AnomalyDetector.EE

Project "Gualala"

Create a new data feed

Create a new data feed

Select the testing console in the region where you created your resource:

Open API testing console

Request URL

Request headers

string
Media type of the body sent to the API.
string
Subscription key which provides access to this API. Found in your Cognitive Services accounts.

Request body

parameters to create a data feed

{
  "dataSourceParameter": {
    "connectionString": "Server=your_sql_server,1433;Initial Catalog=your_database;Persist Security Info=False;User ID=your_user;Password=your_password;Encrypt=True;TrustServerCertificate=False;Connection Timeout=30;",
    "query": "select * from your_table where timestamp = @StartTime"
  },
  "dataFeedName": "Sample - cost/revenue - city/category",
  "dataFeedDescription": "This is a sample data feed.",
  "granularityName": "Daily",
  "metrics": [
    {
      "metricName": "cost",
      "metricDisplayName": "cost"
    },
    {
      "metricName": "revenue",
      "metricDisplayName": "revenue"
    }
  ],
  "dimension": [
    {
      "dimensionName": "category",
      "dimensionDisplayName": "category"
    },
    {
      "dimensionName": "city",
      "dimensionDisplayName": "city"
    }
  ],
  "timestampColumn": "timestamp",
  "dataStartFrom": "2020-01-01T00:00:00.0000000+00:00",
  "dataSourceType": "SqlServer",
  "startOffsetInSeconds": 86400,
  "maxConcurrency": 5,
  "minRetryIntervalInSeconds": 3600,
  "stopRetryAfterInSeconds": 604800,
  "needRollup": "NeedRollup",
  "rollUpMethod": "Sum",
  "allUpIdentification": "__SUM__",
  "fillMissingPointType": "SmartFilling",
  "viewMode": "Private",
  "isAdmin": false
}
{
  "oneOf": [
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "apiKey",
                "applicationId",
                "azureCloud",
                "query"
              ],
              "type": "object",
              "properties": {
                "azureCloud": {
                  "type": "string",
                  "description": "Azure cloud environment"
                },
                "applicationId": {
                  "type": "string",
                  "description": "Azure Application Insights ID"
                },
                "apiKey": {
                  "type": "string",
                  "description": "API Key"
                },
                "query": {
                  "type": "string",
                  "description": "Query"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    },
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "blobTemplate",
                "connectionString",
                "container"
              ],
              "type": "object",
              "properties": {
                "connectionString": {
                  "type": "string",
                  "description": "Azure Blob connection string"
                },
                "container": {
                  "type": "string",
                  "description": "Container"
                },
                "blobTemplate": {
                  "type": "string",
                  "description": "Blob Template"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    },
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "collectionId",
                "connectionString",
                "database",
                "sqlQuery"
              ],
              "type": "object",
              "properties": {
                "connectionString": {
                  "type": "string",
                  "description": "Azure CosmosDB connection string"
                },
                "sqlQuery": {
                  "type": "string",
                  "description": "Query script"
                },
                "database": {
                  "type": "string",
                  "description": "Database name"
                },
                "collectionId": {
                  "type": "string",
                  "description": "Collection id"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    },
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "connectionString",
                "query"
              ],
              "type": "object",
              "properties": {
                "connectionString": {
                  "type": "string",
                  "description": "Database connection string"
                },
                "query": {
                  "type": "string",
                  "description": "Query script"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    },
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "connectionString",
                "consumerGroup"
              ],
              "type": "object",
              "properties": {
                "connectionString": {
                  "type": "string",
                  "description": "Azure Event Hubs connection string"
                },
                "consumerGroup": {
                  "type": "string",
                  "description": "Azure Event Hubs consumer group"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    },
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "connectionString",
                "script",
                "table"
              ],
              "type": "object",
              "properties": {
                "connectionString": {
                  "type": "string",
                  "description": "Azure Table connection string"
                },
                "script": {
                  "type": "string",
                  "description": "Query script"
                },
                "table": {
                  "type": "string",
                  "description": "Table name"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    },
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "httpHeader",
                "httpMethod",
                "payload",
                "url"
              ],
              "type": "object",
              "properties": {
                "url": {
                  "type": "string",
                  "description": "HTTP URL"
                },
                "httpHeader": {
                  "type": "string",
                  "description": "HTTP header"
                },
                "httpMethod": {
                  "type": "string",
                  "description": "HTTP method"
                },
                "payload": {
                  "type": "string",
                  "description": "HTTP reuqest body"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    },
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "connectionString",
                "database",
                "password",
                "query",
                "userName"
              ],
              "type": "object",
              "properties": {
                "connectionString": {
                  "type": "string",
                  "description": "InfluxDB connection string"
                },
                "database": {
                  "type": "string",
                  "description": "Database name"
                },
                "userName": {
                  "type": "string",
                  "description": "Database access user"
                },
                "password": {
                  "type": "string",
                  "description": "Database access password"
                },
                "query": {
                  "type": "string",
                  "description": "Query script"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    },
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "connectionString",
                "query"
              ],
              "type": "object",
              "properties": {
                "connectionString": {
                  "type": "string",
                  "description": "Database connection string"
                },
                "query": {
                  "type": "string",
                  "description": "Query script"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    },
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "connectionString",
                "query"
              ],
              "type": "object",
              "properties": {
                "connectionString": {
                  "type": "string",
                  "description": "Database connection string"
                },
                "query": {
                  "type": "string",
                  "description": "Query script"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    },
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "connectionString",
                "query"
              ],
              "type": "object",
              "properties": {
                "connectionString": {
                  "type": "string",
                  "description": "Database connection string"
                },
                "query": {
                  "type": "string",
                  "description": "Query script"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    },
    {
      "allOf": [
        {
          "required": [
            "dataFeedName",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceType": {
              "enum": [
                "AzureApplicationInsights",
                "AzureBlob",
                "AzureCosmosDB",
                "AzureDataExplorer",
                "AzureEventHubs",
                "AzureTable",
                "HttpRequest",
                "InfluxDB",
                "MongoDB",
                "MySql",
                "PostgreSql",
                "SqlServer"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "DataSourceType",
                "modelAsString": true
              }
            },
            "dataFeedId": {
              "type": "string",
              "description": "data feed unique id",
              "format": "uuid",
              "readOnly": true
            },
            "dataFeedName": {
              "type": "string",
              "description": "data feed name",
              "example": "dummy data feed name"
            },
            "dataFeedDescription": {
              "type": "string",
              "description": "data feed description",
              "nullable": true
            },
            "granularityName": {
              "enum": [
                "Yearly",
                "Monthly",
                "Weekly",
                "Daily",
                "Hourly",
                "Minutely",
                "Secondly",
                "Custom"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "Granularity",
                "modelAsString": true
              }
            },
            "granularityAmount": {
              "type": "integer",
              "description": "if granularity is custom,it is required.",
              "format": "int32",
              "nullable": true
            },
            "metrics": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "metricName"
                ],
                "type": "object",
                "properties": {
                  "metricId": {
                    "type": "string",
                    "description": "metric id",
                    "format": "uuid",
                    "readOnly": true
                  },
                  "metricName": {
                    "type": "string",
                    "description": "metric name"
                  },
                  "metricDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "metric display name",
                    "nullable": true
                  },
                  "metricDescription": {
                    "type": "string",
                    "description": "metric description",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "measure list"
            },
            "dimension": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "required": [
                  "dimensionName"
                ],
                "type": "object",
                "properties": {
                  "dimensionName": {
                    "type": "string",
                    "description": "dimension name"
                  },
                  "dimensionDisplayName": {
                    "pattern": "[.a-zA-Z0-9_-]+",
                    "type": "string",
                    "description": "dimension display name",
                    "nullable": true
                  }
                },
                "additionalProperties": false
              },
              "description": "dimension list",
              "nullable": true
            },
            "timestampColumn": {
              "type": "string",
              "description": "user-defined timestamp column. if timestampColumn is null, start time of every time slice will be used as default value.",
              "nullable": true
            },
            "dataStartFrom": {
              "type": "string",
              "description": "ingestion start time",
              "format": "date-time"
            },
            "startOffsetInSeconds": {
              "type": "integer",
              "description": "the time that the beginning of data ingestion task will delay for every data slice according to this offset.",
              "format": "int64",
              "default": 0.0
            },
            "maxConcurrency": {
              "type": "integer",
              "description": "the max concurrency of data ingestion queries against user data source. 0 means no limitation.",
              "format": "int32",
              "default": -1
            },
            "minRetryIntervalInSeconds": {
              "type": "integer",
              "description": "the min retry interval for failed data ingestion tasks.",
              "format": "int64",
              "default": -1.0
            },
            "stopRetryAfterInSeconds": {
              "type": "integer",
              "description": "stop retry data ingestion after the data slice first schedule time in seconds.",
              "format": "int64",
              "default": -1.0
            },
            "needRollup": {
              "enum": [
                "NoRollup",
                "NeedRollup",
                "AlreadyRollup"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "NeedRollupEnum",
                "modelAsString": true
              }
            },
            "rollUpMethod": {
              "enum": [
                "None",
                "Sum",
                "Max",
                "Min",
                "Avg",
                "Count"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "RollUpMethod",
                "modelAsString": true
              }
            },
            "rollUpColumns": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "roll up columns",
              "nullable": true
            },
            "allUpIdentification": {
              "type": "string",
              "description": "the identification value for the row of calculated all-up value.",
              "nullable": true
            },
            "fillMissingPointType": {
              "enum": [
                "SmartFilling",
                "PreviousValue",
                "CustomValue",
                "NoFilling"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "FillMissingPointType",
                "modelAsString": true
              }
            },
            "fillMissingPointValue": {
              "type": "number",
              "description": "the value of fill missing point for anomaly detection",
              "format": "double",
              "nullable": true
            },
            "viewMode": {
              "enum": [
                "Private",
                "Public"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "ViewMode",
                "modelAsString": true
              }
            },
            "admins": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed administrator",
              "nullable": true
            },
            "viewers": {
              "uniqueItems": true,
              "type": "array",
              "items": {
                "type": "string"
              },
              "description": "data feed viewer",
              "nullable": true
            },
            "isAdmin": {
              "type": "boolean",
              "description": "the query user is one of data feed administrator or not",
              "readOnly": true
            },
            "creator": {
              "type": "string",
              "description": "data feed creator",
              "readOnly": true
            },
            "status": {
              "enum": [
                "Active",
                "Paused"
              ],
              "type": "string",
              "x-ms-enum": {
                "name": "EntityStatus",
                "modelAsString": true
              }
            },
            "createdTime": {
              "type": "string",
              "description": "data feed created time",
              "format": "date-time",
              "readOnly": true
            },
            "actionLinkTemplate": {
              "type": "string",
              "description": "action link for alert",
              "nullable": true
            }
          },
          "additionalProperties": false,
          "discriminator": {
            "propertyName": "dataSourceType"
          }
        },
        {
          "required": [
            "dataFeedName",
            "dataSourceParameter",
            "dataSourceType",
            "dataStartFrom",
            "granularityName",
            "metrics"
          ],
          "type": "object",
          "properties": {
            "dataSourceParameter": {
              "required": [
                "command",
                "connectionString",
                "database"
              ],
              "type": "object",
              "properties": {
                "connectionString": {
                  "type": "string",
                  "description": "MongoDB connection string"
                },
                "database": {
                  "type": "string",
                  "description": "Database name"
                },
                "command": {
                  "type": "string",
                  "description": "Query script"
                }
              },
              "additionalProperties": false
            }
          },
          "additionalProperties": false
        }
      ]
    }
  ],
  "description": "parameters to create a data feed",
  "nullable": true
}

Response 201

Success

Response 400

Client error or server error (4xx or 5xx)

{
  "message": "string",
  "code": 0
}
{
  "type": "object",
  "properties": {
    "message": {
      "type": "string",
      "nullable": true
    },
    "code": {
      "type": "integer",
      "format": "int32"
    }
  },
  "additionalProperties": false
}

Response 500

Client error or server error (4xx or 5xx)

{
  "message": "string",
  "code": 0
}
{
  "type": "object",
  "properties": {
    "message": {
      "type": "string",
      "nullable": true
    },
    "code": {
      "type": "integer",
      "format": "int32"
    }
  },
  "additionalProperties": false
}

Code samples

@ECHO OFF

curl -v -X POST "https://chinaeast2.api.cognitive.azure.cn/anomalydetector-ee/v1.0/dataFeeds"
-H "Content-Type: application/json"
-H "Ocp-Apim-Subscription-Key: {subscription key}"

--data-ascii "{body}" 
using System;
using System.Net.Http.Headers;
using System.Text;
using System.Net.Http;
using System.Web;

namespace CSHttpClientSample
{
    static class Program
    {
        static void Main()
        {
            MakeRequest();
            Console.WriteLine("Hit ENTER to exit...");
            Console.ReadLine();
        }
        
        static async void MakeRequest()
        {
            var client = new HttpClient();
            var queryString = HttpUtility.ParseQueryString(string.Empty);

            // Request headers
            client.DefaultRequestHeaders.Add("Ocp-Apim-Subscription-Key", "{subscription key}");

            var uri = "https://chinaeast2.api.cognitive.azure.cn/anomalydetector-ee/v1.0/dataFeeds?" + queryString;

            HttpResponseMessage response;

            // Request body
            byte[] byteData = Encoding.UTF8.GetBytes("{body}");

            using (var content = new ByteArrayContent(byteData))
            {
               content.Headers.ContentType = new MediaTypeHeaderValue("< your content type, i.e. application/json >");
               response = await client.PostAsync(uri, content);
            }

        }
    }
}	
// // This sample uses the Apache HTTP client from HTTP Components (http://hc.apache.org/httpcomponents-client-ga/)
import java.net.URI;
import org.apache.http.HttpEntity;
import org.apache.http.HttpResponse;
import org.apache.http.client.HttpClient;
import org.apache.http.client.methods.HttpGet;
import org.apache.http.client.utils.URIBuilder;
import org.apache.http.impl.client.HttpClients;
import org.apache.http.util.EntityUtils;

public class JavaSample 
{
    public static void main(String[] args) 
    {
        HttpClient httpclient = HttpClients.createDefault();

        try
        {
            URIBuilder builder = new URIBuilder("https://chinaeast2.api.cognitive.azure.cn/anomalydetector-ee/v1.0/dataFeeds");


            URI uri = builder.build();
            HttpPost request = new HttpPost(uri);
            request.setHeader("Content-Type", "application/json");
            request.setHeader("Ocp-Apim-Subscription-Key", "{subscription key}");


            // Request body
            StringEntity reqEntity = new StringEntity("{body}");
            request.setEntity(reqEntity);

            HttpResponse response = httpclient.execute(request);
            HttpEntity entity = response.getEntity();

            if (entity != null) 
            {
                System.out.println(EntityUtils.toString(entity));
            }
        }
        catch (Exception e)
        {
            System.out.println(e.getMessage());
        }
    }
}

<!DOCTYPE html>
<html>
<head>
    <title>JSSample</title>
    <script src="http://ajax.googleapis.com/ajax/libs/jquery/1.9.0/jquery.min.js"></script>
</head>
<body>

<script type="text/javascript">
    $(function() {
        var params = {
            // Request parameters
        };
      
        $.ajax({
            url: "https://chinaeast2.api.cognitive.azure.cn/anomalydetector-ee/v1.0/dataFeeds?" + $.param(params),
            beforeSend: function(xhrObj){
                // Request headers
                xhrObj.setRequestHeader("Content-Type","application/json");
                xhrObj.setRequestHeader("Ocp-Apim-Subscription-Key","{subscription key}");
            },
            type: "POST",
            // Request body
            data: "{body}",
        })
        .done(function(data) {
            alert("success");
        })
        .fail(function() {
            alert("error");
        });
    });
</script>
</body>
</html>
#import <Foundation/Foundation.h>

int main(int argc, const char * argv[])
{
    NSAutoreleasePool * pool = [[NSAutoreleasePool alloc] init];
    
    NSString* path = @"https://chinaeast2.api.cognitive.azure.cn/anomalydetector-ee/v1.0/dataFeeds";
    NSArray* array = @[
                         // Request parameters
                         @"entities=true",
                      ];
    
    NSString* string = [array componentsJoinedByString:@"&"];
    path = [path stringByAppendingFormat:@"?%@", string];

    NSLog(@"%@", path);

    NSMutableURLRequest* _request = [NSMutableURLRequest requestWithURL:[NSURL URLWithString:path]];
    [_request setHTTPMethod:@"POST"];
    // Request headers
    [_request setValue:@"application/json" forHTTPHeaderField:@"Content-Type"];
    [_request setValue:@"{subscription key}" forHTTPHeaderField:@"Ocp-Apim-Subscription-Key"];
    // Request body
    [_request setHTTPBody:[@"{body}" dataUsingEncoding:NSUTF8StringEncoding]];
    
    NSURLResponse *response = nil;
    NSError *error = nil;
    NSData* _connectionData = [NSURLConnection sendSynchronousRequest:_request returningResponse:&response error:&error];

    if (nil != error)
    {
        NSLog(@"Error: %@", error);
    }
    else
    {
        NSError* error = nil;
        NSMutableDictionary* json = nil;
        NSString* dataString = [[NSString alloc] initWithData:_connectionData encoding:NSUTF8StringEncoding];
        NSLog(@"%@", dataString);
        
        if (nil != _connectionData)
        {
            json = [NSJSONSerialization JSONObjectWithData:_connectionData options:NSJSONReadingMutableContainers error:&error];
        }
        
        if (error || !json)
        {
            NSLog(@"Could not parse loaded json with error:%@", error);
        }
        
        NSLog(@"%@", json);
        _connectionData = nil;
    }
    
    [pool drain];

    return 0;
}
<?php
// This sample uses the Apache HTTP client from HTTP Components (http://hc.apache.org/httpcomponents-client-ga/)
require_once 'HTTP/Request2.php';

$request = new Http_Request2('https://chinaeast2.api.cognitive.azure.cn/anomalydetector-ee/v1.0/dataFeeds');
$url = $request->getUrl();

$headers = array(
    // Request headers
    'Content-Type' => 'application/json',
    'Ocp-Apim-Subscription-Key' => '{subscription key}',
);

$request->setHeader($headers);

$parameters = array(
    // Request parameters
);

$url->setQueryVariables($parameters);

$request->setMethod(HTTP_Request2::METHOD_POST);

// Request body
$request->setBody("{body}");

try
{
    $response = $request->send();
    echo $response->getBody();
}
catch (HttpException $ex)
{
    echo $ex;
}

?>
########### Python 2.7 #############
import httplib, urllib, base64

headers = {
    # Request headers
    'Content-Type': 'application/json',
    'Ocp-Apim-Subscription-Key': '{subscription key}',
}

params = urllib.urlencode({
})

try:
    conn = httplib.HTTPSConnection('chinaeast2.api.cognitive.azure.cn')
    conn.request("POST", "/anomalydetector-ee/v1.0/dataFeeds?%s" % params, "{body}", headers)
    response = conn.getresponse()
    data = response.read()
    print(data)
    conn.close()
except Exception as e:
    print("[Errno {0}] {1}".format(e.errno, e.strerror))

####################################

########### Python 3.2 #############
import http.client, urllib.request, urllib.parse, urllib.error, base64

headers = {
    # Request headers
    'Content-Type': 'application/json',
    'Ocp-Apim-Subscription-Key': '{subscription key}',
}

params = urllib.parse.urlencode({
})

try:
    conn = http.client.HTTPSConnection('chinaeast2.api.cognitive.azure.cn')
    conn.request("POST", "/anomalydetector-ee/v1.0/dataFeeds?%s" % params, "{body}", headers)
    response = conn.getresponse()
    data = response.read()
    print(data)
    conn.close()
except Exception as e:
    print("[Errno {0}] {1}".format(e.errno, e.strerror))

####################################
require 'net/http'

uri = URI('https://chinaeast2.api.cognitive.azure.cn/anomalydetector-ee/v1.0/dataFeeds')
uri.query = URI.encode_www_form({
})

request = Net::HTTP::Post.new(uri.request_uri)
# Request headers
request['Content-Type'] = 'application/json'
# Request headers
request['Ocp-Apim-Subscription-Key'] = '{subscription key}'
# Request body
request.body = "{body}"

response = Net::HTTP.start(uri.host, uri.port, :use_ssl => uri.scheme == 'https') do |http|
    http.request(request)
end

puts response.body