diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/AnomalyDetector.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/AnomalyDetector.json new file mode 100644 index 000000000000..a0a50e9501e4 --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/AnomalyDetector.json @@ -0,0 +1,597 @@ +{ + "swagger": "2.0", + "info": { + "version": "1.1-preview.2", + "title": "Anomaly Detector Client", + "description": "The Anomaly Detector API detects anomalies automatically in time series data. It supports two kinds of mode, one is for stateless using, another is for stateful using. In stateless mode, there are three functionalities. Entire Detect is for detecting the whole series with model trained by the time series, Last Detect is detecting last point with model trained by points before. ChangePoint Detect is for detecting trend changes in time series. In stateful mode, user can store time series, the stored time series will be used for detection anomalies. Under this mode, user can still use the above three functionalities by only giving a time range without preparing time series in client side. Besides the above three functionalities, stateful model also provide group based detection and labeling service. By leveraging labeling service user can provide labels for each detection result, these labels will be used for retuning or regenerating detection models. Inconsistency detection is a kind of group based detection, this detection will find inconsistency ones in a set of time series. By using anomaly detector service, business customers can discover incidents and establish a logic flow for root cause analysis." + }, + "securityDefinitions": { + "apiKeyHeader": { + "type": "apiKey", + "name": "Ocp-Apim-Subscription-Key", + "in": "header" + } + }, + "security": [ + { + "apiKeyHeader": [] + } + ], + "x-ms-parameterized-host": { + "hostTemplate": "{Endpoint}/anomalydetector/{ApiVersion}", + "useSchemePrefix": false, + "parameters": [ + { + "$ref": "#/parameters/Endpoint" + }, + { + "$ref": "#/parameters/ApiVersion" + } + ] + }, + "paths": { + "/timeseries/entire/detect": { + "post": { + "summary": "Detect anomalies for the entire series in batch.", + "description": "This operation generates a model with an entire series, each point is detected with the same model. With this method, points before and after a certain point are used to determine whether it is an anomaly. The entire detection can give user an overall status of the time series.", + "operationId": "DetectEntireSeries", + "parameters": [ + { + "name": "body", + "in": "body", + "description": "Time series points and period if needed. Advanced model parameters can also be set in the request.", + "required": true, + "schema": { + "$ref": "#/definitions/DetectRequest" + } + } + ], + "consumes": [ + "application/json" + ], + "produces": [ + "application/json" + ], + "responses": { + "200": { + "description": "Successful operation.", + "schema": { + "$ref": "#/definitions/EntireDetectResponse" + } + }, + "default": { + "description": "Error response.", + "headers": { + "x-ms-error-code": { + "type": "string", + "description": "error code" + } + }, + "schema": { + "$ref": "#/definitions/AnomalyDetectorError" + } + } + }, + "x-ms-examples": { + "Find anomalies for the entire series in batch example": { + "$ref": "./examples/EntireDetect.json" + } + } + } + }, + "/timeseries/last/detect": { + "post": { + "summary": "Detect anomaly status of the latest point in time series.", + "description": "This operation generates a model using points before the latest one. With this method, only historical points are used to determine whether the target point is an anomaly. The latest point detecting operation matches the scenario of real-time monitoring of business metrics.", + "operationId": "DetectLastPoint", + "parameters": [ + { + "name": "body", + "in": "body", + "description": "Time series points and period if needed. Advanced model parameters can also be set in the request.", + "required": true, + "schema": { + "$ref": "#/definitions/DetectRequest" + } + } + ], + "consumes": [ + "application/json" + ], + "produces": [ + "application/json" + ], + "responses": { + "200": { + "description": "Successful operation.", + "schema": { + "$ref": "#/definitions/LastDetectResponse" + } + }, + "default": { + "description": "Error response.", + "headers": { + "x-ms-error-code": { + "type": "string", + "description": "error code" + } + }, + "schema": { + "$ref": "#/definitions/AnomalyDetectorError" + } + } + }, + "x-ms-examples": { + "Detect anomaly status of the latest point in time series example": { + "$ref": "./examples/LastDetect.json" + } + } + } + }, + "/timeseries/changepoint/detect": { + "post": { + "summary": "Detect change point for the entire series", + "description": "Evaluate change point score of every series point", + "operationId": "DetectChangePoint", + "parameters": [ + { + "name": "body", + "in": "body", + "description": "Time series points and granularity is needed. Advanced model parameters can also be set in the request if needed.", + "required": true, + "schema": { + "$ref": "#/definitions/ChangePointDetectRequest" + } + } + ], + "consumes": [ + "application/json" + ], + "produces": [ + "application/json" + ], + "responses": { + "200": { + "description": "Successful operation.", + "schema": { + "$ref": "#/definitions/ChangePointDetectResponse" + } + }, + "default": { + "description": "Error response.", + "headers": { + "x-ms-error-code": { + "type": "string", + "description": "error code" + } + }, + "schema": { + "$ref": "#/definitions/AnomalyDetectorError" + } + } + }, + "x-ms-examples": { + "Detect change point example": { + "$ref": "./examples/ChangePointDetect.json" + } + } + } + } + }, + "definitions": { + "AnomalyDetectorError": { + "type": "object", + "description": "Error information returned by the API.", + "properties": { + "code": { + "description": "The error code.", + "enum": [ + "InvalidCustomInterval", + "BadArgument", + "InvalidGranularity", + "InvalidPeriod", + "InvalidModelArgument", + "InvalidSeries", + "InvalidJsonFormat", + "RequiredGranularity", + "RequiredSeries", + "InvalidImputeMode", + "InvalidImputeFixedValue" + ], + "x-ms-enum": { + "name": "AnomalyDetectorErrorCodes", + "modelAsString": true + } + }, + "message": { + "description": "A message explaining the error reported by the service.", + "type": "string" + } + } + }, + "TimeGranularity": { + "type": "string", + "description": "Optional argument, can be one of yearly, monthly, weekly, daily, hourly, minutely, secondly, microsecond or none. If granularity is not present, it will be none by default. If granularity is none, the timestamp property in time series point can be absent.", + "x-ms-enum": { + "name": "TimeGranularity", + "modelAsString": false, + "values": [ + { + "value": "yearly" + }, + { + "value": "monthly" + }, + { + "value": "weekly" + }, + { + "value": "daily" + }, + { + "value": "hourly" + }, + { + "name": "perMinute", + "value": "minutely" + }, + { + "name": "perSecond", + "value": "secondly" + }, + { + "value": "microsecond" + }, + { + "value": "none" + } + ] + }, + "enum": [ + "yearly", + "monthly", + "weekly", + "daily", + "hourly", + "minutely", + "secondly", + "microsecond", + "none" + ] + }, + "CustomInterval": { + "type": "integer", + "format": "int32", + "description": "Custom Interval is used to set non-standard time interval, for example, if the series is 5 minutes, request can be set as {\"granularity\":\"minutely\", \"customInterval\":5}." + }, + "ImputeMode": { + "type": "string", + "description": "Define the impute method, can be one of auto, previous, linear, fixed, zero, notFill.", + "x-ms-enum": { + "name": "ImputeMode", + "modelAsString": true, + "values": [ + { + "value": "auto" + }, + { + "value": "previous" + }, + { + "value": "linear" + }, + { + "value": "fixed" + }, + { + "value": "zero" + }, + { + "value": "notFill" + } + ] + }, + "enum": [ + "auto", + "previous", + "linear", + "fixed", + "zero", + "notFill" + ] + }, + "ImputeFixedValue": { + "type": "number", + "format": "float", + "description": "Used when imputeMode set to \"fixed\", in this case, it will be used to impute the missing values." + }, + "DetectRequest": { + "type": "object", + "description": "The request of entire or last anomaly detection.", + "required": [ + "series" + ], + "properties": { + "series": { + "type": "array", + "description": "Time series data points. Points should be sorted by timestamp in ascending order to match the anomaly detection result. If the data is not sorted correctly or there is duplicated timestamp, the API will not work. In such case, an error message will be returned.", + "items": { + "$ref": "#/definitions/TimeSeriesPoint" + } + }, + "granularity": { + "$ref": "#/definitions/TimeGranularity" + }, + "customInterval": { + "$ref": "#/definitions/CustomInterval", + "description": "Custom Interval is used to set non-standard time interval, for example, if the series is 5 minutes, request can be set as {\"granularity\":\"minutely\", \"customInterval\":5}." + }, + "period": { + "type": "integer", + "format": "int32", + "description": "Optional argument, periodic value of a time series. If the value is null or does not present, the API will determine the period automatically." + }, + "maxAnomalyRatio": { + "type": "number", + "format": "float", + "description": "Optional argument, advanced model parameter, max anomaly ratio in a time series." + }, + "sensitivity": { + "type": "integer", + "format": "int32", + "description": "Optional argument, advanced model parameter, between 0-99, the lower the value is, the larger the margin value will be which means less anomalies will be accepted." + }, + "imputeMode": { + "$ref": "#/definitions/ImputeMode", + "description": "Used to specify how to deal with missing values in the input series, it's used when granularity is not \"none\"." + }, + "imputeFixedValue": { + "$ref": "#/definitions/ImputeFixedValue", + "description": "Used to specify the value to fill, it's used when granularity is not \"none\" and imputeMode is \"fixed\"." + } + } + }, + "TimeSeriesPoint": { + "type": "object", + "description": "The definition of input timeseries points.", + "required": [ + "value" + ], + "properties": { + "timestamp": { + "type": "string", + "format": "date-time", + "description": "Optional argument, timestamp of a data point (ISO8601 format)." + }, + "value": { + "type": "number", + "format": "float", + "description": "The measurement of that point, should be float." + } + } + }, + "EntireDetectResponse": { + "type": "object", + "description": "The response of entire anomaly detection.", + "required": [ + "expectedValues", + "isAnomaly", + "isNegativeAnomaly", + "isPositiveAnomaly", + "lowerMargins", + "period", + "upperMargins" + ], + "properties": { + "period": { + "type": "integer", + "format": "int32", + "description": "Frequency extracted from the series, zero means no recurrent pattern has been found." + }, + "expectedValues": { + "type": "array", + "description": "ExpectedValues contain expected value for each input point. The index of the array is consistent with the input series.", + "items": { + "type": "number", + "format": "float" + } + }, + "upperMargins": { + "type": "array", + "description": "UpperMargins contain upper margin of each input point. UpperMargin is used to calculate upperBoundary, which equals to expectedValue + (100 - marginScale)*upperMargin. Anomalies in response can be filtered by upperBoundary and lowerBoundary. By adjusting marginScale value, less significant anomalies can be filtered in client side. The index of the array is consistent with the input series.", + "items": { + "type": "number", + "format": "float" + } + }, + "lowerMargins": { + "type": "array", + "description": "LowerMargins contain lower margin of each input point. LowerMargin is used to calculate lowerBoundary, which equals to expectedValue - (100 - marginScale)*lowerMargin. Points between the boundary can be marked as normal ones in client side. The index of the array is consistent with the input series.", + "items": { + "type": "number", + "format": "float" + } + }, + "isAnomaly": { + "type": "array", + "description": "IsAnomaly contains anomaly properties for each input point. True means an anomaly either negative or positive has been detected. The index of the array is consistent with the input series.", + "items": { + "type": "boolean" + } + }, + "isNegativeAnomaly": { + "type": "array", + "description": "IsNegativeAnomaly contains anomaly status in negative direction for each input point. True means a negative anomaly has been detected. A negative anomaly means the point is detected as an anomaly and its real value is smaller than the expected one. The index of the array is consistent with the input series.", + "items": { + "type": "boolean" + } + }, + "isPositiveAnomaly": { + "type": "array", + "description": "IsPositiveAnomaly contain anomaly status in positive direction for each input point. True means a positive anomaly has been detected. A positive anomaly means the point is detected as an anomaly and its real value is larger than the expected one. The index of the array is consistent with the input series.", + "items": { + "type": "boolean" + } + }, + "severity": { + "type": "array", + "description": "The severity score for each input point. The larger the value is, the more sever the anomaly is. For normal points, the \"severity\" is always 0.", + "items": { + "type": "number", + "format": "float" + } + } + } + }, + "LastDetectResponse": { + "type": "object", + "description": "The response of last anomaly detection.", + "required": [ + "expectedValue", + "isAnomaly", + "isNegativeAnomaly", + "isPositiveAnomaly", + "lowerMargin", + "period", + "upperMargin", + "suggestedWindow" + ], + "properties": { + "period": { + "type": "integer", + "format": "int32", + "description": "Frequency extracted from the series, zero means no recurrent pattern has been found." + }, + "suggestedWindow": { + "type": "integer", + "format": "int32", + "description": "Suggested input series points needed for detecting the latest point." + }, + "expectedValue": { + "type": "number", + "format": "float", + "description": "Expected value of the latest point." + }, + "upperMargin": { + "type": "number", + "format": "float", + "description": "Upper margin of the latest point. UpperMargin is used to calculate upperBoundary, which equals to expectedValue + (100 - marginScale)*upperMargin. If the value of latest point is between upperBoundary and lowerBoundary, it should be treated as normal value. By adjusting marginScale value, anomaly status of latest point can be changed." + }, + "lowerMargin": { + "type": "number", + "format": "float", + "description": "Lower margin of the latest point. LowerMargin is used to calculate lowerBoundary, which equals to expectedValue - (100 - marginScale)*lowerMargin. " + }, + "isAnomaly": { + "type": "boolean", + "description": "Anomaly status of the latest point, true means the latest point is an anomaly either in negative direction or positive direction." + }, + "isNegativeAnomaly": { + "type": "boolean", + "description": "Anomaly status in negative direction of the latest point. True means the latest point is an anomaly and its real value is smaller than the expected one." + }, + "isPositiveAnomaly": { + "type": "boolean", + "description": "Anomaly status in positive direction of the latest point. True means the latest point is an anomaly and its real value is larger than the expected one." + }, + "severity": { + "type": "number", + "format": "float", + "description": "The severity score for the last input point. The larger the value is, the more sever the anomaly is. For normal points, the \"severity\" is always 0." + } + } + }, + "ChangePointDetectRequest": { + "type": "object", + "description": "The request of change point detection.", + "required": [ + "granularity", + "series" + ], + "properties": { + "series": { + "type": "array", + "description": "Time series data points. Points should be sorted by timestamp in ascending order to match the change point detection result.", + "items": { + "$ref": "#/definitions/TimeSeriesPoint" + } + }, + "granularity": { + "$ref": "#/definitions/TimeGranularity", + "description": "Can only be one of yearly, monthly, weekly, daily, hourly, minutely or secondly. Granularity is used for verify whether input series is valid." + }, + "customInterval": { + "$ref": "#/definitions/CustomInterval", + "description": "Custom Interval is used to set non-standard time interval, for example, if the series is 5 minutes, request can be set as {\"granularity\":\"minutely\", \"customInterval\":5}." + }, + "period": { + "type": "integer", + "format": "int32", + "description": "Optional argument, periodic value of a time series. If the value is null or does not present, the API will determine the period automatically." + }, + "stableTrendWindow": { + "type": "integer", + "format": "int32", + "description": "Optional argument, advanced model parameter, a default stableTrendWindow will be used in detection." + }, + "threshold": { + "type": "number", + "format": "float", + "description": "Optional argument, advanced model parameter, between 0.0-1.0, the lower the value is, the larger the trend error will be which means less change point will be accepted." + } + } + }, + "ChangePointDetectResponse": { + "type": "object", + "description": "The response of change point detection.", + "properties": { + "period": { + "type": "integer", + "format": "int32", + "readOnly": true, + "description": "Frequency extracted from the series, zero means no recurrent pattern has been found." + }, + "isChangePoint": { + "type": "array", + "description": "isChangePoint contains change point properties for each input point. True means an anomaly either negative or positive has been detected. The index of the array is consistent with the input series.", + "items": { + "type": "boolean", + "readOnly": true + } + }, + "confidenceScores": { + "type": "array", + "description": "the change point confidence of each point", + "items": { + "type": "number", + "format": "float", + "readOnly": true + } + } + } + } + }, + "parameters": { + "Endpoint": { + "name": "Endpoint", + "description": "Supported Cognitive Services endpoints (protocol and hostname, for example: https://westus2.api.cognitive.microsoft.com).", + "x-ms-parameter-location": "client", + "required": true, + "type": "string", + "in": "path", + "x-ms-skip-url-encoding": true + }, + "ApiVersion": { + "name": "ApiVersion", + "description": "Anomaly Detector API version (for example, v1.0).", + "x-ms-parameter-location": "client", + "required": true, + "type": "string", + "enum": [ + "v1.1-preview.2" + ], + "in": "path", + "x-ms-skip-url-encoding": true + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/MultivariateAnomalyDetector.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/MultivariateAnomalyDetector.json new file mode 100644 index 000000000000..2a76dedfc9ee --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/MultivariateAnomalyDetector.json @@ -0,0 +1,1222 @@ +{ + "swagger": "2.0", + "info": { + "version": "1.1-preview.2", + "title": "Anomaly Detector Client", + "description": "The Anomaly Detector API detects anomalies automatically in time series data. It supports two kinds of mode, one is for stateless using, another is for stateful using. In stateless mode, there are three functionalities. Entire Detect is for detecting the whole series with model trained by the time series, Last Detect is detecting last point with model trained by points before. ChangePoint Detect is for detecting trend changes in time series. In stateful mode, user can store time series, the stored time series will be used for detection anomalies. Under this mode, user can still use the above three functionalities by only giving a time range without preparing time series in client side. Besides the above three functionalities, stateful model also provide group based detection and labeling service. By leveraging labeling service user can provide labels for each detection result, these labels will be used for retuning or regenerating detection models. Inconsistency detection is a kind of group based detection, this detection will find inconsistency ones in a set of time series. By using anomaly detector service, business customers can discover incidents and establish a logic flow for root cause analysis." + }, + "consumes": [ + "application/json" + ], + "produces": [ + "application/json" + ], + "tags": [ + { + "name": "MultivariateAnomalyDetection" + } + ], + "securityDefinitions": { + "apiKeyHeader": { + "type": "apiKey", + "in": "header", + "name": "Ocp-Apim-Subscription-Key" + } + }, + "security": [ + { + "apiKeyHeader": [] + } + ], + "x-ms-parameterized-host": { + "hostTemplate": "{Endpoint}/anomalydetector/{ApiVersion}", + "useSchemePrefix": false, + "parameters": [ + { + "$ref": "#/parameters/Endpoint" + }, + { + "$ref": "#/parameters/ApiVersion" + } + ] + }, + "schemes": [ + "https" + ], + "paths": { + "/multivariate/models": { + "post": { + "responses": { + "201": { + "description": "Create and train a multivariate anomaly detection model.", + "headers": { + "Location": { + "type": "string", + "description": "Location and ID of the model." + } + } + }, + "default": { + "description": "Error response", + "headers": { + "x-ms-error-code": { + "type": "string", + "description": "error code" + } + }, + "schema": { + "$ref": "#/definitions/ErrorResponse" + } + } + }, + "summary": "Train a Multivariate Anomaly Detection Model", + "operationId": "TrainMultivariateModel", + "parameters": [ + { + "name": "body", + "in": "body", + "required": true, + "description": "Training request", + "schema": { + "$ref": "#/definitions/ModelInfo" + } + } + ], + "tags": [ + "MultivariateAnomalyDetection" + ], + "x-ms-examples": { + "Train Multivariate model": { + "$ref": "./examples/TrainModel.json" + } + }, + "description": "Create and train a multivariate anomaly detection model. The request must include a source parameter to indicate an externally accessible Azure storage Uri (preferably a Shared Access Signature Uri). All time-series used in generate the model must be zipped into one single file. Each time-series will be in a single CSV file in which the first column is timestamp and the second column is value." + }, + "get": { + "responses": { + "200": { + "description": "Success", + "schema": { + "$ref": "#/definitions/ModelList" + } + }, + "default": { + "description": "Error response", + "headers": { + "x-ms-error-code": { + "type": "string", + "description": "error code" + } + }, + "schema": { + "$ref": "#/definitions/ErrorResponse" + } + } + }, + "summary": "List Multivariate Models", + "operationId": "ListMultivariateModel", + "parameters": [ + { + "name": "$skip", + "in": "query", + "required": false, + "type": "integer", + "default": 0, + "description": "$skip indicates how many models will be skipped." + }, + { + "name": "$top", + "in": "query", + "required": false, + "type": "integer", + "default": 5, + "description": "$top indicates how many models will be fetched." + } + ], + "tags": [ + "MultivariateAnomalyDetection" + ], + "x-ms-examples": { + "List Multivariate model": { + "$ref": "./examples/ListModel.json" + } + }, + "x-ms-pageable": { + "nextLinkName": "nextLink", + "itemName": "models" + }, + "description": "List models of a subscription" + } + }, + "/multivariate/models/{modelId}": { + "get": { + "parameters": [ + { + "name": "modelId", + "description": "Model identifier.", + "format": "uuid", + "in": "path", + "required": true, + "type": "string" + } + ], + "responses": { + "200": { + "description": "Get multivariate model details successfully.", + "schema": { + "$ref": "#/definitions/Model" + } + }, + "default": { + "description": "Error response", + "headers": { + "x-ms-error-code": { + "type": "string", + "description": "error code" + } + }, + "schema": { + "$ref": "#/definitions/ErrorResponse" + } + } + }, + "summary": "Get Multivariate Model", + "description": "Get detailed information of multivariate model, including the training status and variables used in the model.", + "operationId": "GetMultivariateModel", + "tags": [ + "MultivariateAnomalyDetection" + ], + "x-ms-examples": { + "Get multivariate model": { + "$ref": "./examples/GetModel.json" + } + } + }, + "delete": { + "parameters": [ + { + "name": "modelId", + "description": "Model identifier.", + "format": "uuid", + "in": "path", + "required": true, + "type": "string" + } + ], + "responses": { + "204": { + "description": "Successfully marked model for deletion. Model will be removed within a predefined time period." + }, + "default": { + "description": "Error response", + "headers": { + "x-ms-error-code": { + "type": "string", + "description": "error code" + } + }, + "schema": { + "$ref": "#/definitions/ErrorResponse" + } + } + }, + "x-ms-examples": { + "Delete multivariate model": { + "$ref": "./examples/DeleteModel.json" + } + }, + "summary": "Delete Multivariate Model", + "description": "Delete an existing multivariate model according to the modelId", + "operationId": "DeleteMultivariateModel", + "tags": [ + "MultivariateAnomalyDetection" + ] + } + }, + "/multivariate/models/{modelId}/detect": { + "post": { + "responses": { + "201": { + "description": "Submit a multivariate model detection task successfully.", + "headers": { + "Location": { + "type": "string", + "description": "Location and ID of the detection result." + } + } + }, + "default": { + "description": "Error response", + "headers": { + "x-ms-error-code": { + "type": "string", + "description": "error code" + } + }, + "schema": { + "$ref": "#/definitions/ErrorResponse" + } + } + }, + "summary": "Detect Multivariate Anomaly", + "description": "Submit detection multivariate anomaly task with the trained model of modelId, the input schema should be the same with the training request. Thus request will be complete asynchronously and will return a resultId for querying the detection result.The request should be a source link to indicate an externally accessible Azure storage Uri (preferably a Shared Access Signature Uri). All time-series used in generate the model must be zipped into one single file. Each time-series will be as follows: the first column is timestamp and the second column is value.", + "operationId": "DetectAnomaly", + "x-ms-examples": { + "Detect anomaly with multivariate Model": { + "$ref": "./examples/DetectAnomaly.json" + } + }, + "parameters": [ + { + "name": "modelId", + "description": "Model identifier.", + "in": "path", + "format": "uuid", + "required": true, + "type": "string" + }, + { + "name": "body", + "description": "Detect anomaly request", + "required": true, + "in": "body", + "schema": { + "$ref": "#/definitions/DetectionRequest" + } + } + ], + "tags": [ + "MultivariateAnomalyDetection" + ] + } + }, + "/multivariate/results/{resultId}": { + "get": { + "parameters": [ + { + "name": "resultId", + "description": "Result identifier.", + "in": "path", + "required": true, + "type": "string", + "format": "uuid" + } + ], + "responses": { + "200": { + "description": "Get Multivariate Anomaly Detection Result by Result Id.", + "schema": { + "$ref": "#/definitions/DetectionResult" + } + }, + "default": { + "description": "Error response", + "headers": { + "x-ms-error-code": { + "type": "string", + "description": "error code" + } + }, + "schema": { + "$ref": "#/definitions/ErrorResponse" + } + } + }, + "x-ms-examples": { + "Get detection result": { + "$ref": "./examples/GetResult.json" + } + }, + "summary": "Get Multivariate Anomaly Detection Result", + "operationId": "GetDetectionResult", + "description": "Get multivariate anomaly detection result based on resultId returned by the DetectAnomalyAsync api", + "tags": [ + "MultivariateAnomalyDetection" + ] + } + }, + "/multivariate/models/{modelId}/export": { + "get": { + "parameters": [ + { + "name": "modelId", + "description": "Model identifier.", + "in": "path", + "required": true, + "type": "string", + "format": "uuid" + } + ], + "responses": { + "200": { + "description": "Export the multivariate model as a zip package.", + "schema": { + "type": "string", + "format": "binary" + } + }, + "default": { + "description": "Error response", + "headers": { + "x-ms-error-code": { + "type": "string", + "description": "error code" + } + }, + "schema": { + "$ref": "#/definitions/ErrorResponse" + } + } + }, + "x-ms-examples": { + "Export model": { + "$ref": "./examples/ExportModel.json" + } + }, + "summary": "Export Multivariate Anomaly Detection Model as Zip file", + "description": "Export multivariate anomaly detection model based on modelId", + "operationId": "ExportModel", + "produces": [ + "application/zip", + "application/json" + ], + "tags": [ + "MultivariateAnomalyDetection" + ] + } + }, + "/multivariate/models/{modelId}/last/detect": { + "post": { + "summary": "Detect anomalies in the last a few points of the request body.", + "description": "Synchronized API for anomaly detection.", + "operationId": "LastDetectAnomaly", + "parameters": [ + { + "name": "modelId", + "description": "Model identifier.", + "in": "path", + "format": "uuid", + "required": true, + "type": "string" + }, + { + "name": "body", + "description": "Request for last detection.", + "required": true, + "in": "body", + "schema": { + "$ref": "#/definitions/LastDetectionRequest" + } + } + ], + "consumes": [ + "application/json" + ], + "produces": [ + "application/json" + ], + "responses": { + "200": { + "description": "Detection has successfully completed.", + "schema": { + "$ref": "#/definitions/LastDetectionResult" + } + }, + "default": { + "description": "Error response", + "headers": { + "x-ms-error-code": { + "type": "string", + "description": "error code" + } + }, + "schema": { + "$ref": "#/definitions/ErrorResponse" + } + } + }, + "x-ms-examples": { + "Detect anomaly with multivariate Model": { + "$ref": "./examples/LastDetectAnomaly.json" + } + }, + "tags": [ + "MultivariateAnomalyDetection" + ] + } + } + }, + "definitions": { + "Model": { + "required": [ + "createdTime", + "lastUpdatedTime", + "modelId" + ], + "properties": { + "modelId": { + "type": "string", + "format": "uuid", + "description": "Model identifier.", + "example": "45aad126-aafd-11ea-b8fb-d89ef3400c5f" + }, + "createdTime": { + "type": "string", + "format": "date-time", + "description": "Date and time (UTC) when the model was created.", + "example": "2020-06-30T00:00:00Z" + }, + "lastUpdatedTime": { + "type": "string", + "format": "date-time", + "description": "Date and time (UTC) when the model was last updated.", + "example": "2020-06-30T00:00:00Z" + }, + "modelInfo": { + "$ref": "#/definitions/ModelInfo" + } + }, + "type": "object", + "description": "Response of getting a model." + }, + "ModelStatus": { + "type": "string", + "description": "Model training status.", + "x-ms-enum": { + "name": "modelStatus", + "modelAsString": false + }, + "example": "READY", + "readOnly": true, + "enum": [ + "CREATED", + "RUNNING", + "READY", + "FAILED" + ] + }, + "ModelInfo": { + "required": [ + "endTime", + "source", + "startTime" + ], + "properties": { + "slidingWindow": { + "type": "integer", + "description": "An optional field, indicating how many previous points will be used to compute the anomaly score of the subsequent point.", + "example": 20 + }, + "alignPolicy": { + "$ref": "#/definitions/AlignPolicy" + }, + "source": { + "type": "string", + "description": "Source link to the input variables. Each variable should be a csv file with two columns, `timestamp` and `value`. By default, the file name of the variable will be used as its variable name.", + "example": "https://multiadsample.blob.core.windows.net/data/sample_data_2_1000.zip?sp=rl&st=2020-12-04T06:03:47Z&se=2022-12-05T06:03:00Z&sv=2019-12-12&sr=b&sig=AZTbvZ7fcp3MdqGY%2FvGHJXJjUgjS4DneCGl7U5omq5c%3D " + }, + "startTime": { + "type": "string", + "format": "date-time", + "description": "A required field, indicating the start time of training data. Should be date-time.", + "example": "2019-04-01T00:00:00Z" + }, + "endTime": { + "type": "string", + "format": "date-time", + "description": "A required field, indicating the end time of training data. Should be date-time.", + "example": "2019-04-02T00:00:00Z" + }, + "displayName": { + "type": "string", + "description": "An optional field. The name of the model whose maximum length is 24.", + "example": "DevOps-MultiAD", + "maxLength": 24 + }, + "status": { + "$ref": "#/definitions/ModelStatus" + }, + "errors": { + "type": "array", + "description": "Error messages when failed to create a model.", + "readOnly": true, + "items": { + "$ref": "#/definitions/ErrorResponse" + } + }, + "diagnosticsInfo": { + "$ref": "#/definitions/DiagnosticsInfo" + } + }, + "type": "object", + "description": "Train result of a model including status, errors and diagnose info for model and variables." + }, + "ErrorResponse": { + "required": [ + "code", + "message" + ], + "properties": { + "code": { + "type": "string", + "description": "The error code." + }, + "message": { + "type": "string", + "description": "The message explaining the error reported by the service." + } + }, + "type": "object" + }, + "DiagnosticsInfo": { + "properties": { + "modelState": { + "$ref": "#/definitions/ModelState" + }, + "variableStates": { + "type": "array", + "example": [ + { + "variable": "ad_input", + "filledNARatio": 0, + "effectiveCount": 1441, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-02T00:00:00Z" + }, + { + "variable": "ad_on_timer_output", + "filledNARatio": 0, + "effectiveCount": 1441, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-02T00:00:00Z" + }, + { + "variable": "ingestion", + "filledNARatio": 0, + "effectiveCount": 1441, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-02T00:00:00Z" + }, + { + "variable": "data_in_speed", + "filledNARatio": 0, + "effectiveCount": 1441, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-02T00:00:00Z" + }, + { + "variable": "cpu", + "filledNARatio": 0, + "effectiveCount": 1441, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-02T00:00:00Z" + }, + { + "variable": "ad_series_init", + "filledNARatio": 0, + "effectiveCount": 1441, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-02T00:00:00Z" + }, + { + "variable": "F-Link_last_check_point_duration", + "filledNARatio": 0, + "effectiveCount": 1441, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-02T00:00:00Z" + }, + { + "variable": "data_out_speed", + "filledNARatio": 0, + "effectiveCount": 1441, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-02T00:00:00Z" + }, + { + "variable": "ad_output", + "filledNARatio": 0, + "effectiveCount": 1441, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-02T00:00:00Z" + } + ], + "items": { + "$ref": "#/definitions/VariableState" + } + } + }, + "readOnly": true, + "type": "object" + }, + "AlignPolicy": { + "properties": { + "alignMode": { + "type": "string", + "description": "An optional field, indicating how we align different variables to the same time-range. Either Inner or Outer. ", + "example": "Outer", + "enum": [ + "Inner", + "Outer" + ], + "x-ms-enum": { + "name": "alignMode", + "modelAsString": false + } + }, + "fillNAMethod": { + "type": "string", + "description": "An optional field, indicating how missing values will be filled. One of Previous, Subsequent, Linear, Zero, Fixed, and NotFill. Cannot be set to NotFill, when the alignMode is Outer.", + "example": "Linear", + "enum": [ + "Previous", + "Subsequent", + "Linear", + "Zero", + "Fixed", + "NotFill" + ], + "x-ms-enum": { + "name": "fillNAMethod", + "modelAsString": true + } + }, + "paddingValue": { + "type": "number", + "description": "An optional field. Required when fillNAMethod is Fixed." + } + }, + "type": "object" + }, + "ModelState": { + "properties": { + "epochIds": { + "type": "array", + "description": "Epoch id", + "example": [ + 10, + 20, + 30, + 40, + 50, + 60, + 70, + 80, + 90, + 100 + ], + "items": { + "type": "integer" + } + }, + "trainLosses": { + "type": "array", + "example": [ + 0.6291328072547913, + 0.1671326905488968, + 0.12354248017072678, + 0.10259664058685303, + 0.09584927558898926, + 0.09069952368736267, + 0.08686016499996185, + 0.08603022992610931, + 0.08287354558706284, + 0.08235538005828857 + ], + "items": { + "type": "number" + } + }, + "validationLosses": { + "type": "array", + "example": [ + 0.9573427438735962, + 0.3182229995727539, + 0.3402646481990814, + 0.27653488516807556, + 0.2574014365673065, + 0.26928603649139404, + 0.2637230455875397, + 0.2590833008289337, + 0.2597166895866394, + 0.25973501801490784 + ], + "items": { + "type": "number" + } + }, + "latenciesInSeconds": { + "type": "array", + "example": [ + 0.3398594856262207, + 0.3659665584564209, + 0.37360644340515137, + 0.35134077072143555, + 0.33703041076660156, + 0.31876277923583984, + 0.32833099365234375, + 0.3503587245941162, + 0.3080024719238281, + 0.3327946662902832 + ], + "items": { + "type": "number" + } + } + }, + "type": "object" + }, + "VariableState": { + "properties": { + "variable": { + "type": "string", + "description": "Variable name." + }, + "filledNARatio": { + "type": "number", + "description": "Proportion of NaN values filled of the variable.", + "minimum": 0, + "maximum": 1 + }, + "effectiveCount": { + "type": "integer", + "description": "Number of effective points counted." + }, + "startTime": { + "type": "string", + "format": "date-time", + "description": "Start time of the variable." + }, + "endTime": { + "type": "string", + "format": "date-time", + "description": "End time of the variable." + } + }, + "type": "object" + }, + "ModelSnapshot": { + "required": [ + "createdTime", + "lastUpdatedTime", + "modelId", + "status", + "variablesCount" + ], + "properties": { + "modelId": { + "type": "string", + "format": "uuid", + "description": "Model identifier.", + "example": "45aad126-aafd-11ea-b8fb-d89ef3400c5f" + }, + "createdTime": { + "type": "string", + "format": "date-time", + "description": "Date and time (UTC) when the model was created.", + "example": "2020-06-30T00:00:00Z" + }, + "lastUpdatedTime": { + "type": "string", + "format": "date-time", + "description": "Date and time (UTC) when the model was last updated.", + "example": "2020-06-30T00:00:00Z" + }, + "status": { + "$ref": "#/definitions/ModelStatus" + }, + "displayName": { + "type": "string", + "example": "DevOps-Test" + }, + "variablesCount": { + "type": "integer", + "description": "Total number of variables.", + "example": 18 + } + }, + "type": "object" + }, + "ModelList": { + "required": [ + "currentCount", + "maxCount", + "models" + ], + "properties": { + "models": { + "type": "array", + "description": "List of models", + "items": { + "$ref": "#/definitions/ModelSnapshot" + } + }, + "currentCount": { + "type": "integer", + "description": "Current count of trained multivariate models.", + "example": 10 + }, + "maxCount": { + "type": "integer", + "description": "Max number of models that can be trained for this subscription.", + "example": 20 + }, + "nextLink": { + "type": "string", + "description": "The link to fetch more models." + } + }, + "type": "object", + "description": "Response of listing models." + }, + "DetectionRequest": { + "required": [ + "source", + "endTime", + "startTime" + ], + "properties": { + "source": { + "type": "string", + "description": "Source link to the input variables. Each variable should be a csv with two columns, `timestamp` and `value`. The file name of the variable will be used as its name. The variables used in detection should be exactly the same with those used in the training phase.", + "example": "https://multiadsample.blob.core.windows.net/data/sample_data_2_1000.zip?sp=rl&st=2020-12-04T06:03:47Z&se=2022-12-05T06:03:00Z&sv=2019-12-12&sr=b&sig=AZTbvZ7fcp3MdqGY%2FvGHJXJjUgjS4DneCGl7U5omq5c%3D " + }, + "startTime": { + "type": "string", + "format": "date-time", + "description": "A required field, indicating the start time of data for detection. Should be date-time.", + "example": "2019-04-01T00:15:00Z" + }, + "endTime": { + "type": "string", + "format": "date-time", + "description": "A required field, indicating the end time of data for detection. Should be date-time.", + "example": "2019-04-01T00:40:00Z" + } + }, + "type": "object", + "description": "Detection request." + }, + "DetectionResult": { + "required": [ + "resultId", + "results", + "summary" + ], + "properties": { + "resultId": { + "type": "string", + "format": "uuid", + "example": "45aad126-aafd-11ea-b8fb-d89ef3400c5f" + }, + "summary": { + "$ref": "#/definitions/DetectionResultSummary" + }, + "results": { + "type": "array", + "description": "Detection result for each timestamp.", + "items": { + "$ref": "#/definitions/AnomalyState" + } + } + }, + "type": "object", + "description": "Response of the given resultId." + }, + "DetectionResultSummary": { + "required": [ + "setupInfo", + "status" + ], + "properties": { + "status": { + "type": "string", + "description": "Status of detection results. One of CREATED, RUNNING, READY, and FAILED.", + "example": "READY", + "enum": [ + "CREATED", + "RUNNING", + "READY", + "FAILED" + ], + "x-ms-enum": { + "name": "DetectionStatus", + "modelAsString": false + } + }, + "errors": { + "type": "array", + "description": "Error message when detection is failed.", + "items": { + "$ref": "#/definitions/ErrorResponse" + } + }, + "variableStates": { + "type": "array", + "example": [ + { + "variable": "ad_input", + "filledNARatio": 0, + "effectiveCount": 26, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-01T00:25:00Z", + "errors": [] + }, + { + "variable": "ad_on_timer_output", + "filledNARatio": 0, + "effectiveCount": 26, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-01T00:25:00Z", + "errors": [] + }, + { + "variable": "ad_output", + "filledNARatio": 0, + "effectiveCount": 26, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-01T00:25:00Z", + "errors": [] + }, + { + "variable": "ad_series_init", + "filledNARatio": 0, + "effectiveCount": 26, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-01T00:25:00Z", + "errors": [] + }, + { + "variable": "cpu", + "filledNARatio": 0, + "effectiveCount": 26, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-01T00:25:00Z", + "errors": [] + }, + { + "variable": "data_in_speed", + "filledNARatio": 0, + "effectiveCount": 26, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-01T00:25:00Z", + "errors": [] + }, + { + "variable": "data_out_speed", + "filledNARatio": 0, + "effectiveCount": 26, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-01T00:25:00Z", + "errors": [] + }, + { + "variable": "last_check_point_duration", + "filledNARatio": 0, + "effectiveCount": 26, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-01T00:25:00Z", + "errors": [] + }, + { + "variable": "ingestion", + "filledNARatio": 0, + "effectiveCount": 26, + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-01T00:25:00Z", + "errors": [] + } + ], + "items": { + "$ref": "#/definitions/VariableState" + } + }, + "setupInfo": { + "$ref": "#/definitions/DetectionRequest" + } + }, + "type": "object" + }, + "AnomalyState": { + "required": [ + "timestamp" + ], + "properties": { + "timestamp": { + "type": "string", + "format": "date-time", + "description": "timestamp", + "example": "2020-01-01T00:00:00Z" + }, + "value": { + "$ref": "#/definitions/AnomalyValue" + }, + "errors": { + "type": "array", + "description": "Error message for the current timestamp", + "items": { + "$ref": "#/definitions/ErrorResponse" + } + } + }, + "type": "object" + }, + "AnomalyValue": { + "required": [ + "isAnomaly", + "score", + "severity" + ], + "properties": { + "isAnomaly": { + "type": "boolean", + "description": "True if an anomaly is detected at the current timestamp.", + "example": true + }, + "severity": { + "type": "number", + "description": "Indicates the significance of the anomaly. The higher the severity, the more significant the anomaly.", + "example": 0.8, + "minimum": 0, + "maximum": 1 + }, + "score": { + "type": "number", + "description": "Raw score from the model.", + "example": 0.3, + "minimum": 0, + "maximum": 2 + }, + "interpretation": { + "type": "array", + "items": { + "$ref": "#/definitions/AnomalyInterpretation" + } + } + }, + "type": "object" + }, + "LastDetectionRequest": { + "required": [ + "detectingPoints", + "variables" + ], + "properties": { + "variables": { + "type": "array", + "description": "variables", + "items": { + "$ref": "#/definitions/VariableValues" + } + }, + "detectingPoints": { + "type": "integer", + "description": "number of timestamps on which the model detects", + "example": 2 + } + }, + "type": "object" + }, + "VariableValues": { + "required": [ + "name", + "timestamps", + "values" + ], + "properties": { + "name": { + "type": "string", + "description": "variable name", + "example": "variable_1" + }, + "timestamps": { + "type": "array", + "description": "timestamps", + "items": { + "type": "string" + } + }, + "values": { + "type": "array", + "description": "values", + "items": { + "type": "number" + } + } + }, + "type": "object" + }, + "LastDetectionResult": { + "properties": { + "variableStates": { + "type": "array", + "items": { + "$ref": "#/definitions/VariableState" + } + }, + "results": { + "type": "array", + "items": { + "$ref": "#/definitions/AnomalyState" + } + } + }, + "type": "object" + }, + "AnomalyInterpretation": { + "properties": { + "variable": { + "type": "string" + }, + "contributionScore": { + "type": "number" + }, + "correlationChanges": { + "$ref": "#/definitions/CorrelationChanges" + } + }, + "type": "object" + }, + "CorrelationChanges": { + "properties": { + "changedVariables": { + "type": "array", + "description": "correlated variables", + "items": { + "type": "string" + } + }, + "changedValues": { + "type": "array", + "description": "changes in correlation", + "items": { + "type": "number" + } + } + }, + "type": "object" + } + }, + "parameters": { + "Endpoint": { + "name": "Endpoint", + "description": "Supported Cognitive Services endpoints (protocol and hostname, for example: https://westus2.api.cognitive.microsoft.com).", + "x-ms-parameter-location": "client", + "required": true, + "type": "string", + "in": "path", + "x-ms-skip-url-encoding": true + }, + "ApiVersion": { + "name": "ApiVersion", + "description": "Anomaly Detector API version (for example, v1.0).", + "x-ms-parameter-location": "client", + "required": true, + "type": "string", + "enum": [ + "v1.1-preview.2" + ], + "in": "path", + "x-ms-skip-url-encoding": true + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/RootCauseAnalysis.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/RootCauseAnalysis.json new file mode 100644 index 000000000000..8134646e8a4c --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/RootCauseAnalysis.json @@ -0,0 +1,44410 @@ +{ + "swagger": "2.0", + "info": { + "title": "Anomaly Detector Client", + "description": "Root cause analysis(RCA) helps drill down the crucial dimension combinations that contribute most to the given anomaly point. By learning the relationship among metrics, our algorithm supports finding root cause from both single and multiple measures, as well as providing reasonable interpretation.", + "version": "1.1-preview.2" + }, + "paths": { + "/rootCauseAnalysis/dataSets/{dataSetId}": { + "put": { + "tags": [ + "RootCauseAnalysisDataSet" + ], + "summary": "Create a root cause analysis data set", + "operationId": "CreateRootCauseAnalysisDataSet", + "consumes": [ + "application/json" + ], + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "dataSetId", + "description": "The root cause analysis data set unique id, should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "body", + "name": "body", + "description": "create a root cause analysis data set request", + "required": true, + "schema": { + "$ref": "#/definitions/CreateRootCauseAnalysisDataSet" + } + } + ], + "responses": { + "201": { + "description": "Success", + "headers": { + "Location": { + "description": "Location of the newly created resource.", + "type": "string" + } + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Create a root cause analysis data set": { + "$ref": "./examples/CreateRootCauseAnalysisDataSet.json" + } + } + }, + "get": { + "tags": [ + "RootCauseAnalysisDataSet" + ], + "summary": "Get a root cause analysis data set by its id", + "operationId": "GetRootCauseAnalysisDataSet", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "dataSetId", + "description": "The root cause analysis data set unique id, should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + } + ], + "responses": { + "200": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisDataSet" + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Get a root cause analysis data set by its id": { + "$ref": "./examples/GetRootCauseAnalysisDataSet.json" + } + } + }, + "delete": { + "tags": [ + "RootCauseAnalysisDataSet" + ], + "summary": "Delete a root cause analysis data set", + "operationId": "DeleteRootCauseAnalysisDataSet", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "dataSetId", + "description": "The root cause analysis data set unique id, should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + } + ], + "responses": { + "204": { + "description": "The resource is deleted successfully or does not exist." + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Delete a root cause analysis data set": { + "$ref": "./examples/DeleteRootCauseAnalysisDataSet.json" + } + } + } + }, + "/rootCauseAnalysis/dataSets": { + "get": { + "tags": [ + "RootCauseAnalysisDataSet" + ], + "summary": "List root cause analysis data sets", + "operationId": "ListRootCauseAnalysisDataSets", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "query", + "name": "skip", + "description": "For paging, skipped number", + "type": "integer", + "format": "int32" + }, + { + "in": "query", + "name": "maxpagesize", + "description": "The maximum number of items in one page", + "type": "integer", + "format": "int32" + }, + { + "in": "query", + "name": "filter", + "description": "The filter expression filters out the resources to be returned, currently contains(displayName, 'filter name’) is supported", + "type": "string" + } + ], + "responses": { + "200": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisDataSetList" + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-pageable": { + "nextLinkName": "nextLink" + }, + "x-ms-examples": { + "List root cause analysis data sets": { + "$ref": "./examples/ListRootCauseAnalysisDataSets.json" + } + } + } + }, + "/rootCauseAnalysis/dataSets/{dataSetId}/timestamps/{timestamp}/partitions/{partitionId}": { + "put": { + "tags": [ + "RootCauseAnalysisDataSet" + ], + "summary": "Upload data to root cause analysis data set by partition", + "operationId": "UploadRootCauseAnalysisDataByPartition", + "consumes": [ + "application/json" + ], + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "dataSetId", + "description": "The root cause analysis data set unique id. Should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "path", + "name": "timestamp", + "description": "Timestamp of the data, should be a string of ISO format", + "required": true, + "type": "string", + "format": "date-time" + }, + { + "in": "path", + "name": "partitionId", + "description": "The partition unique id，should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "body", + "name": "body", + "description": "Data to be uploaded to perform root cause analysis", + "required": true, + "schema": { + "$ref": "#/definitions/RootCauseAnalysisUploadDataPartitionRequest" + } + } + ], + "responses": { + "201": { + "description": "Success", + "headers": { + "Location": { + "description": "Location of the newly created resource.", + "type": "string" + } + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Upload data to root cause analysis data set by partition": { + "$ref": "./examples/UploadRootCauseAnalysisDataByPartition.json" + } + } + }, + "delete": { + "tags": [ + "RootCauseAnalysisDataSet" + ], + "summary": "Delete root cause analysis data by partition Id", + "operationId": "DeleteRootCauseAnalysisDataByPartitionId", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "dataSetId", + "description": "Data set unique id，should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "path", + "name": "timestamp", + "description": "The time stamp to be queried, should be a string of ISO format", + "required": true, + "type": "string", + "format": "date-time" + }, + { + "in": "path", + "name": "partitionId", + "description": "Data partition unique id，should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + } + ], + "responses": { + "204": { + "description": "The resource is deleted successfully or does not exist." + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Delete root cause analysis data by partition Id": { + "$ref": "./examples/DeleteRootCauseAnalysisDataByPartitionId.json" + } + } + } + }, + "/rootCauseAnalysis/dataSets/{dataSetId}/timestamps:upload": { + "post": { + "tags": [ + "RootCauseAnalysisDataSet" + ], + "summary": "Upload data to root cause analysis data set by block", + "operationId": "UploadRootCauseAnalysisDataByBlock", + "consumes": [ + "application/json" + ], + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "dataSetId", + "description": "The root cause analysis data set unique id，should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "body", + "name": "body", + "description": "Data to be uploaded to perform root cause analysis", + "required": true, + "schema": { + "$ref": "#/definitions/RootCauseAnalysisUploadDataBlockRequest" + } + } + ], + "responses": { + "201": { + "description": "Success" + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Upload data to root cause analysis data set by block": { + "$ref": "./examples/UploadRootCauseAnalysisDataByBlock.json" + } + } + } + }, + "/rootCauseAnalysis/dataSets/{dataSetId}/timestamps:purge": { + "post": { + "tags": [ + "RootCauseAnalysisDataSet" + ], + "summary": "Delete root cause analysis data by time range", + "operationId": "DeleteRootCauseAnalysisDataByTimeRange", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "dataSetId", + "description": "The root cause analysis data set unique id，should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "query", + "name": "start", + "description": "Start date time, should be ISO format", + "type": "string" + }, + { + "in": "query", + "name": "end", + "description": "End date time, should be ISO format", + "type": "string" + } + ], + "responses": { + "204": { + "description": "Success" + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Delete root cause analysis data by time range": { + "$ref": "./examples/DeleteRootCauseAnalysisDataByTimeRange.json" + } + } + } + }, + "/rootCauseAnalysis/dataSets/{dataSetId}/timestamps/{timestamp}/partitions": { + "get": { + "tags": [ + "RootCauseAnalysisDataSet" + ], + "summary": "List data meta for a given timestamp", + "operationId": "ListRootCauseAnalysisDataMetaByTimestamp", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "dataSetId", + "description": "The root cause analysis data set unique id, should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "path", + "name": "timestamp", + "description": "The time stamp to be queried, should be a string of ISO format", + "required": true, + "type": "string", + "format": "date-time" + }, + { + "in": "query", + "name": "skip", + "description": "For paging, skipped number", + "type": "integer", + "format": "int32" + }, + { + "in": "query", + "name": "maxpagesize", + "description": "The maximum number of items in one page", + "type": "integer", + "format": "int32" + } + ], + "responses": { + "200": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisDataMetaListResponse" + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-pageable": { + "nextLinkName": "nextLink" + }, + "x-ms-examples": { + "List data meta for a given timestamp": { + "$ref": "./examples/ListRootCauseAnalysisDataMetaByTimestamp.json" + } + } + } + }, + "/rootCauseAnalysis/dataSets/{dataSetId}/timestamps": { + "get": { + "tags": [ + "RootCauseAnalysisDataSet" + ], + "summary": "List data meta", + "operationId": "ListRootCauseAnalysisDataMetaByTimeRange", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "dataSetId", + "description": "The root cause analysis data set unique id, should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "query", + "name": "skip", + "description": "For paging, skipped number", + "type": "integer", + "format": "int32" + }, + { + "in": "query", + "name": "maxpagesize", + "description": "The maximum number of items in one page", + "type": "integer", + "format": "int32" + }, + { + "in": "query", + "name": "filter", + "description": "The filter expression filters out the resources, currently 2 kinds of operation are supported. They are timestamp ge XXXX and timestamp le XXXX. Timestamp must be ISO format", + "type": "string" + } + ], + "responses": { + "200": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisDataMetaListResponse" + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-pageable": { + "nextLinkName": "nextLink" + }, + "x-ms-examples": { + "List data meta": { + "$ref": "./examples/ListRootCauseAnalysisDataMetaByTimeRange.json" + } + } + } + }, + "/rootCauseAnalysis/instances/{instanceId}": { + "put": { + "tags": [ + "RootCauseAnalysisInstance" + ], + "summary": "Create an instance for root cause analysis", + "operationId": "CreateRootCauseAnalysisInstance", + "consumes": [ + "application/json" + ], + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "instanceId", + "description": "Instance unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "body", + "name": "body", + "description": "Create a root cause analysis instance request", + "required": true, + "schema": { + "$ref": "#/definitions/CreateRootCauseAnalysisInstance" + } + } + ], + "responses": { + "201": { + "description": "Success", + "headers": { + "Location": { + "description": "Location of the newly created resource.", + "type": "string" + } + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Create an instance for root cause analysis": { + "$ref": "./examples/CreateRootCauseAnalysisInstance.json" + } + } + }, + "get": { + "tags": [ + "RootCauseAnalysisInstance" + ], + "summary": "Query an instance information for root cause analysis", + "operationId": "GetRootCauseAnalysisInstance", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "instanceId", + "description": "Instance unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + } + ], + "responses": { + "200": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisInstance" + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Query an instance information for root cause analysis": { + "$ref": "./examples/GetRootCauseAnalysisInstance.json" + } + } + }, + "delete": { + "tags": [ + "RootCauseAnalysisInstance" + ], + "summary": "Delete an instance for root cause analysis", + "operationId": "DeleteRootCauseAnalysisInstance", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "instanceId", + "description": "Instance unique id", + "required": true, + "type": "string", + "format": "uuid" + } + ], + "responses": { + "204": { + "description": "The resource is deleted successfully or does not exist." + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Delete an instance for root cause analysis": { + "$ref": "./examples/DeleteRootCauseAnalysisInstance.json" + } + } + } + }, + "/rootCauseAnalysis/instances": { + "get": { + "tags": [ + "RootCauseAnalysisInstance" + ], + "summary": "Get instance list for root cause analysis", + "operationId": "ListRootCauseAnalysisInstances", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "query", + "name": "skip", + "description": "For paging, skipped number", + "type": "integer", + "format": "int32" + }, + { + "in": "query", + "name": "maxpagesize", + "description": "The maximum number of items in one page", + "type": "integer", + "format": "int32" + }, + { + "in": "query", + "name": "filter", + "description": "The filter expression filters out the resources to be returned, currently contains(displayName, 'filter name’) is supported", + "type": "string" + } + ], + "responses": { + "200": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisInstanceResponseList" + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-pageable": { + "nextLinkName": "nextLink" + }, + "x-ms-examples": { + "Get instance list for root cause analysis": { + "$ref": "./examples/ListRootCauseAnalysisInstances.json" + } + } + } + }, + "/rootCauseAnalysis/kinds": { + "get": { + "tags": [ + "RootCauseAnalysisKind" + ], + "summary": "Get kind list for root cause analysis", + "operationId": "ListRootCauseAnalysisKinds", + "produces": [ + "application/json" + ], + "responses": { + "200": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisKindList" + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Get kind list for root cause analysis": { + "$ref": "./examples/ListRootCauseAnalysisKinds.json" + } + } + } + }, + "/rootCauseAnalysis/instances/{instanceId}/models/{modelId}": { + "put": { + "tags": [ + "RootCauseAnalysisModel" + ], + "summary": "Create a training model for root cause analysis", + "operationId": "CreateRootCauseAnalysisTrainingTask", + "consumes": [ + "application/json" + ], + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "instanceId", + "description": "Instance unique id, should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "path", + "name": "modelId", + "description": "Model unique id, should be a string of uuid", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "body", + "name": "body", + "required": true, + "schema": { + "$ref": "#/definitions/RootCauseAnalysisTrainingRequest" + } + } + ], + "responses": { + "201": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisTrainingResponse" + }, + "examples": { + "application/json": { + "taskId": "11111111-1111-4444-4444-000000000000", + "instanceId": "11111111-2222-3333-4444-000000000000", + "modelId": "11223344-5555-6666-7777-000000000000", + "displayName": "Sample Root Cause Analysis Model Name", + "kind": "multidimensional", + "status": "scheduled", + "createdDateTime": "2021-12-01T00:00:00Z", + "lastModifiedDateTime": "2021-12-01T00:00:00Z", + "parameter": { + "startDateTime": "2021-05-01T00:00:00Z", + "endDateTime": "2021-09-01T00:00:00Z" + } + } + }, + "headers": { + "Location": { + "description": "Location of the newly created resource.", + "type": "string" + } + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Create a training model for root cause analysis": { + "$ref": "./examples/CreateRootCauseAnalysisTrainingTask.json" + } + } + }, + "delete": { + "tags": [ + "RootCauseAnalysisModel" + ], + "summary": "Delete a model for root cause analysis", + "operationId": "DeleteRootCauseAnalysisModel", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "instanceId", + "description": "Instance unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "path", + "name": "modelId", + "description": "Model unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + } + ], + "responses": { + "204": { + "description": "The resource is deleted successfully or does not exist." + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Delete a model for root cause analysis": { + "$ref": "./examples/DeleteRootCauseAnalysisModel.json" + } + } + }, + "get": { + "tags": [ + "RootCauseAnalysisModel" + ], + "summary": "Query a training task state for root cause analysis", + "operationId": "GetRootCauseAnalysisTrainingState", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "instanceId", + "description": "Instance unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "path", + "name": "modelId", + "description": "Model unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + } + ], + "responses": { + "200": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisTrainingResponse" + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Query a training task state for root cause analysis": { + "$ref": "./examples/GetRootCauseAnalysisTrainingState.json" + } + } + } + }, + "/rootCauseAnalysis/instances/{instanceId}/models": { + "get": { + "tags": [ + "RootCauseAnalysisModel" + ], + "summary": "Query training task state list for root cause analysis", + "operationId": "ListRootCauseAnalysisTrainingStates", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "instanceId", + "description": "Instance unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "query", + "name": "skip", + "description": "For paging, skipped number", + "type": "integer", + "format": "int32" + }, + { + "in": "query", + "name": "maxpagesize", + "description": "The maximum number of items in one page", + "type": "integer", + "format": "int32" + }, + { + "in": "query", + "name": "filter", + "description": "The filter expression filters out the resources to be returned, currently contains(displayName, 'filter name’) is supported", + "type": "string" + } + ], + "responses": { + "200": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisTrainingResponseList" + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-pageable": { + "nextLinkName": "nextLink" + }, + "x-ms-examples": { + "Query training task state list for root cause analysis": { + "$ref": "./examples/ListRootCauseAnalysisTrainingStates.json" + } + } + } + }, + "/rootCauseAnalysis/instances/{instanceId}/models/{modelId}/inferences/{inferenceId}": { + "put": { + "tags": [ + "RootCauseAnalysisModel" + ], + "summary": "Create an inference task for root cause analysis", + "operationId": "CreateRootCauseAnalysisInferenceTask", + "consumes": [ + "application/json" + ], + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "instanceId", + "description": "Instance unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "path", + "name": "modelId", + "description": "Model unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "path", + "name": "inferenceId", + "description": "Inference unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "body", + "name": "body", + "description": "Inference request of root cause analysis", + "required": true, + "schema": { + "$ref": "#/definitions/RootCauseAnalysisInferenceRequest" + } + } + ], + "responses": { + "201": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisInferenceResponse" + }, + "examples": { + "application/json": { + "inferenceId": "11111111-1111-1111-1111-000000000000", + "instanceId": "11111111-2222-3333-4444-000000000000", + "modelId": "11223344-5555-6666-7777-000000000000", + "kind": "multidimensional", + "status": "scheduled", + "createdDateTime": "2021-12-01T00:00:00Z", + "lastModifiedDateTime": "2021-12-01T00:00:00Z", + "parameter": { + "timestamp": "2021-06-04T00:00:00Z", + "dimensionScope": {} + } + } + }, + "headers": { + "Location": { + "description": "Location of the newly created resource.", + "type": "string" + } + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Create an inference task for root cause analysis": { + "$ref": "./examples/CreateRootCauseAnalysisInferenceTask.json" + } + } + }, + "get": { + "tags": [ + "RootCauseAnalysisModel" + ], + "summary": "Query an inference task state for root cause analysis", + "operationId": "GetRootCauseAnalysisInferenceState", + "produces": [ + "application/json" + ], + "parameters": [ + { + "in": "path", + "name": "instanceId", + "description": "Instance unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "path", + "name": "modelId", + "description": "Model unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + }, + { + "in": "path", + "name": "inferenceId", + "description": "Inference unique id, should be a string of uuid.", + "required": true, + "type": "string", + "format": "uuid" + } + ], + "responses": { + "200": { + "description": "Success", + "schema": { + "$ref": "#/definitions/RootCauseAnalysisInferenceResponse" + } + }, + "default": { + "description": "Client error or server error (4xx or 5xx)", + "schema": { + "$ref": "#/definitions/ErrorDetail" + }, + "headers": { + "x-ms-error-code": { + "description": "error code", + "type": "string" + } + } + } + }, + "x-ms-examples": { + "Query an inference task state for root cause analysis": { + "$ref": "./examples/GetRootCauseAnalysisInferenceState.json" + } + } + } + } + }, + "definitions": { + "RootCauseAnalysisMeasure": { + "required": [ + "displayName" + ], + "type": "object", + "properties": { + "displayName": { + "description": "Root cause analysis measure name", + "type": "string" + } + } + }, + "CreateRootCauseAnalysisDataSet": { + "required": [ + "displayName", + "kind" + ], + "type": "object", + "properties": { + "kind": { + "description": "Root cause analysis kind", + "enum": [ + "multidimensional" + ], + "type": "string", + "x-ms-enum": { + "name": "RootCauseAnalysisType", + "modelAsString": true + } + }, + "displayName": { + "description": "Root cause analysis data set name", + "type": "string" + } + }, + "discriminator": "kind", + "example": { + "granularity": "daily", + "customInterval": 1, + "dimensionKeys": [ + "Region", + "Platform" + ], + "aggregatedIdentifier": "__AGG__", + "measures": [ + { + "displayName": "Failure Rate" + }, + { + "displayName": "Error Count" + }, + { + "displayName": "Total Count" + } + ], + "displayName": "Sample Multidimensional Root Cause Analysis Dataset Name", + "kind": "multidimensional" + } + }, + "CreateMultiDimRCADataSet": { + "required": [ + "aggregatedIdentifier", + "customInterval", + "dimensionKeys", + "granularity", + "measures" + ], + "type": "object", + "allOf": [ + { + "$ref": "#/definitions/CreateRootCauseAnalysisDataSet" + } + ], + "properties": { + "granularity": { + "description": "Multidimensional root cause data set granularity", + "enum": [ + "yearly", + "monthly", + "weekly", + "daily", + "hourly", + "minutely", + "secondly", + "microsecond", + "none" + ], + "type": "string", + "x-ms-enum": { + "name": "Granularity", + "modelAsString": true + } + }, + "customInterval": { + "format": "int32", + "description": "Multidimensional root cause data set customized granularity interval. For example, if the granularity is daily and customInterval is 3, it means the data interval should be 3 days.", + "type": "integer" + }, + "dimensionKeys": { + "description": "Multidimensional root cause data set dimension keys", + "type": "array", + "items": { + "type": "string" + } + }, + "aggregatedIdentifier": { + "description": "Identifier to describe the aggregated dimension for this data set. Only one identifier should be used.", + "type": "string" + }, + "measures": { + "description": "Measures for the data", + "type": "array", + "items": { + "$ref": "#/definitions/RootCauseAnalysisMeasure" + } + } + }, + "x-ms-discriminator-value": "multidimensional" + }, + "ErrorDetail": { + "type": "object", + "properties": { + "message": { + "description": "Human-readable error message", + "type": "string" + }, + "code": { + "description": "Error code", + "type": "string" + } + } + }, + "RootCauseAnalysisDataSet": { + "required": [ + "dataSetId", + "displayName", + "kind" + ], + "type": "object", + "properties": { + "kind": { + "description": "Root cause analysis kind", + "enum": [ + "multidimensional" + ], + "type": "string", + "x-ms-enum": { + "name": "RootCauseAnalysisType", + "modelAsString": true + } + }, + "dataSetId": { + "format": "uuid", + "description": "Root cause analysis data set unique ID", + "type": "string" + }, + "displayName": { + "description": "Root cause analysis data set name", + "type": "string" + } + }, + "discriminator": "kind" + }, + "MultiDimRCADataSet": { + "required": [ + "aggregatedIdentifier", + "customInterval", + "dimensionKeys", + "granularity", + "measures" + ], + "type": "object", + "allOf": [ + { + "$ref": "#/definitions/RootCauseAnalysisDataSet" + } + ], + "properties": { + "granularity": { + "description": "Multidimensional root cause data set granularity", + "enum": [ + "yearly", + "monthly", + "weekly", + "daily", + "hourly", + "minutely", + "secondly", + "microsecond", + "none" + ], + "type": "string", + "x-ms-enum": { + "name": "Granularity", + "modelAsString": true + } + }, + "customInterval": { + "format": "int32", + "description": "Multidimensional root cause data set customized granularity interval. 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b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/CreateRootCauseAnalysisDataSet.json new file mode 100644 index 000000000000..dc1e245924af --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/CreateRootCauseAnalysisDataSet.json @@ -0,0 +1,37 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "dataSetId": "01234567-8901-2345-6789-012345678901", + "Content-Type": "application/json", + "body": { + "granularity": "daily", + "customInterval": 1, + "dimensionKeys": [ + "Region", + "Platform" + ], + "aggregatedIdentifier": "__AGG__", + "measures": [ + { + "displayName": "Failure Rate" + }, + { + "displayName": "Error Count" + }, + { + "displayName": "Total Count" + } + ], + "displayName": "Sample Multidimensional Root Cause Analysis Dataset Name", + "kind": "multidimensional" + } + }, + "responses": { + "201": { + "headers": { + "Location": "" + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/CreateRootCauseAnalysisInferenceTask.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/CreateRootCauseAnalysisInferenceTask.json new file mode 100644 index 000000000000..647b25ab5483 --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/CreateRootCauseAnalysisInferenceTask.json @@ -0,0 +1,34 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "instanceId": "11111111-2222-3333-4444-000000000000", + "modelId": "11223344-5555-6666-7777-000000000000", + "inferenceId": "11111111-1111-1111-1111-000000000000", + "Content-Type": "application/json", + "body": { + "kind": "multidimensional", + "parameter": { + "timestamp": "2021-06-04T00:00:00.000Z", + "dimensionScope": {} + } + } + }, + "responses": { + "201": { + "body": { + 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key}", + "instanceId": "11111111-2222-3333-4444-000000000000", + "Content-Type": "application/json", + "body": { + "targetMeasure": { + "dataSetId": "01234567-8901-2345-6789-012345678901", + "measureName": "Failure Rate" + }, + "assistiveMeasures": [ + { + "dataSetId": "01234567-8901-2345-6789-012345678901", + "measureName": "Error Count" + }, + { + "dataSetId": "01234567-8901-2345-6789-012345678901", + "measureName": "Total Count" + } + ], + "displayName": "Sample Root Cause Analysis Instance Name", + "kind": "multidimensional" + } + }, + "responses": { + "201": { + "headers": { + "Location": "" + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/CreateRootCauseAnalysisTrainingTask.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/CreateRootCauseAnalysisTrainingTask.json new file mode 100644 index 000000000000..6eeda28ad1ab --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/CreateRootCauseAnalysisTrainingTask.json @@ -0,0 +1,35 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "instanceId": "11111111-2222-3333-4444-000000000000", + "modelId": "11223344-5555-6666-7777-000000000000", + "Content-Type": "application/json", + "body": { + "displayName": "Sample Root Cause Analysis Model Name", + "kind": "multidimensional", + "parameter": { + "startDateTime": "2021-05-01T00:00:00.000Z", + "endDateTime": "2021-09-01T00:00:00.000Z" + } + } + }, + "responses": { + "201": { + "body": { + "taskId": "11111111-1111-4444-4444-000000000000", + "instanceId": "11111111-2222-3333-4444-000000000000", + "modelId": "11223344-5555-6666-7777-000000000000", + "displayName": "Sample Root Cause Analysis Model Name", + "kind": "multidimensional", + "status": "scheduled", + "createdDateTime": "2021-12-01T00:00:00.000Z", + "lastModifiedDateTime": "2021-12-01T00:00:00.000Z", + "parameter": { + "startDateTime": "2021-05-01T00:00:00.000Z", + "endDateTime": "2021-09-01T00:00:00.000Z" + } + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteModel.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteModel.json new file mode 100644 index 000000000000..e26211c80328 --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteModel.json @@ -0,0 +1,23 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "ApiVersion": "v1.1-preview.1", + "Content-Type": "application/json", + "Ocp-Apim-Subscription-Key": "{API key}", + "modelId": "45aad126-aafd-11ea-b8fb-d89ef3400c5f", + "body": {} + }, + "responses": { + "204": {}, + "default": { + "headers": { + "Content-Type": "application/json", + "x-ms-error-code": "Error Code" + }, + "body": { + "code": "Error Code", + "message": "Error Message" + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisDataByPartitionId.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisDataByPartitionId.json new file mode 100644 index 000000000000..1b433b09dfaa --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisDataByPartitionId.json @@ -0,0 +1,12 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "dataSetId": "01234567-8901-2345-6789-012345678901", + "timestamp": "2022-01-02T08:00:00.000Z", + "partitionId": "11234567-8901-2345-6789-012345678901" + }, + "responses": { + "204": {} + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisDataByTimeRange.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisDataByTimeRange.json new file mode 100644 index 000000000000..0359fe30cb5d --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisDataByTimeRange.json @@ -0,0 +1,10 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "dataSetId": "01234567-8901-2345-6789-012345678901" + }, + "responses": { + "204": {} + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisDataSet.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisDataSet.json new file mode 100644 index 000000000000..0359fe30cb5d --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisDataSet.json @@ -0,0 +1,10 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "dataSetId": "01234567-8901-2345-6789-012345678901" + }, + "responses": { + "204": {} + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisInstance.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisInstance.json new file mode 100644 index 000000000000..14c19d5147ab --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisInstance.json @@ -0,0 +1,10 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "instanceId": "11111111-2222-3333-4444-000000000000" + }, + "responses": { + "204": {} + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisModel.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisModel.json new file mode 100644 index 000000000000..cf0abc06a97a --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DeleteRootCauseAnalysisModel.json @@ -0,0 +1,11 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "instanceId": "11111111-2222-3333-4444-000000000000", + "modelId": "11223344-5555-6666-7777-000000000000" + }, + "responses": { + "204": {} + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DetectAnomaly.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DetectAnomaly.json new file mode 100644 index 000000000000..2246a292919f --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/DetectAnomaly.json @@ -0,0 +1,31 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "ApiVersion": "v1.1-preview.1", + "Content-Type": "application/json", + "Ocp-Apim-Subscription-Key": "{API key}", + "modelId": "45aad126-aafd-11ea-b8fb-d89ef3400c5f", + "body": { + "source": "https://multiadsample.blob.core.windows.net/data/sample_data_2_1000.zip?sp=rl&st=2020-12-04T06:03:47Z&se=2022-12-05T06:03:00Z&sv=2019-12-12&sr=b&sig=AZTbvZ7fcp3MdqGY%2FvGHJXJjUgjS4DneCGl7U5omq5c%3D", + "startTime": "2019-04-01T00:15:00Z", + "endTime": "2019-04-01T00:40:00Z" + } + }, + "responses": { + "201": { + "headers": { + "Location": "{Endpoint}/anomalydetector/v1.1-preview/multivariate/results/{resultId}" + } + }, + "default": { + "headers": { + "Content-Type": "application/json", + "x-ms-error-code": "Error Code" + }, + "body": { + "code": "Error Code", + "message": "Error Message" + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/EntireDetect.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/EntireDetect.json new file mode 100644 index 000000000000..585df3c9a5da --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/EntireDetect.json @@ -0,0 +1,565 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "ApiVersion": "v1.1-preview.1", + "Content-Type": "application/json", + "Ocp-Apim-Subscription-Key": "{API key}", + "body": { + "series": [ + { + "timestamp": "1972-01-01T00:00:00Z", + "value": 826 + }, + { + "timestamp": "1972-02-01T00:00:00Z", + "value": 799 + }, + { + "timestamp": "1972-03-01T00:00:00Z", + "value": 890 + }, + { + "timestamp": "1972-04-01T00:00:00Z", + "value": 900 + }, + { + "timestamp": "1972-05-01T00:00:00Z", + "value": 961 + }, + { + "timestamp": 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"timestamp": "1973-10-01T00:00:00Z", + "value": 791 + }, + { + "timestamp": "1973-11-01T00:00:00Z", + "value": 760 + }, + { + "timestamp": "1973-12-01T00:00:00Z", + "value": 802 + }, + { + "timestamp": "1974-01-01T00:00:00Z", + "value": 828 + }, + { + "timestamp": "1974-02-01T00:00:00Z", + "value": 1030 + }, + { + "timestamp": "1974-03-01T00:00:00Z", + "value": 889 + }, + { + "timestamp": "1974-04-01T00:00:00Z", + "value": 902 + }, + { + "timestamp": "1974-05-01T00:00:00Z", + "value": 969 + }, + { + "timestamp": "1974-06-01T00:00:00Z", + "value": 947 + }, + { + "timestamp": "1974-07-01T00:00:00Z", + "value": 908 + }, + { + "timestamp": "1974-08-01T00:00:00Z", + "value": 867 + }, + { + "timestamp": "1974-09-01T00:00:00Z", + "value": 815 + }, + { + "timestamp": "1974-10-01T00:00:00Z", + "value": 812 + }, + { + "timestamp": "1974-11-01T00:00:00Z", + "value": 773 + }, + { + "timestamp": "1974-12-01T00:00:00Z", + "value": 813 + }, + { + "timestamp": "1975-01-01T00:00:00Z", + "value": 834 + 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b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ExportModel.json new file mode 100644 index 000000000000..000a560a83f1 --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ExportModel.json @@ -0,0 +1,28 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "ApiVersion": "v1.1-preview.1", + "Content-Type": "application/json", + "Ocp-Apim-Subscription-Key": "{API key}", + "modelId": "45aad126-aafd-11ea-b8fb-d89ef3400c5f", + "body": {} + }, + "responses": { + "200": { + "headers": { + "content-type": "application/zip" + }, + "body": "{Binary}" + }, + "default": { + "headers": { + "Content-Type": "application/json", + "x-ms-error-code": "Error Code" + }, + "body": { + "code": "Error Code", + "message": "Error Message" + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/GetModel.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/GetModel.json new file mode 100644 index 000000000000..01321d018cd9 --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/GetModel.json @@ -0,0 +1,160 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "ApiVersion": "v1.1-preview.1", + "Content-Type": "application/json", + "Ocp-Apim-Subscription-Key": "{API key}", + "modelId": "45aad126-aafd-11ea-b8fb-d89ef3400c5f", + "body": {} + }, + "responses": { + "200": { + "body": { + "modelId": "45aad126-aafd-11ea-b8fb-d89ef3400c5f", + "createdTime": "2020-06-30T00:00:00Z", + "lastUpdatedTime": "2020-06-30T00:00:00Z", + "modelInfo": { + "slidingWindow": 20, + "alignPolicy": { + "alignMode": "Outer", + "fillNAMethod": "Linear", + "paddingValue": 0 + }, + "source": "https://multiadsample.blob.core.windows.net/data/sample_data_2_1000.zip?sp=rl&st=2020-12-04T06:03:47Z&se=2022-12-05T06:03:00Z&sv=2019-12-12&sr=b&sig=AZTbvZ7fcp3MdqGY%2FvGHJXJjUgjS4DneCGl7U5omq5c%3D", + "startTime": "2019-04-01T00:00:00Z", + "endTime": "2019-04-02T00:00:00Z", + "displayName": "Devops-MultiAD", + "status": "READY", + "errors": [], + "diagnosticsInfo": { + "modelState": { + "epochIds": [ + 10, + 20, + 30, + 40, + 50, + 60, + 70, + 80, + 90, + 100 + ], + "trainLosses": [ + 0.6291328072547913, + 0.1671326905488968, + 0.12354248017072678, + 0.10259664058685303, + 0.09584927558898926, + 0.09069952368736267, + 0.08686016499996185, + 0.08603022992610931, + 0.08287354558706284, + 0.08235538005828857 + ], + "validationLosses": [ + 1.9232804775238037, + 1.0645641088485718, + 0.6031560301780701, + 0.5302737951278687, + 0.46980252861976624, + 0.4395163357257843, + 0.41829314827919006, + 0.40579143166542053, + 0.405649870634079, + 0.38492488861083984 + ], + "latenciesInSeconds": [ + 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a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/GetResult.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/GetResult.json new file mode 100644 index 000000000000..a8757afe0217 --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/GetResult.json @@ -0,0 +1,114 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "ApiVersion": "v1.1-preview.1", + "Content-Type": "application/json", + "Ocp-Apim-Subscription-Key": "{API key}", + "resultId": "663884e6-b117-11ea-b3de-0242ac130004", + "body": {} + }, + "responses": { + "200": { + "body": { + "resultId": "663884e6-b117-11ea-b3de-0242ac130004", + "summary": { + "status": "READY", + "errors": [], + "variableStates": [ + { + "variable": "variable_1", + "filledNARatio": 0, + "effectiveCount": 30, + "startTime": "2021-01-01T00:00:00Z", + "endTime": "2021-01-01T00:29:00Z" + }, + { + "variable": 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000000000000..4ff7af65c703 --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/GetRootCauseAnalysisDataSet.json @@ -0,0 +1,35 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "dataSetId": "01234567-8901-2345-6789-012345678901" + }, + "responses": { + "200": { + "headers": {}, + "body": { + "dataSetId": "01234567-8901-2345-6789-012345678901", + "granularity": "daily", + "customInterval": 1, + "dimensionKeys": [ + "Region", + "Platform" + ], + "aggregatedIdentifier": "__AGG__", + "measures": [ + { + "displayName": "Failure Rate" + }, + { + "displayName": "Error Count" + }, + { + "displayName": "Total Count" + } + ], + "displayName": "Sample Multidimensional Root Cause Analysis Dataset Name", + "kind": "multidimensional" + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/GetRootCauseAnalysisInferenceState.json 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"Ocp-Apim-Subscription-Key": "{API key}", + "body": {} + }, + "responses": { + "200": { + "body": { + "models": [ + { + "modelId": "45aad126-aafd-11ea-b8fb-d89ef3400c5f", + "createdTime": "2020-06-30T00:00:00Z", + "lastUpdatedTime": "2020-06-30T00:00:00Z", + "status": "READY", + "displayName": "DevOps-MultiAD", + "variablesCount": 18 + } + ], + "currentCount": 1, + "maxCount": 20, + "nextLink": "" + } + }, + "default": { + "headers": { + "Content-Type": "application/json", + "x-ms-error-code": "Error Code" + }, + "body": { + "code": "Error Code", + "message": "Error Message" + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ListRootCauseAnalysisDataMetaByTimeRange.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ListRootCauseAnalysisDataMetaByTimeRange.json new file mode 100644 index 000000000000..f662d89ab7f2 --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ListRootCauseAnalysisDataMetaByTimeRange.json @@ -0,0 +1,23 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "dataSetId": "01234567-8901-2345-6789-012345678901" + }, + "responses": { + "200": { + "headers": {}, + "body": { + "nextLink": "https://localhost/rootCauseAnalysis/multiDimension/datasets?$skip=1&$maxpagesize=10", + "value": [ + { + "partitionId": "11111111-2222-3333-4444-000000000000", + "rowCount": 8, + "timestamp": "2021-06-04T00:00:00.000Z", + "lastModifiedDateTime": "2021-06-04T00:00:00.000Z" + } + ] + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ListRootCauseAnalysisDataMetaByTimestamp.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ListRootCauseAnalysisDataMetaByTimestamp.json new file mode 100644 index 000000000000..555607534fe9 --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ListRootCauseAnalysisDataMetaByTimestamp.json @@ -0,0 +1,24 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "dataSetId": "01234567-8901-2345-6789-012345678901", + "timestamp": "2022-01-02T08:00:00.000Z" + }, + "responses": { + "200": { + "headers": {}, + "body": { + "nextLink": "https://localhost/rootCauseAnalysis/multiDimension/datasets?$skip=1&$maxpagesize=10", + "value": [ + { + "partitionId": "11111111-2222-3333-4444-000000000000", + "rowCount": 8, + "timestamp": "2021-06-04T00:00:00.000Z", + "lastModifiedDateTime": "2021-06-04T00:00:00.000Z" + } + ] + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ListRootCauseAnalysisDataSets.json 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Dataset Name", + "kind": "multidimensional" + } + ] + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ListRootCauseAnalysisInstances.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ListRootCauseAnalysisInstances.json new file mode 100644 index 000000000000..87cd4d44c9b2 --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/ListRootCauseAnalysisInstances.json @@ -0,0 +1,34 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}" + }, + "responses": { + "200": { + "headers": {}, + "body": { + "value": [ + { + "targetMeasure": { + "dataSetId": "01234567-8901-2345-6789-012345678901", + "measureName": "Failure Rate" + }, + "assistiveMeasures": [ + { + "dataSetId": "01234567-8901-2345-6789-012345678901", + "measureName": "Error Count" + }, + { + "dataSetId": 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"201": { + "headers": { + "Location": "" + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/UploadRootCauseAnalysisDataByPartition.json b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/UploadRootCauseAnalysisDataByPartition.json new file mode 100644 index 000000000000..c3dae9990b30 --- /dev/null +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/preview/v1.1-preview.2/examples/UploadRootCauseAnalysisDataByPartition.json @@ -0,0 +1,29 @@ +{ + "parameters": { + "Endpoint": "{Endpoint}", + "Ocp-Apim-Subscription-Key": "{API key}", + "dataSetId": "01234567-8901-2345-6789-012345678901", + "timestamp": "2022-02-02T08:00:00.000Z", + "partitionId": "22234567-8901-2345-6789-012345678901", + "Content-Type": "application/json", + "body": { + "kind": "multidimensional", + "data": [ + [ + "West US", + "Win", + 0.003860125003556626, + 407, + 105437 + ] + ] + } + }, + "responses": { + "201": { + "headers": { + "Location": "" + } + } + } +} diff --git a/specification/cognitiveservices/data-plane/AnomalyDetector/readme.md b/specification/cognitiveservices/data-plane/AnomalyDetector/readme.md index 7cb25a1d7481..03dd2f072279 100644 --- a/specification/cognitiveservices/data-plane/AnomalyDetector/readme.md +++ b/specification/cognitiveservices/data-plane/AnomalyDetector/readme.md @@ -4,10 +4,10 @@ Configuration for generating Anomaly Detector SDK. -The current release is `release_1_1_preview.1`. +The current release is `release_1_1_preview.2`. ``` yaml -tag: release_1_1_preview.1 +tag: release_1_1_preview.2 add-credentials: true openapi-type: data-plane ``` @@ -39,6 +39,16 @@ input-file: - preview/v1.1-preview.1/MultivariateAnomalyDetector.json ``` +### Release 1.1-preview.2 +These settings apply only when `--tag=release_1_1_preview.2` is specified on the command line. + +```yaml $(tag) == 'release_1_1_preview.2' +input-file: + - preview/v1.1-preview.2/AnomalyDetector.json + - preview/v1.1-preview.2/MultivariateAnomalyDetector.json + - preview/v1.1-preview.2/RootCauseAnalysis.json +``` + ## Swagger to SDK This section describes what SDK should be generated by the automatic system. @@ -108,6 +118,9 @@ input-file: - $(this-folder)/stable/v1.0/AnomalyDetector.json - $(this-folder)/preview/v1.1-preview/MultivariateAnomalyDetector.json - $(this-folder)/preview/v1.1-preview.1/MultivariateAnomalyDetector.json + - $(this-folder)/preview/v1.1-preview.2/AnomalyDetector.json + - $(this-folder)/preview/v1.1-preview.2/MultivariateAnomalyDetector.json + - $(this-folder)/preview/v1.1-preview.2/RootCauseAnalysis.json ``` If there are files that should not be in the `all-api-versions` set,