Merge pull request #232 from ClusterCockpit/196_add_footprint

196 add footprint

api/schema.graphqls

@@ -28,6 +28,11 @@ type Job {
   resources:        [Resource!]!
   concurrentJobs:   JobLinkResultList
 
+  memUsedMax:       Float
+  flopsAnyAvg:      Float
+  memBwAvg:         Float
+  loadAvg:          Float
+
   metaData:         Any
   userData:         User
 }

internal/graph/generated/generated.go

@@ -88,8 +88,12 @@ type ComplexityRoot struct {
 		ConcurrentJobs   func(childComplexity int) int
 		Duration         func(childComplexity int) int
 		Exclusive        func(childComplexity int) int
+		FlopsAnyAvg      func(childComplexity int) int
 		ID               func(childComplexity int) int
 		JobID            func(childComplexity int) int
+		LoadAvg          func(childComplexity int) int
+		MemBwAvg         func(childComplexity int) int
+		MemUsedMax       func(childComplexity int) int
 		MetaData         func(childComplexity int) int
 		MonitoringStatus func(childComplexity int) int
 		NumAcc           func(childComplexity int) int
@@ -303,6 +307,7 @@ type JobResolver interface {
 	Tags(ctx context.Context, obj *schema.Job) ([]*schema.Tag, error)
 
 	ConcurrentJobs(ctx context.Context, obj *schema.Job) (*model.JobLinkResultList, error)
+
 	MetaData(ctx context.Context, obj *schema.Job) (interface{}, error)
 	UserData(ctx context.Context, obj *schema.Job) (*model.User, error)
 }
@@ -485,6 +490,13 @@ func (e *executableSchema) Complexity(typeName, field string, childComplexity in
 
 		return e.complexity.Job.Exclusive(childComplexity), true
 
+	case "Job.flopsAnyAvg":
+		if e.complexity.Job.FlopsAnyAvg == nil {
+			break
+		}
+
+		return e.complexity.Job.FlopsAnyAvg(childComplexity), true
+
 	case "Job.id":
 		if e.complexity.Job.ID == nil {
 			break
@@ -499,6 +511,27 @@ func (e *executableSchema) Complexity(typeName, field string, childComplexity in
 
 		return e.complexity.Job.JobID(childComplexity), true
 
+	case "Job.loadAvg":
+		if e.complexity.Job.LoadAvg == nil {
+			break
+		}
+
+		return e.complexity.Job.LoadAvg(childComplexity), true
+
+	case "Job.memBwAvg":
+		if e.complexity.Job.MemBwAvg == nil {
+			break
+		}
+
+		return e.complexity.Job.MemBwAvg(childComplexity), true
+
+	case "Job.memUsedMax":
+		if e.complexity.Job.MemUsedMax == nil {
+			break
+		}
+
+		return e.complexity.Job.MemUsedMax(childComplexity), true
+
 	case "Job.metaData":
 		if e.complexity.Job.MetaData == nil {
 			break
@@ -1628,6 +1661,11 @@ type Job {
   resources:        [Resource!]!
   concurrentJobs:   JobLinkResultList
 
+  memUsedMax:       Float
+  flopsAnyAvg:      Float
+  memBwAvg:         Float
+  loadAvg:          Float
+
   metaData:         Any
   userData:         User
 }
@@ -4054,6 +4092,170 @@ func (ec *executionContext) fieldContext_Job_concurrentJobs(ctx context.Context,
 	return fc, nil
 }
 
+func (ec *executionContext) _Job_memUsedMax(ctx context.Context, field graphql.CollectedField, obj *schema.Job) (ret graphql.Marshaler) {
+	fc, err := ec.fieldContext_Job_memUsedMax(ctx, field)
+	if err != nil {
+		return graphql.Null
+	}
+	ctx = graphql.WithFieldContext(ctx, fc)
+	defer func() {
+		if r := recover(); r != nil {
+			ec.Error(ctx, ec.Recover(ctx, r))
+			ret = graphql.Null
+		}
+	}()
+	resTmp, err := ec.ResolverMiddleware(ctx, func(rctx context.Context) (interface{}, error) {
+		ctx = rctx // use context from middleware stack in children
+		return obj.MemUsedMax, nil
+	})
+	if err != nil {
+		ec.Error(ctx, err)
+		return graphql.Null
+	}
+	if resTmp == nil {
+		return graphql.Null
+	}
+	res := resTmp.(float64)
+	fc.Result = res
+	return ec.marshalOFloat2float64(ctx, field.Selections, res)
+}
+
+func (ec *executionContext) fieldContext_Job_memUsedMax(ctx context.Context, field graphql.CollectedField) (fc *graphql.FieldContext, err error) {
+	fc = &graphql.FieldContext{
+		Object:     "Job",
+		Field:      field,
+		IsMethod:   false,
+		IsResolver: false,
+		Child: func(ctx context.Context, field graphql.CollectedField) (*graphql.FieldContext, error) {
+			return nil, errors.New("field of type Float does not have child fields")
+		},
+	}
+	return fc, nil
+}
+
+func (ec *executionContext) _Job_flopsAnyAvg(ctx context.Context, field graphql.CollectedField, obj *schema.Job) (ret graphql.Marshaler) {
+	fc, err := ec.fieldContext_Job_flopsAnyAvg(ctx, field)
+	if err != nil {
+		return graphql.Null
+	}
+	ctx = graphql.WithFieldContext(ctx, fc)
+	defer func() {
+		if r := recover(); r != nil {
+			ec.Error(ctx, ec.Recover(ctx, r))
+			ret = graphql.Null
+		}
+	}()
+	resTmp, err := ec.ResolverMiddleware(ctx, func(rctx context.Context) (interface{}, error) {
+		ctx = rctx // use context from middleware stack in children
+		return obj.FlopsAnyAvg, nil
+	})
+	if err != nil {
+		ec.Error(ctx, err)
+		return graphql.Null
+	}
+	if resTmp == nil {
+		return graphql.Null
+	}
+	res := resTmp.(float64)
+	fc.Result = res
+	return ec.marshalOFloat2float64(ctx, field.Selections, res)
+}
+
+func (ec *executionContext) fieldContext_Job_flopsAnyAvg(ctx context.Context, field graphql.CollectedField) (fc *graphql.FieldContext, err error) {
+	fc = &graphql.FieldContext{
+		Object:     "Job",
+		Field:      field,
+		IsMethod:   false,
+		IsResolver: false,
+		Child: func(ctx context.Context, field graphql.CollectedField) (*graphql.FieldContext, error) {
+			return nil, errors.New("field of type Float does not have child fields")
+		},
+	}
+	return fc, nil
+}
+
+func (ec *executionContext) _Job_memBwAvg(ctx context.Context, field graphql.CollectedField, obj *schema.Job) (ret graphql.Marshaler) {
+	fc, err := ec.fieldContext_Job_memBwAvg(ctx, field)
+	if err != nil {
+		return graphql.Null
+	}
+	ctx = graphql.WithFieldContext(ctx, fc)
+	defer func() {
+		if r := recover(); r != nil {
+			ec.Error(ctx, ec.Recover(ctx, r))
+			ret = graphql.Null
+		}
+	}()
+	resTmp, err := ec.ResolverMiddleware(ctx, func(rctx context.Context) (interface{}, error) {
+		ctx = rctx // use context from middleware stack in children
+		return obj.MemBwAvg, nil
+	})
+	if err != nil {
+		ec.Error(ctx, err)
+		return graphql.Null
+	}
+	if resTmp == nil {
+		return graphql.Null
+	}
+	res := resTmp.(float64)
+	fc.Result = res
+	return ec.marshalOFloat2float64(ctx, field.Selections, res)
+}
+
+func (ec *executionContext) fieldContext_Job_memBwAvg(ctx context.Context, field graphql.CollectedField) (fc *graphql.FieldContext, err error) {
+	fc = &graphql.FieldContext{
+		Object:     "Job",
+		Field:      field,
+		IsMethod:   false,
+		IsResolver: false,
+		Child: func(ctx context.Context, field graphql.CollectedField) (*graphql.FieldContext, error) {
+			return nil, errors.New("field of type Float does not have child fields")
+		},
+	}
+	return fc, nil
+}
+
+func (ec *executionContext) _Job_loadAvg(ctx context.Context, field graphql.CollectedField, obj *schema.Job) (ret graphql.Marshaler) {
+	fc, err := ec.fieldContext_Job_loadAvg(ctx, field)
+	if err != nil {
+		return graphql.Null
+	}
+	ctx = graphql.WithFieldContext(ctx, fc)
+	defer func() {
+		if r := recover(); r != nil {
+			ec.Error(ctx, ec.Recover(ctx, r))
+			ret = graphql.Null
+		}
+	}()
+	resTmp, err := ec.ResolverMiddleware(ctx, func(rctx context.Context) (interface{}, error) {
+		ctx = rctx // use context from middleware stack in children
+		return obj.LoadAvg, nil
+	})
+	if err != nil {
+		ec.Error(ctx, err)
+		return graphql.Null
+	}
+	if resTmp == nil {
+		return graphql.Null
+	}
+	res := resTmp.(float64)
+	fc.Result = res
+	return ec.marshalOFloat2float64(ctx, field.Selections, res)
+}
+
+func (ec *executionContext) fieldContext_Job_loadAvg(ctx context.Context, field graphql.CollectedField) (fc *graphql.FieldContext, err error) {
+	fc = &graphql.FieldContext{
+		Object:     "Job",
+		Field:      field,
+		IsMethod:   false,
+		IsResolver: false,
+		Child: func(ctx context.Context, field graphql.CollectedField) (*graphql.FieldContext, error) {
+			return nil, errors.New("field of type Float does not have child fields")
+		},
+	}
+	return fc, nil
+}
+
 func (ec *executionContext) _Job_metaData(ctx context.Context, field graphql.CollectedField, obj *schema.Job) (ret graphql.Marshaler) {
 	fc, err := ec.fieldContext_Job_metaData(ctx, field)
 	if err != nil {
@@ -4778,6 +4980,14 @@ func (ec *executionContext) fieldContext_JobResultList_items(ctx context.Context
 				return ec.fieldContext_Job_resources(ctx, field)
 			case "concurrentJobs":
 				return ec.fieldContext_Job_concurrentJobs(ctx, field)
+			case "memUsedMax":
+				return ec.fieldContext_Job_memUsedMax(ctx, field)
+			case "flopsAnyAvg":
+				return ec.fieldContext_Job_flopsAnyAvg(ctx, field)
+			case "memBwAvg":
+				return ec.fieldContext_Job_memBwAvg(ctx, field)
+			case "loadAvg":
+				return ec.fieldContext_Job_loadAvg(ctx, field)
 			case "metaData":
 				return ec.fieldContext_Job_metaData(ctx, field)
 			case "userData":
@@ -7152,6 +7362,14 @@ func (ec *executionContext) fieldContext_Query_job(ctx context.Context, field gr
 				return ec.fieldContext_Job_resources(ctx, field)
 			case "concurrentJobs":
 				return ec.fieldContext_Job_concurrentJobs(ctx, field)
+			case "memUsedMax":
+				return ec.fieldContext_Job_memUsedMax(ctx, field)
+			case "flopsAnyAvg":
+				return ec.fieldContext_Job_flopsAnyAvg(ctx, field)
+			case "memBwAvg":
+				return ec.fieldContext_Job_memBwAvg(ctx, field)
+			case "loadAvg":
+				return ec.fieldContext_Job_loadAvg(ctx, field)
 			case "metaData":
 				return ec.fieldContext_Job_metaData(ctx, field)
 			case "userData":
@@ -12504,6 +12722,14 @@ func (ec *executionContext) _Job(ctx context.Context, sel ast.SelectionSet, obj
 			}
 
 			out.Concurrently(i, func(ctx context.Context) graphql.Marshaler { return innerFunc(ctx, out) })
+		case "memUsedMax":
+			out.Values[i] = ec._Job_memUsedMax(ctx, field, obj)
+		case "flopsAnyAvg":
+			out.Values[i] = ec._Job_flopsAnyAvg(ctx, field, obj)
+		case "memBwAvg":
+			out.Values[i] = ec._Job_memBwAvg(ctx, field, obj)
+		case "loadAvg":
+			out.Values[i] = ec._Job_loadAvg(ctx, field, obj)
 		case "metaData":
 			field := field
 

internal/repository/job.go

@@ -60,7 +60,7 @@ func GetJobRepository() *JobRepository {
 var jobColumns []string = []string{
 	"job.id", "job.job_id", "job.user", "job.project", "job.cluster", "job.subcluster", "job.start_time", "job.partition", "job.array_job_id",
 	"job.num_nodes", "job.num_hwthreads", "job.num_acc", "job.exclusive", "job.monitoring_status", "job.smt", "job.job_state",
-	"job.duration", "job.walltime", "job.resources", // "job.meta_data",
+	"job.duration", "job.walltime", "job.resources", "job.mem_used_max", "job.flops_any_avg", "job.mem_bw_avg", "job.load_avg", // "job.meta_data",
 }
 
 func scanJob(row interface{ Scan(...interface{}) error }) (*schema.Job, error) {
@@ -68,7 +68,7 @@ func scanJob(row interface{ Scan(...interface{}) error }) (*schema.Job, error) {
 	if err := row.Scan(
 		&job.ID, &job.JobID, &job.User, &job.Project, &job.Cluster, &job.SubCluster, &job.StartTimeUnix, &job.Partition, &job.ArrayJobId,
 		&job.NumNodes, &job.NumHWThreads, &job.NumAcc, &job.Exclusive, &job.MonitoringStatus, &job.SMT, &job.State,
-		&job.Duration, &job.Walltime, &job.RawResources /*&job.RawMetaData*/); err != nil {
+		&job.Duration, &job.Walltime, &job.RawResources, &job.MemUsedMax, &job.FlopsAnyAvg, &job.MemBwAvg, &job.LoadAvg /*&job.RawMetaData*/); err != nil {
 		log.Warnf("Error while scanning rows (Job): %v", err)
 		return nil, err
 	}
@@ -483,6 +483,7 @@ func (r *JobRepository) MarkArchived(
 		case "mem_bw":
 			stmt = stmt.Set("mem_bw_avg", stats.Avg)
 		case "load":
+			stmt = stmt.Set("load_avg", stats.Avg)
 		case "cpu_load":
 			stmt = stmt.Set("load_avg", stats.Avg)
 		case "net_bw":

pkg/schema/job.go

@@ -54,10 +54,10 @@ type Job struct {
 	BaseJob
 	StartTimeUnix    int64     `json:"-" db:"start_time" example:"1649723812"` // Start epoch time stamp in seconds
 	StartTime        time.Time `json:"startTime"`                              // Start time as 'time.Time' data type
-	MemUsedMax       float64   `json:"-" db:"mem_used_max"`                    // MemUsedMax as Float64
+	MemUsedMax       float64   `json:"memUsedMax" db:"mem_used_max"`           // MemUsedMax as Float64
-	FlopsAnyAvg      float64   `json:"-" db:"flops_any_avg"`                   // FlopsAnyAvg as Float64
+	FlopsAnyAvg      float64   `json:"flopsAnyAvg" db:"flops_any_avg"`         // FlopsAnyAvg as Float64
-	MemBwAvg         float64   `json:"-" db:"mem_bw_avg"`                      // MemBwAvg as Float64
+	MemBwAvg         float64   `json:"memBwAvg" db:"mem_bw_avg"`               // MemBwAvg as Float64
-	LoadAvg          float64   `json:"-" db:"load_avg"`                        // LoadAvg as Float64
+	LoadAvg          float64   `json:"loadAvg" db:"load_avg"`                  // LoadAvg as Float64
 	NetBwAvg         float64   `json:"-" db:"net_bw_avg"`                      // NetBwAvg as Float64
 	NetDataVolTotal  float64   `json:"-" db:"net_data_vol_total"`              // NetDataVolTotal as Float64
 	FileBwAvg        float64   `json:"-" db:"file_bw_avg"`                     // FileBwAvg as Float64

web/frontend/package-lock.json

@@ -13,7 +13,9 @@
         "@urql/svelte": "^4.0.1",
         "chart.js": "^4.3.3",
         "date-fns": "^2.30.0",
+        "date-fns": "^2.30.0",
         "graphql": "^16.6.0",
+        "mathjs": "^12.0.0",
         "svelte-chartjs": "^3.1.2",
         "sveltestrap": "^5.11.1",
         "uplot": "^1.6.24",
@@ -102,6 +104,9 @@
       "integrity": "sha512-eF2rxCRulEKXHTRiDrDy6erMYWqNw4LPdQ8UQA4huuxaQsVeRPFl2oM8oDGxMFhJUWZf9McpLtJasDDZb/Bpeg=="
     },
     "node_modules/@jridgewell/trace-mapping": {
+      "version": "0.3.20",
+      "resolved": "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.20.tgz",
+      "integrity": "sha512-R8LcPeWZol2zR8mmH3JeKQ6QRCFb7XgUhV9ZlGhHLGyg4wpPiPZNQOOWhFZhxKw8u//yTbNGI42Bx/3paXEQ+Q==",
       "version": "0.3.20",
       "resolved": "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.20.tgz",
       "integrity": "sha512-R8LcPeWZol2zR8mmH3JeKQ6QRCFb7XgUhV9ZlGhHLGyg4wpPiPZNQOOWhFZhxKw8u//yTbNGI42Bx/3paXEQ+Q==",
@@ -151,6 +156,9 @@
       }
     },
     "node_modules/@rollup/plugin-node-resolve": {
+      "version": "15.2.3",
+      "resolved": "https://registry.npmjs.org/@rollup/plugin-node-resolve/-/plugin-node-resolve-15.2.3.tgz",
+      "integrity": "sha512-j/lym8nf5E21LwBT4Df1VD6hRO2L2iwUeUmP7litikRsVp1H6NWx20NEp0Y7su+7XGc476GnXXc4kFeZNGmaSQ==",
       "version": "15.2.3",
       "resolved": "https://registry.npmjs.org/@rollup/plugin-node-resolve/-/plugin-node-resolve-15.2.3.tgz",
       "integrity": "sha512-j/lym8nf5E21LwBT4Df1VD6hRO2L2iwUeUmP7litikRsVp1H6NWx20NEp0Y7su+7XGc476GnXXc4kFeZNGmaSQ==",
@@ -168,6 +176,7 @@
       },
       "peerDependencies": {
         "rollup": "^2.78.0||^3.0.0||^4.0.0"
+        "rollup": "^2.78.0||^3.0.0||^4.0.0"
       },
       "peerDependenciesMeta": {
         "rollup": {
@@ -176,18 +185,23 @@
       }
     },
     "node_modules/@rollup/plugin-replace": {
+      "version": "5.0.5",
+      "resolved": "https://registry.npmjs.org/@rollup/plugin-replace/-/plugin-replace-5.0.5.tgz",
+      "integrity": "sha512-rYO4fOi8lMaTg/z5Jb+hKnrHHVn8j2lwkqwyS4kTRhKyWOLf2wST2sWXr4WzWiTcoHTp2sTjqUbqIj2E39slKQ==",
       "version": "5.0.5",
       "resolved": "https://registry.npmjs.org/@rollup/plugin-replace/-/plugin-replace-5.0.5.tgz",
       "integrity": "sha512-rYO4fOi8lMaTg/z5Jb+hKnrHHVn8j2lwkqwyS4kTRhKyWOLf2wST2sWXr4WzWiTcoHTp2sTjqUbqIj2E39slKQ==",
       "dependencies": {
         "@rollup/pluginutils": "^5.0.1",
         "magic-string": "^0.30.3"
+        "magic-string": "^0.30.3"
       },
       "engines": {
         "node": ">=14.0.0"
       },
       "peerDependencies": {
         "rollup": "^1.20.0||^2.0.0||^3.0.0||^4.0.0"
+        "rollup": "^1.20.0||^2.0.0||^3.0.0||^4.0.0"
       },
       "peerDependenciesMeta": {
         "rollup": {
@@ -206,7 +220,21 @@
         "node": ">=12"
       }
     },
+    "node_modules/@rollup/plugin-replace/node_modules/magic-string": {
+      "version": "0.30.5",
+      "resolved": "https://registry.npmjs.org/magic-string/-/magic-string-0.30.5.tgz",
+      "integrity": "sha512-7xlpfBaQaP/T6Vh8MO/EqXSW5En6INHEvEXQiuff7Gku0PWjU3uf6w/j9o7O+SpB5fOAkrI5HeoNgwjEO0pFsA==",
+      "dependencies": {
+        "@jridgewell/sourcemap-codec": "^1.4.15"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
     "node_modules/@rollup/plugin-terser": {
+      "version": "0.4.4",
+      "resolved": "https://registry.npmjs.org/@rollup/plugin-terser/-/plugin-terser-0.4.4.tgz",
+      "integrity": "sha512-XHeJC5Bgvs8LfukDwWZp7yeqin6ns8RTl2B9avbejt6tZqsqvVoWI7ZTQrcNsfKEDWBTnTxM8nMDkO2IFFbd0A==",
       "version": "0.4.4",
       "resolved": "https://registry.npmjs.org/@rollup/plugin-terser/-/plugin-terser-0.4.4.tgz",
       "integrity": "sha512-XHeJC5Bgvs8LfukDwWZp7yeqin6ns8RTl2B9avbejt6tZqsqvVoWI7ZTQrcNsfKEDWBTnTxM8nMDkO2IFFbd0A==",
@@ -221,6 +249,7 @@
       },
       "peerDependencies": {
         "rollup": "^2.0.0||^3.0.0||^4.0.0"
+        "rollup": "^2.0.0||^3.0.0||^4.0.0"
       },
       "peerDependenciesMeta": {
         "rollup": {
@@ -242,6 +271,7 @@
       },
       "peerDependencies": {
         "rollup": "^1.20.0||^2.0.0||^3.0.0||^4.0.0"
+        "rollup": "^1.20.0||^2.0.0||^3.0.0||^4.0.0"
       },
       "peerDependenciesMeta": {
         "rollup": {
@@ -259,6 +289,9 @@
       "version": "1.0.5",
       "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.5.tgz",
       "integrity": "sha512-/kYRxGDLWzHOB7q+wtSUQlFrtcdUccpfy+X+9iMBpHK8QLLhx2wIPYuS5DYtR9Wa/YlZAbIovy7qVdB1Aq6Lyw=="
+      "version": "1.0.5",
+      "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.5.tgz",
+      "integrity": "sha512-/kYRxGDLWzHOB7q+wtSUQlFrtcdUccpfy+X+9iMBpHK8QLLhx2wIPYuS5DYtR9Wa/YlZAbIovy7qVdB1Aq6Lyw=="
     },
     "node_modules/@types/resolve": {
       "version": "1.20.2",
@@ -288,6 +321,9 @@
       }
     },
     "node_modules/acorn": {
+      "version": "8.11.2",
+      "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.11.2.tgz",
+      "integrity": "sha512-nc0Axzp/0FILLEVsm4fNwLCwMttvhEI263QtVPQcbpfZZ3ts0hLsZGOpE6czNlid7CJ9MlyH8reXkpsf3YUY4w==",
       "version": "8.11.2",
       "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.11.2.tgz",
       "integrity": "sha512-nc0Axzp/0FILLEVsm4fNwLCwMttvhEI263QtVPQcbpfZZ3ts0hLsZGOpE6czNlid7CJ9MlyH8reXkpsf3YUY4w==",
@@ -333,6 +369,9 @@
       }
     },
     "node_modules/chart.js": {
+      "version": "4.4.0",
+      "resolved": "https://registry.npmjs.org/chart.js/-/chart.js-4.4.0.tgz",
+      "integrity": "sha512-vQEj6d+z0dcsKLlQvbKIMYFHd3t8W/7L2vfJIbYcfyPcRx92CsHqECpueN8qVGNlKyDcr5wBrYAYKnfu/9Q1hQ==",
       "version": "4.4.0",
       "resolved": "https://registry.npmjs.org/chart.js/-/chart.js-4.4.0.tgz",
       "integrity": "sha512-vQEj6d+z0dcsKLlQvbKIMYFHd3t8W/7L2vfJIbYcfyPcRx92CsHqECpueN8qVGNlKyDcr5wBrYAYKnfu/9Q1hQ==",
@@ -355,6 +394,18 @@
       "integrity": "sha512-W9pAhw0ja1Edb5GVdIF1mjZw/ASI0AlShXM83UUGe2DVr5TdAPEA1OA8m/g8zWp9x6On7gqufY+FatDbC3MDQg==",
       "dev": true
     },
+    "node_modules/complex.js": {
+      "version": "2.1.1",
+      "resolved": "https://registry.npmjs.org/complex.js/-/complex.js-2.1.1.tgz",
+      "integrity": "sha512-8njCHOTtFFLtegk6zQo0kkVX1rngygb/KQI6z1qZxlFI3scluC+LVTCFbrkWjBv4vvLlbQ9t88IPMC6k95VTTg==",
+      "engines": {
+        "node": "*"
+      },
+      "funding": {
+        "type": "patreon",
+        "url": "https://www.patreon.com/infusion"
+      }
+    },
     "node_modules/date-fns": {
       "version": "2.30.0",
       "resolved": "https://registry.npmjs.org/date-fns/-/date-fns-2.30.0.tgz",
@@ -370,6 +421,11 @@
         "url": "https://opencollective.com/date-fns"
       }
     },
+    "node_modules/decimal.js": {
+      "version": "10.4.3",
+      "resolved": "https://registry.npmjs.org/decimal.js/-/decimal.js-10.4.3.tgz",
+      "integrity": "sha512-VBBaLc1MgL5XpzgIP7ny5Z6Nx3UrRkIViUkPUdtl9aya5amy3De1gsUUSB1g3+3sExYNjCAsAznmukyxCb1GRA=="
+    },
     "node_modules/deepmerge": {
       "version": "4.3.1",
       "resolved": "https://registry.npmjs.org/deepmerge/-/deepmerge-4.3.1.tgz",
@@ -379,11 +435,28 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/escape-latex": {
+      "version": "1.2.0",
+      "resolved": "https://registry.npmjs.org/escape-latex/-/escape-latex-1.2.0.tgz",
+      "integrity": "sha512-nV5aVWW1K0wEiUIEdZ4erkGGH8mDxGyxSeqPzRNtWP7ataw+/olFObw7hujFWlVjNsaDFw5VZ5NzVSIqRgfTiw=="
+    },
     "node_modules/estree-walker": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/estree-walker/-/estree-walker-2.0.2.tgz",
       "integrity": "sha512-Rfkk/Mp/DL7JVje3u18FxFujQlTNR2q6QfMSMB7AvCBx91NGj/ba3kCfza0f6dVDbw7YlRf/nDrn7pQrCCyQ/w=="
     },
+    "node_modules/fraction.js": {
+      "version": "4.3.4",
+      "resolved": "https://registry.npmjs.org/fraction.js/-/fraction.js-4.3.4.tgz",
+      "integrity": "sha512-pwiTgt0Q7t+GHZA4yaLjObx4vXmmdcS0iSJ19o8d/goUGgItX9UZWKWNnLHehxviD8wU2IWRsnR8cD5+yOJP2Q==",
+      "engines": {
+        "node": "*"
+      },
+      "funding": {
+        "type": "patreon",
+        "url": "https://github.com/sponsors/rawify"
+      }
+    },
     "node_modules/fs.realpath": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/fs.realpath/-/fs.realpath-1.0.0.tgz",
@@ -412,6 +485,13 @@
       "funding": {
         "url": "https://github.com/sponsors/ljharb"
       }
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/function-bind/-/function-bind-1.1.2.tgz",
+      "integrity": "sha512-7XHNxH7qX9xG5mIwxkhumTox/MIRNcOgDrxWsMt2pAr23WHp6MrRlN7FBSFpCpr+oVO0F744iUgR82nJMfG2SA==",
+      "dev": true,
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
     },
     "node_modules/glob": {
       "version": "8.1.0",
@@ -433,6 +513,9 @@
       }
     },
     "node_modules/graphql": {
+      "version": "16.8.1",
+      "resolved": "https://registry.npmjs.org/graphql/-/graphql-16.8.1.tgz",
+      "integrity": "sha512-59LZHPdGZVh695Ud9lRzPBVTtlX9ZCV150Er2W43ro37wVof0ctenSaskPPjN7lVTIN8mSZt8PHUNKZuNQUuxw==",
       "version": "16.8.1",
       "resolved": "https://registry.npmjs.org/graphql/-/graphql-16.8.1.tgz",
       "integrity": "sha512-59LZHPdGZVh695Ud9lRzPBVTtlX9ZCV150Er2W43ro37wVof0ctenSaskPPjN7lVTIN8mSZt8PHUNKZuNQUuxw==",
@@ -440,6 +523,10 @@
         "node": "^12.22.0 || ^14.16.0 || ^16.0.0 || >=17.0.0"
       }
     },
+    "node_modules/hasown": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/hasown/-/hasown-2.0.0.tgz",
+      "integrity": "sha512-vUptKVTpIJhcczKBbgnS+RtcuYMB8+oNzPK2/Hp3hanz8JmpATdmmgLgSaadVREkDm+e2giHwY3ZRkyjSIDDFA==",
     "node_modules/hasown": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/hasown/-/hasown-2.0.0.tgz",
@@ -447,9 +534,11 @@
       "dev": true,
       "dependencies": {
         "function-bind": "^1.1.2"
+        "function-bind": "^1.1.2"
       },
       "engines": {
         "node": ">= 0.4"
+        "node": ">= 0.4"
       }
     },
     "node_modules/inflight": {
@@ -484,12 +573,16 @@
       }
     },
     "node_modules/is-core-module": {
+      "version": "2.13.1",
+      "resolved": "https://registry.npmjs.org/is-core-module/-/is-core-module-2.13.1.tgz",
+      "integrity": "sha512-hHrIjvZsftOsvKSn2TRYl63zvxsgE0K+0mYMoH6gD4omR5IWB2KynivBQczo3+wF1cCkjzvptnI9Q0sPU66ilw==",
       "version": "2.13.1",
       "resolved": "https://registry.npmjs.org/is-core-module/-/is-core-module-2.13.1.tgz",
       "integrity": "sha512-hHrIjvZsftOsvKSn2TRYl63zvxsgE0K+0mYMoH6gD4omR5IWB2KynivBQczo3+wF1cCkjzvptnI9Q0sPU66ilw==",
       "dev": true,
       "dependencies": {
         "hasown": "^2.0.0"
+        "hasown": "^2.0.0"
       },
       "funding": {
         "url": "https://github.com/sponsors/ljharb"
@@ -510,11 +603,17 @@
         "@types/estree": "*"
       }
     },
+    "node_modules/javascript-natural-sort": {
+      "version": "0.7.1",
+      "resolved": "https://registry.npmjs.org/javascript-natural-sort/-/javascript-natural-sort-0.7.1.tgz",
+      "integrity": "sha512-nO6jcEfZWQXDhOiBtG2KvKyEptz7RVbpGP4vTD2hLBdmNQSsCiicO2Ioinv6UI4y9ukqnBpy+XZ9H6uLNgJTlw=="
+    },
     "node_modules/magic-string": {
       "version": "0.27.0",
       "resolved": "https://registry.npmjs.org/magic-string/-/magic-string-0.27.0.tgz",
       "integrity": "sha512-8UnnX2PeRAPZuN12svgR9j7M1uWMovg/CEnIwIG0LFkXSJJe4PdfUGiTGl8V9bsBHFUtfVINcSyYxd7q+kx9fA==",
       "dev": true,
+      "dev": true,
       "dependencies": {
         "@jridgewell/sourcemap-codec": "^1.4.13"
       },
@@ -522,6 +621,28 @@
         "node": ">=12"
       }
     },
+    "node_modules/mathjs": {
+      "version": "12.0.0",
+      "resolved": "https://registry.npmjs.org/mathjs/-/mathjs-12.0.0.tgz",
+      "integrity": "sha512-Oz3swPplNPe7taoP6WrkKhQzhDE2SwvOgLzu8H3EN+hEadw2GjEJUm6Xl+hrioHoB8g2BYb3gfw1glSzhdBKYw==",
+      "dependencies": {
+        "@babel/runtime": "^7.23.2",
+        "complex.js": "^2.1.1",
+        "decimal.js": "^10.4.3",
+        "escape-latex": "^1.2.0",
+        "fraction.js": "4.3.4",
+        "javascript-natural-sort": "^0.7.1",
+        "seedrandom": "^3.0.5",
+        "tiny-emitter": "^2.1.0",
+        "typed-function": "^4.1.1"
+      },
+      "bin": {
+        "mathjs": "bin/cli.js"
+      },
+      "engines": {
+        "node": ">= 18"
+      }
+    },
     "node_modules/minimatch": {
       "version": "5.1.6",
       "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-5.1.6.tgz",
@@ -574,7 +695,15 @@
       "resolved": "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.14.0.tgz",
       "integrity": "sha512-srw17NI0TUWHuGa5CFGGmhfNIeja30WMBfbslPNhf6JrqQlLN5gcrvig1oqPxiVaXb0oW0XRKtH6Nngs5lKCIA=="
     },
+    "node_modules/regenerator-runtime": {
+      "version": "0.14.0",
+      "resolved": "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.14.0.tgz",
+      "integrity": "sha512-srw17NI0TUWHuGa5CFGGmhfNIeja30WMBfbslPNhf6JrqQlLN5gcrvig1oqPxiVaXb0oW0XRKtH6Nngs5lKCIA=="
+    },
     "node_modules/resolve": {
+      "version": "1.22.8",
+      "resolved": "https://registry.npmjs.org/resolve/-/resolve-1.22.8.tgz",
+      "integrity": "sha512-oKWePCxqpd6FlLvGV1VU0x7bkPmmCNolxzjMf4NczoDnQcIWrAF+cPtZn5i6n+RfD2d9i0tzpKnG6Yk168yIyw==",
       "version": "1.22.8",
       "resolved": "https://registry.npmjs.org/resolve/-/resolve-1.22.8.tgz",
       "integrity": "sha512-oKWePCxqpd6FlLvGV1VU0x7bkPmmCNolxzjMf4NczoDnQcIWrAF+cPtZn5i6n+RfD2d9i0tzpKnG6Yk168yIyw==",
@@ -601,6 +730,9 @@
       }
     },
     "node_modules/rollup": {
+      "version": "3.29.4",
+      "resolved": "https://registry.npmjs.org/rollup/-/rollup-3.29.4.tgz",
+      "integrity": "sha512-oWzmBZwvYrU0iJHtDmhsm662rC15FRXmcjCk1xD771dFDx5jJ02ufAQQTn0etB2emNk4J9EZg/yWKpsn9BWGRw==",
       "version": "3.29.4",
       "resolved": "https://registry.npmjs.org/rollup/-/rollup-3.29.4.tgz",
       "integrity": "sha512-oWzmBZwvYrU0iJHtDmhsm662rC15FRXmcjCk1xD771dFDx5jJ02ufAQQTn0etB2emNk4J9EZg/yWKpsn9BWGRw==",
@@ -617,6 +749,9 @@
       }
     },
     "node_modules/rollup-plugin-css-only": {
+      "version": "4.5.2",
+      "resolved": "https://registry.npmjs.org/rollup-plugin-css-only/-/rollup-plugin-css-only-4.5.2.tgz",
+      "integrity": "sha512-7rj9+jB17Pz8LNcPgtMUb16JcgD8lxQMK9HcGfAVhMK3na/WXes3oGIo5QsrQQVqtgAU6q6KnQNXJrYunaUIQQ==",
       "version": "4.5.2",
       "resolved": "https://registry.npmjs.org/rollup-plugin-css-only/-/rollup-plugin-css-only-4.5.2.tgz",
       "integrity": "sha512-7rj9+jB17Pz8LNcPgtMUb16JcgD8lxQMK9HcGfAVhMK3na/WXes3oGIo5QsrQQVqtgAU6q6KnQNXJrYunaUIQQ==",
@@ -629,6 +764,7 @@
       },
       "peerDependencies": {
         "rollup": "<5"
+        "rollup": "<5"
       }
     },
     "node_modules/rollup-plugin-svelte": {
@@ -681,6 +817,11 @@
         }
       ]
     },
+    "node_modules/seedrandom": {
+      "version": "3.0.5",
+      "resolved": "https://registry.npmjs.org/seedrandom/-/seedrandom-3.0.5.tgz",
+      "integrity": "sha512-8OwmbklUNzwezjGInmZ+2clQmExQPvomqjL7LFqOYqtmuxRgQYqOD3mHaU+MvZn5FLUeVxVfQjwLZW/n/JFuqg=="
+    },
     "node_modules/serialize-javascript": {
       "version": "6.0.1",
       "resolved": "https://registry.npmjs.org/serialize-javascript/-/serialize-javascript-6.0.1.tgz",
@@ -691,6 +832,9 @@
       }
     },
     "node_modules/smob": {
+      "version": "1.4.1",
+      "resolved": "https://registry.npmjs.org/smob/-/smob-1.4.1.tgz",
+      "integrity": "sha512-9LK+E7Hv5R9u4g4C3p+jjLstaLe11MDsL21UpYaCNmapvMkYhqCV4A/f/3gyH8QjMyh6l68q9xC85vihY9ahMQ==",
       "version": "1.4.1",
       "resolved": "https://registry.npmjs.org/smob/-/smob-1.4.1.tgz",
       "integrity": "sha512-9LK+E7Hv5R9u4g4C3p+jjLstaLe11MDsL21UpYaCNmapvMkYhqCV4A/f/3gyH8QjMyh6l68q9xC85vihY9ahMQ==",
@@ -745,6 +889,9 @@
       }
     },
     "node_modules/sveltestrap": {
+      "version": "5.11.2",
+      "resolved": "https://registry.npmjs.org/sveltestrap/-/sveltestrap-5.11.2.tgz",
+      "integrity": "sha512-fkLqIUh2QHBoom7v6kHI85grLeOqplmvtnTiA5Ck2gchzpVmwXWaWpf8qWhCFxfDuMhJBPlWbJvtSmwpDEowrg==",
       "version": "5.11.2",
       "resolved": "https://registry.npmjs.org/sveltestrap/-/sveltestrap-5.11.2.tgz",
       "integrity": "sha512-fkLqIUh2QHBoom7v6kHI85grLeOqplmvtnTiA5Ck2gchzpVmwXWaWpf8qWhCFxfDuMhJBPlWbJvtSmwpDEowrg==",
@@ -756,6 +903,9 @@
       }
     },
     "node_modules/terser": {
+      "version": "5.24.0",
+      "resolved": "https://registry.npmjs.org/terser/-/terser-5.24.0.tgz",
+      "integrity": "sha512-ZpGR4Hy3+wBEzVEnHvstMvqpD/nABNelQn/z2r0fjVWGQsN3bpOLzQlqDxmb4CDZnXq5lpjnQ+mHQLAOpfM5iw==",
       "version": "5.24.0",
       "resolved": "https://registry.npmjs.org/terser/-/terser-5.24.0.tgz",
       "integrity": "sha512-ZpGR4Hy3+wBEzVEnHvstMvqpD/nABNelQn/z2r0fjVWGQsN3bpOLzQlqDxmb4CDZnXq5lpjnQ+mHQLAOpfM5iw==",
@@ -773,10 +923,26 @@
         "node": ">=10"
       }
     },
+    "node_modules/tiny-emitter": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/tiny-emitter/-/tiny-emitter-2.1.0.tgz",
+      "integrity": "sha512-NB6Dk1A9xgQPMoGqC5CVXn123gWyte215ONT5Pp5a0yt4nlEoO1ZWeCwpncaekPHXO60i47ihFnZPiRPjRMq4Q=="
+    },
+    "node_modules/typed-function": {
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/typed-function/-/typed-function-4.1.1.tgz",
+      "integrity": "sha512-Pq1DVubcvibmm8bYcMowjVnnMwPVMeh0DIdA8ad8NZY2sJgapANJmiigSUwlt+EgXxpfIv8MWrQXTIzkfYZLYQ==",
+      "engines": {
+        "node": ">= 14"
+      }
+    },
     "node_modules/uplot": {
       "version": "1.6.27",
       "resolved": "https://registry.npmjs.org/uplot/-/uplot-1.6.27.tgz",
       "integrity": "sha512-78U4ss5YeU65kQkOC/QAKiyII+4uo+TYUJJKvuxRzeSpk/s5sjpY1TL0agkmhHBBShpvLtmbHIEiM7+C5lBULg=="
+      "version": "1.6.27",
+      "resolved": "https://registry.npmjs.org/uplot/-/uplot-1.6.27.tgz",
+      "integrity": "sha512-78U4ss5YeU65kQkOC/QAKiyII+4uo+TYUJJKvuxRzeSpk/s5sjpY1TL0agkmhHBBShpvLtmbHIEiM7+C5lBULg=="
     },
     "node_modules/wonka": {
       "version": "6.3.4",

web/frontend/package.json

@@ -22,6 +22,7 @@
     "chart.js": "^4.3.3",
     "date-fns": "^2.30.0",
     "graphql": "^16.6.0",
+    "mathjs": "^12.0.0",
     "svelte-chartjs": "^3.1.2",
     "sveltestrap": "^5.11.1",
     "uplot": "^1.6.24",

web/frontend/src/Job.root.svelte

@@ -27,6 +27,7 @@
     import TagManagement from "./TagManagement.svelte";
     import MetricSelection from "./MetricSelection.svelte";
     import StatsTable from "./StatsTable.svelte";
+    import JobFootprint from "./JobFootprint.svelte";
     import { getContext } from "svelte";
 
     export let dbid;
@@ -46,7 +47,8 @@
             resources { hostname, hwthreads, accelerators },
             metaData,
             userData { name, email },
-            concurrentJobs { items { id, jobId }, count, listQuery }
+            concurrentJobs { items { id, jobId }, count, listQuery },
+            flopsAnyAvg, memBwAvg, loadAvg
         }
     `);
 
@@ -134,7 +136,9 @@
 
     let plots = {},
         jobTags,
-        statsTable;
+        statsTable,
+        jobFootprint;
+
     $: document.title = $initq.fetching
         ? "Loading..."
         : $initq.error
@@ -202,6 +206,17 @@
             <Spinner secondary />
         {/if}
     </Col>
+    {#if $jobMetrics.data}
+        {#key $jobMetrics.data}
+            <Col>
+                <JobFootprint
+                    bind:this={jobFootprint}
+                    job={$initq.data.job}
+                    jobMetrics={$jobMetrics.data.jobMetrics}
+                />
+            </Col>
+        {/key}
+    {/if}
     {#if $jobMetrics.data && $initq.data}
         {#if $initq.data.job.concurrentJobs != null && $initq.data.job.concurrentJobs.items.length != 0}
             {#if authlevel > roles.manager}

web/frontend/src/JobFootprint.svelte

@@ -0,0 +1,230 @@
+<script>
+    import { getContext } from 'svelte'
+    import {
+        Card,
+        CardHeader,
+        CardTitle,
+        CardBody,
+        Progress,
+        Icon,
+        Tooltip
+    } from "sveltestrap";
+    import { mean, round } from 'mathjs'
+
+    export let job
+    export let jobMetrics
+    export let view = 'job'
+    export let width = 'auto'
+
+    const clusters         = getContext('clusters')
+    const subclusterConfig = clusters.find((c) => c.name == job.cluster).subClusters.find((sc) => sc.name == job.subCluster)
+
+    const footprintMetrics = (job.numAcc !== 0)
+        ? (job.exclusive !== 1) 
+            ? ['cpu_load', 'flops_any', 'acc_utilization']
+            : ['cpu_load', 'flops_any', 'acc_utilization', 'mem_bw']
+        : (job.exclusive !== 1) 
+            ? ['cpu_load', 'flops_any', 'mem_used']
+            : ['cpu_load', 'flops_any', 'mem_used', 'mem_bw']
+
+    const footprintData = footprintMetrics.map((fm) => {
+        // Mean: Primarily use backend sourced avgs from job.*, secondarily calculate/read from metricdata
+        let mv = null
+        if (fm === 'cpu_load' && job.loadAvg !== 0) {
+            mv = round(job.loadAvg, 2)
+        } else if (fm === 'flops_any' && job.flopsAnyAvg !== 0) {
+            mv = round(job.flopsAnyAvg, 2)
+        } else if (fm === 'mem_bw' && job.memBwAvg !== 0) {
+            mv = round(job.memBwAvg, 2)
+        } else { // Calculate from jobMetrics
+            const jm  = jobMetrics.find((jm) => jm.name === fm && jm.scope === 'node')
+            if (jm?.metric?.statisticsSeries) {
+                mv = round(mean(jm.metric.statisticsSeries.mean), 2)
+            } else if (jm?.metric?.series?.length > 1) {
+                const avgs = jm.metric.series.map(jms => jms.statistics.avg)
+                mv = round(mean(avgs), 2)
+            } else {
+                mv = jm.metric.series[0].statistics.avg
+            }
+        }
+        
+        // Unit
+        const fmc = getContext('metrics')(job.cluster, fm)
+        let unit = ''
+        if (fmc?.unit?.base) unit = fmc.unit.prefix + fmc.unit.base
+
+        // Threshold / -Differences
+        const fmt = findJobThresholds(job, fmc, subclusterConfig)
+        if (fm === 'flops_any') fmt.peak = round((fmt.peak * 0.85), 0)
+
+        // Define basic data
+        const fmBase = {
+            name: fm,
+            unit: unit,
+            avg: mv,
+            max: fmt.peak
+        }
+
+        if (evalFootprint(fm, mv, fmt, 'alert')) {
+            return {
+                ...fmBase,
+                color: 'danger',
+                message:`Metric average way ${fm === 'mem_used' ? 'above' : 'below' } expected normal thresholds.`,
+                impact: 3
+            }
+        } else if (evalFootprint(fm, mv, fmt, 'caution')) {
+            return {
+                ...fmBase,
+                color: 'warning',
+                message: `Metric average ${fm === 'mem_used' ? 'above' : 'below' } expected normal thresholds.`,
+                impact: 2
+            }
+        } else if (evalFootprint(fm, mv, fmt, 'normal')) {
+            return {
+                ...fmBase,
+                color: 'success',
+                message: 'Metric average within expected thresholds.',
+                impact: 1
+            }
+        } else if (evalFootprint(fm, mv, fmt, 'peak')) {
+            return {
+                ...fmBase,
+                color: 'info',
+                message: 'Metric average above expected normal thresholds: Check for artifacts recommended.',
+                impact: 0
+            }
+        } else {
+            return {
+                ...fmBase,
+                color: 'secondary',
+                message: 'Metric average above expected peak threshold: Check for artifacts!',
+                impact: -1
+            }
+        }
+    })
+
+    function evalFootprint(metric, mean, thresholds, level) {
+        // mem_used has inverse logic regarding threshold levels
+        switch (level) {
+            case 'peak':
+                if (metric === 'mem_used') return (mean <= thresholds.peak && mean > thresholds.alert)
+                else                       return (mean <= thresholds.peak && mean > thresholds.normal)
+            case 'alert':
+                if (metric === 'mem_used') return (mean <= thresholds.alert && mean > thresholds.caution)
+                else                       return (mean <= thresholds.alert && mean > 0)
+            case 'caution':
+                if (metric === 'mem_used') return (mean <= thresholds.caution && mean > thresholds.normal)
+                else                       return (mean <= thresholds.caution && mean > thresholds.alert)
+            case 'normal':
+                if (metric === 'mem_used') return (mean <= thresholds.normal && mean > 0)
+                else                       return (mean <= thresholds.normal && mean > thresholds.caution)
+            default:
+                return false
+        }
+    }
+</script>
+
+<script context="module">
+    export function findJobThresholds(job, metricConfig, subClusterConfig) {
+
+    if (!job || !metricConfig || !subClusterConfig) {
+        console.warn('Argument missing for findJobThresholds!')
+        return null
+    }
+
+    const subclusterThresholds = metricConfig.subClusters.find(sc => sc.name == subClusterConfig.name)
+    const defaultThresholds = { 
+        peak:    subclusterThresholds ? subclusterThresholds.peak    : metricConfig.peak,
+        normal:  subclusterThresholds ? subclusterThresholds.normal  : metricConfig.normal,
+        caution: subclusterThresholds ? subclusterThresholds.caution : metricConfig.caution,
+        alert:   subclusterThresholds ? subclusterThresholds.alert   : metricConfig.alert
+    }
+
+    if (job.exclusive === 1) { // Exclusive: Use as defined
+        return defaultThresholds
+    } else { // Shared: Handle specifically
+        if (metricConfig.name === 'cpu_load') { // Special: Avg Aggregation BUT scaled based on #hwthreads
+            return { 
+                peak:    job.numHWThreads,
+                normal:  job.numHWThreads,
+                caution: defaultThresholds.caution,
+                alert:   defaultThresholds.alert
+            }   
+        } else if (metricConfig.aggregation === 'avg' ){
+            return defaultThresholds
+        } else if (metricConfig.aggregation === 'sum' ){
+            const jobFraction = job.numHWThreads / subClusterConfig.topology.node.length
+            return {
+                peak: round((defaultThresholds.peak * jobFraction), 0),
+                normal: round((defaultThresholds.normal * jobFraction), 0),
+                caution: round((defaultThresholds.caution * jobFraction), 0),
+                alert: round((defaultThresholds.alert * jobFraction), 0)
+            }
+        } else {
+            console.warn('Missing or unkown aggregation mode (sum/avg) for metric:', metricConfig)
+            return null
+        }
+    } // Other job.exclusive cases?
+}
+</script>
+
+<Card class="h-auto mt-1" style="width: {width}px;">
+    {#if view === 'job'}
+    <CardHeader>
+        <CardTitle class="mb-0 d-flex justify-content-center">
+            Core Metrics Footprint
+        </CardTitle>
+    </CardHeader>
+    {/if}
+    <CardBody>
+        {#each footprintData as fpd, index}
+            <div class="mb-1 d-flex justify-content-between">
+                <div>&nbsp;<b>{fpd.name}</b></div> <!-- For symmetry, see below ...-->
+                <div class="cursor-help d-inline-flex" id={`footprint-${job.jobId}-${index}`}>
+                    <div class="mx-1">
+                        <!-- Alerts Only -->
+                        {#if fpd.impact === 3 || fpd.impact === -1}
+                            <Icon name="exclamation-triangle-fill" class="text-danger"/>
+                        {:else if fpd.impact === 2}
+                            <Icon name="exclamation-triangle" class="text-warning"/>
+                        {/if}
+                        <!-- Emoji for all states-->
+                        {#if fpd.impact === 3}
+                            <Icon name="emoji-frown" class="text-danger"/>
+                        {:else if fpd.impact === 2}
+                            <Icon name="emoji-neutral" class="text-warning"/>
+                        {:else if fpd.impact === 1}
+                            <Icon name="emoji-smile" class="text-success"/>
+                        {:else if fpd.impact === 0}
+                            <Icon name="emoji-laughing" class="text-info"/>
+                        {:else if fpd.impact === -1}
+                            <Icon name="emoji-dizzy" class="text-danger"/>
+                        {/if}
+                    </div>
+                    <div>
+                        <!-- Print Values -->
+                        {fpd.avg} / {fpd.max} {fpd.unit} &nbsp; <!-- To increase margin to tooltip: No other way manageable ... -->
+                    </div>
+                </div>
+                <Tooltip target={`footprint-${job.jobId}-${index}`} placement="right" offset={[0, 20]}>{fpd.message}</Tooltip>
+            </div>
+            <div class="mb-2">
+                <Progress
+                    value={fpd.avg}
+                    max={fpd.max}
+                    color={fpd.color}
+                />
+            </div>
+        {/each}
+        {#if job?.metaData?.message}
+            <hr class="mt-1 mb-2"/>
+            {@html job.metaData.message}
+        {/if}
+    </CardBody>
+</Card>
+
+<style>
+    .cursor-help {
+        cursor: help;
+    }
+</style>

web/frontend/src/Jobs.root.svelte

@@ -23,6 +23,9 @@
     let metrics = filterPresets.cluster
         ? ccconfig[`plot_list_selectedMetrics:${filterPresets.cluster}`] || ccconfig.plot_list_selectedMetrics
         : ccconfig.plot_list_selectedMetrics
+    let showFootprint = filterPresets.cluster
+        ? !!ccconfig[`plot_list_showFootprint:${filterPresets.cluster}`]
+        : !!ccconfig.plot_list_showFootprint
     let selectedCluster = filterPresets?.cluster ? filterPresets.cluster : null
     
     // The filterPresets are handled by the Filters component,
@@ -81,7 +84,8 @@
             bind:metrics={metrics}
             bind:sorting={sorting}
             bind:matchedJobs={matchedJobs}
-            bind:this={jobList} />
+            bind:this={jobList}
+            bind:showFootprint={showFootprint} />
     </Col>
 </Row>
 
@@ -93,4 +97,6 @@
     bind:cluster={selectedCluster}
     configName="plot_list_selectedMetrics"
     bind:metrics={metrics}
-    bind:isOpen={isMetricsSelectionOpen} />
+    bind:isOpen={isMetricsSelectionOpen}
+    bind:showFootprint={showFootprint}
+    view='list'/>

web/frontend/src/MetricSelection.svelte

@@ -17,12 +17,15 @@
     export let configName
     export let allMetrics = null
     export let cluster = null
+    export let showFootprint
+    export let view = 'job'
 
     const clusters = getContext('clusters'),
           onInit = getContext('on-init')
 
     let newMetricsOrder = []
     let unorderedMetrics = [...metrics]
+    let pendingShowFootprint = !!showFootprint
 
     onInit(() => {
         if (allMetrics == null) allMetrics = new Set()
@@ -90,6 +93,8 @@
         metrics = newMetricsOrder.filter(m => unorderedMetrics.includes(m))
         isOpen = false
 
+        showFootprint = !!pendingShowFootprint
+
         updateConfigurationMutation({
             name: cluster == null ? configName : `${configName}:${cluster}`,
             value: JSON.stringify(metrics)
@@ -99,6 +104,16 @@
                 // console.log('Error on subscription: ' + res.error)
             }
         })
+
+        updateConfigurationMutation({
+            name: cluster == null ? 'plot_list_showFootprint' : `plot_list_showFootprint:${cluster}`,
+            value: JSON.stringify(showFootprint)
+        }).subscribe(res => {
+            if (res.fetching === false && res.error) {
+                console.log('Error on footprint subscription: ' + res.error)
+                throw res.error
+            }
+        })
     }
 </script>
 
@@ -121,6 +136,12 @@
     </ModalHeader>
     <ModalBody>
         <ListGroup>
+            {#if view === 'list'}
+            <li class="list-group-item">
+                <input type="checkbox" bind:checked={pendingShowFootprint}> Show Footprint
+            </li>
+            <hr/>
+            {/if}
             {#each newMetricsOrder as metric, index (metric)}
                 <li class="cc-config-column list-group-item"
                     draggable={true} ondragover="return false"

web/frontend/src/User.root.svelte

@@ -25,6 +25,9 @@
     let metrics = ccconfig.plot_list_selectedMetrics, isMetricsSelectionOpen = false
     let w1, w2, histogramHeight = 250
     let selectedCluster = filterPresets?.cluster ? filterPresets.cluster : null
+    let showFootprint = filterPresets.cluster
+        ? !!ccconfig[`plot_list_showFootprint:${filterPresets.cluster}`]
+        : !!ccconfig.plot_list_showFootprint
 
     const client = getContextClient();
     $: stats = queryStore({
@@ -165,7 +168,8 @@
         <JobList
             bind:metrics={metrics}
             bind:sorting={sorting}
-            bind:this={jobList} />
+            bind:this={jobList}
+            bind:showFootprint={showFootprint} />
     </Col>
 </Row>
 
@@ -177,4 +181,6 @@
     bind:cluster={selectedCluster}
     configName="plot_list_selectedMetrics"
     bind:metrics={metrics}
-    bind:isOpen={isMetricsSelectionOpen} />
+    bind:isOpen={isMetricsSelectionOpen}
+    bind:showFootprint={showFootprint}
+    view='list'/>

web/frontend/src/joblist/JobList.svelte

@@ -28,6 +28,7 @@
     export let sorting = { field: "startTime", order: "DESC" };
     export let matchedJobs = 0;
     export let metrics = ccconfig.plot_list_selectedMetrics;
+    export let showFootprint;
 
     let itemsPerPage = ccconfig.plot_list_jobsPerPage;
     let page = 1;
@@ -73,6 +74,9 @@
                         name
                     }
                     metaData
+                    flopsAnyAvg
+                    memBwAvg
+                    loadAvg
                 }
                 count
             }
@@ -134,12 +138,19 @@
         })
     };
 
+    let plotWidth = null;
     let tableWidth = null;
     let jobInfoColumnWidth = 250;
 
-    $: plotWidth = Math.floor(
+    $: if (showFootprint) {
+        plotWidth = Math.floor(
+            (tableWidth - jobInfoColumnWidth) / (metrics.length + 1) - 10
+        )
+    } else { 
+        plotWidth = Math.floor(
             (tableWidth - jobInfoColumnWidth) / metrics.length - 10
-    );
+        )
+    }
 
     let headerPaddingTop = 0;
     stickyHeader(
@@ -160,6 +171,15 @@
                     >
                         Job Info
                     </th>
+                    {#if showFootprint}
+                        <th
+                            class="position-sticky top-0"
+                            scope="col"
+                            style="width: {plotWidth}px; padding-top: {headerPaddingTop}px"
+                        >
+                            Job Footprint
+                        </th>
+                    {/if}
                     {#each metrics as metric (metric)}
                         <th
                             class="position-sticky top-0 text-center"
@@ -212,7 +232,7 @@
                     </tr>
                 {:else if $jobs.data && $initialized}
                     {#each $jobs.data.jobs.items as job (job)}
-                        <JobListRow {job} {metrics} {plotWidth} />
+                        <JobListRow {job} {metrics} {plotWidth} {showFootprint}/>
                     {:else}
                         <tr>
                             <td colspan={metrics.length + 1}>

web/frontend/src/joblist/Row.svelte

@@ -14,22 +14,28 @@
     import { Card, Spinner } from "sveltestrap";
     import MetricPlot from "../plots/MetricPlot.svelte";
     import JobInfo from "./JobInfo.svelte";
+    import JobFootprint from "../JobFootprint.svelte";
     import { maxScope, checkMetricDisabled } from "../utils.js";
 
     export let job;
     export let metrics;
     export let plotWidth;
     export let plotHeight = 275;
+    export let showFootprint;
 
     let { id } = job;
     let scopes = [job.numNodes == 1 ? "core" : "node"];
 
+    function distinct(value, index, array) {
+        return array.indexOf(value) === index;
+    }
+
     const cluster = getContext("clusters").find((c) => c.name == job.cluster);
     const metricConfig = getContext("metrics"); // Get all MetricConfs which include subCluster-specific settings for this job
     const client = getContextClient();
     const query = gql`
-        query ($id: ID!, $metrics: [String!]!, $scopes: [MetricScope!]!) {
+        query ($id: ID!, $queryMetrics: [String!]!, $scopes: [MetricScope!]!) {
-            jobMetrics(id: $id, metrics: $metrics, scopes: $scopes) {
+            jobMetrics(id: $id, metrics: $queryMetrics, scopes: $scopes) {
                 name
                 scope
                 metric {
@@ -61,14 +67,23 @@
     $: metricsQuery = queryStore({
         client: client,
         query: query,
-        variables: { id, metrics, scopes }
+        variables: { id, queryMetrics, scopes }
     });
 
+    let queryMetrics = null
+    $: if (showFootprint) {
+        queryMetrics = ['cpu_load', 'flops_any', 'mem_used', 'mem_bw', 'acc_utilization', ...metrics].filter(distinct)
+        scopes       = ["node"]
+    } else {
+        queryMetrics = [...metrics]
+        scopes       = [job.numNodes == 1 ? "core" : "node"]
+    }
+
     export function refresh() {
         metricsQuery = queryStore({
             client: client,
             query: query,
-            variables: { id, metrics, scopes },
+            variables: { id, queryMetrics, scopes },
             // requestPolicy: 'network-only' // use default cache-first for refresh
         });
     }
@@ -122,6 +137,16 @@
             </Card>
         </td>
     {:else}
+        {#if showFootprint}
+            <td>
+                <JobFootprint
+                    job={job}
+                    jobMetrics={$metricsQuery.data.jobMetrics}
+                    width={plotWidth}
+                    view="list"
+                />
+            </td>
+        {/if}
         {#each sortAndSelectScope($metricsQuery.data.jobMetrics) as metric, i (metric || i)}
             <td>
                 <!-- Subluster Metricconfig remove keyword for jobtables (joblist main, user joblist, project joblist) to be used here as toplevel case-->

web/frontend/src/plots/Roofline.svelte

@@ -176,12 +176,12 @@
                                 // Debug get zoomLevel from browser
                                 // console.log("Zoom", Math.round(window.devicePixelRatio * 100))
 
-                                if (scalarKneeX < (width * window.devicePixelRatio) - (padding[1] * window.devicePixelRatio)) { // Top horizontal roofline
+                                if (scalarKneeX < (width * window.devicePixelRatio) - (padding[1] * window.devicePixelRatio)) { // Lower horizontal roofline
                                     u.ctx.moveTo(scalarKneeX, flopRateScalarY)
                                     u.ctx.lineTo((width * window.devicePixelRatio) - (padding[1] * window.devicePixelRatio), flopRateScalarY)
                                 }
 
-                                if (simdKneeX < (width * window.devicePixelRatio) - (padding[1] * window.devicePixelRatio)) { // Lower horitontal roofline
+                                if (simdKneeX < (width * window.devicePixelRatio) - (padding[1] * window.devicePixelRatio)) { // Top horitontal roofline
                                     u.ctx.moveTo(simdKneeX, flopRateSimdY)
                                     u.ctx.lineTo((width * window.devicePixelRatio) - (padding[1] * window.devicePixelRatio), flopRateSimdY)
                                 }
@@ -214,6 +214,7 @@
                         }
                     ]
                 },
+                // cursor: { drag: { x: true, y: true } } // Activate zoom
             };
             uplot = new uPlot(opts, plotData, plotWrapper);
         } else {