	}

	return tags, nil
}

// RemoveTagFromList is the resolver for the removeTagFromList field.
func (r *mutationResolver) RemoveTagFromList(ctx context.Context, tagIds []string) ([]int, error) {
	// Needs Contextuser
	user := repository.GetUserFromContext(ctx)
	if user == nil {
		return nil, fmt.Errorf("no user in context")
	}

	tags := []int{}
	for _, tagID := range tagIds {
		// Get ID
		tid, err := strconv.ParseInt(tagID, 10, 64)
		if err != nil {
			cclog.Warn("Error while parsing tag id for removal")
			return nil, err
		}

		// Test Exists
		_, _, tscope, exists := r.Repo.TagInfo(tid)
		if !exists {
			cclog.Warnf("Tag does not exist (ID): %d", tid)
			return nil, fmt.Errorf("tag does not exist (ID): %d", tid)
		}

		// Test Access: Admins && Admin Tag OR Everyone && Private Tag
		if user.HasRole(schema.RoleAdmin) && (tscope == "global" || tscope == "admin") || user.Username == tscope {
			// Remove from DB
			if err = r.Repo.RemoveTagByID(tid); err != nil {
				cclog.Warn("Error while removing tag")
				return nil, err
			} else {
				tags = append(tags, int(tid))
			}
		} else {
			cclog.Warnf("Not authorized to remove tag: %d", tid)
			return nil, fmt.Errorf("not authorized to remove tag: %d", tid)
		}
	}
	return tags, nil
}

// UpdateConfiguration is the resolver for the updateConfiguration field.
func (r *mutationResolver) UpdateConfiguration(ctx context.Context, name string, value string) (*string, error) {
	if err := repository.GetUserCfgRepo().UpdateConfig(name, value, repository.GetUserFromContext(ctx)); err != nil {
		cclog.Warn("Error while updating user config")
		return nil, err
	}

	return nil, nil
}

// ID is the resolver for the id field.
func (r *nodeResolver) ID(ctx context.Context, obj *schema.Node) (string, error) {
	panic(fmt.Errorf("not implemented: ID - id"))
}

// SchedulerState is the resolver for the schedulerState field.
func (r *nodeResolver) SchedulerState(ctx context.Context, obj *schema.Node) (schema.SchedulerState, error) {
	if obj.NodeState != "" {
		return obj.NodeState, nil
	} else {
		return "", fmt.Errorf("resolver: no SchedulerState (NodeState) on node object")
	}
}

// HealthState is the resolver for the healthState field.
func (r *nodeResolver) HealthState(ctx context.Context, obj *schema.Node) (string, error) {
	if obj.HealthState != "" {
		return string(obj.HealthState), nil
	} else {
		return "", fmt.Errorf("resolver: no HealthState (NodeState) on node object")
	}
}

// MetaData is the resolver for the metaData field.
func (r *nodeResolver) MetaData(ctx context.Context, obj *schema.Node) (any, error) {
	if obj.MetaData != nil {
		return obj.MetaData, nil
	} else {
		cclog.Debug("resolver: no MetaData (NodeState) on node object")
		emptyMeta := make(map[string]string, 0)
		return emptyMeta, nil
	}
}

// HealthData is the resolver for the healthData field.
func (r *nodeResolver) HealthData(ctx context.Context, obj *schema.Node) (any, error) {
	if obj.HealthData != nil {
		return obj.HealthData, nil
	} else {
		cclog.Debug("resolver: no HealthData (NodeState) on node object")
		emptyHealth := make(map[string][]string, 0)
		return emptyHealth, nil
	}
}

// Clusters is the resolver for the clusters field.
func (r *queryResolver) Clusters(ctx context.Context) ([]*schema.Cluster, error) {
	return archive.Clusters, nil
}

// Tags is the resolver for the tags field.
func (r *queryResolver) Tags(ctx context.Context) ([]*schema.Tag, error) {
	return r.Repo.GetTags(repository.GetUserFromContext(ctx), nil)
}

// GlobalMetrics is the resolver for the globalMetrics field.
func (r *queryResolver) GlobalMetrics(ctx context.Context) ([]*schema.GlobalMetricListItem, error) {
	user := repository.GetUserFromContext(ctx)

	if user != nil {
		if user.HasRole(schema.RoleUser) || user.HasRole(schema.RoleManager) {
			return archive.GlobalUserMetricList, nil
		}
	}

	return archive.GlobalMetricList, nil
}

// User is the resolver for the user field.
func (r *queryResolver) User(ctx context.Context, username string) (*model.User, error) {
	return repository.GetUserRepository().FetchUserInCtx(ctx, username)
}

// AllocatedNodes is the resolver for the allocatedNodes field.
func (r *queryResolver) AllocatedNodes(ctx context.Context, cluster string) ([]*model.Count, error) {
	data, err := r.Repo.AllocatedNodes(cluster)
	if err != nil {
		cclog.Warn("Error while fetching allocated nodes")
		return nil, err
	}

	counts := make([]*model.Count, 0, len(data))
	for subcluster, hosts := range data {
		counts = append(counts, &model.Count{
			Name:  subcluster,
			Count: len(hosts),
		})
	}

	return counts, nil
}

// Node is the resolver for the node field.
func (r *queryResolver) Node(ctx context.Context, id string) (*schema.Node, error) {
	repo := repository.GetNodeRepository()
	numericID, err := strconv.ParseInt(id, 10, 64)
	if err != nil {
		cclog.Warn("Error while parsing job id")
		return nil, err
	}
	return repo.GetNodeByID(numericID, false)
}

// Nodes is the resolver for the nodes field.
func (r *queryResolver) Nodes(ctx context.Context, filter []*model.NodeFilter, order *model.OrderByInput) (*model.NodeStateResultList, error) {
	repo := repository.GetNodeRepository()
	nodes, err := repo.QueryNodes(ctx, filter, nil, order) // Ignore Paging, Order Unused
	count := len(nodes)
	return &model.NodeStateResultList{Items: nodes, Count: &count}, err
}

// NodesWithMeta is the resolver for the nodesWithMeta field.
func (r *queryResolver) NodesWithMeta(ctx context.Context, filter []*model.NodeFilter, order *model.OrderByInput) (*model.NodeStateResultList, error) {
	// Why Extra Handler? -> graphql.CollectAllFields(ctx) only returns toplevel fields (i.e.: items, count), and not subfields like item.metaData
	repo := repository.GetNodeRepository()
	nodes, err := repo.QueryNodesWithMeta(ctx, filter, nil, order) // Ignore Paging, Order Unused
	count := len(nodes)
	return &model.NodeStateResultList{Items: nodes, Count: &count}, err
}

// NodeStates is the resolver for the nodeStates field.
func (r *queryResolver) NodeStates(ctx context.Context, filter []*model.NodeFilter) ([]*model.NodeStates, error) {
	repo := repository.GetNodeRepository()

	stateCounts, serr := repo.CountStates(ctx, filter, "node_state")
	if serr != nil {
		cclog.Warnf("Error while counting nodeStates: %s", serr.Error())
		return nil, serr
	}

	healthCounts, herr := repo.CountStates(ctx, filter, "health_state")
	if herr != nil {
		cclog.Warnf("Error while counting healthStates: %s", herr.Error())
		return nil, herr
	}

	allCounts := append(stateCounts, healthCounts...)

	return allCounts, nil
}

// NodeStatesTimed is the resolver for the nodeStatesTimed field.
func (r *queryResolver) NodeStatesTimed(ctx context.Context, filter []*model.NodeFilter, typeArg string) ([]*model.NodeStatesTimed, error) {
	repo := repository.GetNodeRepository()

	if typeArg == "node" {
		stateCounts, serr := repo.CountStatesTimed(ctx, filter, "node_state")
		if serr != nil {
			cclog.Warnf("Error while counting nodeStates in time: %s", serr.Error())
			return nil, serr
		}
		return stateCounts, nil
	}

	if typeArg == "health" {
		healthCounts, herr := repo.CountStatesTimed(ctx, filter, "health_state")
		if herr != nil {
			cclog.Warnf("Error while counting healthStates in time: %s", herr.Error())
			return nil, herr
		}
		return healthCounts, nil
	}

	return nil, errors.New("unknown Node State Query Type")
}

// Job is the resolver for the job field.
func (r *queryResolver) Job(ctx context.Context, id string) (*schema.Job, error) {
	numericID, err := strconv.ParseInt(id, 10, 64)
	if err != nil {
		cclog.Warn("Error while parsing job id")
		return nil, err
	}

	job, err := r.Repo.FindByID(ctx, numericID)
	if err != nil {
		cclog.Warn("Error while finding job by id")
		return nil, err
	}

	if user := repository.GetUserFromContext(ctx); user != nil &&
		job.User != user.Username &&
		user.HasNotRoles([]schema.Role{schema.RoleAdmin, schema.RoleSupport, schema.RoleManager}) {
		return nil, errors.New("you are not allowed to see this job")
	}

	return job, nil
}

// JobMetrics is the resolver for the jobMetrics field.
func (r *queryResolver) JobMetrics(ctx context.Context, id string, metrics []string, scopes []schema.MetricScope, resolution *int) ([]*model.JobMetricWithName, error) {
	if resolution == nil { // Load from Config
		if config.Keys.EnableResampling != nil {
			defaultRes := slices.Max(config.Keys.EnableResampling.Resolutions)
			resolution = &defaultRes
		} else { // Set 0 (Loads configured metric timestep)
			defaultRes := 0
			resolution = &defaultRes
		}
	}

	job, err := r.Query().Job(ctx, id)
	if err != nil {
		cclog.Warn("Error while querying job for metrics")
		return nil, err
	}

	data, err := metricdispatch.LoadData(job, metrics, scopes, ctx, *resolution)
	if err != nil {
		cclog.Warn("Error while loading job data")
		return nil, err
	}

	res := []*model.JobMetricWithName{}
	for name, md := range data {
		for scope, metric := range md {
			res = append(res, &model.JobMetricWithName{
				Name:   name,
				Scope:  scope,
				Metric: metric,
			})
		}
	}

	return res, err
}

// JobStats is the resolver for the jobStats field.
func (r *queryResolver) JobStats(ctx context.Context, id string, metrics []string) ([]*model.NamedStats, error) {
	job, err := r.Query().Job(ctx, id)
	if err != nil {
		cclog.Warnf("Error while querying job %s for metadata", id)
		return nil, err
	}

	data, err := metricdispatch.LoadJobStats(job, metrics, ctx)
	if err != nil {
		cclog.Warnf("Error while loading jobStats data for job id %s", id)
		return nil, err
	}

	res := []*model.NamedStats{}
	for name, md := range data {
		res = append(res, &model.NamedStats{
			Name: name,
			Data: &md,
		})
	}

	return res, err
}

// ScopedJobStats is the resolver for the scopedJobStats field.
func (r *queryResolver) ScopedJobStats(ctx context.Context, id string, metrics []string, scopes []schema.MetricScope) ([]*model.NamedStatsWithScope, error) {
	job, err := r.Query().Job(ctx, id)
	if err != nil {
		cclog.Warnf("Error while querying job %s for metadata", id)
		return nil, err
	}

	data, err := metricdispatch.LoadScopedJobStats(job, metrics, scopes, ctx)
	if err != nil {
		cclog.Warnf("Error while loading scopedJobStats data for job id %s", id)
		return nil, err
	}

	res := make([]*model.NamedStatsWithScope, 0)
	for name, scoped := range data {
		for scope, stats := range scoped {

			mdlStats := make([]*model.ScopedStats, 0)
			for _, stat := range stats {
				mdlStats = append(mdlStats, &model.ScopedStats{
					Hostname: stat.Hostname,
					ID:       stat.ID,
					Data:     stat.Data,
				})
			}

			res = append(res, &model.NamedStatsWithScope{
				Name:  name,
				Scope: scope,
				Stats: mdlStats,
			})
		}
	}

	return res, nil
}

// Jobs is the resolver for the jobs field.
func (r *queryResolver) Jobs(ctx context.Context, filter []*model.JobFilter, page *model.PageRequest, order *model.OrderByInput) (*model.JobResultList, error) {
	if page == nil {
		page = &model.PageRequest{
			ItemsPerPage: 50,
			Page:         1,
		}
	}

	jobs, err := r.Repo.QueryJobs(ctx, filter, page, order)
	if err != nil {
		cclog.Warn("Error while querying jobs")
		return nil, err
	}

	count, err := r.Repo.CountJobs(ctx, filter)
	if err != nil {
		cclog.Warn("Error while counting jobs")
		return nil, err
	}

	// Note: Even if App-Default 'config.Keys.UiDefaults["job_list_usePaging"]' is set, always return hasNextPage boolean.
	// Users can decide in frontend to use continuous scroll, even if app-default is paging!
	// Skip if page.ItemsPerPage == -1 ("Load All" -> No Next Page required, Status Dashboards)
	/*
	  Example Page 4 @ 10 IpP : Does item 41 exist?
	  Minimal Page 41 @ 1 IpP : If len(result) is 1, Page 5 @ 10 IpP exists.
	*/
	hasNextPage := false
	if page.ItemsPerPage != -1 {
		nextPage := &model.PageRequest{
			ItemsPerPage: 1,
			Page:         ((page.Page * page.ItemsPerPage) + 1),
		}
		nextJobs, err := r.Repo.QueryJobs(ctx, filter, nextPage, order)
		if err != nil {
			cclog.Warn("Error while querying next jobs")
			return nil, err
		}
		hasNextPage = len(nextJobs) == 1
	}

	return &model.JobResultList{Items: jobs, Count: &count, HasNextPage: &hasNextPage}, nil
}

// JobsStatistics is the resolver for the jobsStatistics field.
func (r *queryResolver) JobsStatistics(ctx context.Context, filter []*model.JobFilter, metrics []string, page *model.PageRequest, sortBy *model.SortByAggregate, groupBy *model.Aggregate, numDurationBins *string, numMetricBins *int) ([]*model.JobsStatistics, error) {
	startOverall := time.Now()
	var err error
	var stats []*model.JobsStatistics

	// Top Level Defaults
	defaultDurationBins := "1h"
	defaultMetricBins := 10

	// Build requested fields map for selective column computation
	statsFields := []string{"totalJobs", "totalUsers", "totalWalltime", "totalNodes", "totalCores",
		"totalAccs", "totalNodeHours", "totalCoreHours", "totalAccHours", "runningJobs", "shortJobs"}
	reqFields := make(map[string]bool, len(statsFields))
	fetchedMainStats := false
	for _, f := range statsFields {
		if requireField(ctx, f) {
			reqFields[f] = true
			if f != "runningJobs" && f != "shortJobs" {
				fetchedMainStats = true
			}
		}
	}

	if fetchedMainStats {
		if groupBy == nil {
			stats, err = r.Repo.JobsStats(ctx, filter, reqFields)
		} else {
			stats, err = r.Repo.JobsStatsGrouped(ctx, filter, page, sortBy, groupBy, reqFields)
		}
	} else {
		stats = make([]*model.JobsStatistics, 0, 1)
		stats = append(stats, &model.JobsStatistics{})
	}

	// runningJobs and shortJobs are already inlined in JobsStats/JobsStatsGrouped.
	// Only run separate count queries if main stats were not fetched.
	if !fetchedMainStats {
		if groupBy != nil {
			if requireField(ctx, "shortJobs") {
				stats, err = r.Repo.AddJobCountGrouped(ctx, filter, groupBy, stats, "short")
			}
			if requireField(ctx, "runningJobs") {
				stats, err = r.Repo.AddJobCountGrouped(ctx, filter, groupBy, stats, "running")
			}
		} else {
			if requireField(ctx, "shortJobs") {
				stats, err = r.Repo.AddJobCount(ctx, filter, stats, "short")
			}
			if requireField(ctx, "runningJobs") {
				stats, err = r.Repo.AddJobCount(ctx, filter, stats, "running")
			}
		}
	}

	if err != nil {
		return nil, err
	}

	if requireField(ctx, "histDuration") || requireField(ctx, "histNumNodes") || requireField(ctx, "histNumCores") || requireField(ctx, "histNumAccs") {

		if numDurationBins == nil {
			numDurationBins = &defaultDurationBins
		}

		if groupBy == nil {
			stats[0], err = r.Repo.AddHistograms(ctx, filter, stats[0], numDurationBins)
			if err != nil {
				return nil, err
			}
		} else {
			return nil, errors.New("histograms only implemented without groupBy argument")
		}
	}

	if requireField(ctx, "histMetrics") {

		if numMetricBins == nil {
			numMetricBins = &defaultMetricBins
		}

		if groupBy == nil {
			stats[0], err = r.Repo.AddMetricHistograms(ctx, filter, metrics, stats[0], numMetricBins)
			if err != nil {
				return nil, err
			}
		} else {
			return nil, errors.New("metric histograms only implemented without groupBy argument")
		}
	}

	return stats, nil
}

// JobsMetricStats is the resolver for the jobsMetricStats field.
func (r *queryResolver) JobsMetricStats(ctx context.Context, filter []*model.JobFilter, metrics []string) ([]*model.JobStats, error) {
	// No Paging, Fixed Order by StartTime ASC
	order := &model.OrderByInput{
		Field: "startTime",
		Type:  "col",
		Order: "ASC",
	}

	jobs, err := r.Repo.QueryJobs(ctx, filter, nil, order)
	if err != nil {
		cclog.Warn("Error while querying jobs for comparison")
		return nil, err
	}

	res := []*model.JobStats{}
	for _, job := range jobs {
		data, err := metricdispatch.LoadJobStats(job, metrics, ctx)
		if err != nil {
			cclog.Warnf("Error while loading comparison jobStats data for job id %d", job.JobID)
			continue
			// return nil, err
		}

		sres := []*model.NamedStats{}
		for name, md := range data {
			sres = append(sres, &model.NamedStats{
				Name: name,
				Data: &md,
			})
		}

		numThreadsInt := int(job.NumHWThreads)
		numAccsInt := int(job.NumAcc)
		res = append(res, &model.JobStats{
			ID:              int(*job.ID),
			JobID:           strconv.Itoa(int(job.JobID)),
			StartTime:       int(job.StartTime),
			Duration:        int(job.Duration),
			Cluster:         job.Cluster,
			SubCluster:      job.SubCluster,
			NumNodes:        int(job.NumNodes),
			NumHWThreads:    &numThreadsInt,
			NumAccelerators: &numAccsInt,
			Stats:           sres,
		})
	}
	return res, err
}

// JobsFootprints is the resolver for the jobsFootprints field.
func (r *queryResolver) JobsFootprints(ctx context.Context, filter []*model.JobFilter, metrics []string) (*model.Footprints, error) {
	// NOTE: Legacy Naming! This resolver is for normalized histograms in analysis view only - *Not* related to DB "footprint" column!
	return r.jobsFootprints(ctx, filter, metrics)
}

// RooflineHeatmap is the resolver for the rooflineHeatmap field.
func (r *queryResolver) RooflineHeatmap(ctx context.Context, filter []*model.JobFilter, rows int, cols int, minX float64, minY float64, maxX float64, maxY float64) ([][]float64, error) {
	return r.rooflineHeatmap(ctx, filter, rows, cols, minX, minY, maxX, maxY)
}

// NodeMetrics is the resolver for the nodeMetrics field.
func (r *queryResolver) NodeMetrics(ctx context.Context, cluster string, nodes []string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time) ([]*model.NodeMetrics, error) {
	user := repository.GetUserFromContext(ctx)
	if user != nil && !user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) {
		return nil, errors.New("you need to be administrator or support staff for this query")
	}

	defaultMetrics := make([]string, 0)
	for _, mc := range archive.GetCluster(cluster).MetricConfig {
		defaultMetrics = append(defaultMetrics, mc.Name)
	}
	if metrics == nil {
		metrics = defaultMetrics
	} else {
		metrics = slices.DeleteFunc(metrics, func(metric string) bool {
			return !slices.Contains(defaultMetrics, metric) // Remove undefined metrics.
		})
	}

	data, err := metricdispatch.LoadNodeData(cluster, metrics, nodes, scopes, from, to, ctx)
	if err != nil {
		cclog.Warn("error while loading node data")
		return nil, err
	}

	nodeRepo := repository.GetNodeRepository()
	stateMap, _ := nodeRepo.MapNodes(cluster)

	nodeMetrics := make([]*model.NodeMetrics, 0, len(data))
	for hostname, metrics := range data {
		host := &model.NodeMetrics{
			Host:    hostname,
			State:   stateMap[hostname],
			Metrics: make([]*model.JobMetricWithName, 0, len(metrics)*len(scopes)),
		}
		host.SubCluster, err = archive.GetSubClusterByNode(cluster, hostname)
		if err != nil {
			cclog.Warnf("error in nodeMetrics resolver: %s", err)
		}

		for metric, scopedMetrics := range metrics {
			for _, scopedMetric := range scopedMetrics {
				host.Metrics = append(host.Metrics, &model.JobMetricWithName{
					Name:   metric,
					Scope:  schema.MetricScopeNode,
					Metric: scopedMetric,
				})
			}
		}

		nodeMetrics = append(nodeMetrics, host)
	}

	return nodeMetrics, nil
}

// NodeMetricsList is the resolver for the nodeMetricsList field.
func (r *queryResolver) NodeMetricsList(ctx context.Context, cluster string, subCluster string, stateFilter string, nodeFilter string, scopes []schema.MetricScope, metrics []string, from time.Time, to time.Time, page *model.PageRequest, resolution *int) (*model.NodesResultList, error) {
	if resolution == nil { // Load from Config
		if config.Keys.EnableResampling != nil {
			defaultRes := slices.Max(config.Keys.EnableResampling.Resolutions)
			resolution = &defaultRes
		} else { // Set 0 (Loads configured metric timestep)
			defaultRes := 0
			resolution = &defaultRes
		}
	}

	user := repository.GetUserFromContext(ctx)
	if user != nil && !user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) {
		return nil, errors.New("you need to be administrator or support staff for this query")
	}

	nodeRepo := repository.GetNodeRepository()
	// nodes -> array hostname
	nodes, stateMap, countNodes, hasNextPage, nerr := nodeRepo.GetNodesForList(ctx, cluster, subCluster, stateFilter, nodeFilter, page)
	if nerr != nil {
		return nil, errors.New("could not retrieve node list required for resolving NodeMetricsList")
	}

	if metrics == nil {
		for _, mc := range archive.GetCluster(cluster).MetricConfig {
			metrics = append(metrics, mc.Name)
		}
	}

	// data -> map hostname:jobdata
	data, err := metricdispatch.LoadNodeListData(cluster, subCluster, nodes, metrics, scopes, *resolution, from, to, ctx)
	if err != nil {
		cclog.Warn("error while loading node data (Resolver.NodeMetricsList")
		return nil, err
	}

	nodeMetricsList := make([]*model.NodeMetrics, 0, len(data))
	for _, hostname := range nodes {
		host := &model.NodeMetrics{
			Host:    hostname,
			State:   stateMap[hostname],
			Metrics: make([]*model.JobMetricWithName, 0),
		}
		host.SubCluster, err = archive.GetSubClusterByNode(cluster, hostname)
		if err != nil {
			cclog.Warnf("error in nodeMetrics resolver: %s", err)
		}

		for metric, scopedMetrics := range data[hostname] {
			for scope, scopedMetric := range scopedMetrics {
				host.Metrics = append(host.Metrics, &model.JobMetricWithName{
					Name:   metric,
					Scope:  scope,
					Metric: scopedMetric,
				})
			}
		}

		nodeMetricsList = append(nodeMetricsList, host)
	}

	nodeMetricsListResult := &model.NodesResultList{
		Items: nodeMetricsList,
		// TotalNodes depends on sum of nodes grouped on latest timestamp, see repo/node.go:357
		TotalNodes:  &countNodes,
		HasNextPage: &hasNextPage,
	}

	return nodeMetricsListResult, nil
}

// ClusterMetrics is the resolver for the clusterMetrics field.
func (r *queryResolver) ClusterMetrics(ctx context.Context, cluster string, metrics []string, from time.Time, to time.Time) (*model.ClusterMetrics, error) {
	user := repository.GetUserFromContext(ctx)
	if user != nil && !user.HasAnyRole([]schema.Role{schema.RoleAdmin, schema.RoleSupport}) {
		return nil, errors.New("you need to be administrator or support staff for this query")
	}

	if metrics == nil {
		for _, mc := range archive.GetCluster(cluster).MetricConfig {
			metrics = append(metrics, mc.Name)
		}
	}

	// 'nodes' == nil -> Defaults to all nodes of cluster for existing query workflow
	scopes := []schema.MetricScope{"node"}
	data, err := metricdispatch.LoadNodeData(cluster, metrics, nil, scopes, from, to, ctx)
	if err != nil {
		cclog.Warn("error while loading node data")
		return nil, err
	}

	clusterMetricData := make([]*model.ClusterMetricWithName, 0)
	clusterMetrics := model.ClusterMetrics{NodeCount: 0, Metrics: clusterMetricData}

	collectorTimestep := make(map[string]int)
	collectorUnit := make(map[string]schema.Unit)
	collectorData := make(map[string][]schema.Float)

	for _, metrics := range data {
		clusterMetrics.NodeCount += 1
		for metric, scopedMetrics := range metrics {
			for _, scopedMetric := range scopedMetrics {
				// Collect Info Once
				_, okTimestep := collectorTimestep[metric]
				if !okTimestep {
					collectorTimestep[metric] = scopedMetric.Timestep
				}
				_, okUnit := collectorUnit[metric]
				if !okUnit {
					collectorUnit[metric] = scopedMetric.Unit
				}
				// Collect Data
				for _, ser := range scopedMetric.Series {
					_, okData := collectorData[metric]
					// Init With Datasize > 0
					if !okData && len(ser.Data) != 0 {
						collectorData[metric] = make([]schema.Float, len(ser.Data))
					} else if !okData {
						cclog.Debugf("[SCHEMARESOLVER] clusterMetrics skip init: no data -> %s at %s; size %d", metric, ser.Hostname, len(ser.Data))
					}
					// Sum if init'd and matching size
					if okData && len(ser.Data) == len(collectorData[metric]) {
						for i, val := range ser.Data {
							if val.IsNaN() {
								continue
							} else {
								collectorData[metric][i] += val
							}
						}
					} else if okData {
						cclog.Debugf("[SCHEMARESOLVER] clusterMetrics skip sum: data diff -> %s at %s; want size %d, have size %d", metric, ser.Hostname, len(collectorData[metric]), len(ser.Data))
					}
				}
			}
		}
	}

	for metricName, data := range collectorData {
		// use ccUnits for backend normalization to "Tera"
		p_old := ccunit.NewPrefix(collectorUnit[metricName].Prefix)
		p_new := ccunit.NewPrefix("T")
		convFunc := ccunit.GetPrefixPrefixFactor(p_old, p_new)
		u_new := schema.Unit{Prefix: p_new.Prefix(), Base: collectorUnit[metricName].Base}

		roundedData := make([]schema.Float, 0)
		for _, v_old := range data {
			v_new := math.Round(convFunc(float64(v_old)).(float64)*100.0) / 100.0
			roundedData = append(roundedData, schema.Float(v_new))
		}

		cm := model.ClusterMetricWithName{
			Name:     metricName,
			Unit:     &u_new,
			Timestep: collectorTimestep[metricName],
			Data:     roundedData,
		}

		clusterMetrics.Metrics = append(clusterMetrics.Metrics, &cm)
	}

	return &clusterMetrics, nil
}

// NumberOfNodes is the resolver for the numberOfNodes field.
func (r *subClusterResolver) NumberOfNodes(ctx context.Context, obj *schema.SubCluster) (int, error) {
	nodeList, err := archive.ParseNodeList(obj.Nodes)
	if err != nil {
		return 0, err
	}
	return nodeList.NodeCount(), nil
}

// Cluster returns generated.ClusterResolver implementation.
func (r *Resolver) Cluster() generated.ClusterResolver { return &clusterResolver{r} }

// Job returns generated.JobResolver implementation.
func (r *Resolver) Job() generated.JobResolver { return &jobResolver{r} }

// MetricValue returns generated.MetricValueResolver implementation.
func (r *Resolver) MetricValue() generated.MetricValueResolver { return &metricValueResolver{r} }

// Mutation returns generated.MutationResolver implementation.
func (r *Resolver) Mutation() generated.MutationResolver { return &mutationResolver{r} }

// Node returns generated.NodeResolver implementation.
func (r *Resolver) Node() generated.NodeResolver { return &nodeResolver{r} }

// Query returns generated.QueryResolver implementation.
func (r *Resolver) Query() generated.QueryResolver { return &queryResolver{r} }

// SubCluster returns generated.SubClusterResolver implementation.
func (r *Resolver) SubCluster() generated.SubClusterResolver { return &subClusterResolver{r} }

type clusterResolver struct{ *Resolver }
type jobResolver struct{ *Resolver }
type metricValueResolver struct{ *Resolver }
type mutationResolver struct{ *Resolver }
type nodeResolver struct{ *Resolver }
type queryResolver struct{ *Resolver }
type subClusterResolver struct{ *Resolver }

+      cclog.Infof("Timer JobsStatsGrouped call: %s", time.Since(startGrouped))


Now add the overall timer at the end of the function.


	return stats, nil
}

// JobsMetricStats is the resolver for the jobsMetricStats field.

	cclog.Infof("Timer JobsStatistics overall: %s", time.Since(startOverall))
	return stats, nil
}

// JobsMetricStats is the resolver for the jobsMetricStats field.