List Recommendations API

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List recommendations output JSON as follows. Some parameters like CPU limit , ENV are optional.

Attributes:

Param	Possible options	Defaults	Description
`experiment_name`	Any string	None	Passing Experiment Name as the parameter to the API returns the recommendation of the particular experiment if it exists
`latest`	`true`, `false`	`true`	Gets you the latest available recommendation if true, else returns all the recommendations
`monitoring_end_time`	Any valid timestamp*	None	Gets the recommendation of a particular timestamp if it exists

*valid timestamp is the same format as that used by the updateResults API

Request without Parameter

GET /listRecommendations

curl -H 'Accept: application/json' http://<URL>:<PORT>/listRecommendations

If no parameter is passed API returns all the latest recommendations available for each experiment.

Response

Example Response with experiment_type as `container`

### Example Response ```json [ { "experiment_name": "experiment_1", "cluster_name": "cluster-one-division-bell", "kubernetes_objects": [ { "type": "deployment", "name": "tfb-qrh-deployment_0", "namespace": "default_0", "containers": [ { "container_image_name": "kruize/tfb-qrh:1.13.2.F_et17", "container_name": "tfb-server-1", "recommendations": { "version": "v2.0", "notifications": { "111000": { "type": "info", "message": "Recommendations Are Available", "code": 111000 } }, "data": { "2023-04-02T13:30:00.680Z": { "notifications": { "111101": { "type": "info", "message": "Short Term Recommendations Available", "code": 111101 } }, "monitoring_end_time": "2023-04-02T13:30:00.680Z", "current": { "requests": { "memory": { "amount": 50.21, "format": "MiB" }, "cpu": { "amount": 5.37, "format": "cores" } }, "limits": { "memory": { "amount": 100.0, "format": "MiB" }, "cpu": { "amount": 0.5, "format": "cores" } } }, "recommendation_terms": { "short_term": { "notifications": { "112101": { "type": "info", "message": "Cost Recommendations Available", "code": 112101 }, "112102": { "type": "info", "message": "Performance Recommendations Available", "code": 112102 } }, "monitoring_start_time": "2023-04-01T12:00:00.000Z", "duration_in_hours": 24.0, "recommendation_engines": { "cost": { "pods_count": 27, "confidence_level": 0.0, "config": { "requests": { "memory": { "amount": 238.2, "format": "MiB" }, "cpu": { "amount": 0.9299999999999999, "format": "cores" } }, "limits": { "memory": { "amount": 238.2, "format": "MiB" }, "cpu": { "amount": 0.9299999999999999, "format": "cores" } } }, "variation": { "requests": { "memory": { "amount": 187.98999999999998, "format": "MiB" }, "cpu": { "amount": -4.44, "format": "cores" } }, "limits": { "memory": { "amount": 138.2, "format": "MiB" }, "cpu": { "amount": 0.42999999999999994, "format": "cores" } } }, "notifications": {} }, "performance": { "pods_count": 27, "confidence_level": 0.0, "config": { "requests": { "memory": { "amount": 238.2, "format": "MiB" }, "cpu": { "amount": 0.9299999999999999, "format": "cores" } }, "limits": { "memory": { "amount": 238.2, "format": "MiB" }, "cpu": { "amount": 0.9299999999999999, "format": "cores" } } }, "variation": { "requests": { "memory": { "amount": 187.98999999999998, "format": "MiB" }, "cpu": { "amount": -4.44, "format": "cores" } }, "limits": { "memory": { "amount": 138.2, "format": "MiB" }, "cpu": { "amount": 0.42999999999999994, "format": "cores" } } }, "notifications": {} } } }, "medium_term": { "duration_in_hours": 143.0, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } }, "long_term": { "duration_in_hours": 240.0, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } } } } } } } ] } ] }, { "experiment_name": "experiment_2", "cluster_name": "cluster-one-division-bell", "kubernetes_objects": [ { "type": "deployment", "name": "tfb-qrh-deployment_2", "namespace": "default_2", "containers": [ { "container_image_name": "kruize/tfb-qrh:1.13.2.F_et17", "container_name": "tfb-server-1", "recommendations": { "version": "v2.0", "notifications": { "111000": { "type": "info", "message": "Recommendations Are Available", "code": 111000 } }, "data": { "2023-04-02T13:30:00.680Z": { "notifications": { "111101": { "type": "info", "message": "Short Term Recommendations Available", "code": 111101 } }, "monitoring_end_time": "2023-04-02T13:30:00.680Z", "current": { "requests": { "memory": { "amount": 50.21, "format": "MiB" }, "cpu": { "amount": 5.37, "format": "cores" } }, "limits": { "memory": { "amount": 100.0, "format": "MiB" }, "cpu": { "amount": 0.5, "format": "cores" } } }, "recommendation_terms": { "short_term": { "notifications": { "112101": { "type": "info", "message": "Cost Recommendations Available", "code": 112101 }, "112102": { "type": "info", "message": "Performance Recommendations Available", "code": 112102 } }, "monitoring_start_time": "2023-04-01T12:00:00.000Z", "duration_in_hours": 24.0, "recommendation_engines": { "cost": { "pods_count": 27, "confidence_level": 0.0, "config": { "requests": { "memory": { "amount": 238.2, "format": "MiB" }, "cpu": { "amount": 0.9299999999999999, "format": "cores" } }, "limits": { "memory": { "amount": 238.2, "format": "MiB" }, "cpu": { "amount": 0.9299999999999999, "format": "cores" } } }, "variation": { "requests": { "memory": { "amount": 187.98999999999998, "format": "MiB" }, "cpu": { "amount": -4.44, "format": "cores" } }, "limits": { "memory": { "amount": 138.2, "format": "MiB" }, "cpu": { "amount": 0.42999999999999994, "format": "cores" } } }, "notifications": {} }, "performance": { "pods_count": 27, "confidence_level": 0.0, "config": { "requests": { "memory": { "amount": 238.2, "format": "MiB" }, "cpu": { "amount": 0.9299999999999999, "format": "cores" } }, "limits": { "memory": { "amount": 238.2, "format": "MiB" }, "cpu": { "amount": 0.9299999999999999, "format": "cores" } } }, "variation": { "requests": { "memory": { "amount": 187.98999999999998, "format": "MiB" }, "cpu": { "amount": -4.44, "format": "cores" } }, "limits": { "memory": { "amount": 138.2, "format": "MiB" }, "cpu": { "amount": 0.42999999999999994, "format": "cores" } } }, "notifications": {} } } }, "medium_term": { "duration_in_hours": 143.0, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } }, "long_term": { "duration_in_hours": 240.0, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } } } } } } } ] } ] } ] ```

Example Response with experiment_type as `namespace`

### Example Response ```json [ { "cluster_name": "cluster-one-division-bell", "experiment_type": "namespace", "kubernetes_objects": [ { "namespace": "namespace-demo", "containers": [], "namespaces": { "namespace": "namespace-demo", "recommendations": { "version": "1.0", "notifications": { "111000": { "type": "info", "message": "Recommendations Are Available", "code": 111000 } }, "data": { "2022-01-24T19:55:43.602Z": { "notifications": { "111101": { "type": "info", "message": "Short Term Recommendations Available", "code": 111101 } }, "monitoring_end_time": "2022-01-24T19:55:43.602Z", "current": { "limits": { "cpu": { "amount": 4.5, "format": "cores" }, "memory": { "amount": 600.0, "format": "MiB" } }, "requests": { "cpu": { "amount": 6.0, "format": "cores" }, "memory": { "amount": 400.0, "format": "MiB" } } }, "recommendation_terms": { "short_term": { "duration_in_hours": 0.5, "notifications": { "112101": { "type": "info", "message": "Cost Recommendations Available", "code": 112101 }, "112102": { "type": "info", "message": "Performance Recommendations Available", "code": 112102 } }, "monitoring_start_time": "2022-01-23T19:55:43.602Z", "recommendation_engines": { "cost": { "pods_count": 0, "confidence_level": 0.0, "config": { "limits": { "cpu": { "amount": 0.9299999999999999, "format": "cores" }, "memory": { "amount": 216.0, "format": "MiB" } }, "requests": { "cpu": { "amount": 0.9299999999999999, "format": "cores" }, "memory": { "amount": 216.0, "format": "MiB" } } }, "variation": { "limits": { "cpu": { "amount": -3.5700000000000003, "format": "cores" }, "memory": { "amount": -384.0, "format": "MiB" } }, "requests": { "cpu": { "amount": -5.07, "format": "cores" }, "memory": { "amount": -184.0, "format": "MiB" } } }, "notifications": { "221001": { "type": "error", "message": "Number of pods cannot be zero", "code": 221001 } } }, "performance": { "pods_count": 0, "confidence_level": 0.0, "config": { "limits": { "cpu": { "amount": 0.9299999999999999, "format": "cores" }, "memory": { "amount": 216.0, "format": "MiB" } }, "requests": { "cpu": { "amount": 0.9299999999999999, "format": "cores" }, "memory": { "amount": 216.0, "format": "MiB" } } }, "variation": { "limits": { "cpu": { "amount": -3.5700000000000003, "format": "cores" }, "memory": { "amount": -384.0, "format": "MiB" } }, "requests": { "cpu": { "amount": -5.07, "format": "cores" }, "memory": { "amount": -184.0, "format": "MiB" } } }, "notifications": { "221001": { "type": "error", "message": "Number of pods cannot be zero", "code": 221001 } } } } }, "medium_term": { "duration_in_hours": 0.5, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } }, "long_term": { "duration_in_hours": 0.5, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } } } } } } } } ], "version": "v2.0", "experiment_name": "namespace-experiment-1" }, { "cluster_name": "cluster-one-division-bell", "experiment_type": "namespace", "kubernetes_objects": [ { "namespace": "namespace-demo", "containers": [], "namespaces": { "namespace": "namespace-demo", "recommendations": { "version": "1.0", "notifications": { "111000": { "type": "info", "message": "Recommendations Are Available", "code": 111000 } }, "data": { "2022-01-24T19:55:43.602Z": { "notifications": { "111101": { "type": "info", "message": "Short Term Recommendations Available", "code": 111101 } }, "monitoring_end_time": "2022-01-24T19:55:43.602Z", "current": { "limits": { "cpu": { "amount": 4.5, "format": "cores" }, "memory": { "amount": 600.0, "format": "MiB" } }, "requests": { "cpu": { "amount": 6.0, "format": "cores" }, "memory": { "amount": 400.0, "format": "MiB" } } }, "recommendation_terms": { "short_term": { "duration_in_hours": 0.5, "notifications": { "112101": { "type": "info", "message": "Cost Recommendations Available", "code": 112101 }, "112102": { "type": "info", "message": "Performance Recommendations Available", "code": 112102 } }, "monitoring_start_time": "2022-01-23T19:55:43.602Z", "recommendation_engines": { "cost": { "pods_count": 0, "confidence_level": 0.0, "config": { "limits": { "cpu": { "amount": 0.9299999999999999, "format": "cores" }, "memory": { "amount": 216.0, "format": "MiB" } }, "requests": { "cpu": { "amount": 0.9299999999999999, "format": "cores" }, "memory": { "amount": 216.0, "format": "MiB" } } }, "variation": { "limits": { "cpu": { "amount": -3.5700000000000003, "format": "cores" }, "memory": { "amount": -384.0, "format": "MiB" } }, "requests": { "cpu": { "amount": -5.07, "format": "cores" }, "memory": { "amount": -184.0, "format": "MiB" } } }, "notifications": { "221001": { "type": "error", "message": "Number of pods cannot be zero", "code": 221001 } } }, "performance": { "pods_count": 0, "confidence_level": 0.0, "config": { "limits": { "cpu": { "amount": 0.9299999999999999, "format": "cores" }, "memory": { "amount": 216.0, "format": "MiB" } }, "requests": { "cpu": { "amount": 0.9299999999999999, "format": "cores" }, "memory": { "amount": 216.0, "format": "MiB" } } }, "variation": { "limits": { "cpu": { "amount": -3.5700000000000003, "format": "cores" }, "memory": { "amount": -384.0, "format": "MiB" } }, "requests": { "cpu": { "amount": -5.07, "format": "cores" }, "memory": { "amount": -184.0, "format": "MiB" } } }, "notifications": { "221001": { "type": "error", "message": "Number of pods cannot be zero", "code": 221001 } } } } }, "medium_term": { "duration_in_hours": 0.5, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } }, "long_term": { "duration_in_hours": 0.5, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } } } } } } } } ], "version": "v2.0", "experiment_name": "namespace-experiment-2" } ] ```

Request with experiment name parameter

GET /listRecommendations

curl -H 'Accept: application/json' http://<URL>:<PORT>/listRecommendations?experiment_name=<experiment_name>

Returns the latest result of that experiment

Response for experiment name - quarkus-resteasy-kruize-min-http-response-time-db_0

Example Response

Request with experiment name parameter and latest set to false

GET /listRecommendations

curl -H 'Accept: application/json' http://<URL>:<PORT>/listRecommendations?experiment_name=<experiment_name>&latest=false

Returns all the results of that experiment

Response for experiment name - quarkus-resteasy-kruize-min-http-response-time-db_0

Example Response

### Example Response ```json [ { "cluster_name": "cluster-one-division-bell", "kubernetes_objects": [ { "type": "deployment", "name": "tfb-qrh-deployment_0", "namespace": "default_0", "containers": [ { "container_image_name": "kruize/tfb-qrh:1.13.2.F_et17", "container_name": "tfb-server-1", "recommendations": { "version": "v2.0", "notifications": { "111000": { "type": "info", "message": "Recommendations Are Available", "code": 111000 } }, "data": { "2022-12-20T17:55:05.000Z": { "notifications": { "111101": { "type": "info", "message": "Short Term Recommendations Available", "code": 111101 } }, "monitoring_end_time": "2022-12-20T17:55:05.000Z", "current": { "requests": { "memory": { "amount": 490.93, "format": "MiB" }, "cpu": { "amount": 1.46, "format": "cores" } }, "limits": { "memory": { "amount": 712.21, "format": "MiB" }, "cpu": { "amount": 1.54, "format": "cores" } } }, "recommendation_terms": { "short_term": { "monitoring_start_time": "2022-12-19T17:55:05.000Z", "duration_in_hours": 2.25, "notifications": { "112101": { "type": "info", "message": "Cost Recommendations Available", "code": 112101 }, "112102": { "type": "info", "message": "Performance Recommendations Available", "code": 112102 } }, "recommendation_engines": { "cost": { "pods_count": 0, "confidence_level": 0.0, "config": { "requests": { "memory": { "amount": 1197.9840000000002, "format": "MiB" }, "cpu": { "amount": 7.68, "format": "cores" } }, "limits": { "memory": { "amount": 1197.9840000000002, "format": "MiB" }, "cpu": { "amount": 7.68, "format": "cores" } } }, "variation": { "requests": { "memory": { "amount": 707.0540000000001, "format": "MiB" }, "cpu": { "amount": 6.22, "format": "cores" } }, "limits": { "memory": { "amount": 485.7740000000001, "format": "MiB" }, "cpu": { "amount": 6.14, "format": "cores" } } }, "notifications": {} } } }, "medium_term": { "duration_in_hours": 140.0, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } }, "long_term": { "duration_in_hours": 240.0, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } } } }, "2022-12-21T00:10:16.000Z": { "notifications": { "111101": { "type": "info", "message": "Short Term Recommendations Available", "code": 111101 } }, "current": { "requests": { "memory": { "amount": 490.93, "format": "MiB" }, "cpu": { "amount": 1.46, "format": "cores" } }, "limits": { "memory": { "amount": 712.21, "format": "MiB" }, "cpu": { "amount": 1.54, "format": "cores" } } }, "monitoring_end_time": "2022-12-21T00:10:16.000Z", "recommendation_terms": { "short_term": { "monitoring_start_time": "2022-12-20T00:10:16.000Z", "duration_in_hours": 8.5, "notifications": { "112101": { "type": "info", "message": "Cost Recommendations Available", "code": 112101 }, "112102": { "type": "info", "message": "Performance Recommendations Available", "code": 112102 } }, "recommendation_engines": { "cost": { "pods_count": 0, "confidence_level": 0.0, "config": { "requests": { "memory": { "amount": 1197.9840000000002, "format": "MiB" }, "cpu": { "amount": 7.68, "format": "cores" } }, "limits": { "memory": { "amount": 1197.9840000000002, "format": "MiB" }, "cpu": { "amount": 7.68, "format": "cores" } } }, "variation": { "requests": { "memory": { "amount": 707.0540000000001, "format": "MiB" }, "cpu": { "amount": 6.22, "format": "cores" } }, "limits": { "memory": { "amount": 485.7740000000001, "format": "MiB" }, "cpu": { "amount": 6.14, "format": "cores" } } }, "notifications": {} }, "performance": { "pods_count": 0, "confidence_level": 0.0, "config": { "requests": { "memory": { "amount": 1197.9840000000002, "format": "MiB" }, "cpu": { "amount": 7.68, "format": "cores" } }, "limits": { "memory": { "amount": 1197.9840000000002, "format": "MiB" }, "cpu": { "amount": 7.68, "format": "cores" } } }, "variation": { "requests": { "memory": { "amount": 707.0540000000001, "format": "MiB" }, "cpu": { "amount": 6.22, "format": "cores" } }, "limits": { "memory": { "amount": 485.7740000000001, "format": "MiB" }, "cpu": { "amount": 6.14, "format": "cores" } } }, "notifications": {} } } }, "medium_term": { "pods_count": 0, "confidence_level": 0.0, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } }, "long_term": { "pods_count": 0, "confidence_level": 0.0, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } } } } } } }, { "container_image_name": "kruize/tfb-db:1.15", "container_name": "tfb-server-0", "recommendations": { "version": "v2.0", "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } }, "data": {} } } ] } ], "version": "v2.0", "experiment_name": "quarkus-resteasy-kruize-min-http-response-time-db_0" } ] ```

Request with experiment name parameter and monitoring end time set to a valid timestamp

GET /listRecommendations

curl -H 'Accept: application/json' http://<URL>:<PORT>/listRecommendations?experiment_name=<experiment_name>&monitoring_end_time=2022-12-20T17:55:05.000Z

Returns the recommendation at a particular timestamp if it exists

**Response for experiment name - quarkus-resteasy-kruize-min-http-response-time-db_0 and Monitoring End Time

2022-12-20T17:55:05.000Z**

Example Response

Response for GPU workloads

GET /listRecommendations

curl -H 'Accept: application/json' http://<URL>:<PORT>/listRecommendations?experiment_name=job-01

Example Response with GPU Recommendations

```json [ { "cluster_name": "default", "experiment_type": "container", "kubernetes_objects": [ { "type": "statefulset", "name": "human-eval-benchmark", "namespace": "unpartitioned", "containers": [ { "container_name": "human-eval-benchmark", "recommendations": { "version": "1.0", "notifications": { "111000": { "type": "info", "message": "Recommendations Are Available", "code": 111000 } }, "data": { "2024-10-04T09:16:40.000Z": { "notifications": { "111101": { "type": "info", "message": "Short Term Recommendations Available", "code": 111101 }, "111102": { "type": "info", "message": "Medium Term Recommendations Available", "code": 111102 } }, "monitoring_end_time": "2024-10-04T09:16:40.000Z", "current": { "limits": { "cpu": { "amount": 2.0, "format": "cores" }, "memory": { "amount": 8.589934592E9, "format": "bytes" } }, "requests": { "cpu": { "amount": 1.0, "format": "cores" }, "memory": { "amount": 8.589934592E9, "format": "bytes" } } }, "recommendation_terms": { "short_term": { "duration_in_hours": 24.0, "notifications": { "112101": { "type": "info", "message": "Cost Recommendations Available", "code": 112101 }, "112102": { "type": "info", "message": "Performance Recommendations Available", "code": 112102 } }, "monitoring_start_time": "2024-10-03T09:16:40.000Z", "recommendation_engines": { "cost": { "pods_count": 1, "confidence_level": 0.0, "config": { "limits": { "cpu": { "amount": 1.004649523106615, "format": "cores" }, "nvidia.com/mig-3g.20gb": { "amount": 1.0, "format": "cores" }, "memory": { "amount": 4.9960943616E9, "format": "bytes" } }, "requests": { "cpu": { "amount": 1.004649523106615, "format": "cores" }, "memory": { "amount": 4.9960943616E9, "format": "bytes" } } }, "variation": { "limits": { "cpu": { "amount": -0.995350476893385, "format": "cores" }, "memory": { "amount": -3.5938402303999996E9, "format": "bytes" } }, "requests": { "cpu": { "amount": 0.004649523106615039, "format": "cores" }, "memory": { "amount": -3.5938402303999996E9, "format": "bytes" } } }, "notifications": {} }, "performance": { "pods_count": 1, "confidence_level": 0.0, "config": { "limits": { "cpu": { "amount": 1.36656145696268, "format": "cores" }, "memory": { "amount": 4.9960943616E9, "format": "bytes" }, "nvidia.com/mig-4g.20gb": { "amount": 1.0, "format": "cores" } }, "requests": { "cpu": { "amount": 1.36656145696268, "format": "cores" }, "memory": { "amount": 4.9960943616E9, "format": "bytes" } } }, "variation": { "limits": { "cpu": { "amount": -0.63343854303732, "format": "cores" }, "memory": { "amount": -3.5938402303999996E9, "format": "bytes" } }, "requests": { "cpu": { "amount": 0.36656145696268005, "format": "cores" }, "memory": { "amount": -3.5938402303999996E9, "format": "bytes" } } }, "notifications": {} } }, "plots": { "datapoints": 4, "plots_data": { "2024-10-04T09:16:40.000Z": { "cpuUsage": { "min": 0.005422723351267242, "q1": 1.003281151419465, "median": 1.0118160468783521, "q3": 1.012961901380266, "max": 1.36656145696268, "format": "cores" }, "memoryUsage": { "min": 3.68019456E9, "q1": 3.681001472E9, "median": 4.058411008E9, "q3": 4.093308928E9, "max": 4.094062592E9, "format": "bytes" } }, "2024-10-04T03:16:40.000Z": { "cpuUsage": { "min": 0.998888009348188, "q1": 1.0029943714818779, "median": 1.0033621837551019, "q3": 1.0040859908301978, "max": 1.0828338199135354, "format": "cores" }, "memoryUsage": { "min": 3.679281152E9, "q1": 3.680755712E9, "median": 3.680989184E9, "q3": 3.687673856E9, "max": 4.163411968E9, "format": "bytes" } }, "2024-10-03T15:16:40.000Z": { "cpuUsage": { "min": 0.005425605536480822, "q1": 0.006038658069363403, "median": 0.006183237135144752, "q3": 0.006269460195927269, "max": 0.006916437328481231, "format": "cores" }, "memoryUsage": { "min": 2.192125952E9, "q1": 2.192388096E9, "median": 2.192388096E9, "q3": 2.192388096E9, "max": 2.19265024E9, "format": "bytes" } }, "2024-10-03T21:16:40.000Z": { "cpuUsage": { "min": 0.0052184839046300075, "q1": 0.006229799261227028, "median": 1.0110868114913476, "q3": 1.0124661560983785, "max": 2.3978065580305032, "format": "cores" }, "memoryUsage": { "min": 2.118012928E9, "q1": 2.192392192E9, "median": 4.161662976E9, "q3": 4.162850816E9, "max": 4.163170304E9, "format": "bytes" } } } } }, "medium_term": { "duration_in_hours": 168.0, "notifications": { "112101": { "type": "info", "message": "Cost Recommendations Available", "code": 112101 }, "112102": { "type": "info", "message": "Performance Recommendations Available", "code": 112102 } }, "monitoring_start_time": "2024-09-27T09:16:40.000Z", "recommendation_engines": { "cost": { "pods_count": 1, "confidence_level": 0.0, "config": { "limits": { "cpu": { "amount": 0.015580688959425347, "format": "cores" }, "nvidia.com/mig-3g.20gb": { "amount": 1.0, "format": "cores" }, "memory": { "amount": 4.9960943616E9, "format": "bytes" } }, "requests": { "cpu": { "amount": 0.015580688959425347, "format": "cores" }, "memory": { "amount": 4.9960943616E9, "format": "bytes" } } }, "variation": { "limits": { "cpu": { "amount": -1.9844193110405746, "format": "cores" }, "memory": { "amount": -3.5938402303999996E9, "format": "bytes" } }, "requests": { "cpu": { "amount": -0.9844193110405747, "format": "cores" }, "memory": { "amount": -3.5938402303999996E9, "format": "bytes" } } }, "notifications": {} }, "performance": { "pods_count": 1, "confidence_level": 0.0, "config": { "limits": { "cpu": { "amount": 1.025365696933566, "format": "cores" }, "memory": { "amount": 4.9960943616E9, "format": "bytes" }, "nvidia.com/mig-4g.20gb": { "amount": 1.0, "format": "cores" } }, "requests": { "cpu": { "amount": 1.025365696933566, "format": "cores" }, "memory": { "amount": 4.9960943616E9, "format": "bytes" } } }, "variation": { "limits": { "cpu": { "amount": -0.974634303066434, "format": "cores" }, "memory": { "amount": -3.5938402303999996E9, "format": "bytes" } }, "requests": { "cpu": { "amount": 0.02536569693356605, "format": "cores" }, "memory": { "amount": -3.5938402303999996E9, "format": "bytes" } } }, "notifications": {} } }, "plots": { "datapoints": 7, "plots_data": { "2024-09-29T09:16:40.000Z": {}, "2024-10-04T09:16:40.000Z": { "cpuUsage": { "min": 0.0052184839046300075, "q1": 0.006207971650471658, "median": 1.0032201196711934, "q3": 1.0115567178617741, "max": 2.3978065580305032, "format": "cores" }, "memoryUsage": { "min": 2.118012928E9, "q1": 2.192392192E9, "median": 3.6808704E9, "q3": 4.093349888E9, "max": 4.163411968E9, "format": "bytes" } }, "2024-09-30T09:16:40.000Z": {}, "2024-10-02T09:16:40.000Z": { "cpuUsage": { "min": 0.00554280490421283, "q1": 0.015358846193868379, "median": 0.015705212168337323, "q3": 1.010702281083678, "max": 1.0139464901392594, "format": "cores" }, "memoryUsage": { "min": 2.192125952E9, "q1": 2.717663232E9, "median": 2.719612928E9, "q3": 2.719617024E9, "max": 2.720600064E9, "format": "bytes" } }, "2024-09-28T09:16:40.000Z": {}, "2024-10-03T09:16:40.000Z": { "cpuUsage": { "min": 0.005373319820852367, "q1": 0.006054991034195089, "median": 0.006142447129874265, "q3": 0.006268777122325054, "max": 0.007366566784856696, "format": "cores" }, "memoryUsage": { "min": 2.192125952E9, "q1": 2.192388096E9, "median": 2.192388096E9, "q3": 2.192388096E9, "max": 2.192654336E9, "format": "bytes" } }, "2024-10-01T09:16:40.000Z": { "cpuUsage": { "min": 0.003319077875529473, "q1": 1.0101034685479167, "median": 1.0118171810142638, "q3": 1.0208974318073034, "max": 3.5577616386258963, "format": "cores" }, "memoryUsage": { "min": 1.77057792E8, "q1": 2.64523776E9, "median": 2.651078656E9, "q3": 2.693431296E9, "max": 2.705133568E9, "format": "bytes" } } } } }, "long_term": { "duration_in_hours": 360.0, "notifications": { "120001": { "type": "info", "message": "There is not enough data available to generate a recommendation.", "code": 120001 } } } } } } } } ] } ], "version": "v2.0", "experiment_name": "human_eval_exp" } ] ```

Invalid Scenarios:

Invalid experiment name

`experiment_name=stub-experiment` ```json { "message": "Given experiment name - \" stub-experiment \" is not valid", "httpcode": 400, "documentationLink": "", "status": "ERROR" } ```

Invalid Timestamp format

`monitoring_end_time=Tony Stark` (Invalid Timestamp) ```json { "message": "Given timestamp - \" Tony Stark \" is not a valid timestamp format", "httpcode": 400, "documentationLink": "", "status": "ERROR" } ```

Non Existing Timestamp

`monitoring_end_time=2022-12-20T17:55:07.000Z` ```json { "message": "Recommendation for timestamp - \" 2022-12-20T17:55:07.000Z \" does not exist", "httpcode": 400, "documentationLink": "", "status": "ERROR" } ```