mfe.json

{
  "swagger": "2.0",
  "info": {
    "title": "Azure Machine Learning Workspaces",
    "version": "2022-05-01"
  },
  "host": "management.azure.com",
  "schemes": [
    "https"
  ],
  "paths": {
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/batchEndpoints": {
      "get": {
        "tags": [
          "BatchEndpoint"
        ],
        "summary": "Lists Batch inference endpoint in the workspace.",
        "operationId": "BatchEndpoints_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "query",
            "name": "count",
            "description": "Number of endpoints to be retrieved in a page of results.",
            "type": "integer",
            "format": "int32"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/BatchEndpointTrackedResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Batch Endpoint.": {
            "$ref": "./examples/BatchEndpoint/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/batchEndpoints/{endpointName}": {
      "delete": {
        "tags": [
          "BatchEndpoint"
        ],
        "summary": "Delete Batch Inference Endpoint (asynchronous).",
        "operationId": "BatchEndpoints_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Inference Endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success"
          },
          "202": {
            "description": "Accepted",
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Location": {
                "description": "URI to poll for asynchronous operation result.",
                "type": "string"
              },
              "Retry-After": {
                "description": "Duration the client should wait between requests, in seconds.",
                "type": "integer",
                "format": "int32",
                "maximum": 600,
                "minimum": 10
              }
            }
          },
          "204": {
            "description": "No Content"
          }
        },
        "x-ms-examples": {
          "Delete Batch Endpoint.": {
            "$ref": "./examples/BatchEndpoint/delete.json"
          }
        },
        "x-ms-long-running-operation": true
      },
      "get": {
        "tags": [
          "BatchEndpoint"
        ],
        "summary": "Gets a batch inference endpoint by name.",
        "operationId": "BatchEndpoints_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Name for the Batch Endpoint.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/BatchEndpointTrackedResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Batch Endpoint.": {
            "$ref": "./examples/BatchEndpoint/get.json"
          }
        }
      },
      "patch": {
        "tags": [
          "BatchEndpoint"
        ],
        "summary": "Update a batch inference endpoint (asynchronous).",
        "operationId": "BatchEndpoints_Update",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Name for the Batch inference endpoint.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Mutable batch inference endpoint definition object.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/PartialMinimalTrackedResourceWithIdentity"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/BatchEndpointTrackedResource"
            }
          },
          "202": {
            "description": "Accepted",
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Location": {
                "description": "URI to poll for asynchronous operation result.",
                "type": "string"
              },
              "Retry-After": {
                "description": "Duration the client should wait between requests, in seconds.",
                "type": "integer",
                "format": "int32",
                "maximum": 600,
                "minimum": 10
              }
            }
          }
        },
        "x-ms-examples": {
          "Update Batch Endpoint.": {
            "$ref": "./examples/BatchEndpoint/update.json"
          }
        },
        "x-ms-long-running-operation": true
      },
      "put": {
        "tags": [
          "BatchEndpoint"
        ],
        "summary": "Creates a batch inference endpoint (asynchronous).",
        "operationId": "BatchEndpoints_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Name for the Batch inference endpoint.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Batch inference endpoint definition object.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/BatchEndpointTrackedResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/BatchEndpointTrackedResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/BatchEndpointTrackedResource"
            },
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Azure-AsyncOperation": {
                "description": "URI to poll for asynchronous operation status.",
                "type": "string"
              }
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Batch Endpoint.": {
            "$ref": "./examples/BatchEndpoint/createOrUpdate.json"
          }
        },
        "x-ms-long-running-operation": true
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/batchEndpoints/{endpointName}/deployments": {
      "get": {
        "tags": [
          "BatchDeployment"
        ],
        "summary": "Lists Batch inference deployments in the workspace.",
        "operationId": "BatchDeployments_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Endpoint name",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "query",
            "name": "$orderBy",
            "description": "Ordering of list.",
            "type": "string"
          },
          {
            "in": "query",
            "name": "$top",
            "description": "Top of list.",
            "type": "integer",
            "format": "int32"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/BatchDeploymentTrackedResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Batch Deployment.": {
            "$ref": "./examples/BatchDeployment/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/batchEndpoints/{endpointName}/deployments/{deploymentName}": {
      "delete": {
        "tags": [
          "BatchDeployment"
        ],
        "summary": "Delete Batch Inference deployment (asynchronous).",
        "operationId": "BatchDeployments_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Endpoint name",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "deploymentName",
            "description": "Inference deployment identifier.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "202": {
            "description": "Accepted",
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Location": {
                "description": "URI to poll for asynchronous operation result.",
                "type": "string"
              },
              "Retry-After": {
                "description": "Duration the client should wait between requests, in seconds.",
                "type": "integer",
                "format": "int32",
                "maximum": 600,
                "minimum": 10
              }
            }
          },
          "200": {
            "description": "Success"
          },
          "204": {
            "description": "No Content"
          }
        },
        "x-ms-examples": {
          "Delete Batch Deployment.": {
            "$ref": "./examples/BatchDeployment/delete.json"
          }
        },
        "x-ms-long-running-operation": true
      },
      "get": {
        "tags": [
          "BatchDeployment"
        ],
        "summary": "Gets a batch inference deployment by id.",
        "operationId": "BatchDeployments_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Endpoint name",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "deploymentName",
            "description": "The identifier for the Batch deployments.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/BatchDeploymentTrackedResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Batch Deployment.": {
            "$ref": "./examples/BatchDeployment/get.json"
          }
        }
      },
      "patch": {
        "tags": [
          "BatchDeployment"
        ],
        "summary": "Update a batch inference deployment (asynchronous).",
        "operationId": "BatchDeployments_Update",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Inference endpoint name",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "in": "path",
            "name": "deploymentName",
            "description": "The identifier for the Batch inference deployment.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Batch inference deployment definition object.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/PartialBatchDeploymentPartialMinimalTrackedResourceWithProperties"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/BatchDeploymentTrackedResource"
            }
          },
          "202": {
            "description": "Accepted",
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Location": {
                "description": "URI to poll for asynchronous operation result.",
                "type": "string"
              },
              "Retry-After": {
                "description": "Duration the client should wait between requests, in seconds.",
                "type": "integer",
                "format": "int32",
                "maximum": 600,
                "minimum": 10
              }
            }
          }
        },
        "x-ms-examples": {
          "Update Batch Deployment.": {
            "$ref": "./examples/BatchDeployment/update.json"
          }
        },
        "x-ms-long-running-operation": true
      },
      "put": {
        "tags": [
          "BatchDeployment"
        ],
        "summary": "Creates/updates a batch inference deployment (asynchronous).",
        "operationId": "BatchDeployments_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Inference endpoint name",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "in": "path",
            "name": "deploymentName",
            "description": "The identifier for the Batch inference deployment.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Batch inference deployment definition object.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/BatchDeploymentTrackedResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/BatchDeploymentTrackedResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/BatchDeploymentTrackedResource"
            },
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Azure-AsyncOperation": {
                "description": "URI to poll for asynchronous operation status.",
                "type": "string"
              }
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Batch Deployment.": {
            "$ref": "./examples/BatchDeployment/createOrUpdate.json"
          }
        },
        "x-ms-long-running-operation": true
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/batchEndpoints/{endpointName}/listkeys": {
      "post": {
        "tags": [
          "BatchEndpoint"
        ],
        "summary": "Lists batch Inference Endpoint keys.",
        "operationId": "BatchEndpoints_ListKeys",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Inference Endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/EndpointAuthKeys"
            }
          }
        },
        "x-ms-examples": {
          "ListKeys Batch Endpoint.": {
            "$ref": "./examples/BatchEndpoint/listKeys.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/codes": {
      "get": {
        "tags": [
          "CodeContainer"
        ],
        "summary": "List containers.",
        "operationId": "CodeContainers_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/CodeContainerResourceArmPaginatedResult"
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          }
        },
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          "List Code Container.": {
            "$ref": "./examples/CodeContainer/list.json"
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        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
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      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/codes/{name}": {
      "delete": {
        "tags": [
          "CodeContainer"
        ],
        "summary": "Delete container.",
        "operationId": "CodeContainers_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
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          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
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            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string"
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          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
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          },
          "200": {
            "description": "Success"
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          "204": {
            "description": "No Content"
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        },
        "x-ms-examples": {
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      },
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        "summary": "Get container.",
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        "produces": [
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        "parameters": [
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            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
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            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
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          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
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          {
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            "name": "name",
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            "type": "string"
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              "$ref": "#/definitions/CodeContainerResource"
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      "put": {
        "tags": [
          "CodeContainer"
        ],
        "summary": "Create or update container.",
        "operationId": "CodeContainers_CreateOrUpdate",
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            "description": "Container entity to create or update.",
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        "operationId": "CodeVersions_List",
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            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
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            "in": "query",
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            "type": "integer",
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          },
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            "schema": {
              "$ref": "#/definitions/CodeVersionResourceArmPaginatedResult"
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          }
        },
        "x-ms-examples": {
          "List Code Version.": {
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        "x-ms-pageable": {
          "nextLinkName": "nextLink"
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      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/codes/{name}/versions/{version}": {
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        "tags": [
          "CodeVersion"
        ],
        "summary": "Delete version.",
        "operationId": "CodeVersions_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
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            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
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          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
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          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
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            "type": "string"
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          {
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            "name": "version",
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            "required": true,
            "type": "string"
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            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
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          "200": {
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        "x-ms-examples": {
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      },
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        "summary": "Get version.",
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            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
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            "schema": {
              "$ref": "#/definitions/CodeVersionResource"
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        },
        "x-ms-examples": {
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        "summary": "Create or update version.",
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        "x-ms-examples": {
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          {
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              "$ref": "#/definitions/ComponentContainerResourceArmPaginatedResult"
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        "x-ms-pageable": {
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    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/components/{name}": {
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        "operationId": "ComponentContainers_Delete",
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            "description": "No Content"
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        "x-ms-examples": {
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          {
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            "type": "string"
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            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
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        "x-ms-examples": {
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        "x-ms-examples": {
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          {
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          {
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          {
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              "values": [
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                {
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          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/ComponentVersionResourceArmPaginatedResult"
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          }
        },
        "x-ms-examples": {
          "List Component Version.": {
            "$ref": "./examples/ComponentVersion/list.json"
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        },
        "x-ms-pageable": {
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      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/components/{name}/versions/{version}": {
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          "ComponentVersion"
        ],
        "summary": "Delete version.",
        "operationId": "ComponentVersions_Delete",
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          "application/json"
        ],
        "parameters": [
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            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
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          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
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          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
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          {
            "in": "path",
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            "type": "string"
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          {
            "in": "path",
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            "type": "string"
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          {
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          },
          "200": {
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          "204": {
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        },
        "x-ms-examples": {
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        }
      },
      "get": {
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        ],
        "summary": "Get version.",
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        "parameters": [
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            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
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          {
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            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
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          {
            "in": "path",
            "name": "name",
            "description": "Container name.",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "version",
            "description": "Version identifier.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/ComponentVersionResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Component Version.": {
            "$ref": "./examples/ComponentVersion/get.json"
          }
        }
      },
      "put": {
        "tags": [
          "ComponentVersion"
        ],
        "summary": "Create or update version.",
        "operationId": "ComponentVersions_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "in": "path",
            "name": "version",
            "description": "Version identifier.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Version entity to create or update.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/ComponentVersionResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/ComponentVersionResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/ComponentVersionResource"
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Component Version.": {
            "$ref": "./examples/ComponentVersion/createOrUpdate.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/data": {
      "get": {
        "tags": [
          "DataContainer"
        ],
        "summary": "List data containers.",
        "operationId": "DataContainers_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          },
          {
            "in": "query",
            "name": "listViewType",
            "description": "View type for including/excluding (for example) archived entities.",
            "type": "string",
            "default": "ActiveOnly",
            "enum": [
              "ActiveOnly",
              "ArchivedOnly",
              "All"
            ],
            "x-ms-enum": {
              "name": "ListViewType",
              "modelAsString": true,
              "values": [
                {
                  "value": "ActiveOnly"
                },
                {
                  "value": "ArchivedOnly"
                },
                {
                  "value": "All"
                }
              ]
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/DataContainerResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Data Container.": {
            "$ref": "./examples/DataContainer/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/data/{name}": {
      "delete": {
        "tags": [
          "DataContainer"
        ],
        "summary": "Delete container.",
        "operationId": "DataContainers_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success"
          },
          "204": {
            "description": "No Content"
          }
        },
        "x-ms-examples": {
          "Delete Data Container.": {
            "$ref": "./examples/DataContainer/delete.json"
          }
        }
      },
      "get": {
        "tags": [
          "DataContainer"
        ],
        "summary": "Get container.",
        "operationId": "DataContainers_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/DataContainerResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Data Container.": {
            "$ref": "./examples/DataContainer/get.json"
          }
        }
      },
      "put": {
        "tags": [
          "DataContainer"
        ],
        "summary": "Create or update container.",
        "operationId": "DataContainers_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Container entity to create or update.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/DataContainerResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/DataContainerResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/DataContainerResource"
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Data Container.": {
            "$ref": "./examples/DataContainer/createOrUpdate.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/data/{name}/versions": {
      "get": {
        "tags": [
          "DataVersion"
        ],
        "summary": "List data versions in the data container",
        "operationId": "DataVersions_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Data container's name",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "query",
            "name": "$orderBy",
            "description": "Please choose OrderBy value from ['createdtime', 'modifiedtime']",
            "type": "string"
          },
          {
            "in": "query",
            "name": "$top",
            "description": "Top count of results, top count cannot be greater than the page size.\r\n                              If topCount > page size, results with be default page size count will be returned",
            "type": "integer",
            "format": "int32"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          },
          {
            "in": "query",
            "name": "$tags",
            "description": "Comma-separated list of tag names (and optionally values). Example: tag1,tag2=value2",
            "type": "string"
          },
          {
            "in": "query",
            "name": "listViewType",
            "description": "[ListViewType.ActiveOnly, ListViewType.ArchivedOnly, ListViewType.All]View type for including/excluding (for example) archived entities.",
            "type": "string",
            "default": "ActiveOnly",
            "enum": [
              "ActiveOnly",
              "ArchivedOnly",
              "All"
            ],
            "x-ms-enum": {
              "name": "ListViewType",
              "modelAsString": true,
              "values": [
                {
                  "value": "ActiveOnly"
                },
                {
                  "value": "ArchivedOnly"
                },
                {
                  "value": "All"
                }
              ]
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/DataVersionBaseResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Data Version Base.": {
            "$ref": "./examples/DataVersionBase/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/data/{name}/versions/{version}": {
      "delete": {
        "tags": [
          "DataVersion"
        ],
        "summary": "Delete version.",
        "operationId": "DataVersions_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name.",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "version",
            "description": "Version identifier.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success"
          },
          "204": {
            "description": "No Content"
          }
        },
        "x-ms-examples": {
          "Delete Data Version Base.": {
            "$ref": "./examples/DataVersionBase/delete.json"
          }
        }
      },
      "get": {
        "tags": [
          "DataVersion"
        ],
        "summary": "Get version.",
        "operationId": "DataVersions_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name.",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "version",
            "description": "Version identifier.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/DataVersionBaseResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Data Version Base.": {
            "$ref": "./examples/DataVersionBase/get.json"
          }
        }
      },
      "put": {
        "tags": [
          "DataVersion"
        ],
        "summary": "Create or update version.",
        "operationId": "DataVersions_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "in": "path",
            "name": "version",
            "description": "Version identifier.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Version entity to create or update.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/DataVersionBaseResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/DataVersionBaseResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/DataVersionBaseResource"
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Data Version Base.": {
            "$ref": "./examples/DataVersionBase/createOrUpdate.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/datastores": {
      "get": {
        "tags": [
          "Datastore"
        ],
        "summary": "List datastores.",
        "operationId": "Datastores_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          },
          {
            "in": "query",
            "name": "count",
            "description": "Maximum number of results to return.",
            "type": "integer",
            "format": "int32",
            "default": 30
          },
          {
            "in": "query",
            "name": "isDefault",
            "description": "Filter down to the workspace default datastore.",
            "type": "boolean"
          },
          {
            "in": "query",
            "name": "names",
            "description": "Names of datastores to return.",
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          {
            "in": "query",
            "name": "searchText",
            "description": "Text to search for in the datastore names.",
            "type": "string"
          },
          {
            "in": "query",
            "name": "orderBy",
            "description": "Order by property (createdtime | modifiedtime | name).",
            "type": "string"
          },
          {
            "in": "query",
            "name": "orderByAsc",
            "description": "Order by property in ascending order.",
            "type": "boolean",
            "default": false
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/DatastoreResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List datastores.": {
            "$ref": "./examples/Datastore/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/datastores/{name}": {
      "delete": {
        "tags": [
          "Datastore"
        ],
        "summary": "Delete datastore.",
        "operationId": "Datastores_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Datastore name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success"
          },
          "204": {
            "description": "No Content"
          }
        },
        "x-ms-examples": {
          "Delete datastore.": {
            "$ref": "./examples/Datastore/delete.json"
          }
        }
      },
      "get": {
        "tags": [
          "Datastore"
        ],
        "summary": "Get datastore.",
        "operationId": "Datastores_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Datastore name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/DatastoreResource"
            }
          }
        },
        "x-ms-examples": {
          "Get datastore.": {
            "$ref": "./examples/Datastore/get.json"
          }
        }
      },
      "put": {
        "tags": [
          "Datastore"
        ],
        "summary": "Create or update datastore.",
        "operationId": "Datastores_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Datastore name.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "query",
            "name": "skipValidation",
            "description": "Flag to skip validation.",
            "type": "boolean",
            "default": false
          },
          {
            "in": "body",
            "name": "body",
            "description": "Datastore entity to create or update.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/DatastoreResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/DatastoreResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/DatastoreResource"
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate datastore (AzureBlob w/ AccountKey).": {
            "$ref": "./examples/Datastore/AzureBlobWAccountKey/createOrUpdate.json"
          },
          "CreateOrUpdate datastore (Azure Data Lake Gen1 w/ ServicePrincipal).": {
            "$ref": "./examples/Datastore/AzureDataLakeGen1WServicePrincipal/createOrUpdate.json"
          },
          "CreateOrUpdate datastore (Azure Data Lake Gen2 w/ Service Principal).": {
            "$ref": "./examples/Datastore/AzureDataLakeGen2WServicePrincipal/createOrUpdate.json"
          },
          "CreateOrUpdate datastore (Azure File store w/ AccountKey).": {
            "$ref": "./examples/Datastore/AzureFileWAccountKey/createOrUpdate.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/datastores/{name}/listSecrets": {
      "post": {
        "tags": [
          "Datastore"
        ],
        "summary": "Get datastore secrets.",
        "operationId": "Datastores_ListSecrets",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Datastore name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "description": "Base definition for datastore secrets.",
              "$ref": "#/definitions/DatastoreSecrets"
            }
          }
        },
        "x-ms-examples": {
          "Get datastore secrets.": {
            "$ref": "./examples/Datastore/listSecrets.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/environments": {
      "get": {
        "tags": [
          "EnvironmentContainer"
        ],
        "summary": "List environment containers.",
        "operationId": "EnvironmentContainers_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          },
          {
            "in": "query",
            "name": "listViewType",
            "description": "View type for including/excluding (for example) archived entities.",
            "type": "string",
            "default": "ActiveOnly",
            "enum": [
              "ActiveOnly",
              "ArchivedOnly",
              "All"
            ],
            "x-ms-enum": {
              "name": "ListViewType",
              "modelAsString": true,
              "values": [
                {
                  "value": "ActiveOnly"
                },
                {
                  "value": "ArchivedOnly"
                },
                {
                  "value": "All"
                }
              ]
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/EnvironmentContainerResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Environment Container.": {
            "$ref": "./examples/EnvironmentContainer/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/environments/{name}": {
      "delete": {
        "tags": [
          "EnvironmentContainer"
        ],
        "summary": "Delete container.",
        "operationId": "EnvironmentContainers_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success"
          },
          "204": {
            "description": "No Content"
          }
        },
        "x-ms-examples": {
          "Delete Environment Container.": {
            "$ref": "./examples/EnvironmentContainer/delete.json"
          }
        }
      },
      "get": {
        "tags": [
          "EnvironmentContainer"
        ],
        "summary": "Get container.",
        "operationId": "EnvironmentContainers_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/EnvironmentContainerResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Environment Container.": {
            "$ref": "./examples/EnvironmentContainer/get.json"
          }
        }
      },
      "put": {
        "tags": [
          "EnvironmentContainer"
        ],
        "summary": "Create or update container.",
        "operationId": "EnvironmentContainers_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Container entity to create or update.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/EnvironmentContainerResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/EnvironmentContainerResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/EnvironmentContainerResource"
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Environment Container.": {
            "$ref": "./examples/EnvironmentContainer/createOrUpdate.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/environments/{name}/versions": {
      "get": {
        "tags": [
          "EnvironmentVersion"
        ],
        "summary": "List versions.",
        "operationId": "EnvironmentVersions_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "query",
            "name": "$orderBy",
            "description": "Ordering of list.",
            "type": "string"
          },
          {
            "in": "query",
            "name": "$top",
            "description": "Maximum number of records to return.",
            "type": "integer",
            "format": "int32"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          },
          {
            "in": "query",
            "name": "listViewType",
            "description": "View type for including/excluding (for example) archived entities.",
            "type": "string",
            "default": "ActiveOnly",
            "enum": [
              "ActiveOnly",
              "ArchivedOnly",
              "All"
            ],
            "x-ms-enum": {
              "name": "ListViewType",
              "modelAsString": true,
              "values": [
                {
                  "value": "ActiveOnly"
                },
                {
                  "value": "ArchivedOnly"
                },
                {
                  "value": "All"
                }
              ]
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/EnvironmentVersionResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Environment Version.": {
            "$ref": "./examples/EnvironmentVersion/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/environments/{name}/versions/{version}": {
      "delete": {
        "tags": [
          "EnvironmentVersion"
        ],
        "summary": "Delete version.",
        "operationId": "EnvironmentVersions_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "version",
            "description": "Version identifier. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success"
          },
          "204": {
            "description": "No Content"
          }
        },
        "x-ms-examples": {
          "Delete Environment Version.": {
            "$ref": "./examples/EnvironmentVersion/delete.json"
          }
        }
      },
      "get": {
        "tags": [
          "EnvironmentVersion"
        ],
        "summary": "Get version.",
        "operationId": "EnvironmentVersions_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "version",
            "description": "Version identifier. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/EnvironmentVersionResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Environment Version.": {
            "$ref": "./examples/EnvironmentVersion/get.json"
          }
        }
      },
      "put": {
        "tags": [
          "EnvironmentVersion"
        ],
        "summary": "Creates or updates an EnvironmentVersion.",
        "operationId": "EnvironmentVersions_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Name of EnvironmentVersion. This is case-sensitive.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "in": "path",
            "name": "version",
            "description": "Version of EnvironmentVersion.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Definition of EnvironmentVersion.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/EnvironmentVersionResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/EnvironmentVersionResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/EnvironmentVersionResource"
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Environment Version.": {
            "$ref": "./examples/EnvironmentVersion/createOrUpdate.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/jobs": {
      "get": {
        "tags": [
          "Job"
        ],
        "summary": "Lists Jobs in the workspace.",
        "operationId": "Jobs_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          },
          {
            "in": "query",
            "name": "jobType",
            "description": "Type of job to be returned.",
            "type": "string"
          },
          {
            "in": "query",
            "name": "tag",
            "description": "Jobs returned will have this tag key.",
            "type": "string"
          },
          {
            "in": "query",
            "name": "listViewType",
            "description": "View type for including/excluding (for example) archived entities.",
            "type": "string",
            "default": "ActiveOnly",
            "enum": [
              "ActiveOnly",
              "ArchivedOnly",
              "All"
            ],
            "x-ms-enum": {
              "name": "ListViewType",
              "modelAsString": true,
              "values": [
                {
                  "value": "ActiveOnly"
                },
                {
                  "value": "ArchivedOnly"
                },
                {
                  "value": "All"
                }
              ]
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/JobBaseResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Command Job.": {
            "$ref": "./examples/Job/CommandJob/list.json"
          },
          "List Sweep Job.": {
            "$ref": "./examples/Job/SweepJob/list.json"
          },
          "List Pipeline Job.": {
            "$ref": "./examples/Job/PipelineJob/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/jobs/{id}": {
      "delete": {
        "tags": [
          "Job"
        ],
        "summary": "Deletes a Job (asynchronous).",
        "operationId": "Jobs_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "id",
            "description": "The name and identifier for the Job. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success"
          },
          "202": {
            "description": "Accepted",
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Location": {
                "description": "URI to poll for asynchronous operation result.",
                "type": "string"
              },
              "Retry-After": {
                "description": "Duration the client should wait between requests, in seconds.",
                "type": "integer",
                "format": "int32",
                "maximum": 600,
                "minimum": 10
              }
            }
          },
          "204": {
            "description": "No Content"
          }
        },
        "x-ms-examples": {
          "Delete Job.": {
            "$ref": "./examples/Job/delete.json"
          }
        },
        "x-ms-long-running-operation": true
      },
      "get": {
        "tags": [
          "Job"
        ],
        "summary": "Gets a Job by name/id.",
        "operationId": "Jobs_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "id",
            "description": "The name and identifier for the Job. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/JobBaseResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Command Job.": {
            "$ref": "./examples/Job/CommandJob/get.json"
          },
          "Get Sweep Job.": {
            "$ref": "./examples/Job/SweepJob/get.json"
          },
          "Get Pipeline Job.": {
            "$ref": "./examples/Job/PipelineJob/get.json"
          }
        }
      },
      "put": {
        "tags": [
          "Job"
        ],
        "summary": "Creates and executes a Job.",
        "operationId": "Jobs_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "id",
            "description": "The name and identifier for the Job. This is case-sensitive.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Job definition object.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/JobBaseResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/JobBaseResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/JobBaseResource"
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Command Job.": {
            "$ref": "./examples/Job/CommandJob/createOrUpdate.json"
          },
          "CreateOrUpdate Sweep Job.": {
            "$ref": "./examples/Job/SweepJob/createOrUpdate.json"
          },
          "CreateOrUpdate Pipeline Job.": {
            "$ref": "./examples/Job/PipelineJob/createOrUpdate.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/jobs/{id}/cancel": {
      "post": {
        "tags": [
          "Job"
        ],
        "summary": "Cancels a Job (asynchronous).",
        "operationId": "Jobs_Cancel",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "id",
            "description": "The name and identifier for the Job. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "202": {
            "description": "Accepted",
            "headers": {
              "Location": {
                "description": "URI to poll for asynchronous operation result.",
                "type": "string"
              },
              "Retry-After": {
                "description": "Duration the client should wait between requests, in seconds.",
                "type": "integer",
                "format": "int32",
                "maximum": 600,
                "minimum": 10
              }
            }
          },
          "200": {
            "description": "Success"
          }
        },
        "x-ms-examples": {
          "Cancel Job.": {
            "$ref": "./examples/Job/cancel.json"
          }
        },
        "x-ms-long-running-operation": true,
        "x-ms-long-running-operation-options": {
          "final-state-via": "location"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/models": {
      "get": {
        "tags": [
          "ModelContainer"
        ],
        "summary": "List model containers.",
        "operationId": "ModelContainers_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          },
          {
            "in": "query",
            "name": "count",
            "description": "Maximum number of results to return.",
            "type": "integer",
            "format": "int32"
          },
          {
            "in": "query",
            "name": "listViewType",
            "description": "View type for including/excluding (for example) archived entities.",
            "type": "string",
            "default": "ActiveOnly",
            "enum": [
              "ActiveOnly",
              "ArchivedOnly",
              "All"
            ],
            "x-ms-enum": {
              "name": "ListViewType",
              "modelAsString": true,
              "values": [
                {
                  "value": "ActiveOnly"
                },
                {
                  "value": "ArchivedOnly"
                },
                {
                  "value": "All"
                }
              ]
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/ModelContainerResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Model Container.": {
            "$ref": "./examples/ModelContainer/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/models/{name}": {
      "delete": {
        "tags": [
          "ModelContainer"
        ],
        "summary": "Delete container.",
        "operationId": "ModelContainers_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success"
          },
          "204": {
            "description": "No Content"
          }
        },
        "x-ms-examples": {
          "Delete Model Container.": {
            "$ref": "./examples/ModelContainer/delete.json"
          }
        }
      },
      "get": {
        "tags": [
          "ModelContainer"
        ],
        "summary": "Get container.",
        "operationId": "ModelContainers_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/ModelContainerResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Model Container.": {
            "$ref": "./examples/ModelContainer/get.json"
          }
        }
      },
      "put": {
        "tags": [
          "ModelContainer"
        ],
        "summary": "Create or update container.",
        "operationId": "ModelContainers_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Container entity to create or update.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/ModelContainerResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/ModelContainerResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/ModelContainerResource"
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Model Container.": {
            "$ref": "./examples/ModelContainer/createOrUpdate.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/models/{name}/versions": {
      "get": {
        "tags": [
          "ModelVersion"
        ],
        "summary": "List model versions.",
        "operationId": "ModelVersions_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Model name. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          },
          {
            "in": "query",
            "name": "$orderBy",
            "description": "Ordering of list.",
            "type": "string"
          },
          {
            "in": "query",
            "name": "$top",
            "description": "Maximum number of records to return.",
            "type": "integer",
            "format": "int32"
          },
          {
            "in": "query",
            "name": "version",
            "description": "Model version.",
            "type": "string"
          },
          {
            "in": "query",
            "name": "description",
            "description": "Model description.",
            "type": "string"
          },
          {
            "in": "query",
            "name": "offset",
            "description": "Number of initial results to skip.",
            "type": "integer",
            "format": "int32"
          },
          {
            "in": "query",
            "name": "tags",
            "description": "Comma-separated list of tag names (and optionally values). Example: tag1,tag2=value2",
            "type": "string"
          },
          {
            "in": "query",
            "name": "properties",
            "description": "Comma-separated list of property names (and optionally values). Example: prop1,prop2=value2",
            "type": "string"
          },
          {
            "in": "query",
            "name": "feed",
            "description": "Name of the feed.",
            "type": "string"
          },
          {
            "in": "query",
            "name": "listViewType",
            "description": "View type for including/excluding (for example) archived entities.",
            "type": "string",
            "default": "ActiveOnly",
            "enum": [
              "ActiveOnly",
              "ArchivedOnly",
              "All"
            ],
            "x-ms-enum": {
              "name": "ListViewType",
              "modelAsString": true,
              "values": [
                {
                  "value": "ActiveOnly"
                },
                {
                  "value": "ArchivedOnly"
                },
                {
                  "value": "All"
                }
              ]
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/ModelVersionResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Model Version.": {
            "$ref": "./examples/ModelVersion/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/models/{name}/versions/{version}": {
      "delete": {
        "tags": [
          "ModelVersion"
        ],
        "summary": "Delete version.",
        "operationId": "ModelVersions_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "version",
            "description": "Version identifier. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success"
          },
          "204": {
            "description": "No Content"
          }
        },
        "x-ms-examples": {
          "Delete Model Version.": {
            "$ref": "./examples/ModelVersion/delete.json"
          }
        }
      },
      "get": {
        "tags": [
          "ModelVersion"
        ],
        "summary": "Get version.",
        "operationId": "ModelVersions_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "version",
            "description": "Version identifier. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/ModelVersionResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Model Version.": {
            "$ref": "./examples/ModelVersion/get.json"
          }
        }
      },
      "put": {
        "tags": [
          "ModelVersion"
        ],
        "summary": "Create or update version.",
        "operationId": "ModelVersions_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "name",
            "description": "Container name. This is case-sensitive.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "in": "path",
            "name": "version",
            "description": "Version identifier. This is case-sensitive.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Version entity to create or update.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/ModelVersionResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/ModelVersionResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/ModelVersionResource"
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Model Version.": {
            "$ref": "./examples/ModelVersion/createOrUpdate.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/onlineEndpoints": {
      "get": {
        "tags": [
          "OnlineEndpoint"
        ],
        "summary": "List Online Endpoints.",
        "operationId": "OnlineEndpoints_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "query",
            "name": "name",
            "description": "Name of the endpoint.",
            "type": "string"
          },
          {
            "in": "query",
            "name": "count",
            "description": "Number of endpoints to be retrieved in a page of results.",
            "type": "integer",
            "format": "int32"
          },
          {
            "in": "query",
            "name": "computeType",
            "description": "EndpointComputeType to be filtered by.",
            "type": "string",
            "enum": [
              "Managed",
              "Kubernetes",
              "AzureMLCompute"
            ],
            "x-ms-enum": {
              "name": "EndpointComputeType",
              "modelAsString": true
            }
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          },
          {
            "in": "query",
            "name": "tags",
            "description": "A set of tags with which to filter the returned models. It is a comma separated string of tags key or tags key=value. Example: tagKey1,tagKey2,tagKey3=value3 .",
            "type": "string"
          },
          {
            "in": "query",
            "name": "properties",
            "description": "A set of properties with which to filter the returned models. It is a comma separated string of properties key and/or properties key=value Example: propKey1,propKey2,propKey3=value3 .",
            "type": "string"
          },
          {
            "in": "query",
            "name": "orderBy",
            "description": "The option to order the response.",
            "type": "string",
            "enum": [
              "CreatedAtDesc",
              "CreatedAtAsc",
              "UpdatedAtDesc",
              "UpdatedAtAsc"
            ],
            "x-ms-enum": {
              "name": "OrderString",
              "modelAsString": true
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/OnlineEndpointTrackedResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Online Endpoint.": {
            "$ref": "./examples/OnlineEndpoint/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/onlineEndpoints/{endpointName}": {
      "delete": {
        "tags": [
          "OnlineEndpoint"
        ],
        "summary": "Delete Online Endpoint (asynchronous).",
        "operationId": "OnlineEndpoints_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Online Endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "204": {
            "description": "No Content"
          },
          "202": {
            "description": "Accepted",
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Location": {
                "description": "URI to poll for asynchronous operation result.",
                "type": "string"
              },
              "Retry-After": {
                "description": "Duration the client should wait between requests, in seconds.",
                "type": "integer",
                "format": "int32",
                "maximum": 600,
                "minimum": 10
              }
            }
          },
          "200": {
            "description": "Success"
          }
        },
        "x-ms-examples": {
          "Delete Online Endpoint.": {
            "$ref": "./examples/OnlineEndpoint/delete.json"
          }
        },
        "x-ms-long-running-operation": true
      },
      "get": {
        "tags": [
          "OnlineEndpoint"
        ],
        "summary": "Get Online Endpoint.",
        "operationId": "OnlineEndpoints_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Online Endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/OnlineEndpointTrackedResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Online Endpoint.": {
            "$ref": "./examples/OnlineEndpoint/get.json"
          }
        }
      },
      "patch": {
        "tags": [
          "OnlineEndpoint"
        ],
        "summary": "Update Online Endpoint (asynchronous).",
        "operationId": "OnlineEndpoints_Update",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Online Endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Online Endpoint entity to apply during operation.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/PartialMinimalTrackedResourceWithIdentity"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/OnlineEndpointTrackedResource"
            }
          },
          "202": {
            "description": "Accepted",
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Location": {
                "description": "URI to poll for asynchronous operation result.",
                "type": "string"
              },
              "Retry-After": {
                "description": "Duration the client should wait between requests, in seconds.",
                "type": "integer",
                "format": "int32",
                "maximum": 600,
                "minimum": 10
              }
            }
          }
        },
        "x-ms-examples": {
          "Update Online Endpoint.": {
            "$ref": "./examples/OnlineEndpoint/update.json"
          }
        },
        "x-ms-long-running-operation": true
      },
      "put": {
        "tags": [
          "OnlineEndpoint"
        ],
        "summary": "Create or update Online Endpoint (asynchronous).",
        "operationId": "OnlineEndpoints_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Online Endpoint name.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Online Endpoint entity to apply during operation.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/OnlineEndpointTrackedResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/OnlineEndpointTrackedResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/OnlineEndpointTrackedResource"
            },
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Azure-AsyncOperation": {
                "description": "URI to poll for asynchronous operation status.",
                "type": "string"
              }
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Online Endpoint.": {
            "$ref": "./examples/OnlineEndpoint/createOrUpdate.json"
          }
        },
        "x-ms-long-running-operation": true
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/onlineEndpoints/{endpointName}/deployments": {
      "get": {
        "tags": [
          "OnlineDeployment"
        ],
        "summary": "List Inference Endpoint Deployments.",
        "operationId": "OnlineDeployments_List",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Inference endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "query",
            "name": "$orderBy",
            "description": "Ordering of list.",
            "type": "string"
          },
          {
            "in": "query",
            "name": "$top",
            "description": "Top of list.",
            "type": "integer",
            "format": "int32"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/OnlineDeploymentTrackedResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Online Deployments.": {
            "$ref": "./examples/OnlineDeployment/list.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/onlineEndpoints/{endpointName}/deployments/{deploymentName}": {
      "delete": {
        "tags": [
          "OnlineDeployment"
        ],
        "summary": "Delete Inference Endpoint Deployment (asynchronous).",
        "operationId": "OnlineDeployments_Delete",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Inference endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "deploymentName",
            "description": "Inference Endpoint Deployment name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success"
          },
          "204": {
            "description": "No Content"
          },
          "202": {
            "description": "Accepted",
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Location": {
                "description": "URI to poll for asynchronous operation result.",
                "type": "string"
              },
              "Retry-After": {
                "description": "Duration the client should wait between requests, in seconds.",
                "type": "integer",
                "format": "int32",
                "maximum": 600,
                "minimum": 10
              }
            }
          }
        },
        "x-ms-examples": {
          "Delete Online Deployment.": {
            "$ref": "./examples/OnlineDeployment/delete.json"
          }
        },
        "x-ms-long-running-operation": true
      },
      "get": {
        "tags": [
          "OnlineDeployment"
        ],
        "summary": "Get Inference Deployment Deployment.",
        "operationId": "OnlineDeployments_Get",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Inference endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "deploymentName",
            "description": "Inference Endpoint Deployment name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/OnlineDeploymentTrackedResource"
            }
          }
        },
        "x-ms-examples": {
          "Get Managed Online Deployment.": {
            "$ref": "./examples/OnlineDeployment/ManagedOnlineDeployment/get.json"
          },
          "Get Kubernetes Online Deployment.": {
            "$ref": "./examples/OnlineDeployment/KubernetesOnlineDeployment/get.json"
          }
        }
      },
      "patch": {
        "tags": [
          "OnlineDeployment"
        ],
        "summary": "Update Online Deployment (asynchronous).",
        "operationId": "OnlineDeployments_Update",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Online Endpoint name.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "in": "path",
            "name": "deploymentName",
            "description": "Inference Endpoint Deployment name.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Online Endpoint entity to apply during operation.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/PartialMinimalTrackedResourceWithSku"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/OnlineDeploymentTrackedResource"
            }
          },
          "202": {
            "description": "Accepted",
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Location": {
                "description": "URI to poll for asynchronous operation result.",
                "type": "string"
              },
              "Retry-After": {
                "description": "Duration the client should wait between requests, in seconds.",
                "type": "integer",
                "format": "int32",
                "maximum": 600,
                "minimum": 10
              }
            }
          }
        },
        "x-ms-examples": {
          "Update Managed Online Deployment.": {
            "$ref": "./examples/OnlineDeployment/ManagedOnlineDeployment/update.json"
          },
          "Update Kubernetes Online Deployment.": {
            "$ref": "./examples/OnlineDeployment/KubernetesOnlineDeployment/update.json"
          }
        },
        "x-ms-long-running-operation": true
      },
      "put": {
        "tags": [
          "OnlineDeployment"
        ],
        "summary": "Create or update Inference Endpoint Deployment (asynchronous).",
        "operationId": "OnlineDeployments_CreateOrUpdate",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Inference endpoint name.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "in": "path",
            "name": "deploymentName",
            "description": "Inference Endpoint Deployment name.",
            "required": true,
            "type": "string",
            "pattern": "^[a-zA-Z0-9][a-zA-Z0-9\\-_]{0,254}$"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "Inference Endpoint entity to apply during operation.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/OnlineDeploymentTrackedResource"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/OnlineDeploymentTrackedResource"
            }
          },
          "201": {
            "description": "Created",
            "schema": {
              "$ref": "#/definitions/OnlineDeploymentTrackedResource"
            },
            "headers": {
              "x-ms-async-operation-timeout": {
                "description": "Timeout for the client to use when polling the asynchronous operation.",
                "type": "string",
                "format": "duration"
              },
              "Azure-AsyncOperation": {
                "description": "URI to poll for asynchronous operation status.",
                "type": "string"
              }
            }
          }
        },
        "x-ms-examples": {
          "CreateOrUpdate Managed Online Deployment.": {
            "$ref": "./examples/OnlineDeployment/ManagedOnlineDeployment/createOrUpdate.json"
          },
          "CreateOrUpdate Kubernetes Online Deployment.": {
            "$ref": "./examples/OnlineDeployment/KubernetesOnlineDeployment/createOrUpdate.json"
          }
        },
        "x-ms-long-running-operation": true
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/onlineEndpoints/{endpointName}/deployments/{deploymentName}/getLogs": {
      "post": {
        "tags": [
          "OnlineDeployment"
        ],
        "summary": "Polls an Endpoint operation.",
        "operationId": "OnlineDeployments_GetLogs",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Inference endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "deploymentName",
            "description": "The name and identifier for the endpoint.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "The request containing parameters for retrieving logs.",
            "required": true,
            "schema": {
              "$ref": "#/definitions/DeploymentLogsRequest"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/DeploymentLogs"
            }
          }
        },
        "x-ms-examples": {
          "Get Online Deployment Logs.": {
            "$ref": "./examples/OnlineDeployment/getLogs.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/onlineEndpoints/{endpointName}/deployments/{deploymentName}/skus": {
      "get": {
        "tags": [
          "OnlineDeployment"
        ],
        "summary": "List Inference Endpoint Deployment Skus.",
        "operationId": "OnlineDeployments_ListSkus",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Inference endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "in": "path",
            "name": "deploymentName",
            "description": "Inference Endpoint Deployment name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "query",
            "name": "count",
            "description": "Number of Skus to be retrieved in a page of results.",
            "type": "integer",
            "format": "int32"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/PaginationParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/SkuResourceArmPaginatedResult"
            }
          }
        },
        "x-ms-examples": {
          "List Managed Online Deployment Skus.": {
            "$ref": "./examples/OnlineDeployment/ManagedOnlineDeployment/listSkus.json"
          },
          "List Kubernetes Online Deployment Skus.": {
            "$ref": "./examples/OnlineDeployment/KubernetesOnlineDeployment/listSkus.json"
          }
        },
        "x-ms-pageable": {
          "nextLinkName": "nextLink"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/onlineEndpoints/{endpointName}/listKeys": {
      "post": {
        "tags": [
          "OnlineEndpoint"
        ],
        "summary": "List EndpointAuthKeys for an Endpoint using Key-based authentication.",
        "operationId": "OnlineEndpoints_ListKeys",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Online Endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/EndpointAuthKeys"
            }
          }
        },
        "x-ms-examples": {
          "ListKeys Online Endpoint.": {
            "$ref": "./examples/OnlineEndpoint/listKeys.json"
          }
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/onlineEndpoints/{endpointName}/regenerateKeys": {
      "post": {
        "tags": [
          "OnlineEndpoint"
        ],
        "summary": "Regenerate EndpointAuthKeys for an Endpoint using Key-based authentication (asynchronous).",
        "operationId": "OnlineEndpoints_RegenerateKeys",
        "consumes": [
          "application/json"
        ],
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Online Endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          },
          {
            "in": "body",
            "name": "body",
            "description": "RegenerateKeys request .",
            "required": true,
            "schema": {
              "$ref": "#/definitions/RegenerateEndpointKeysRequest"
            }
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success"
          },
          "202": {
            "description": "Accepted",
            "headers": {
              "Location": {
                "description": "URI to poll for asynchronous operation result.",
                "type": "string"
              },
              "Retry-After": {
                "description": "Duration the client should wait between requests, in seconds.",
                "type": "integer",
                "format": "int32",
                "maximum": 600,
                "minimum": 10
              }
            }
          }
        },
        "x-ms-examples": {
          "RegenerateKeys Online Endpoint.": {
            "$ref": "./examples/OnlineEndpoint/regenerateKeys.json"
          }
        },
        "x-ms-long-running-operation": true,
        "x-ms-long-running-operation-options": {
          "final-state-via": "location"
        }
      }
    },
    "/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/onlineEndpoints/{endpointName}/token": {
      "post": {
        "tags": [
          "OnlineEndpoint"
        ],
        "summary": "Retrieve a valid AAD token for an Endpoint using AMLToken-based authentication.",
        "operationId": "OnlineEndpoints_GetToken",
        "produces": [
          "application/json"
        ],
        "parameters": [
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/SubscriptionIdParameter"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ResourceGroupNameParameter"
          },
          {
            "$ref": "machineLearningServices.json#/parameters/WorkspaceNameParameter"
          },
          {
            "in": "path",
            "name": "endpointName",
            "description": "Online Endpoint name.",
            "required": true,
            "type": "string"
          },
          {
            "$ref": "../../../../../common-types/resource-management/v3/types.json#/parameters/ApiVersionParameter"
          }
        ],
        "responses": {
          "default": {
            "description": "Error",
            "schema": {
              "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/ErrorResponse"
            }
          },
          "200": {
            "description": "Success",
            "schema": {
              "$ref": "#/definitions/EndpointAuthToken"
            }
          }
        },
        "x-ms-examples": {
          "GetToken Online Endpoint.": {
            "$ref": "./examples/OnlineEndpoint/getToken.json"
          }
        }
      }
    }
  },
  "definitions": {
    "AccountKeyDatastoreCredentials": {
      "description": "Account key datastore credentials configuration.",
      "required": [
        "secrets"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DatastoreCredentials"
        }
      ],
      "properties": {
        "secrets": {
          "description": "[Required] Storage account secrets.",
          "$ref": "#/definitions/AccountKeyDatastoreSecrets",
          "x-ms-mutability": [
            "create",
            "update"
          ],
          "x-ms-secret": true
        }
      },
      "x-ms-discriminator-value": "AccountKey",
      "additionalProperties": false
    },
    "AccountKeyDatastoreSecrets": {
      "description": "Datastore account key secrets.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DatastoreSecrets"
        }
      ],
      "properties": {
        "key": {
          "description": "Storage account key.",
          "type": "string",
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "AccountKey",
      "additionalProperties": false
    },
    "AmlToken": {
      "description": "AML Token identity configuration.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/IdentityConfiguration"
        }
      ],
      "x-ms-discriminator-value": "AMLToken",
      "additionalProperties": false
    },
    "AssetBase": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/ResourceBase"
        }
      ],
      "properties": {
        "isAnonymous": {
          "description": "If the name version are system generated (anonymous registration).",
          "default": false,
          "type": "boolean",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "isArchived": {
          "description": "Is the asset archived?",
          "default": false,
          "type": "boolean",
          "x-ms-mutability": [
            "create",
            "read",
            "update"
          ]
        }
      },
      "additionalProperties": false
    },
    "AssetContainer": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/ResourceBase"
        }
      ],
      "properties": {
        "isArchived": {
          "description": "Is the asset archived?",
          "default": false,
          "type": "boolean",
          "x-ms-mutability": [
            "create",
            "read",
            "update"
          ]
        },
        "latestVersion": {
          "description": "The latest version inside this container.",
          "type": "string",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ],
          "x-nullable": true
        },
        "nextVersion": {
          "description": "The next auto incremental version",
          "type": "string",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ],
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "AssetJobInput": {
      "description": "Asset input type.",
      "required": [
        "uri"
      ],
      "type": "object",
      "properties": {
        "mode": {
          "description": "Input Asset Delivery Mode.",
          "default": "ReadOnlyMount",
          "$ref": "#/definitions/InputDeliveryMode",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "uri": {
          "description": "[Required] Input Asset URI.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "AssetJobOutput": {
      "description": "Asset output type.",
      "type": "object",
      "properties": {
        "mode": {
          "description": "Output Asset Delivery Mode.",
          "default": "ReadWriteMount",
          "$ref": "#/definitions/OutputDeliveryMode",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "uri": {
          "description": "Output Asset URI.",
          "type": "string",
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "AssetReferenceBase": {
      "description": "Base definition for asset references.",
      "required": [
        "referenceType"
      ],
      "type": "object",
      "properties": {
        "referenceType": {
          "description": "[Required] Specifies the type of asset reference.",
          "$ref": "#/definitions/ReferenceType"
        }
      },
      "discriminator": "referenceType"
    },
    "AzureBlobDatastore": {
      "description": "Azure Blob datastore configuration.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/Datastore"
        }
      ],
      "properties": {
        "accountName": {
          "description": "Storage account name.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "containerName": {
          "description": "Storage account container name.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "endpoint": {
          "description": "Azure cloud endpoint for the storage account.",
          "type": "string",
          "example": "core.windows.net",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "protocol": {
          "description": "Protocol used to communicate with the storage account.",
          "type": "string",
          "example": "https",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "serviceDataAccessAuthIdentity": {
          "description": "Indicates which identity to use to authenticate service data access to customer's storage.",
          "default": "None",
          "$ref": "#/definitions/ServiceDataAccessAuthIdentity",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "x-ms-discriminator-value": "AzureBlob",
      "additionalProperties": false
    },
    "AzureDataLakeGen1Datastore": {
      "description": "Azure Data Lake Gen1 datastore configuration.",
      "required": [
        "storeName"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/Datastore"
        }
      ],
      "properties": {
        "serviceDataAccessAuthIdentity": {
          "description": "Indicates which identity to use to authenticate service data access to customer's storage.",
          "default": "None",
          "$ref": "#/definitions/ServiceDataAccessAuthIdentity",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "storeName": {
          "description": "[Required] Azure Data Lake store name.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "x-ms-discriminator-value": "AzureDataLakeGen1",
      "additionalProperties": false
    },
    "AzureDataLakeGen2Datastore": {
      "description": "Azure Data Lake Gen2 datastore configuration.",
      "required": [
        "accountName",
        "filesystem"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/Datastore"
        }
      ],
      "properties": {
        "accountName": {
          "description": "[Required] Storage account name.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "endpoint": {
          "description": "Azure cloud endpoint for the storage account.",
          "type": "string",
          "example": "core.windows.net",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "filesystem": {
          "description": "[Required] The name of the Data Lake Gen2 filesystem.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "protocol": {
          "description": "Protocol used to communicate with the storage account.",
          "type": "string",
          "example": "https",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "serviceDataAccessAuthIdentity": {
          "description": "Indicates which identity to use to authenticate service data access to customer's storage.",
          "default": "None",
          "$ref": "#/definitions/ServiceDataAccessAuthIdentity",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "x-ms-discriminator-value": "AzureDataLakeGen2",
      "additionalProperties": false
    },
    "AzureFileDatastore": {
      "description": "Azure File datastore configuration.",
      "required": [
        "accountName",
        "fileShareName"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/Datastore"
        }
      ],
      "properties": {
        "accountName": {
          "description": "[Required] Storage account name.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "endpoint": {
          "description": "Azure cloud endpoint for the storage account.",
          "type": "string",
          "example": "core.windows.net",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "fileShareName": {
          "description": "[Required] The name of the Azure file share that the datastore points to.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "protocol": {
          "description": "Protocol used to communicate with the storage account.",
          "type": "string",
          "example": "https",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "serviceDataAccessAuthIdentity": {
          "description": "Indicates which identity to use to authenticate service data access to customer's storage.",
          "default": "None",
          "$ref": "#/definitions/ServiceDataAccessAuthIdentity",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "x-ms-discriminator-value": "AzureFile",
      "additionalProperties": false
    },
    "BanditPolicy": {
      "description": "Defines an early termination policy based on slack criteria, and a frequency and delay interval for evaluation",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/EarlyTerminationPolicy"
        }
      ],
      "properties": {
        "slackAmount": {
          "format": "float",
          "description": "Absolute distance allowed from the best performing run.",
          "default": 0,
          "type": "number"
        },
        "slackFactor": {
          "format": "float",
          "description": "Ratio of the allowed distance from the best performing run.",
          "default": 0,
          "type": "number"
        }
      },
      "x-ms-discriminator-value": "Bandit",
      "additionalProperties": false
    },
    "BatchDeployment": {
      "description": "Batch inference settings per deployment.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/EndpointDeploymentPropertiesBase"
        }
      ],
      "properties": {
        "compute": {
          "description": "Compute target for batch inference operation.",
          "type": "string",
          "x-nullable": true
        },
        "errorThreshold": {
          "format": "int32",
          "description": "Error threshold, if the error count for the entire input goes above this value,\r\nthe batch inference will be aborted. Range is [-1, int.MaxValue].\r\nFor FileDataset, this value is the count of file failures.\r\nFor TabularDataset, this value is the count of record failures.\r\nIf set to -1 (the lower bound), all failures during batch inference will be ignored.",
          "default": -1,
          "type": "integer"
        },
        "loggingLevel": {
          "description": "Logging level for batch inference operation.",
          "default": "Info",
          "$ref": "#/definitions/BatchLoggingLevel"
        },
        "maxConcurrencyPerInstance": {
          "format": "int32",
          "description": "Indicates maximum number of parallelism per instance.",
          "default": 1,
          "type": "integer"
        },
        "miniBatchSize": {
          "format": "int64",
          "description": "Size of the mini-batch passed to each batch invocation.\r\nFor FileDataset, this is the number of files per mini-batch.\r\nFor TabularDataset, this is the size of the records in bytes, per mini-batch.",
          "default": 10,
          "type": "integer"
        },
        "model": {
          "description": "Reference to the model asset for the endpoint deployment.",
          "$ref": "#/definitions/AssetReferenceBase",
          "x-nullable": true
        },
        "outputAction": {
          "description": "Indicates how the output will be organized.",
          "default": "AppendRow",
          "$ref": "#/definitions/BatchOutputAction"
        },
        "outputFileName": {
          "description": "Customized output file name for append_row output action.",
          "default": "predictions.csv",
          "type": "string"
        },
        "provisioningState": {
          "description": "Provisioning state for the endpoint deployment.",
          "$ref": "#/definitions/DeploymentProvisioningState",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ]
        },
        "resources": {
          "description": "Indicates compute configuration for the job.\r\nIf not provided, will default to the defaults defined in ResourceConfiguration.",
          "$ref": "#/definitions/ResourceConfiguration",
          "x-nullable": true
        },
        "retrySettings": {
          "description": "Retry Settings for the batch inference operation.\r\nIf not provided, will default to the defaults defined in BatchRetrySettings.",
          "$ref": "#/definitions/BatchRetrySettings",
          "x-nullable": true
        }
      },
      "x-ms-client-name": "BatchDeploymentProperties",
      "additionalProperties": false
    },
    "BatchDeploymentTrackedResource": {
      "required": [
        "location",
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/TrackedResource"
        }
      ],
      "properties": {
        "identity": {
          "description": "Managed service identity (system assigned and/or user assigned identities)",
          "$ref": "../../../../../common-types/resource-management/v3/managedidentity.json#/definitions/ManagedServiceIdentity"
        },
        "kind": {
          "description": "Metadata used by portal/tooling/etc to render different UX experiences for resources of the same type.",
          "type": "string"
        },
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/BatchDeployment"
        },
        "sku": {
          "description": "Sku details required for ARM contract for Autoscaling.",
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Sku"
        }
      },
      "x-ms-client-name": "BatchDeployment",
      "additionalProperties": false
    },
    "BatchDeploymentTrackedResourceArmPaginatedResult": {
      "description": "A paginated list of BatchDeployment entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of BatchDeployment objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type BatchDeployment.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/BatchDeploymentTrackedResource"
          }
        }
      },
      "additionalProperties": false
    },
    "BatchEndpoint": {
      "description": "Batch endpoint configuration.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/EndpointPropertiesBase"
        }
      ],
      "properties": {
        "defaults": {
          "description": "Default values for Batch Endpoint",
          "$ref": "#/definitions/BatchEndpointDefaults",
          "x-nullable": true
        },
        "provisioningState": {
          "description": "Provisioning state for the endpoint.",
          "$ref": "#/definitions/EndpointProvisioningState",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ]
        }
      },
      "x-ms-client-name": "BatchEndpointProperties",
      "additionalProperties": false
    },
    "BatchEndpointDefaults": {
      "description": "Batch endpoint default values",
      "type": "object",
      "properties": {
        "deploymentName": {
          "description": "Name of the deployment that will be default for the endpoint.\r\nThis deployment will end up getting 100% traffic when the endpoint scoring URL is invoked.",
          "type": "string",
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "BatchEndpointTrackedResource": {
      "required": [
        "location",
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/TrackedResource"
        }
      ],
      "properties": {
        "identity": {
          "description": "Managed service identity (system assigned and/or user assigned identities)",
          "$ref": "../../../../../common-types/resource-management/v3/managedidentity.json#/definitions/ManagedServiceIdentity"
        },
        "kind": {
          "description": "Metadata used by portal/tooling/etc to render different UX experiences for resources of the same type.",
          "type": "string"
        },
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/BatchEndpoint"
        },
        "sku": {
          "description": "Sku details required for ARM contract for Autoscaling.",
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Sku"
        }
      },
      "x-ms-client-name": "BatchEndpoint",
      "additionalProperties": false
    },
    "BatchEndpointTrackedResourceArmPaginatedResult": {
      "description": "A paginated list of BatchEndpoint entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of BatchEndpoint objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type BatchEndpoint.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/BatchEndpointTrackedResource"
          }
        }
      },
      "additionalProperties": false
    },
    "BatchLoggingLevel": {
      "description": "Log verbosity for batch inferencing.\r\nIncreasing verbosity order for logging is : Warning, Info and Debug.\r\nThe default value is Info.",
      "enum": [
        "Info",
        "Warning",
        "Debug"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "BatchLoggingLevel",
        "modelAsString": true,
        "values": [
          {
            "value": "Info"
          },
          {
            "value": "Warning"
          },
          {
            "value": "Debug"
          }
        ]
      },
      "additionalProperties": false
    },
    "BatchOutputAction": {
      "description": "Enum to determine how batch inferencing will handle output",
      "enum": [
        "SummaryOnly",
        "AppendRow"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "BatchOutputAction",
        "modelAsString": true,
        "values": [
          {
            "value": "SummaryOnly"
          },
          {
            "value": "AppendRow"
          }
        ]
      },
      "additionalProperties": false
    },
    "BatchRetrySettings": {
      "description": "Retry settings for a batch inference operation.",
      "type": "object",
      "properties": {
        "maxRetries": {
          "format": "int32",
          "description": "Maximum retry count for a mini-batch",
          "default": 3,
          "type": "integer"
        },
        "timeout": {
          "format": "duration",
          "description": "Invocation timeout for a mini-batch, in ISO 8601 format.",
          "default": "PT30S",
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "BayesianSamplingAlgorithm": {
      "description": "Defines a Sampling Algorithm that generates values based on previous values",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/SamplingAlgorithm"
        }
      ],
      "x-ms-discriminator-value": "Bayesian",
      "additionalProperties": false
    },
    "BuildContext": {
      "description": "Configuration settings for Docker build context",
      "required": [
        "contextUri"
      ],
      "type": "object",
      "properties": {
        "contextUri": {
          "description": "[Required] URI of the Docker build context used to build the image. Supports blob URIs on environment creation and may return blob or Git URIs.\r\n<seealso href=\"https://docs.docker.com/engine/reference/commandline/build/#extended-description\" />",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string",
          "example": "https://storage-account.blob.core.windows.net/azureml/DockerBuildContext/95ddede6b9b8c4e90472db3acd0a8d28/",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "dockerfilePath": {
          "description": "Path to the Dockerfile in the build context.\r\n<seealso href=\"https://docs.docker.com/engine/reference/builder/\" />",
          "default": "Dockerfile",
          "type": "string",
          "example": "prod/Dockerfile",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "additionalProperties": false
    },
    "CertificateDatastoreCredentials": {
      "description": "Certificate datastore credentials configuration.",
      "required": [
        "clientId",
        "secrets",
        "tenantId",
        "thumbprint"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DatastoreCredentials"
        }
      ],
      "properties": {
        "authorityUrl": {
          "description": "Authority URL used for authentication.",
          "type": "string",
          "x-nullable": true
        },
        "clientId": {
          "format": "uuid",
          "description": "[Required] Service principal client ID.",
          "type": "string"
        },
        "resourceUrl": {
          "description": "Resource the service principal has access to.",
          "type": "string",
          "x-nullable": true
        },
        "secrets": {
          "description": "[Required] Service principal secrets.",
          "$ref": "#/definitions/CertificateDatastoreSecrets",
          "x-ms-mutability": [
            "create",
            "update"
          ],
          "x-ms-secret": true
        },
        "tenantId": {
          "format": "uuid",
          "description": "[Required] ID of the tenant to which the service principal belongs.",
          "type": "string"
        },
        "thumbprint": {
          "description": "[Required] Thumbprint of the certificate used for authentication.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string"
        }
      },
      "x-ms-discriminator-value": "Certificate",
      "additionalProperties": false
    },
    "CertificateDatastoreSecrets": {
      "description": "Datastore certificate secrets.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DatastoreSecrets"
        }
      ],
      "properties": {
        "certificate": {
          "description": "Service principal certificate.",
          "type": "string",
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "Certificate",
      "additionalProperties": false
    },
    "CodeConfiguration": {
      "description": "Configuration for a scoring code asset.",
      "required": [
        "scoringScript"
      ],
      "type": "object",
      "properties": {
        "codeId": {
          "description": "ARM resource ID of the code asset.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "scoringScript": {
          "description": "[Required] The script to execute on startup. eg. \"score.py\"",
          "minLength": 1,
          "pattern": "[a-zA-Z0-9_]",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "additionalProperties": false
    },
    "CodeContainer": {
      "description": "Container for code asset versions.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetContainer"
        }
      ],
      "x-ms-client-name": "CodeContainerProperties",
      "additionalProperties": false
    },
    "CodeContainerResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/CodeContainer"
        }
      },
      "x-ms-client-name": "CodeContainer",
      "additionalProperties": false
    },
    "CodeContainerResourceArmPaginatedResult": {
      "description": "A paginated list of CodeContainer entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of CodeContainer objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type CodeContainer.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/CodeContainerResource"
          }
        }
      },
      "additionalProperties": false
    },
    "CodeVersion": {
      "description": "Code asset version details.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetBase"
        }
      ],
      "properties": {
        "codeUri": {
          "description": "Uri where code is located",
          "type": "string",
          "example": "https://blobStorage/folderName",
          "x-nullable": true
        }
      },
      "x-ms-client-name": "CodeVersionProperties",
      "additionalProperties": false
    },
    "CodeVersionResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/CodeVersion"
        }
      },
      "x-ms-client-name": "CodeVersion",
      "additionalProperties": false
    },
    "CodeVersionResourceArmPaginatedResult": {
      "description": "A paginated list of CodeVersion entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of CodeVersion objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type CodeVersion.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/CodeVersionResource"
          }
        }
      },
      "additionalProperties": false
    },
    "CommandJob": {
      "description": "Command job definition.",
      "required": [
        "command",
        "environmentId"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/JobBase"
        }
      ],
      "properties": {
        "codeId": {
          "description": "ARM resource ID of the code asset.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "command": {
          "description": "[Required] The command to execute on startup of the job. eg. \"python train.py\"",
          "minLength": 1,
          "pattern": "[a-zA-Z0-9_]",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "distribution": {
          "description": "Distribution configuration of the job. If set, this should be one of Mpi, Tensorflow, PyTorch, or null.",
          "$ref": "#/definitions/DistributionConfiguration",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "environmentId": {
          "description": "[Required] The ARM resource ID of the Environment specification for the job.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "environmentVariables": {
          "description": "Environment variables included in the job.",
          "type": "object",
          "additionalProperties": {
            "type": "string",
            "x-nullable": true
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "inputs": {
          "description": "Mapping of input data bindings used in the job.",
          "type": "object",
          "additionalProperties": {
            "description": "Command job definition.",
            "$ref": "#/definitions/JobInput",
            "x-nullable": true
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "limits": {
          "description": "Command Job limit.",
          "$ref": "#/definitions/CommandJobLimits",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "outputs": {
          "description": "Mapping of output data bindings used in the job.",
          "type": "object",
          "additionalProperties": {
            "description": "Job output definition container information on where to find job output/logs.",
            "$ref": "#/definitions/JobOutput",
            "x-nullable": true
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "parameters": {
          "description": "Input parameters.",
          "type": "object",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ],
          "x-nullable": true
        },
        "resources": {
          "description": "Compute Resource configuration for the job.",
          "default": "{}",
          "$ref": "#/definitions/ResourceConfiguration",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "x-ms-discriminator-value": "Command",
      "additionalProperties": false
    },
    "CommandJobLimits": {
      "description": "Command Job limit class.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/JobLimits"
        }
      ],
      "x-ms-discriminator-value": "Command",
      "additionalProperties": false
    },
    "ComponentContainer": {
      "description": "Component container definition.\r\n<see href=\"https://docs.microsoft.com/en-us/azure/machine-learning/reference-yaml-component-command\" />",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetContainer"
        }
      ],
      "x-ms-client-name": "ComponentContainerProperties",
      "additionalProperties": false
    },
    "ComponentContainerResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/ComponentContainer"
        }
      },
      "x-ms-client-name": "ComponentContainer",
      "additionalProperties": false
    },
    "ComponentContainerResourceArmPaginatedResult": {
      "description": "A paginated list of ComponentContainer entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of ComponentContainer objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type ComponentContainer.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/ComponentContainerResource"
          }
        }
      },
      "additionalProperties": false
    },
    "ComponentVersion": {
      "description": "Definition of a component version: defines resources that span component types.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetBase"
        }
      ],
      "properties": {
        "componentSpec": {
          "description": "Defines Component definition details.\r\n<see href=\"https://docs.microsoft.com/en-us/azure/machine-learning/reference-yaml-component-command\" />",
          "type": "object",
          "example": {
            "name": "Hello_Python_World",
            "display_name": "Hello_Python_World",
            "version": 1,
            "type": "command",
            "code": "azureml:/subscriptions/00000000-1111-2222-3333-444444444444/resourceGroups/resourceGroup-1234/providers/Microsoft.MachineLearningServices/workspaces/testworkspace/codes/mycode/versions/1",
            "environment": "azureml:/subscriptions/00000000-1111-2222-3333-444444444444/resourceGroups/resourceGroup-1234/providers/Microsoft.MachineLearningServices/workspaces/testworkspace/environments/AzureML-Tutorial/versions/1",
            "command": "python hello.py"
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        }
      },
      "x-ms-client-name": "ComponentVersionProperties",
      "additionalProperties": false
    },
    "ComponentVersionResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/ComponentVersion"
        }
      },
      "x-ms-client-name": "ComponentVersion",
      "additionalProperties": false
    },
    "ComponentVersionResourceArmPaginatedResult": {
      "description": "A paginated list of ComponentVersion entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of ComponentVersion objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type ComponentVersion.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/ComponentVersionResource"
          }
        }
      },
      "additionalProperties": false
    },
    "ContainerResourceRequirements": {
      "description": "Resource requirements for each container instance within an online deployment.",
      "type": "object",
      "properties": {
        "containerResourceLimits": {
          "description": "Container resource limit info:",
          "$ref": "#/definitions/ContainerResourceSettings",
          "x-nullable": true
        },
        "containerResourceRequests": {
          "description": "Container resource request info:",
          "$ref": "#/definitions/ContainerResourceSettings",
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "ContainerResourceSettings": {
      "type": "object",
      "properties": {
        "cpu": {
          "description": "Number of vCPUs request/limit for container. More info:\r\nhttps://kubernetes.io/docs/concepts/configuration/manage-compute-resources-container/",
          "type": "string",
          "example": "1",
          "x-nullable": true
        },
        "gpu": {
          "description": "Number of Nvidia GPU cards request/limit for container. More info:\r\nhttps://kubernetes.io/docs/concepts/configuration/manage-compute-resources-container/",
          "type": "string",
          "example": "1",
          "x-nullable": true
        },
        "memory": {
          "description": "Memory size request/limit for container. More info:\r\nhttps://kubernetes.io/docs/concepts/configuration/manage-compute-resources-container/",
          "type": "string",
          "example": "2Gi",
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "ContainerType": {
      "enum": [
        "StorageInitializer",
        "InferenceServer"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "ContainerType",
        "modelAsString": true,
        "values": [
          {
            "value": "StorageInitializer"
          },
          {
            "value": "InferenceServer"
          }
        ]
      },
      "additionalProperties": false
    },
    "CredentialsType": {
      "description": "Enum to determine the datastore credentials type.",
      "enum": [
        "AccountKey",
        "Certificate",
        "None",
        "Sas",
        "ServicePrincipal"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "CredentialsType",
        "modelAsString": true,
        "values": [
          {
            "value": "AccountKey"
          },
          {
            "value": "Certificate"
          },
          {
            "value": "None"
          },
          {
            "value": "Sas"
          },
          {
            "value": "ServicePrincipal"
          }
        ]
      },
      "additionalProperties": false
    },
    "CustomModelJobInput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobInput"
        },
        {
          "$ref": "#/definitions/JobInput"
        }
      ],
      "x-ms-discriminator-value": "custom_model",
      "additionalProperties": false
    },
    "CustomModelJobOutput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobOutput"
        },
        {
          "$ref": "#/definitions/JobOutput"
        }
      ],
      "x-ms-discriminator-value": "custom_model",
      "additionalProperties": false
    },
    "DataContainer": {
      "description": "Container for data asset versions.",
      "required": [
        "dataType"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetContainer"
        }
      ],
      "properties": {
        "dataType": {
          "description": "[Required] Specifies the type of data.",
          "$ref": "#/definitions/DataType",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "x-ms-client-name": "DataContainerProperties",
      "additionalProperties": false
    },
    "DataContainerResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/DataContainer"
        }
      },
      "x-ms-client-name": "DataContainer",
      "additionalProperties": false
    },
    "DataContainerResourceArmPaginatedResult": {
      "description": "A paginated list of DataContainer entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of DataContainer objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type DataContainer.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/DataContainerResource"
          }
        }
      },
      "additionalProperties": false
    },
    "DataPathAssetReference": {
      "description": "Reference to an asset via its path in a datastore.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetReferenceBase"
        }
      ],
      "properties": {
        "datastoreId": {
          "description": "ARM resource ID of the datastore where the asset is located.",
          "type": "string",
          "x-nullable": true
        },
        "path": {
          "description": "The path of the file/directory in the datastore.",
          "type": "string",
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "DataPath",
      "additionalProperties": false
    },
    "Datastore": {
      "description": "Base definition for datastore contents configuration.",
      "required": [
        "credentials",
        "datastoreType"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/ResourceBase"
        }
      ],
      "properties": {
        "credentials": {
          "description": "[Required] Account credentials.",
          "$ref": "#/definitions/DatastoreCredentials"
        },
        "datastoreType": {
          "description": "[Required] Storage type backing the datastore.",
          "$ref": "#/definitions/DatastoreType"
        },
        "isDefault": {
          "description": "Readonly property to indicate if datastore is the workspace default datastore",
          "type": "boolean",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ]
        }
      },
      "discriminator": "datastoreType",
      "x-ms-client-name": "DatastoreProperties"
    },
    "DatastoreCredentials": {
      "description": "Base definition for datastore credentials.",
      "required": [
        "credentialsType"
      ],
      "type": "object",
      "properties": {
        "credentialsType": {
          "description": "[Required] Credential type used to authentication with storage.",
          "$ref": "#/definitions/CredentialsType"
        }
      },
      "discriminator": "credentialsType"
    },
    "DatastoreResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/Datastore"
        }
      },
      "x-ms-client-name": "Datastore",
      "additionalProperties": false
    },
    "DatastoreResourceArmPaginatedResult": {
      "description": "A paginated list of Datastore entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of Datastore objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type Datastore.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/DatastoreResource"
          }
        }
      },
      "additionalProperties": false
    },
    "DatastoreSecrets": {
      "description": "Base definition for datastore secrets.",
      "required": [
        "secretsType"
      ],
      "type": "object",
      "properties": {
        "secretsType": {
          "description": "[Required] Credential type used to authentication with storage.",
          "$ref": "#/definitions/SecretsType"
        }
      },
      "discriminator": "secretsType"
    },
    "DatastoreType": {
      "description": "Enum to determine the datastore contents type.",
      "enum": [
        "AzureBlob",
        "AzureDataLakeGen1",
        "AzureDataLakeGen2",
        "AzureFile"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "DatastoreType",
        "modelAsString": true,
        "values": [
          {
            "value": "AzureBlob"
          },
          {
            "value": "AzureDataLakeGen1"
          },
          {
            "value": "AzureDataLakeGen2"
          },
          {
            "value": "AzureFile"
          }
        ]
      },
      "additionalProperties": false
    },
    "DataType": {
      "description": "Enum to determine the type of data.",
      "enum": [
        "uri_file",
        "uri_folder",
        "mltable"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "DataType",
        "modelAsString": true,
        "values": [
          {
            "value": "uri_file"
          },
          {
            "value": "uri_folder"
          },
          {
            "value": "mltable"
          }
        ]
      },
      "additionalProperties": false
    },
    "DataVersionBase": {
      "description": "Data version base definition",
      "required": [
        "dataType",
        "dataUri"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetBase"
        }
      ],
      "properties": {
        "dataType": {
          "description": "[Required] Specifies the type of data.",
          "$ref": "#/definitions/DataType",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "dataUri": {
          "description": "[Required] Uri of the data. Usage/meaning depends on Microsoft.MachineLearning.ManagementFrontEnd.Contracts.V20220501.Assets.DataVersionBase.DataType",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "discriminator": "dataType",
      "x-ms-client-name": "DataVersionBaseProperties"
    },
    "DataVersionBaseResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/DataVersionBase"
        }
      },
      "x-ms-client-name": "DataVersionBase",
      "additionalProperties": false
    },
    "DataVersionBaseResourceArmPaginatedResult": {
      "description": "A paginated list of DataVersionBase entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of DataVersionBase objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type DataVersionBase.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/DataVersionBaseResource"
          }
        }
      },
      "additionalProperties": false
    },
    "DefaultScaleSettings": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/OnlineScaleSettings"
        }
      ],
      "x-ms-discriminator-value": "Default",
      "additionalProperties": false
    },
    "DeploymentLogs": {
      "type": "object",
      "properties": {
        "content": {
          "description": "The retrieved online deployment logs.",
          "type": "string",
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "DeploymentLogsRequest": {
      "type": "object",
      "properties": {
        "containerType": {
          "description": "The type of container to retrieve logs from.",
          "default": "InferenceServer",
          "$ref": "#/definitions/ContainerType"
        },
        "tail": {
          "format": "int32",
          "description": "The maximum number of lines to tail.",
          "type": "integer",
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "DeploymentProvisioningState": {
      "description": "Possible values for DeploymentProvisioningState.",
      "enum": [
        "Creating",
        "Deleting",
        "Scaling",
        "Updating",
        "Succeeded",
        "Failed",
        "Canceled"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "DeploymentProvisioningState",
        "modelAsString": true,
        "values": [
          {
            "value": "Creating"
          },
          {
            "value": "Deleting"
          },
          {
            "value": "Scaling"
          },
          {
            "value": "Updating"
          },
          {
            "value": "Succeeded"
          },
          {
            "value": "Failed"
          },
          {
            "value": "Canceled"
          }
        ]
      },
      "additionalProperties": false
    },
    "DistributionConfiguration": {
      "description": "Base definition for job distribution configuration.",
      "required": [
        "distributionType"
      ],
      "type": "object",
      "properties": {
        "distributionType": {
          "description": "[Required] Specifies the type of distribution framework.",
          "$ref": "#/definitions/DistributionType",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "discriminator": "distributionType"
    },
    "DistributionType": {
      "description": "Enum to determine the job distribution type.",
      "enum": [
        "PyTorch",
        "TensorFlow",
        "Mpi"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "DistributionType",
        "modelAsString": true,
        "values": [
          {
            "value": "PyTorch"
          },
          {
            "value": "TensorFlow"
          },
          {
            "value": "Mpi"
          }
        ]
      },
      "additionalProperties": false
    },
    "EarlyTerminationPolicy": {
      "description": "Early termination policies enable canceling poor-performing runs before they complete",
      "required": [
        "policyType"
      ],
      "type": "object",
      "properties": {
        "delayEvaluation": {
          "format": "int32",
          "description": "Number of intervals by which to delay the first evaluation.",
          "default": 0,
          "type": "integer"
        },
        "evaluationInterval": {
          "format": "int32",
          "description": "Interval (number of runs) between policy evaluations.",
          "default": 0,
          "type": "integer"
        },
        "policyType": {
          "description": "[Required] Name of policy configuration",
          "$ref": "#/definitions/EarlyTerminationPolicyType"
        }
      },
      "discriminator": "policyType"
    },
    "EarlyTerminationPolicyType": {
      "enum": [
        "Bandit",
        "MedianStopping",
        "TruncationSelection"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "EarlyTerminationPolicyType",
        "modelAsString": true,
        "values": [
          {
            "value": "Bandit"
          },
          {
            "value": "MedianStopping"
          },
          {
            "value": "TruncationSelection"
          }
        ]
      },
      "additionalProperties": false
    },
    "EndpointAuthKeys": {
      "description": "Keys for endpoint authentication.",
      "type": "object",
      "properties": {
        "primaryKey": {
          "description": "The primary key.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "secondaryKey": {
          "description": "The secondary key.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "EndpointAuthMode": {
      "description": "Enum to determine endpoint authentication mode.",
      "enum": [
        "AMLToken",
        "Key",
        "AADToken"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "EndpointAuthMode",
        "modelAsString": true,
        "values": [
          {
            "value": "AMLToken"
          },
          {
            "value": "Key"
          },
          {
            "value": "AADToken"
          }
        ]
      },
      "additionalProperties": false
    },
    "EndpointAuthToken": {
      "description": "Service Token",
      "type": "object",
      "properties": {
        "accessToken": {
          "description": "Access token for endpoint authentication.",
          "type": "string",
          "x-nullable": true
        },
        "expiryTimeUtc": {
          "format": "int64",
          "description": "Access token expiry time (UTC).",
          "default": 0,
          "type": "integer"
        },
        "refreshAfterTimeUtc": {
          "format": "int64",
          "description": "Refresh access token after time (UTC).",
          "default": 0,
          "type": "integer"
        },
        "tokenType": {
          "description": "Access token type.",
          "type": "string",
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "EndpointComputeType": {
      "description": "Enum to determine endpoint compute type.",
      "enum": [
        "Managed",
        "Kubernetes",
        "AzureMLCompute"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "EndpointComputeType",
        "modelAsString": true,
        "values": [
          {
            "value": "Managed"
          },
          {
            "value": "Kubernetes"
          },
          {
            "value": "AzureMLCompute"
          }
        ]
      },
      "additionalProperties": false
    },
    "EndpointDeploymentPropertiesBase": {
      "description": "Base definition for endpoint deployment.",
      "type": "object",
      "properties": {
        "codeConfiguration": {
          "description": "Code configuration for the endpoint deployment.",
          "$ref": "#/definitions/CodeConfiguration",
          "x-nullable": true
        },
        "description": {
          "description": "Description of the endpoint deployment.",
          "type": "string",
          "x-nullable": true
        },
        "environmentId": {
          "description": "ARM resource ID or AssetId of the environment specification for the endpoint deployment.",
          "type": "string",
          "x-nullable": true
        },
        "environmentVariables": {
          "description": "Environment variables configuration for the deployment.",
          "type": "object",
          "additionalProperties": {
            "type": "string",
            "x-nullable": true
          },
          "x-nullable": true
        },
        "properties": {
          "description": "Property dictionary. Properties can be added, but not removed or altered.",
          "type": "object",
          "additionalProperties": {
            "type": "string",
            "x-nullable": true
          },
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "EndpointPropertiesBase": {
      "description": "Inference Endpoint base definition",
      "required": [
        "authMode"
      ],
      "type": "object",
      "properties": {
        "authMode": {
          "description": "[Required] Use 'Key' for key based authentication and 'AMLToken' for Azure Machine Learning token-based authentication. 'Key' doesn't expire but 'AMLToken' does.",
          "$ref": "#/definitions/EndpointAuthMode"
        },
        "description": {
          "description": "Description of the inference endpoint.",
          "type": "string",
          "x-nullable": true
        },
        "keys": {
          "description": "EndpointAuthKeys to set initially on an Endpoint.\r\nThis property will always be returned as null. AuthKey values must be retrieved using the ListKeys API.",
          "$ref": "#/definitions/EndpointAuthKeys",
          "x-ms-mutability": [
            "create"
          ],
          "x-ms-secret": true,
          "x-nullable": true
        },
        "properties": {
          "description": "Property dictionary. Properties can be added, but not removed or altered.",
          "type": "object",
          "additionalProperties": {
            "type": "string",
            "x-nullable": true
          },
          "x-nullable": true
        },
        "scoringUri": {
          "format": "uri",
          "description": "Endpoint URI.",
          "type": "string",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ],
          "x-nullable": true
        },
        "swaggerUri": {
          "format": "uri",
          "description": "Endpoint Swagger URI.",
          "type": "string",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ],
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "EndpointProvisioningState": {
      "description": "State of endpoint provisioning.",
      "enum": [
        "Creating",
        "Deleting",
        "Succeeded",
        "Failed",
        "Updating",
        "Canceled"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "EndpointProvisioningState",
        "modelAsString": true,
        "values": [
          {
            "value": "Creating"
          },
          {
            "value": "Deleting"
          },
          {
            "value": "Succeeded"
          },
          {
            "value": "Failed"
          },
          {
            "value": "Updating"
          },
          {
            "value": "Canceled"
          }
        ]
      },
      "additionalProperties": false
    },
    "EnvironmentContainer": {
      "description": "Container for environment specification versions.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetContainer"
        }
      ],
      "x-ms-client-name": "EnvironmentContainerProperties",
      "additionalProperties": false
    },
    "EnvironmentContainerResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/EnvironmentContainer"
        }
      },
      "x-ms-client-name": "EnvironmentContainer",
      "additionalProperties": false
    },
    "EnvironmentContainerResourceArmPaginatedResult": {
      "description": "A paginated list of EnvironmentContainer entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of EnvironmentContainer objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type EnvironmentContainer.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/EnvironmentContainerResource"
          }
        }
      },
      "additionalProperties": false
    },
    "EnvironmentType": {
      "description": "Environment type is either user created or curated by Azure ML service",
      "enum": [
        "Curated",
        "UserCreated"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "EnvironmentType",
        "modelAsString": true,
        "values": [
          {
            "value": "Curated"
          },
          {
            "value": "UserCreated"
          }
        ]
      },
      "additionalProperties": false
    },
    "EnvironmentVersion": {
      "description": "Environment version details.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetBase"
        }
      ],
      "properties": {
        "build": {
          "description": "Configuration settings for Docker build context.",
          "$ref": "#/definitions/BuildContext",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "condaFile": {
          "description": "Standard configuration file used by Conda that lets you install any kind of package, including Python, R, and C/C++ packages.\r\n<see href=\"https://repo2docker.readthedocs.io/en/latest/config_files.html#environment-yml-install-a-conda-environment\" />",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "environmentType": {
          "description": "Environment type is either user managed or curated by the Azure ML service\r\n<see href=\"https://docs.microsoft.com/en-us/azure/machine-learning/resource-curated-environments\" />",
          "$ref": "#/definitions/EnvironmentType",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ]
        },
        "image": {
          "description": "Name of the image that will be used for the environment.\r\n<seealso href=\"https://docs.microsoft.com/en-us/azure/machine-learning/how-to-deploy-custom-docker-image#use-a-custom-base-image\" />",
          "type": "string",
          "example": "docker.io/tensorflow/serving:latest",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "inferenceConfig": {
          "description": "Defines configuration specific to inference.",
          "$ref": "#/definitions/InferenceContainerProperties",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "osType": {
          "description": "The OS type of the environment.",
          "default": "Linux",
          "$ref": "#/definitions/OperatingSystemType",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "x-ms-client-name": "EnvironmentVersionProperties",
      "additionalProperties": false
    },
    "EnvironmentVersionResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/EnvironmentVersion"
        }
      },
      "x-ms-client-name": "EnvironmentVersion",
      "additionalProperties": false
    },
    "EnvironmentVersionResourceArmPaginatedResult": {
      "description": "A paginated list of EnvironmentVersion entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of EnvironmentVersion objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type EnvironmentVersion.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/EnvironmentVersionResource"
          }
        }
      },
      "additionalProperties": false
    },
    "FlavorData": {
      "type": "object",
      "properties": {
        "data": {
          "description": "Model flavor-specific data.",
          "type": "object",
          "additionalProperties": {
            "type": "string",
            "x-nullable": true
          },
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "Goal": {
      "description": "Defines supported metric goals for hyperparameter tuning",
      "enum": [
        "Minimize",
        "Maximize"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "Goal",
        "modelAsString": true,
        "values": [
          {
            "value": "Minimize"
          },
          {
            "value": "Maximize"
          }
        ]
      },
      "additionalProperties": false
    },
    "GridSamplingAlgorithm": {
      "description": "Defines a Sampling Algorithm that exhaustively generates every value combination in the space",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/SamplingAlgorithm"
        }
      ],
      "x-ms-discriminator-value": "Grid",
      "additionalProperties": false
    },
    "IdAssetReference": {
      "description": "Reference to an asset via its ARM resource ID.",
      "required": [
        "assetId"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetReferenceBase"
        }
      ],
      "properties": {
        "assetId": {
          "description": "[Required] ARM resource ID of the asset.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string"
        }
      },
      "x-ms-discriminator-value": "Id",
      "additionalProperties": false
    },
    "IdentityConfiguration": {
      "description": "Base definition for identity configuration.",
      "required": [
        "identityType"
      ],
      "type": "object",
      "properties": {
        "identityType": {
          "description": "[Required] Specifies the type of identity framework.",
          "$ref": "#/definitions/IdentityConfigurationType",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "discriminator": "identityType"
    },
    "IdentityConfigurationType": {
      "description": "Enum to determine identity framework.",
      "enum": [
        "Managed",
        "AMLToken",
        "UserIdentity"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "IdentityConfigurationType",
        "modelAsString": true,
        "values": [
          {
            "value": "Managed"
          },
          {
            "value": "AMLToken"
          },
          {
            "value": "UserIdentity"
          }
        ]
      },
      "additionalProperties": false
    },
    "InferenceContainerProperties": {
      "type": "object",
      "properties": {
        "livenessRoute": {
          "description": "The route to check the liveness of the inference server container.",
          "$ref": "#/definitions/Route"
        },
        "readinessRoute": {
          "description": "The route to check the readiness of the inference server container.",
          "$ref": "#/definitions/Route"
        },
        "scoringRoute": {
          "description": "The port to send the scoring requests to, within the inference server container.",
          "$ref": "#/definitions/Route"
        }
      },
      "additionalProperties": false
    },
    "InputDeliveryMode": {
      "description": "Enum to determine the input data delivery mode.",
      "enum": [
        "ReadOnlyMount",
        "ReadWriteMount",
        "Download",
        "Direct",
        "EvalMount",
        "EvalDownload"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "InputDeliveryMode",
        "modelAsString": true,
        "values": [
          {
            "value": "ReadOnlyMount"
          },
          {
            "value": "ReadWriteMount"
          },
          {
            "value": "Download"
          },
          {
            "value": "Direct"
          },
          {
            "value": "EvalMount"
          },
          {
            "value": "EvalDownload"
          }
        ]
      },
      "additionalProperties": false
    },
    "JobBase": {
      "description": "Base definition for a job.",
      "required": [
        "jobType"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/ResourceBase"
        }
      ],
      "properties": {
        "computeId": {
          "description": "ARM resource ID of the compute resource.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "displayName": {
          "description": "Display name of job.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "experimentName": {
          "description": "The name of the experiment the job belongs to. If not set, the job is placed in the \"Default\" experiment.",
          "default": "Default",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "identity": {
          "description": "Identity configuration. If set, this should be one of AmlToken, ManagedIdentity, UserIdentity or null.\r\nDefaults to AmlToken if null.",
          "$ref": "#/definitions/IdentityConfiguration",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "isArchived": {
          "description": "Is the asset archived?",
          "default": false,
          "type": "boolean",
          "x-ms-mutability": [
            "create",
            "read",
            "update"
          ]
        },
        "jobType": {
          "description": "[Required] Specifies the type of job.",
          "$ref": "#/definitions/JobType",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "services": {
          "description": "List of JobEndpoints.\r\nFor local jobs, a job endpoint will have an endpoint value of FileStreamObject.",
          "type": "object",
          "additionalProperties": {
            "$ref": "#/definitions/JobService",
            "x-nullable": true
          },
          "x-nullable": true
        },
        "status": {
          "description": "Status of the job.",
          "$ref": "#/definitions/JobStatus",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ]
        }
      },
      "discriminator": "jobType",
      "x-ms-client-name": "JobBaseProperties"
    },
    "JobBaseResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/JobBase"
        }
      },
      "x-ms-client-name": "JobBase",
      "additionalProperties": false
    },
    "JobBaseResourceArmPaginatedResult": {
      "description": "A paginated list of JobBase entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of JobBase objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type JobBase.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/JobBaseResource"
          }
        }
      },
      "additionalProperties": false
    },
    "JobInput": {
      "description": "Command job definition.",
      "required": [
        "jobInputType"
      ],
      "type": "object",
      "properties": {
        "description": {
          "description": "Description for the input.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "jobInputType": {
          "description": "[Required] Specifies the type of job.",
          "$ref": "#/definitions/JobInputType",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "discriminator": "jobInputType"
    },
    "JobInputType": {
      "description": "Enum to determine the Job Input Type.",
      "enum": [
        "literal",
        "uri_file",
        "uri_folder",
        "mltable",
        "custom_model",
        "mlflow_model",
        "triton_model"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "JobInputType",
        "modelAsString": true,
        "values": [
          {
            "value": "literal"
          },
          {
            "value": "uri_file"
          },
          {
            "value": "uri_folder"
          },
          {
            "value": "mltable"
          },
          {
            "value": "custom_model"
          },
          {
            "value": "mlflow_model"
          },
          {
            "value": "triton_model"
          }
        ]
      },
      "additionalProperties": false
    },
    "JobLimits": {
      "required": [
        "jobLimitsType"
      ],
      "type": "object",
      "properties": {
        "jobLimitsType": {
          "description": "[Required] JobLimit type.",
          "$ref": "#/definitions/JobLimitsType"
        },
        "timeout": {
          "format": "duration",
          "description": "The max run duration in ISO 8601 format, after which the job will be cancelled. Only supports duration with precision as low as Seconds.",
          "type": "string",
          "x-nullable": true
        }
      },
      "discriminator": "jobLimitsType"
    },
    "JobLimitsType": {
      "enum": [
        "Command",
        "Sweep"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "JobLimitsType",
        "modelAsString": true,
        "values": [
          {
            "value": "Command"
          },
          {
            "value": "Sweep"
          }
        ]
      },
      "additionalProperties": false
    },
    "JobOutput": {
      "description": "Job output definition container information on where to find job output/logs.",
      "required": [
        "jobOutputType"
      ],
      "type": "object",
      "properties": {
        "description": {
          "description": "Description for the output.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "jobOutputType": {
          "description": "[Required] Specifies the type of job.",
          "$ref": "#/definitions/JobOutputType",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "discriminator": "jobOutputType"
    },
    "JobOutputType": {
      "description": "Enum to determine the Job Output Type.",
      "enum": [
        "uri_file",
        "uri_folder",
        "mltable",
        "custom_model",
        "mlflow_model",
        "triton_model"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "JobOutputType",
        "modelAsString": true,
        "values": [
          {
            "value": "uri_file"
          },
          {
            "value": "uri_folder"
          },
          {
            "value": "mltable"
          },
          {
            "value": "custom_model"
          },
          {
            "value": "mlflow_model"
          },
          {
            "value": "triton_model"
          }
        ]
      },
      "additionalProperties": false
    },
    "JobService": {
      "description": "Job endpoint definition",
      "type": "object",
      "properties": {
        "endpoint": {
          "description": "Url for endpoint.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "errorMessage": {
          "description": "Any error in the service.",
          "type": "string",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ],
          "x-nullable": true
        },
        "jobServiceType": {
          "description": "Endpoint type.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "port": {
          "format": "int32",
          "description": "Port for endpoint.",
          "type": "integer",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "properties": {
          "description": "Additional properties to set on the endpoint.",
          "type": "object",
          "additionalProperties": {
            "type": "string",
            "x-nullable": true
          },
          "x-nullable": true
        },
        "status": {
          "description": "Status of endpoint.",
          "type": "string",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ],
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "JobStatus": {
      "description": "The status of a job.",
      "enum": [
        "NotStarted",
        "Starting",
        "Provisioning",
        "Preparing",
        "Queued",
        "Running",
        "Finalizing",
        "CancelRequested",
        "Completed",
        "Failed",
        "Canceled",
        "NotResponding",
        "Paused",
        "Unknown"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "JobStatus",
        "modelAsString": true,
        "values": [
          {
            "value": "NotStarted",
            "description": "Run hasn't started yet."
          },
          {
            "value": "Starting",
            "description": "Run has started. The user has a run ID."
          },
          {
            "value": "Provisioning",
            "description": "(Not used currently) It will be used if ES is creating the compute target."
          },
          {
            "value": "Preparing",
            "description": "The run environment is being prepared."
          },
          {
            "value": "Queued",
            "description": "The job is queued in the compute target. For example, in BatchAI the job is in queued state, while waiting for all required nodes to be ready."
          },
          {
            "value": "Running",
            "description": "The job started to run in the compute target."
          },
          {
            "value": "Finalizing",
            "description": "Job is completed in the target. It is in output collection state now."
          },
          {
            "value": "CancelRequested",
            "description": "Cancellation has been requested for the job."
          },
          {
            "value": "Completed",
            "description": "Job completed successfully. This reflects that both the job itself and output collection states completed successfully"
          },
          {
            "value": "Failed",
            "description": "Job failed."
          },
          {
            "value": "Canceled",
            "description": "Following cancellation request, the job is now successfully canceled."
          },
          {
            "value": "NotResponding",
            "description": "When heartbeat is enabled, if the run isn't updating any information to RunHistory then the run goes to NotResponding state.\nNotResponding is the only state that is exempt from strict transition orders. A run can go from NotResponding to any of the previous states."
          },
          {
            "value": "Paused",
            "description": "The job is paused by users. Some adjustment to labeling jobs can be made only in paused state."
          },
          {
            "value": "Unknown",
            "description": "Default job status if not mapped to all other statuses"
          }
        ]
      },
      "additionalProperties": false
    },
    "JobType": {
      "description": "Enum to determine the type of job.",
      "enum": [
        "Command",
        "Sweep",
        "Pipeline"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "JobType",
        "modelAsString": true,
        "values": [
          {
            "value": "Command"
          },
          {
            "value": "Sweep"
          },
          {
            "value": "Pipeline"
          }
        ]
      },
      "additionalProperties": false
    },
    "KeyType": {
      "enum": [
        "Primary",
        "Secondary"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "KeyType",
        "modelAsString": true,
        "values": [
          {
            "value": "Primary"
          },
          {
            "value": "Secondary"
          }
        ]
      },
      "additionalProperties": false
    },
    "KubernetesOnlineDeployment": {
      "description": "Properties specific to a KubernetesOnlineDeployment.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/OnlineDeployment"
        }
      ],
      "properties": {
        "containerResourceRequirements": {
          "description": "The resource requirements for the container (cpu and memory).",
          "$ref": "#/definitions/ContainerResourceRequirements",
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "Kubernetes",
      "additionalProperties": false
    },
    "ListViewType": {
      "enum": [
        "ActiveOnly",
        "ArchivedOnly",
        "All"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "ListViewType",
        "modelAsString": true,
        "values": [
          {
            "value": "ActiveOnly"
          },
          {
            "value": "ArchivedOnly"
          },
          {
            "value": "All"
          }
        ]
      },
      "additionalProperties": false
    },
    "LiteralJobInput": {
      "description": "Literal input type.",
      "required": [
        "value"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/JobInput"
        }
      ],
      "properties": {
        "value": {
          "description": "[Required] Literal value for the input.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string"
        }
      },
      "x-ms-discriminator-value": "literal",
      "additionalProperties": false
    },
    "ManagedIdentity": {
      "description": "Managed identity configuration.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/IdentityConfiguration"
        }
      ],
      "properties": {
        "clientId": {
          "format": "uuid",
          "description": "Specifies a user-assigned identity by client ID. For system-assigned, do not set this field.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "objectId": {
          "format": "uuid",
          "description": "Specifies a user-assigned identity by object ID. For system-assigned, do not set this field.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "resourceId": {
          "description": "Specifies a user-assigned identity by ARM resource ID. For system-assigned, do not set this field.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "Managed",
      "additionalProperties": false
    },
    "ManagedOnlineDeployment": {
      "description": "Properties specific to a ManagedOnlineDeployment.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/OnlineDeployment"
        }
      ],
      "x-ms-discriminator-value": "Managed",
      "additionalProperties": false
    },
    "MedianStoppingPolicy": {
      "description": "Defines an early termination policy based on running averages of the primary metric of all runs",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/EarlyTerminationPolicy"
        }
      ],
      "x-ms-discriminator-value": "MedianStopping",
      "additionalProperties": false
    },
    "MLFlowModelJobInput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobInput"
        },
        {
          "$ref": "#/definitions/JobInput"
        }
      ],
      "x-ms-discriminator-value": "mlflow_model",
      "additionalProperties": false
    },
    "MLFlowModelJobOutput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobOutput"
        },
        {
          "$ref": "#/definitions/JobOutput"
        }
      ],
      "x-ms-discriminator-value": "mlflow_model",
      "additionalProperties": false
    },
    "MLTableData": {
      "description": "MLTable data definition",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DataVersionBase"
        }
      ],
      "properties": {
        "referencedUris": {
          "description": "Uris referenced in the MLTable definition (required for lineage)",
          "type": "array",
          "items": {
            "type": "string"
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "mltable",
      "additionalProperties": false
    },
    "MLTableJobInput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobInput"
        },
        {
          "$ref": "#/definitions/JobInput"
        }
      ],
      "x-ms-discriminator-value": "mltable",
      "additionalProperties": false
    },
    "MLTableJobOutput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobOutput"
        },
        {
          "$ref": "#/definitions/JobOutput"
        }
      ],
      "x-ms-discriminator-value": "mltable",
      "additionalProperties": false
    },
    "ModelContainer": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetContainer"
        }
      ],
      "x-ms-client-name": "ModelContainerProperties",
      "additionalProperties": false
    },
    "ModelContainerResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/ModelContainer"
        }
      },
      "x-ms-client-name": "ModelContainer",
      "additionalProperties": false
    },
    "ModelContainerResourceArmPaginatedResult": {
      "description": "A paginated list of ModelContainer entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of ModelContainer objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type ModelContainer.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/ModelContainerResource"
          }
        }
      },
      "additionalProperties": false
    },
    "ModelVersion": {
      "description": "Model asset version details.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetBase"
        }
      ],
      "properties": {
        "flavors": {
          "description": "Mapping of model flavors to their properties.",
          "type": "object",
          "additionalProperties": {
            "$ref": "#/definitions/FlavorData",
            "x-nullable": true
          },
          "x-nullable": true
        },
        "jobName": {
          "description": "Name of the training job which produced this model",
          "type": "string",
          "x-nullable": true
        },
        "modelType": {
          "description": "The storage format for this entity. Used for NCD.",
          "type": "string",
          "x-nullable": true
        },
        "modelUri": {
          "description": "The URI path to the model contents.",
          "type": "string",
          "x-nullable": true
        }
      },
      "x-ms-client-name": "ModelVersionProperties",
      "additionalProperties": false
    },
    "ModelVersionResource": {
      "description": "Azure Resource Manager resource envelope.",
      "required": [
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Resource"
        }
      ],
      "properties": {
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/ModelVersion"
        }
      },
      "x-ms-client-name": "ModelVersion",
      "additionalProperties": false
    },
    "ModelVersionResourceArmPaginatedResult": {
      "description": "A paginated list of ModelVersion entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of ModelVersion objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type ModelVersion.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/ModelVersionResource"
          }
        }
      },
      "additionalProperties": false
    },
    "Mpi": {
      "description": "MPI distribution configuration.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DistributionConfiguration"
        }
      ],
      "properties": {
        "processCountPerInstance": {
          "format": "int32",
          "description": "Number of processes per MPI node.",
          "type": "integer",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "Mpi",
      "additionalProperties": false
    },
    "NoneDatastoreCredentials": {
      "description": "Empty/none datastore credentials.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DatastoreCredentials"
        }
      ],
      "x-ms-discriminator-value": "None",
      "additionalProperties": false
    },
    "Objective": {
      "description": "Optimization objective.",
      "required": [
        "goal",
        "primaryMetric"
      ],
      "type": "object",
      "properties": {
        "goal": {
          "description": "[Required] Defines supported metric goals for hyperparameter tuning",
          "$ref": "#/definitions/Goal"
        },
        "primaryMetric": {
          "description": "[Required] Name of the metric to optimize.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "OnlineDeployment": {
      "required": [
        "endpointComputeType"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/EndpointDeploymentPropertiesBase"
        }
      ],
      "properties": {
        "appInsightsEnabled": {
          "description": "If true, enables Application Insights logging.",
          "default": false,
          "type": "boolean"
        },
        "endpointComputeType": {
          "description": "[Required] The compute type of the endpoint.",
          "$ref": "#/definitions/EndpointComputeType"
        },
        "instanceType": {
          "description": "Compute instance type.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "livenessProbe": {
          "description": "Liveness probe monitors the health of the container regularly.",
          "$ref": "#/definitions/ProbeSettings",
          "x-nullable": true
        },
        "model": {
          "description": "The URI path to the model.",
          "type": "string",
          "x-nullable": true
        },
        "modelMountPath": {
          "description": "The path to mount the model in custom container.",
          "type": "string",
          "x-nullable": true
        },
        "provisioningState": {
          "description": "Provisioning state for the endpoint deployment.",
          "$ref": "#/definitions/DeploymentProvisioningState",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ]
        },
        "readinessProbe": {
          "description": "Readiness probe validates if the container is ready to serve traffic. The properties and defaults are the same as liveness probe.",
          "$ref": "#/definitions/ProbeSettings",
          "x-nullable": true
        },
        "requestSettings": {
          "description": "Request settings for the deployment.",
          "$ref": "#/definitions/OnlineRequestSettings",
          "x-nullable": true
        },
        "scaleSettings": {
          "description": "Scale settings for the deployment.\r\nIf it is null or not provided,\r\nit defaults to TargetUtilizationScaleSettings for KubernetesOnlineDeployment\r\nand to DefaultScaleSettings for ManagedOnlineDeployment.",
          "$ref": "#/definitions/OnlineScaleSettings",
          "x-nullable": true
        }
      },
      "discriminator": "endpointComputeType",
      "x-ms-client-name": "OnlineDeploymentProperties"
    },
    "OnlineDeploymentTrackedResource": {
      "required": [
        "location",
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/TrackedResource"
        }
      ],
      "properties": {
        "identity": {
          "description": "Managed service identity (system assigned and/or user assigned identities)",
          "$ref": "../../../../../common-types/resource-management/v3/managedidentity.json#/definitions/ManagedServiceIdentity"
        },
        "kind": {
          "description": "Metadata used by portal/tooling/etc to render different UX experiences for resources of the same type.",
          "type": "string"
        },
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/OnlineDeployment"
        },
        "sku": {
          "description": "Sku details required for ARM contract for Autoscaling.",
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Sku"
        }
      },
      "x-ms-client-name": "OnlineDeployment",
      "additionalProperties": false
    },
    "OnlineDeploymentTrackedResourceArmPaginatedResult": {
      "description": "A paginated list of OnlineDeployment entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of OnlineDeployment objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type OnlineDeployment.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/OnlineDeploymentTrackedResource"
          }
        }
      },
      "additionalProperties": false
    },
    "OnlineEndpoint": {
      "description": "Online endpoint configuration",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/EndpointPropertiesBase"
        }
      ],
      "properties": {
        "compute": {
          "description": "ARM resource ID of the compute if it exists.\r\noptional",
          "type": "string",
          "x-nullable": true
        },
        "provisioningState": {
          "description": "Provisioning state for the endpoint.",
          "$ref": "#/definitions/EndpointProvisioningState",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ]
        },
        "traffic": {
          "description": "Percentage of traffic from endpoint to divert to each deployment. Traffic values need to sum to 100.",
          "type": "object",
          "additionalProperties": {
            "format": "int32",
            "type": "integer"
          },
          "x-nullable": true
        }
      },
      "x-ms-client-name": "OnlineEndpointProperties",
      "additionalProperties": false
    },
    "OnlineEndpointTrackedResource": {
      "required": [
        "location",
        "properties"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/TrackedResource"
        }
      ],
      "properties": {
        "identity": {
          "description": "Managed service identity (system assigned and/or user assigned identities)",
          "$ref": "../../../../../common-types/resource-management/v3/managedidentity.json#/definitions/ManagedServiceIdentity"
        },
        "kind": {
          "description": "Metadata used by portal/tooling/etc to render different UX experiences for resources of the same type.",
          "type": "string"
        },
        "properties": {
          "description": "[Required] Additional attributes of the entity.",
          "$ref": "#/definitions/OnlineEndpoint"
        },
        "sku": {
          "description": "Sku details required for ARM contract for Autoscaling.",
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/Sku"
        }
      },
      "x-ms-client-name": "OnlineEndpoint",
      "additionalProperties": false
    },
    "OnlineEndpointTrackedResourceArmPaginatedResult": {
      "description": "A paginated list of OnlineEndpoint entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of OnlineEndpoint objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type OnlineEndpoint.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/OnlineEndpointTrackedResource"
          }
        }
      },
      "additionalProperties": false
    },
    "OnlineRequestSettings": {
      "description": "Online deployment scoring requests configuration.",
      "type": "object",
      "properties": {
        "maxConcurrentRequestsPerInstance": {
          "format": "int32",
          "description": "The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.",
          "default": 1,
          "type": "integer"
        },
        "maxQueueWait": {
          "format": "duration",
          "description": "The maximum amount of time a request will stay in the queue in ISO 8601 format.\r\nDefaults to 500ms.",
          "default": "PT0.5S",
          "type": "string"
        },
        "requestTimeout": {
          "format": "duration",
          "description": "The scoring timeout in ISO 8601 format.\r\nDefaults to 5000ms.",
          "default": "PT5S",
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "OnlineScaleSettings": {
      "description": "Online deployment scaling configuration.",
      "required": [
        "scaleType"
      ],
      "type": "object",
      "properties": {
        "scaleType": {
          "description": "[Required] Type of deployment scaling algorithm",
          "$ref": "#/definitions/ScaleType"
        }
      },
      "discriminator": "scaleType"
    },
    "OperatingSystemType": {
      "description": "The type of operating system.",
      "enum": [
        "Linux",
        "Windows"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "OperatingSystemType",
        "modelAsString": true,
        "values": [
          {
            "value": "Linux"
          },
          {
            "value": "Windows"
          }
        ]
      },
      "additionalProperties": false
    },
    "OrderString": {
      "enum": [
        "CreatedAtDesc",
        "CreatedAtAsc",
        "UpdatedAtDesc",
        "UpdatedAtAsc"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "OrderString",
        "modelAsString": true,
        "values": [
          {
            "value": "CreatedAtDesc"
          },
          {
            "value": "CreatedAtAsc"
          },
          {
            "value": "UpdatedAtDesc"
          },
          {
            "value": "UpdatedAtAsc"
          }
        ]
      },
      "additionalProperties": false
    },
    "OutputDeliveryMode": {
      "description": "Output data delivery mode enums.",
      "enum": [
        "ReadWriteMount",
        "Upload"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "OutputDeliveryMode",
        "modelAsString": true,
        "values": [
          {
            "value": "ReadWriteMount"
          },
          {
            "value": "Upload"
          }
        ]
      },
      "additionalProperties": false
    },
    "OutputPathAssetReference": {
      "description": "Reference to an asset via its path in a job output.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetReferenceBase"
        }
      ],
      "properties": {
        "jobId": {
          "description": "ARM resource ID of the job.",
          "type": "string",
          "x-nullable": true
        },
        "path": {
          "description": "The path of the file/directory in the job output.",
          "type": "string",
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "OutputPath",
      "additionalProperties": false
    },
    "PartialBatchDeployment": {
      "description": "Mutable batch inference settings per deployment.",
      "type": "object",
      "properties": {
        "description": {
          "description": "Description of the endpoint deployment.",
          "type": "string",
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "PartialBatchDeploymentPartialMinimalTrackedResourceWithProperties": {
      "description": "Strictly used in update requests.",
      "type": "object",
      "properties": {
        "properties": {
          "description": "Additional attributes of the entity.",
          "$ref": "#/definitions/PartialBatchDeployment"
        },
        "tags": {
          "description": "Resource tags.",
          "type": "object",
          "additionalProperties": {
            "type": "string",
            "x-nullable": true
          }
        }
      },
      "additionalProperties": false
    },
    "PartialManagedServiceIdentity": {
      "description": "Managed service identity (system assigned and/or user assigned identities)",
      "type": "object",
      "properties": {
        "type": {
          "description": "Managed service identity (system assigned and/or user assigned identities)",
          "$ref": "../../../../../common-types/resource-management/v3/managedidentity.json#/definitions/ManagedServiceIdentityType"
        },
        "userAssignedIdentities": {
          "description": "The set of user assigned identities associated with the resource. The userAssignedIdentities dictionary keys will be ARM resource ids in the form: '/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.ManagedIdentity/userAssignedIdentities/{identityName}. The dictionary values can be empty objects ({}) in requests.",
          "type": "object",
          "additionalProperties": {
            "$ref": "#/definitions/PartialUserAssignedIdentity"
          }
        }
      },
      "additionalProperties": false
    },
    "PartialMinimalTrackedResource": {
      "description": "Strictly used in update requests.",
      "type": "object",
      "properties": {
        "tags": {
          "description": "Resource tags.",
          "type": "object",
          "additionalProperties": {
            "type": "string",
            "x-nullable": true
          }
        }
      },
      "additionalProperties": false
    },
    "PartialMinimalTrackedResourceWithIdentity": {
      "description": "Strictly used in update requests.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/PartialMinimalTrackedResource"
        }
      ],
      "properties": {
        "identity": {
          "description": "Managed service identity (system assigned and/or user assigned identities)",
          "$ref": "#/definitions/PartialManagedServiceIdentity"
        }
      },
      "additionalProperties": false
    },
    "PartialMinimalTrackedResourceWithSku": {
      "description": "Strictly used in update requests.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/PartialMinimalTrackedResource"
        }
      ],
      "properties": {
        "sku": {
          "description": "Sku details required for ARM contract for Autoscaling.",
          "$ref": "#/definitions/PartialSku"
        }
      },
      "additionalProperties": false
    },
    "PartialSku": {
      "description": "Common SKU definition.",
      "type": "object",
      "properties": {
        "capacity": {
          "format": "int32",
          "description": "If the SKU supports scale out/in then the capacity integer should be included. If scale out/in is not possible for the resource this may be omitted.",
          "type": "integer"
        },
        "family": {
          "description": "If the service has different generations of hardware, for the same SKU, then that can be captured here.",
          "type": "string"
        },
        "name": {
          "description": "The name of the SKU. Ex - P3. It is typically a letter+number code.",
          "type": "string"
        },
        "size": {
          "description": "The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.",
          "type": "string"
        },
        "tier": {
          "description": "This field is required to be implemented by the Resource Provider if the service has more than one tier, but is not required on a PUT.",
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/SkuTier"
        }
      },
      "additionalProperties": false
    },
    "PartialUserAssignedIdentity": {
      "type": "object",
      "additionalProperties": false
    },
    "PipelineJob": {
      "description": "Pipeline Job definition: defines generic to MFE attributes.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/JobBase"
        }
      ],
      "properties": {
        "inputs": {
          "description": "Inputs for the pipeline job.",
          "type": "object",
          "additionalProperties": {
            "description": "Command job definition.",
            "$ref": "#/definitions/JobInput",
            "x-nullable": true
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "jobs": {
          "description": "Jobs construct the Pipeline Job.",
          "type": "object",
          "additionalProperties": {
            "type": "object",
            "x-nullable": true
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "outputs": {
          "description": "Outputs for the pipeline job",
          "type": "object",
          "additionalProperties": {
            "description": "Job output definition container information on where to find job output/logs.",
            "$ref": "#/definitions/JobOutput",
            "x-nullable": true
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "settings": {
          "description": "Pipeline settings, for things like ContinueRunOnStepFailure etc.",
          "type": "object",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "Pipeline",
      "additionalProperties": false
    },
    "ProbeSettings": {
      "description": "Deployment container liveness/readiness probe configuration.",
      "type": "object",
      "properties": {
        "failureThreshold": {
          "format": "int32",
          "description": "The number of failures to allow before returning an unhealthy status.",
          "default": 30,
          "type": "integer"
        },
        "initialDelay": {
          "format": "duration",
          "description": "The delay before the first probe in ISO 8601 format.",
          "type": "string",
          "x-nullable": true
        },
        "period": {
          "format": "duration",
          "description": "The length of time between probes in ISO 8601 format.",
          "default": "PT10S",
          "type": "string"
        },
        "successThreshold": {
          "format": "int32",
          "description": "The number of successful probes before returning a healthy status.",
          "default": 1,
          "type": "integer"
        },
        "timeout": {
          "format": "duration",
          "description": "The probe timeout in ISO 8601 format.",
          "default": "PT2S",
          "type": "string"
        }
      },
      "additionalProperties": false
    },
    "PyTorch": {
      "description": "PyTorch distribution configuration.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DistributionConfiguration"
        }
      ],
      "properties": {
        "processCountPerInstance": {
          "format": "int32",
          "description": "Number of processes per node.",
          "type": "integer",
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "PyTorch",
      "additionalProperties": false
    },
    "RandomSamplingAlgorithm": {
      "description": "Defines a Sampling Algorithm that generates values randomly",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/SamplingAlgorithm"
        }
      ],
      "properties": {
        "rule": {
          "description": "The specific type of random algorithm",
          "default": "Random",
          "$ref": "#/definitions/RandomSamplingAlgorithmRule"
        },
        "seed": {
          "format": "int32",
          "description": "An optional integer to use as the seed for random number generation",
          "type": "integer",
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "Random",
      "additionalProperties": false
    },
    "RandomSamplingAlgorithmRule": {
      "description": "The specific type of random algorithm",
      "enum": [
        "Random",
        "Sobol"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "RandomSamplingAlgorithmRule",
        "modelAsString": true,
        "values": [
          {
            "value": "Random"
          },
          {
            "value": "Sobol"
          }
        ]
      },
      "additionalProperties": false
    },
    "ReferenceType": {
      "description": "Enum to determine which reference method to use for an asset.",
      "enum": [
        "Id",
        "DataPath",
        "OutputPath"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "ReferenceType",
        "modelAsString": true,
        "values": [
          {
            "value": "Id"
          },
          {
            "value": "DataPath"
          },
          {
            "value": "OutputPath"
          }
        ]
      },
      "additionalProperties": false
    },
    "RegenerateEndpointKeysRequest": {
      "required": [
        "keyType"
      ],
      "type": "object",
      "properties": {
        "keyType": {
          "description": "[Required] Specification for which type of key to generate. Primary or Secondary.",
          "$ref": "#/definitions/KeyType",
          "example": "Primary"
        },
        "keyValue": {
          "description": "The value the key is set to.",
          "type": "string",
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "ResourceBase": {
      "type": "object",
      "properties": {
        "description": {
          "description": "The asset description text.",
          "type": "string",
          "x-nullable": true
        },
        "properties": {
          "description": "The asset property dictionary.",
          "type": "object",
          "additionalProperties": {
            "type": "string",
            "x-nullable": true
          },
          "x-nullable": true
        },
        "tags": {
          "description": "Tag dictionary. Tags can be added, removed, and updated.",
          "type": "object",
          "additionalProperties": {
            "type": "string",
            "x-nullable": true
          },
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "ResourceConfiguration": {
      "type": "object",
      "properties": {
        "instanceCount": {
          "format": "int32",
          "description": "Optional number of instances or nodes used by the compute target.",
          "default": 1,
          "type": "integer",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "instanceType": {
          "description": "Optional type of VM used as supported by the compute target.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "properties": {
          "description": "Additional properties bag.",
          "type": "object",
          "additionalProperties": {
            "type": "object",
            "x-nullable": true
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "Route": {
      "required": [
        "path",
        "port"
      ],
      "type": "object",
      "properties": {
        "path": {
          "description": "[Required] The path for the route.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string"
        },
        "port": {
          "format": "int32",
          "description": "[Required] The port for the route.",
          "type": "integer"
        }
      },
      "additionalProperties": false
    },
    "SamplingAlgorithm": {
      "description": "The Sampling Algorithm used to generate hyperparameter values, along with properties to\r\nconfigure the algorithm",
      "required": [
        "samplingAlgorithmType"
      ],
      "type": "object",
      "properties": {
        "samplingAlgorithmType": {
          "description": "[Required] The algorithm used for generating hyperparameter values, along with configuration properties",
          "$ref": "#/definitions/SamplingAlgorithmType"
        }
      },
      "discriminator": "samplingAlgorithmType"
    },
    "SamplingAlgorithmType": {
      "enum": [
        "Grid",
        "Random",
        "Bayesian"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "SamplingAlgorithmType",
        "modelAsString": true,
        "values": [
          {
            "value": "Grid"
          },
          {
            "value": "Random"
          },
          {
            "value": "Bayesian"
          }
        ]
      },
      "additionalProperties": false
    },
    "SasDatastoreCredentials": {
      "description": "SAS datastore credentials configuration.",
      "required": [
        "secrets"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DatastoreCredentials"
        }
      ],
      "properties": {
        "secrets": {
          "description": "[Required] Storage container secrets.",
          "$ref": "#/definitions/SasDatastoreSecrets",
          "x-ms-mutability": [
            "create",
            "update"
          ],
          "x-ms-secret": true
        }
      },
      "x-ms-discriminator-value": "Sas",
      "additionalProperties": false
    },
    "SasDatastoreSecrets": {
      "description": "Datastore SAS secrets.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DatastoreSecrets"
        }
      ],
      "properties": {
        "sasToken": {
          "description": "Storage container SAS token.",
          "type": "string",
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "Sas",
      "additionalProperties": false
    },
    "ScaleType": {
      "enum": [
        "Default",
        "TargetUtilization"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "ScaleType",
        "modelAsString": true,
        "values": [
          {
            "value": "Default"
          },
          {
            "value": "TargetUtilization"
          }
        ]
      },
      "additionalProperties": false
    },
    "SecretsType": {
      "description": "Enum to determine the datastore secrets type.",
      "enum": [
        "AccountKey",
        "Certificate",
        "Sas",
        "ServicePrincipal"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "SecretsType",
        "modelAsString": true,
        "values": [
          {
            "value": "AccountKey"
          },
          {
            "value": "Certificate"
          },
          {
            "value": "Sas"
          },
          {
            "value": "ServicePrincipal"
          }
        ]
      },
      "additionalProperties": false
    },
    "ServiceDataAccessAuthIdentity": {
      "enum": [
        "None",
        "WorkspaceSystemAssignedIdentity",
        "WorkspaceUserAssignedIdentity"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "ServiceDataAccessAuthIdentity",
        "modelAsString": true,
        "values": [
          {
            "value": "None",
            "description": "Do not use any identity for service data access."
          },
          {
            "value": "WorkspaceSystemAssignedIdentity",
            "description": "Use the system assigned managed identity of the Workspace to authenticate service data access."
          },
          {
            "value": "WorkspaceUserAssignedIdentity",
            "description": "Use the user assigned managed identity of the Workspace to authenticate service data access."
          }
        ]
      },
      "additionalProperties": false
    },
    "ServicePrincipalDatastoreCredentials": {
      "description": "Service Principal datastore credentials configuration.",
      "required": [
        "clientId",
        "secrets",
        "tenantId"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DatastoreCredentials"
        }
      ],
      "properties": {
        "authorityUrl": {
          "description": "Authority URL used for authentication.",
          "type": "string",
          "x-nullable": true
        },
        "clientId": {
          "format": "uuid",
          "description": "[Required] Service principal client ID.",
          "type": "string"
        },
        "resourceUrl": {
          "description": "Resource the service principal has access to.",
          "type": "string",
          "x-nullable": true
        },
        "secrets": {
          "description": "[Required] Service principal secrets.",
          "$ref": "#/definitions/ServicePrincipalDatastoreSecrets",
          "x-ms-mutability": [
            "create",
            "update"
          ],
          "x-ms-secret": true
        },
        "tenantId": {
          "format": "uuid",
          "description": "[Required] ID of the tenant to which the service principal belongs.",
          "type": "string"
        }
      },
      "x-ms-discriminator-value": "ServicePrincipal",
      "additionalProperties": false
    },
    "ServicePrincipalDatastoreSecrets": {
      "description": "Datastore Service Principal secrets.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DatastoreSecrets"
        }
      ],
      "properties": {
        "clientSecret": {
          "description": "Service principal secret.",
          "type": "string",
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "ServicePrincipal",
      "additionalProperties": false
    },
    "SkuCapacity": {
      "description": "SKU capacity information",
      "type": "object",
      "properties": {
        "default": {
          "format": "int32",
          "description": "Gets or sets the default capacity.",
          "default": 0,
          "type": "integer"
        },
        "maximum": {
          "format": "int32",
          "description": "Gets or sets the maximum.",
          "default": 0,
          "type": "integer"
        },
        "minimum": {
          "format": "int32",
          "description": "Gets or sets the minimum.",
          "default": 0,
          "type": "integer"
        },
        "scaleType": {
          "description": "Gets or sets the type of the scale.",
          "default": "Automatic",
          "$ref": "#/definitions/SkuScaleType"
        }
      },
      "additionalProperties": false
    },
    "SkuResource": {
      "description": "Fulfills ARM Contract requirement to list all available SKUS for a resource.",
      "type": "object",
      "properties": {
        "capacity": {
          "description": "Gets or sets the Sku Capacity.",
          "$ref": "#/definitions/SkuCapacity",
          "x-nullable": true
        },
        "resourceType": {
          "description": "The resource type name.",
          "type": "string",
          "readOnly": true,
          "x-ms-mutability": [
            "read"
          ],
          "x-nullable": true
        },
        "sku": {
          "description": "Gets or sets the Sku.",
          "$ref": "#/definitions/SkuSetting",
          "x-nullable": true
        }
      },
      "additionalProperties": false
    },
    "SkuResourceArmPaginatedResult": {
      "description": "A paginated list of SkuResource entities.",
      "type": "object",
      "properties": {
        "nextLink": {
          "description": "The link to the next page of SkuResource objects. If null, there are no additional pages.",
          "type": "string"
        },
        "value": {
          "description": "An array of objects of type SkuResource.",
          "type": "array",
          "items": {
            "$ref": "#/definitions/SkuResource"
          },
          "x-ms-identifiers": []
        }
      },
      "additionalProperties": false
    },
    "SkuScaleType": {
      "description": "Node scaling setting for the compute sku.",
      "enum": [
        "Automatic",
        "Manual",
        "None"
      ],
      "type": "string",
      "x-ms-enum": {
        "name": "SkuScaleType",
        "modelAsString": true,
        "values": [
          {
            "value": "Automatic",
            "description": "Automatically scales node count."
          },
          {
            "value": "Manual",
            "description": "Node count scaled upon user request."
          },
          {
            "value": "None",
            "description": "Fixed set of nodes."
          }
        ]
      },
      "additionalProperties": false
    },
    "SkuSetting": {
      "description": "SkuSetting fulfills the need for stripped down SKU info in ARM contract.",
      "required": [
        "name"
      ],
      "type": "object",
      "properties": {
        "name": {
          "description": "[Required] The name of the SKU. Ex - P3. It is typically a letter+number code.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string"
        },
        "tier": {
          "description": "This field is required to be implemented by the Resource Provider if the service has more than one tier, but is not required on a PUT.",
          "default": "Basic",
          "$ref": "../../../../../common-types/resource-management/v3/types.json#/definitions/SkuTier"
        }
      },
      "additionalProperties": false
    },
    "SweepJob": {
      "description": "Sweep job definition.",
      "required": [
        "objective",
        "samplingAlgorithm",
        "searchSpace",
        "trial"
      ],
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/JobBase"
        }
      ],
      "properties": {
        "earlyTermination": {
          "description": "Early termination policies enable canceling poor-performing runs before they complete",
          "$ref": "#/definitions/EarlyTerminationPolicy",
          "x-nullable": true
        },
        "inputs": {
          "description": "Mapping of input data bindings used in the job.",
          "type": "object",
          "additionalProperties": {
            "description": "Command job definition.",
            "$ref": "#/definitions/JobInput",
            "x-nullable": true
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "limits": {
          "description": "Sweep Job limit.",
          "default": "{}",
          "$ref": "#/definitions/SweepJobLimits",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "objective": {
          "description": "[Required] Optimization objective.",
          "$ref": "#/definitions/Objective"
        },
        "outputs": {
          "description": "Mapping of output data bindings used in the job.",
          "type": "object",
          "additionalProperties": {
            "description": "Job output definition container information on where to find job output/logs.",
            "$ref": "#/definitions/JobOutput",
            "x-nullable": true
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "samplingAlgorithm": {
          "description": "[Required] The hyperparameter sampling algorithm",
          "$ref": "#/definitions/SamplingAlgorithm"
        },
        "searchSpace": {
          "description": "[Required] A dictionary containing each parameter and its distribution. The dictionary key is the name of the parameter",
          "type": "object"
        },
        "trial": {
          "description": "[Required] Trial component definition.",
          "$ref": "#/definitions/TrialComponent"
        }
      },
      "x-ms-discriminator-value": "Sweep",
      "additionalProperties": false
    },
    "SweepJobLimits": {
      "description": "Sweep Job limit class.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/JobLimits"
        }
      ],
      "properties": {
        "maxConcurrentTrials": {
          "format": "int32",
          "description": "Sweep Job max concurrent trials.",
          "type": "integer",
          "x-nullable": true
        },
        "maxTotalTrials": {
          "format": "int32",
          "description": "Sweep Job max total trials.",
          "type": "integer",
          "x-nullable": true
        },
        "trialTimeout": {
          "format": "duration",
          "description": "Sweep Job Trial timeout value.",
          "type": "string",
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "Sweep",
      "additionalProperties": false
    },
    "TargetUtilizationScaleSettings": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/OnlineScaleSettings"
        }
      ],
      "properties": {
        "maxInstances": {
          "format": "int32",
          "description": "The maximum number of instances that the deployment can scale to. The quota will be reserved for max_instances.",
          "default": 1,
          "type": "integer"
        },
        "minInstances": {
          "format": "int32",
          "description": "The minimum number of instances to always be present.",
          "default": 1,
          "type": "integer"
        },
        "pollingInterval": {
          "format": "duration",
          "description": "The polling interval in ISO 8691 format. Only supports duration with precision as low as Seconds.",
          "default": "PT1S",
          "type": "string"
        },
        "targetUtilizationPercentage": {
          "format": "int32",
          "description": "Target CPU usage for the autoscaler.",
          "default": 70,
          "type": "integer"
        }
      },
      "x-ms-discriminator-value": "TargetUtilization",
      "additionalProperties": false
    },
    "TensorFlow": {
      "description": "TensorFlow distribution configuration.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DistributionConfiguration"
        }
      ],
      "properties": {
        "parameterServerCount": {
          "format": "int32",
          "description": "Number of parameter server tasks.",
          "default": 0,
          "type": "integer",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "workerCount": {
          "format": "int32",
          "description": "Number of workers. If not specified, will default to the instance count.",
          "type": "integer",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        }
      },
      "x-ms-discriminator-value": "TensorFlow",
      "additionalProperties": false
    },
    "TrialComponent": {
      "description": "Trial component definition.",
      "required": [
        "command",
        "environmentId"
      ],
      "type": "object",
      "properties": {
        "codeId": {
          "description": "ARM resource ID of the code asset.",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "command": {
          "description": "[Required] The command to execute on startup of the job. eg. \"python train.py\"",
          "minLength": 1,
          "pattern": "[a-zA-Z0-9_]",
          "type": "string",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        },
        "distribution": {
          "description": "Distribution configuration of the job. If set, this should be one of Mpi, Tensorflow, PyTorch, or null.",
          "$ref": "#/definitions/DistributionConfiguration",
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "environmentId": {
          "description": "[Required] The ARM resource ID of the Environment specification for the job.",
          "pattern": "[a-zA-Z0-9_]",
          "type": "string"
        },
        "environmentVariables": {
          "description": "Environment variables included in the job.",
          "type": "object",
          "additionalProperties": {
            "type": "string",
            "x-nullable": true
          },
          "x-ms-mutability": [
            "create",
            "read"
          ],
          "x-nullable": true
        },
        "resources": {
          "description": "Compute Resource configuration for the job.",
          "default": "{}",
          "$ref": "#/definitions/ResourceConfiguration",
          "x-ms-mutability": [
            "create",
            "read"
          ]
        }
      },
      "additionalProperties": false
    },
    "TritonModelJobInput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobInput"
        },
        {
          "$ref": "#/definitions/JobInput"
        }
      ],
      "x-ms-discriminator-value": "triton_model",
      "additionalProperties": false
    },
    "TritonModelJobOutput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobOutput"
        },
        {
          "$ref": "#/definitions/JobOutput"
        }
      ],
      "x-ms-discriminator-value": "triton_model",
      "additionalProperties": false
    },
    "TruncationSelectionPolicy": {
      "description": "Defines an early termination policy that cancels a given percentage of runs at each evaluation interval.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/EarlyTerminationPolicy"
        }
      ],
      "properties": {
        "truncationPercentage": {
          "format": "int32",
          "description": "The percentage of runs to cancel at each evaluation interval.",
          "default": 0,
          "type": "integer"
        }
      },
      "x-ms-discriminator-value": "TruncationSelection",
      "additionalProperties": false
    },
    "UriFileDataVersion": {
      "description": "uri-file data version entity",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DataVersionBase"
        }
      ],
      "x-ms-discriminator-value": "uri_file",
      "additionalProperties": false
    },
    "UriFileJobInput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobInput"
        },
        {
          "$ref": "#/definitions/JobInput"
        }
      ],
      "x-ms-discriminator-value": "uri_file",
      "additionalProperties": false
    },
    "UriFileJobOutput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobOutput"
        },
        {
          "$ref": "#/definitions/JobOutput"
        }
      ],
      "x-ms-discriminator-value": "uri_file",
      "additionalProperties": false
    },
    "UriFolderDataVersion": {
      "description": "uri-folder data version entity",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/DataVersionBase"
        }
      ],
      "x-ms-discriminator-value": "uri_folder",
      "additionalProperties": false
    },
    "UriFolderJobInput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobInput"
        },
        {
          "$ref": "#/definitions/JobInput"
        }
      ],
      "x-ms-discriminator-value": "uri_folder",
      "additionalProperties": false
    },
    "UriFolderJobOutput": {
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/AssetJobOutput"
        },
        {
          "$ref": "#/definitions/JobOutput"
        }
      ],
      "x-ms-discriminator-value": "uri_folder",
      "additionalProperties": false
    },
    "UserIdentity": {
      "description": "User identity configuration.",
      "type": "object",
      "allOf": [
        {
          "$ref": "#/definitions/IdentityConfiguration"
        }
      ],
      "x-ms-discriminator-value": "UserIdentity",
      "additionalProperties": false
    }
  },
  "securityDefinitions": {
    "azure_auth": {
      "type": "oauth2",
      "flow": "implicit",
      "authorizationUrl": "https://login.microsoftonline.com/common/oauth2/authorize",
      "scopes": {
        "user_impersonation": "impersonate your user account"
      },
      "description": "Azure Active Directory OAuth2 Flow."
    }
  }
}