Observation Object

/experiments/EXPERIMENT_ID/observations/OBSERVATION_ID

The observed data from a single trial in your experiment. Observations have a value which reflects the value of the metric you are trying to optimize. Optionally, an observation can have a Standard Deviation (value_stddev) that reflects the noise in your measurement. If your trial has no noise, or is deterministic, you should omit the value_stddev parameter to ensure that you do not receive the same Suggestions multiple times.

Fields

Key	Type	Value
`assignments`	`Assignments`	The values that the parameters held during this trial, usually set from a Suggestion.
`created`	`int`	The timestamp (in seconds since epoch) that this observation was reported.
`experiment`	`string`	The `id` of the Experiment for this observation.
`failed`	`boolean`	A boolean indicating whether this observation failed for some reason. SigOpt takes this into consideration when optimizing. It is invalid for both `failed` to be `true`, and `value` or `values` to be present. The default value is `false`.
`id`	`string`	A unique ID for this observation.
`metadata`	`Metadata`	Optional user-provided object. See Using Metadata for more information.
`suggestion`	`string`	The `id` of the Suggestion that provided the assignments for this observation.
`value`	`float`	The observed metric value from this trial. Only available for single metric experiments.
`value_stddev`	`float`	The standard deviation in `value` that was observed in this trial. Only available for single metric experiments.
`values`	`array<Metric Evaluation>`	An array of Metric Evaluation objects recording the values and other associated information for each metric in a given observation. This is available for both single metric and multimetric experiments. Values appear in alphabetical order by the metric name.

Supported Endpoints

Method	URI	Description
`POST`	/experiments/EXPERIMENT_ID/observations	Observation Create
`GET`	/experiments/EXPERIMENT_ID/observations/OBSERVATION_ID	Observation Detail
`GET`	/experiments/EXPERIMENT_ID/observations	Observation List
`PUT`	/experiments/EXPERIMENT_ID/observations/OBSERVATION_ID	Observation Update
`DELETE`	/experiments/EXPERIMENT_ID/observations/OBSERVATION_ID	Observation Delete
`DELETE`	/experiments/EXPERIMENT_ID/observations	Observation List Delete

Examples

{
  "assignments": {
    "degree": 2,
    "gamma": 3.6,
    "kernel": "rbf"
  },
  "created": 1568315063,
  "experiment": "1",
  "failed": false,
  "id": "1",
  "metadata": null,
  "object": "observation",
  "suggestion": "1",
  "value": 1,
  "value_stddev": null,
  "values": [
    {
      "name": "Accuracy",
      "object": "metric_evaluation",
      "value": 1,
      "value_stddev": null
    }
  ]
}

{
  "assignments": {
    "degree": 2,
    "gamma": 3.6,
    "kernel": "rbf"
  },
  "created": 1568315063,
  "experiment": "1",
  "failed": true,
  "id": "3",
  "metadata": null,
  "object": "observation",
  "suggestion": "2",
  "value": null,
  "value_stddev": null
}