OnlineDeployment Class

Creates an new OnlineDeployment instance.

If true, enables Application Insights logging.

ARM resource ID of the code asset.

[Required] The script to execute on startup. eg. "score.py"

[Required] The collection configuration. Each collection has it own configuration to collect model data and the name of collection can be arbitrary string. Model data collector can be used for either payload logging or custom logging or both of them. Collection request and response are reserved for payload logging, others are for custom logging.

When model data is collected to blob storage, we need to roll the data to different path to avoid logging all of them in a single blob file. If the rolling rate is hour, all data will be collected in the blob path /yyyy/MM/dd/HH/. If it's day, all data will be collected in blob path /yyyy/MM/dd/. The other benefit of rolling path is that model monitoring ui is able to select a time range of data very quickly.

Description of the endpoint deployment.

If Enabled, allow egress public network access. If Disabled, this will create secure egress. Default: Enabled.

[Required] The compute type of the endpoint.

Property dictionary. Properties can be added, but not removed or altered.

ARM resource ID or AssetId of the environment specification for the endpoint deployment.

Environment variables configuration for the deployment.

Fully qualified resource ID for the resource. Ex - /subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/{resourceProviderNamespace}/{resourceType}/{resourceName}

The service principal ID of the system assigned identity. This property will only be provided for a system assigned identity.

The tenant ID of the system assigned identity. This property will only be provided for a system assigned identity.

Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).

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.

Compute instance type.

Metadata used by portal/tooling/etc to render different UX experiences for resources of the same type.

The number of failures to allow before returning an unhealthy status.

The delay before the first probe in ISO 8601 format.

The length of time between probes in ISO 8601 format.

The number of successful probes before returning a healthy status.

The probe timeout in ISO 8601 format.

The geo-location where the resource lives

The URI path to the model.

The path to mount the model in custom container.

The name of the resource

Provisioning state for the endpoint deployment.

The number of failures to allow before returning an unhealthy status.

The delay before the first probe in ISO 8601 format.

The length of time between probes in ISO 8601 format.

The number of successful probes before returning a healthy status.

The probe timeout in ISO 8601 format.

For payload logging, we only collect payload by default. If customers also want to collect the specified headers, they can set them in captureHeaders so that backend will collect those headers along with payload.

The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.

(Deprecated for Managed Online Endpoints) The maximum amount of time a request will stay in the queue in ISO 8601 format. Defaults to 500ms. (Now increase request_timeout_ms to account for any networking/queue delays)

The scoring timeout in ISO 8601 format. Defaults to 5000ms.

Gets the resource group name

[Required] Type of deployment scaling algorithm

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.

If the service has different generations of hardware, for the same SKU, then that can be captured here.

The name of the SKU. Ex - P3. It is typically a letter+number code

The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.

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.

Azure Resource Manager metadata containing createdBy and modifiedBy information.

The timestamp of resource creation (UTC).

The identity that created the resource.

The type of identity that created the resource.

The timestamp of resource last modification (UTC)

The identity that last modified the resource.

The type of identity that last modified the resource.

Resource tags.

The type of the resource. E.g. "Microsoft.Compute/virtualMachines" or "Microsoft.Storage/storageAccounts"

Deserializes a IDictionary into an instance of OnlineDeployment.

Deserializes a PSObject into an instance of OnlineDeployment.

Deserializes a JsonNode into an instance of Microsoft.Azure.PowerShell.Cmdlets.MachineLearningServices.Models.Api20240401.IOnlineDeployment.

Creates a new instance of OnlineDeployment, deserializing the content from a json string.

Serializes this instance of OnlineDeployment into a JsonNode.

Serializes this instance to a json string.

Validates that this object meets the validation criteria.