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502 lines
12 KiB
502 lines
12 KiB
{
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"schemaVersion": "1.0",
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"$id": "experiment_schema.json",
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"properties": {
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"title": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"enum": [
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"predict_numeric_fields",
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"predict_categorical_fields",
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"detect_numeric_outliers",
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"detect_categorical_outliers",
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"forecast_time_series",
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"smart_forecast",
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"smart_outlier_detection",
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"smart_clustering",
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"smart_prediction",
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"cluster_numeric_events"
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]
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},
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"hasSchedule": {
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"type": "string",
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"pattern": "^[0|1]$"
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},
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"hasAlerts": {
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"type": "string",
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"pattern": "^[0|1]$"
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},
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"hasEnabledAlerts": {
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"type": "string",
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"pattern": "^[0|1]$"
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},
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"alertIds": {
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"type": "array"
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},
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"description": {
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"type": "string"
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},
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"notes": {
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"type": "string"
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},
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"searchStages": {
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"type": "array",
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"items": {
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"anyOf": [
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{ "$ref": "#/definitions/search_stage_dataset" },
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{ "$ref": "#/definitions/search_stage_metrics" },
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{ "$ref": "#/definitions/search_stage_fit" },
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{ "$ref": "#/definitions/search_stage_extracttime" },
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{ "$ref": "#/definitions/search_stage_joinlookup" },
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{ "$ref": "#/definitions/search_stage_predict" },
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{ "$ref": "#/definitions/search_stage_anomalydetection" },
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{ "$ref": "#/definitions/search_stage_outlierdetection" },
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{ "$ref": "#/definitions/search_stage_spl" }
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]
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}
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}
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},
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"additionalProperties": false,
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"required": ["title", "type"],
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"definitions": {
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"search_stage_dataset": {
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"type": "object",
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"properties": {
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"guid": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"enum": ["dataset"]
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},
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"role": {
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"type": "string",
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"enum": ["datasource"]
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},
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"type": "string"
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},
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},
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"earliestTime": {
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},
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"latestTime": {
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"type": "string"
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}
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},
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"additionalProperties": false,
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},
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"type": "object",
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"properties": {
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"guid": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"enum": ["extracttime"]
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},
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"role": {
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"type": "string",
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"enum": ["preprocessing"]
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},
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"earliestTime": {
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"type": "string"
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},
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"latestTime": {
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"type": "string"
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}
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},
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"additionalProperties": false,
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"required": ["guid", "type", "role"]
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},
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"search_stage_metrics": {
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"type": "object",
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"properties": {
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"guid": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"enum": ["metrics"]
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},
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"role": {
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"type": "string",
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"enum": ["datasource"]
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},
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"metrics": {
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"items": {
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"type": "string",
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},
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"as": {
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"type": "string",
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"minLength": 1
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},
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"indexes": {
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"type": "array",
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"items": {
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"type": "string"
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}
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},
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"name": {
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}
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},
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"additionalProperties": false,
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"required": ["guid", "type", "role", "metrics", "span"]
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},
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"search_stage_fit": {
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"type": "object",
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"properties": {
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"guid": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"enum": ["fit"]
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},
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"role": {
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"type": "string",
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"enum": ["main", "preprocessing"]
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},
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"algorithm": {
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},
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}
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}
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},
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{
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}
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},
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{
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"properties": {
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}
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},
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}, {
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}
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},
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"required": ["featureVariables"]
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}
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]
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},
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"search_stage_joinlookup": {
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"type": "object",
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"properties": {
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"guid": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"enum": ["joinlookup"]
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},
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"role": {
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"type": "string",
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"enum": ["preprocessing"]
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},
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},
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},
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"type": "string",
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},
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"type": "string",
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},
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"type": "array",
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"items": {
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"type": "string",
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"minLength": 1
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}
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},
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"timeFormat": {
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"type": "string"
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},
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"earliestTime": {
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"type": "string"
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},
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"latestTime": {
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"type": "string"
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}
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},
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"additionalProperties": false,
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"required": [
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"guid",
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"lookupId",
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"lookupName",
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"lookupField",
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"eventField",
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"additionalLookupFields"
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]
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},
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"search_stage_predict": {
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"type": "object",
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"properties": {
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"guid": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"enum": ["predict"]
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},
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"role": {
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"type": "string",
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"enum": ["main"]
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},
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"params": {
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"type": "object",
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"additionalProperties": { "type": ["string", "boolean", "number"] }
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},
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"fields": {
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"type": "array",
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"minItems": 1,
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"maxItems": 1,
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"items": {
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"type": "string",
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"minLength": 1
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}
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},
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"earliestTime": {
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"type": "string"
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},
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"latestTime": {
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"type": "string"
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}
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},
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"additionalProperties": false,
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"required": ["guid", "type", "role", "params", "fields"]
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},
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"search_stage_anomalydetection": {
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"type": "object",
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"properties": {
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"guid": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"enum": ["anomalydetection"]
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},
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"role": {
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"type": "string",
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"enum": ["main"]
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},
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"params": {
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"type": "object",
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"additionalProperties": { "type": ["string", "boolean", "number"] }
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},
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"fields": {
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"type": "array",
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"minItems": 1,
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"items": {
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"type": "string",
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"minLength": 1
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}
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},
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"earliestTime": {
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"type": "string"
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},
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"latestTime": {
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"type": "string"
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}
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},
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"additionalProperties": false,
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"required": ["guid", "type", "role", "params", "fields"]
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},
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"search_stage_outlierdetection": {
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"properties": {
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"guid": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"enum": ["outlierdetection"]
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},
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"role": {
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"type": "string",
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"enum": ["main"]
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},
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"outlierFields": {
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"type": "array",
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"minItems": 1,
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"maxItems": 1,
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"description": "The outlier variables. Currently allows for at most 1, but may be expanded to support more in the future.",
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"items": {
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"type": "string",
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"minLength": 1
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}
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},
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},
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},
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"windowSize": {
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"type": "integer",
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"minimum": 1,
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"description": "The size (in points) of the sliding window. If omitted, don't use a sliding window."
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},
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"useCurrentPoint": {
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"type": "boolean"
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},
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"splitByFields": {
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"type": "array",
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"minItems": 0,
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"items": {
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"type": "string",
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"minLength": 1
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}
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},
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"earliestTime": {
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"type": "string"
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},
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"latestTime": {
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"type": "string"
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}
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},
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"additionalProperties": false,
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"required": ["guid", "type", "role", "outlierFields", "thresholdMethod", "thresholdMultiplier", "useCurrentPoint", "splitByFields"]
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},
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"search_stage_spl": {
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"type": "object",
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"properties": {
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"guid": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"enum": ["spl"]
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},
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"role": {
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"type": "string",
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"enum": ["datasource"]
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},
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"searchString": {
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"type": "string"
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},
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"earliestTime": {
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"type": "string"
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},
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"latestTime": {
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"type": "string"
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}
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},
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"additionalProperties": false,
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"required": ["guid", "type", "role", "searchString", "earliestTime", "latestTime"]
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}
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}
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}
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