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This is the latest version of Azure Native. Use the Azure Native v2 docs if using the v2 version of this package.
Azure Native v3.2.0 published on Monday, Apr 14, 2025 by Pulumi
pulumi/pulumi-azure-native

azure-native.machinelearningservices.InferenceEndpoint

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This is the latest version of Azure Native. Use the Azure Native v2 docs if using the v2 version of this package.
Azure Native v3.2.0 published on Monday, Apr 14, 2025 by Pulumi
pulumi/pulumi-azure-native

Uses Azure REST API version 2025-01-01-preview. In version 2.x of the Azure Native provider, it used API version 2023-08-01-preview.

Other available API versions: 2023-08-01-preview, 2024-01-01-preview, 2024-10-01-preview. These can be accessed by generating a local SDK package using the CLI command pulumi package add azure-native machinelearningservices [ApiVersion]. See the version guide for details.

Import

An existing resource can be imported using its type token, name, and identifier, e.g.

$ pulumi import azure-native:machinelearningservices:InferenceEndpoint string /subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/inferencePools/{poolName}/endpoints/{endpointName}
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Create InferenceEndpoint Resource

Resources are created with functions called constructors. To learn more about declaring and configuring resources, see Resources.

Constructor syntax

new InferenceEndpoint(name: string, args: InferenceEndpointArgs, opts?: CustomResourceOptions);
@overload
def InferenceEndpoint(resource_name: str,
                      args: InferenceEndpointInitArgs,
                      opts: Optional[ResourceOptions] = None)

@overload
def InferenceEndpoint(resource_name: str,
                      opts: Optional[ResourceOptions] = None,
                      inference_endpoint_properties: Optional[InferenceEndpointArgs] = None,
                      pool_name: Optional[str] = None,
                      resource_group_name: Optional[str] = None,
                      workspace_name: Optional[str] = None,
                      endpoint_name: Optional[str] = None,
                      identity: Optional[ManagedServiceIdentityArgs] = None,
                      kind: Optional[str] = None,
                      location: Optional[str] = None,
                      sku: Optional[SkuArgs] = None,
                      tags: Optional[Mapping[str, str]] = None)
func NewInferenceEndpoint(ctx *Context, name string, args InferenceEndpointArgs, opts ...ResourceOption) (*InferenceEndpoint, error)
public InferenceEndpoint(string name, InferenceEndpointArgs args, CustomResourceOptions? opts = null)
public InferenceEndpoint(String name, InferenceEndpointArgs args)
public InferenceEndpoint(String name, InferenceEndpointArgs args, CustomResourceOptions options)

type: azure-native:machinelearningservices:InferenceEndpoint
properties: # The arguments to resource properties.
options: # Bag of options to control resource's behavior.

Parameters

name This property is required. string
The unique name of the resource.
args This property is required. InferenceEndpointArgs
The arguments to resource properties.
opts CustomResourceOptions
Bag of options to control resource's behavior.
resource_name This property is required. str
The unique name of the resource.
args This property is required. InferenceEndpointInitArgs
The arguments to resource properties.
opts ResourceOptions
Bag of options to control resource's behavior.
ctx Context
Context object for the current deployment.
name This property is required. string
The unique name of the resource.
args This property is required. InferenceEndpointArgs
The arguments to resource properties.
opts ResourceOption
Bag of options to control resource's behavior.
name This property is required. string
The unique name of the resource.
args This property is required. InferenceEndpointArgs
The arguments to resource properties.
opts CustomResourceOptions
Bag of options to control resource's behavior.
name This property is required. String
The unique name of the resource.
args This property is required. InferenceEndpointArgs
The arguments to resource properties.
options CustomResourceOptions
Bag of options to control resource's behavior.

Constructor example

The following reference example uses placeholder values for all input properties.

var inferenceEndpointResource = new AzureNative.MachineLearningServices.InferenceEndpoint("inferenceEndpointResource", new()
{
    InferenceEndpointProperties = new AzureNative.MachineLearningServices.Inputs.InferenceEndpointArgs
    {
        AuthMode = "string",
        GroupName = "string",
        Description = "string",
        Properties = new[]
        {
            new AzureNative.MachineLearningServices.Inputs.StringStringKeyValuePairArgs
            {
                Key = "string",
                Value = "string",
            },
        },
        RequestConfiguration = new AzureNative.MachineLearningServices.Inputs.RequestConfigurationArgs
        {
            MaxConcurrentRequestsPerInstance = 0,
            RequestTimeout = "string",
        },
    },
    PoolName = "string",
    ResourceGroupName = "string",
    WorkspaceName = "string",
    EndpointName = "string",
    Identity = new AzureNative.MachineLearningServices.Inputs.ManagedServiceIdentityArgs
    {
        Type = "string",
        UserAssignedIdentities = new[]
        {
            "string",
        },
    },
    Kind = "string",
    Location = "string",
    Sku = new AzureNative.MachineLearningServices.Inputs.SkuArgs
    {
        Name = "string",
        Capacity = 0,
        Family = "string",
        Size = "string",
        Tier = AzureNative.MachineLearningServices.SkuTier.Free,
    },
    Tags = 
    {
        { "string", "string" },
    },
});
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example, err := machinelearningservices.NewInferenceEndpoint(ctx, "inferenceEndpointResource", &machinelearningservices.InferenceEndpointArgs{
	InferenceEndpointProperties: &machinelearningservices.InferenceEndpointTypeArgs{
		AuthMode:    pulumi.String("string"),
		GroupName:   pulumi.String("string"),
		Description: pulumi.String("string"),
		Properties: machinelearningservices.StringStringKeyValuePairArray{
			&machinelearningservices.StringStringKeyValuePairArgs{
				Key:   pulumi.String("string"),
				Value: pulumi.String("string"),
			},
		},
		RequestConfiguration: &machinelearningservices.RequestConfigurationArgs{
			MaxConcurrentRequestsPerInstance: pulumi.Int(0),
			RequestTimeout:                   pulumi.String("string"),
		},
	},
	PoolName:          pulumi.String("string"),
	ResourceGroupName: pulumi.String("string"),
	WorkspaceName:     pulumi.String("string"),
	EndpointName:      pulumi.String("string"),
	Identity: &machinelearningservices.ManagedServiceIdentityArgs{
		Type: pulumi.String("string"),
		UserAssignedIdentities: pulumi.StringArray{
			pulumi.String("string"),
		},
	},
	Kind:     pulumi.String("string"),
	Location: pulumi.String("string"),
	Sku: &machinelearningservices.SkuArgs{
		Name:     pulumi.String("string"),
		Capacity: pulumi.Int(0),
		Family:   pulumi.String("string"),
		Size:     pulumi.String("string"),
		Tier:     machinelearningservices.SkuTierFree,
	},
	Tags: pulumi.StringMap{
		"string": pulumi.String("string"),
	},
})
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var inferenceEndpointResource = new InferenceEndpoint("inferenceEndpointResource", InferenceEndpointArgs.builder()
    .inferenceEndpointProperties(InferenceEndpointArgs.builder()
        .authMode("string")
        .groupName("string")
        .description("string")
        .properties(StringStringKeyValuePairArgs.builder()
            .key("string")
            .value("string")
            .build())
        .requestConfiguration(RequestConfigurationArgs.builder()
            .maxConcurrentRequestsPerInstance(0)
            .requestTimeout("string")
            .build())
        .build())
    .poolName("string")
    .resourceGroupName("string")
    .workspaceName("string")
    .endpointName("string")
    .identity(ManagedServiceIdentityArgs.builder()
        .type("string")
        .userAssignedIdentities("string")
        .build())
    .kind("string")
    .location("string")
    .sku(SkuArgs.builder()
        .name("string")
        .capacity(0)
        .family("string")
        .size("string")
        .tier("Free")
        .build())
    .tags(Map.of("string", "string"))
    .build());
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inference_endpoint_resource = azure_native.machinelearningservices.InferenceEndpoint("inferenceEndpointResource",
    inference_endpoint_properties={
        "auth_mode": "string",
        "group_name": "string",
        "description": "string",
        "properties": [{
            "key": "string",
            "value": "string",
        }],
        "request_configuration": {
            "max_concurrent_requests_per_instance": 0,
            "request_timeout": "string",
        },
    },
    pool_name="string",
    resource_group_name="string",
    workspace_name="string",
    endpoint_name="string",
    identity={
        "type": "string",
        "user_assigned_identities": ["string"],
    },
    kind="string",
    location="string",
    sku={
        "name": "string",
        "capacity": 0,
        "family": "string",
        "size": "string",
        "tier": azure_native.machinelearningservices.SkuTier.FREE,
    },
    tags={
        "string": "string",
    })
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const inferenceEndpointResource = new azure_native.machinelearningservices.InferenceEndpoint("inferenceEndpointResource", {
    inferenceEndpointProperties: {
        authMode: "string",
        groupName: "string",
        description: "string",
        properties: [{
            key: "string",
            value: "string",
        }],
        requestConfiguration: {
            maxConcurrentRequestsPerInstance: 0,
            requestTimeout: "string",
        },
    },
    poolName: "string",
    resourceGroupName: "string",
    workspaceName: "string",
    endpointName: "string",
    identity: {
        type: "string",
        userAssignedIdentities: ["string"],
    },
    kind: "string",
    location: "string",
    sku: {
        name: "string",
        capacity: 0,
        family: "string",
        size: "string",
        tier: azure_native.machinelearningservices.SkuTier.Free,
    },
    tags: {
        string: "string",
    },
});
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type: azure-native:machinelearningservices:InferenceEndpoint
properties:
    endpointName: string
    identity:
        type: string
        userAssignedIdentities:
            - string
    inferenceEndpointProperties:
        authMode: string
        description: string
        groupName: string
        properties:
            - key: string
              value: string
        requestConfiguration:
            maxConcurrentRequestsPerInstance: 0
            requestTimeout: string
    kind: string
    location: string
    poolName: string
    resourceGroupName: string
    sku:
        capacity: 0
        family: string
        name: string
        size: string
        tier: Free
    tags:
        string: string
    workspaceName: string
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InferenceEndpoint Resource Properties

To learn more about resource properties and how to use them, see Inputs and Outputs in the Architecture and Concepts docs.

Inputs

In Python, inputs that are objects can be passed either as argument classes or as dictionary literals.

The InferenceEndpoint resource accepts the following input properties:

InferenceEndpointProperties This property is required. Pulumi.AzureNative.MachineLearningServices.Inputs.InferenceEndpoint
[Required] Additional attributes of the entity.
PoolName
This property is required.
Changes to this property will trigger replacement.
string
InferencePool name.
ResourceGroupName
This property is required.
Changes to this property will trigger replacement.
string
The name of the resource group. The name is case insensitive.
WorkspaceName
This property is required.
Changes to this property will trigger replacement.
string
Name of Azure Machine Learning workspace.
EndpointName Changes to this property will trigger replacement. string
InferenceEndpoint name.
Identity Pulumi.AzureNative.MachineLearningServices.Inputs.ManagedServiceIdentity
Managed service identity (system assigned and/or user assigned identities)
Kind string
Metadata used by portal/tooling/etc to render different UX experiences for resources of the same type.
Location Changes to this property will trigger replacement. string
The geo-location where the resource lives
Sku Pulumi.AzureNative.MachineLearningServices.Inputs.Sku
Sku details required for ARM contract for Autoscaling.
Tags Dictionary<string, string>
Resource tags.
InferenceEndpointProperties This property is required. InferenceEndpointTypeArgs
[Required] Additional attributes of the entity.
PoolName
This property is required.
Changes to this property will trigger replacement.
string
InferencePool name.
ResourceGroupName
This property is required.
Changes to this property will trigger replacement.
string
The name of the resource group. The name is case insensitive.
WorkspaceName
This property is required.
Changes to this property will trigger replacement.
string
Name of Azure Machine Learning workspace.
EndpointName Changes to this property will trigger replacement. string
InferenceEndpoint name.
Identity ManagedServiceIdentityArgs
Managed service identity (system assigned and/or user assigned identities)
Kind string
Metadata used by portal/tooling/etc to render different UX experiences for resources of the same type.
Location Changes to this property will trigger replacement. string
The geo-location where the resource lives
Sku SkuArgs
Sku details required for ARM contract for Autoscaling.
Tags map[string]string
Resource tags.
inferenceEndpointProperties This property is required. InferenceEndpoint
[Required] Additional attributes of the entity.
poolName
This property is required.
Changes to this property will trigger replacement.
String
InferencePool name.
resourceGroupName
This property is required.
Changes to this property will trigger replacement.
String
The name of the resource group. The name is case insensitive.
workspaceName
This property is required.
Changes to this property will trigger replacement.
String
Name of Azure Machine Learning workspace.
endpointName Changes to this property will trigger replacement. String
InferenceEndpoint name.
identity ManagedServiceIdentity
Managed service identity (system assigned and/or user assigned identities)
kind String
Metadata used by portal/tooling/etc to render different UX experiences for resources of the same type.
location Changes to this property will trigger replacement. String
The geo-location where the resource lives
sku Sku
Sku details required for ARM contract for Autoscaling.
tags Map<String,String>
Resource tags.
inferenceEndpointProperties This property is required. InferenceEndpoint
[Required] Additional attributes of the entity.
poolName
This property is required.
Changes to this property will trigger replacement.
string
InferencePool name.
resourceGroupName
This property is required.
Changes to this property will trigger replacement.
string
The name of the resource group. The name is case insensitive.
workspaceName
This property is required.
Changes to this property will trigger replacement.
string
Name of Azure Machine Learning workspace.
endpointName Changes to this property will trigger replacement. string
InferenceEndpoint name.
identity ManagedServiceIdentity
Managed service identity (system assigned and/or user assigned identities)
kind string
Metadata used by portal/tooling/etc to render different UX experiences for resources of the same type.
location Changes to this property will trigger replacement. string
The geo-location where the resource lives
sku Sku
Sku details required for ARM contract for Autoscaling.
tags {[key: string]: string}
Resource tags.
inference_endpoint_properties This property is required. InferenceEndpointArgs
[Required] Additional attributes of the entity.
pool_name
This property is required.
Changes to this property will trigger replacement.
str
InferencePool name.
resource_group_name
This property is required.
Changes to this property will trigger replacement.
str
The name of the resource group. The name is case insensitive.
workspace_name
This property is required.
Changes to this property will trigger replacement.
str
Name of Azure Machine Learning workspace.
endpoint_name Changes to this property will trigger replacement. str
InferenceEndpoint name.
identity ManagedServiceIdentityArgs
Managed service identity (system assigned and/or user assigned identities)
kind str
Metadata used by portal/tooling/etc to render different UX experiences for resources of the same type.
location Changes to this property will trigger replacement. str
The geo-location where the resource lives
sku SkuArgs
Sku details required for ARM contract for Autoscaling.
tags Mapping[str, str]
Resource tags.
inferenceEndpointProperties This property is required. Property Map
[Required] Additional attributes of the entity.
poolName
This property is required.
Changes to this property will trigger replacement.
String
InferencePool name.
resourceGroupName
This property is required.
Changes to this property will trigger replacement.
String
The name of the resource group. The name is case insensitive.
workspaceName
This property is required.
Changes to this property will trigger replacement.
String
Name of Azure Machine Learning workspace.
endpointName Changes to this property will trigger replacement. String
InferenceEndpoint name.
identity Property Map
Managed service identity (system assigned and/or user assigned identities)
kind String
Metadata used by portal/tooling/etc to render different UX experiences for resources of the same type.
location Changes to this property will trigger replacement. String
The geo-location where the resource lives
sku Property Map
Sku details required for ARM contract for Autoscaling.
tags Map<String>
Resource tags.

Outputs

All input properties are implicitly available as output properties. Additionally, the InferenceEndpoint resource produces the following output properties:

AzureApiVersion string
The Azure API version of the resource.
Id string
The provider-assigned unique ID for this managed resource.
Name string
The name of the resource
SystemData Pulumi.AzureNative.MachineLearningServices.Outputs.SystemDataResponse
Azure Resource Manager metadata containing createdBy and modifiedBy information.
Type string
The type of the resource. E.g. "Microsoft.Compute/virtualMachines" or "Microsoft.Storage/storageAccounts"
AzureApiVersion string
The Azure API version of the resource.
Id string
The provider-assigned unique ID for this managed resource.
Name string
The name of the resource
SystemData SystemDataResponse
Azure Resource Manager metadata containing createdBy and modifiedBy information.
Type string
The type of the resource. E.g. "Microsoft.Compute/virtualMachines" or "Microsoft.Storage/storageAccounts"
azureApiVersion String
The Azure API version of the resource.
id String
The provider-assigned unique ID for this managed resource.
name String
The name of the resource
systemData SystemDataResponse
Azure Resource Manager metadata containing createdBy and modifiedBy information.
type String
The type of the resource. E.g. "Microsoft.Compute/virtualMachines" or "Microsoft.Storage/storageAccounts"
azureApiVersion string
The Azure API version of the resource.
id string
The provider-assigned unique ID for this managed resource.
name string
The name of the resource
systemData SystemDataResponse
Azure Resource Manager metadata containing createdBy and modifiedBy information.
type string
The type of the resource. E.g. "Microsoft.Compute/virtualMachines" or "Microsoft.Storage/storageAccounts"
azure_api_version str
The Azure API version of the resource.
id str
The provider-assigned unique ID for this managed resource.
name str
The name of the resource
system_data SystemDataResponse
Azure Resource Manager metadata containing createdBy and modifiedBy information.
type str
The type of the resource. E.g. "Microsoft.Compute/virtualMachines" or "Microsoft.Storage/storageAccounts"
azureApiVersion String
The Azure API version of the resource.
id String
The provider-assigned unique ID for this managed resource.
name String
The name of the resource
systemData Property Map
Azure Resource Manager metadata containing createdBy and modifiedBy information.
type String
The type of the resource. E.g. "Microsoft.Compute/virtualMachines" or "Microsoft.Storage/storageAccounts"

Supporting Types

AuthMode
, AuthModeArgs

AAD
AAD
AuthModeAAD
AAD
AAD
AAD
AAD
AAD
AAD
AAD
"AAD"
AAD

InferenceEndpoint
, InferenceEndpointArgs

AuthMode This property is required. string | Pulumi.AzureNative.MachineLearningServices.AuthMode
[Required] Authentication mode for the endpoint.
GroupName This property is required. string
[Required] Group within the same pool with which this endpoint needs to be associated with.
Description string
Description of the resource.
Properties List<Pulumi.AzureNative.MachineLearningServices.Inputs.StringStringKeyValuePair>
Property dictionary. Properties can be added, but not removed or altered.
RequestConfiguration Pulumi.AzureNative.MachineLearningServices.Inputs.RequestConfiguration
RequestConfiguration for endpoint.
AuthMode This property is required. string | AuthMode
[Required] Authentication mode for the endpoint.
GroupName This property is required. string
[Required] Group within the same pool with which this endpoint needs to be associated with.
Description string
Description of the resource.
Properties []StringStringKeyValuePair
Property dictionary. Properties can be added, but not removed or altered.
RequestConfiguration RequestConfiguration
RequestConfiguration for endpoint.
authMode This property is required. String | AuthMode
[Required] Authentication mode for the endpoint.
groupName This property is required. String
[Required] Group within the same pool with which this endpoint needs to be associated with.
description String
Description of the resource.
properties List<StringStringKeyValuePair>
Property dictionary. Properties can be added, but not removed or altered.
requestConfiguration RequestConfiguration
RequestConfiguration for endpoint.
authMode This property is required. string | AuthMode
[Required] Authentication mode for the endpoint.
groupName This property is required. string
[Required] Group within the same pool with which this endpoint needs to be associated with.
description string
Description of the resource.
properties StringStringKeyValuePair[]
Property dictionary. Properties can be added, but not removed or altered.
requestConfiguration RequestConfiguration
RequestConfiguration for endpoint.
auth_mode This property is required. str | AuthMode
[Required] Authentication mode for the endpoint.
group_name This property is required. str
[Required] Group within the same pool with which this endpoint needs to be associated with.
description str
Description of the resource.
properties Sequence[StringStringKeyValuePair]
Property dictionary. Properties can be added, but not removed or altered.
request_configuration RequestConfiguration
RequestConfiguration for endpoint.
authMode This property is required. String | "AAD"
[Required] Authentication mode for the endpoint.
groupName This property is required. String
[Required] Group within the same pool with which this endpoint needs to be associated with.
description String
Description of the resource.
properties List<Property Map>
Property dictionary. Properties can be added, but not removed or altered.
requestConfiguration Property Map
RequestConfiguration for endpoint.

InferenceEndpointResponse
, InferenceEndpointResponseArgs

AuthMode This property is required. string
[Required] Authentication mode for the endpoint.
EndpointUri This property is required. string
Endpoint URI for the inference endpoint.
GroupName This property is required. string
[Required] Group within the same pool with which this endpoint needs to be associated with.
ProvisioningState This property is required. string
Provisioning state for the endpoint.
Description string
Description of the resource.
Properties List<Pulumi.AzureNative.MachineLearningServices.Inputs.StringStringKeyValuePairResponse>
Property dictionary. Properties can be added, but not removed or altered.
RequestConfiguration Pulumi.AzureNative.MachineLearningServices.Inputs.RequestConfigurationResponse
RequestConfiguration for endpoint.
AuthMode This property is required. string
[Required] Authentication mode for the endpoint.
EndpointUri This property is required. string
Endpoint URI for the inference endpoint.
GroupName This property is required. string
[Required] Group within the same pool with which this endpoint needs to be associated with.
ProvisioningState This property is required. string
Provisioning state for the endpoint.
Description string
Description of the resource.
Properties []StringStringKeyValuePairResponse
Property dictionary. Properties can be added, but not removed or altered.
RequestConfiguration RequestConfigurationResponse
RequestConfiguration for endpoint.
authMode This property is required. String
[Required] Authentication mode for the endpoint.
endpointUri This property is required. String
Endpoint URI for the inference endpoint.
groupName This property is required. String
[Required] Group within the same pool with which this endpoint needs to be associated with.
provisioningState This property is required. String
Provisioning state for the endpoint.
description String
Description of the resource.
properties List<StringStringKeyValuePairResponse>
Property dictionary. Properties can be added, but not removed or altered.
requestConfiguration RequestConfigurationResponse
RequestConfiguration for endpoint.
authMode This property is required. string
[Required] Authentication mode for the endpoint.
endpointUri This property is required. string
Endpoint URI for the inference endpoint.
groupName This property is required. string
[Required] Group within the same pool with which this endpoint needs to be associated with.
provisioningState This property is required. string
Provisioning state for the endpoint.
description string
Description of the resource.
properties StringStringKeyValuePairResponse[]
Property dictionary. Properties can be added, but not removed or altered.
requestConfiguration RequestConfigurationResponse
RequestConfiguration for endpoint.
auth_mode This property is required. str
[Required] Authentication mode for the endpoint.
endpoint_uri This property is required. str
Endpoint URI for the inference endpoint.
group_name This property is required. str
[Required] Group within the same pool with which this endpoint needs to be associated with.
provisioning_state This property is required. str
Provisioning state for the endpoint.
description str
Description of the resource.
properties Sequence[StringStringKeyValuePairResponse]
Property dictionary. Properties can be added, but not removed or altered.
request_configuration RequestConfigurationResponse
RequestConfiguration for endpoint.
authMode This property is required. String
[Required] Authentication mode for the endpoint.
endpointUri This property is required. String
Endpoint URI for the inference endpoint.
groupName This property is required. String
[Required] Group within the same pool with which this endpoint needs to be associated with.
provisioningState This property is required. String
Provisioning state for the endpoint.
description String
Description of the resource.
properties List<Property Map>
Property dictionary. Properties can be added, but not removed or altered.
requestConfiguration Property Map
RequestConfiguration for endpoint.

ManagedServiceIdentity
, ManagedServiceIdentityArgs

Type This property is required. string | Pulumi.AzureNative.MachineLearningServices.ManagedServiceIdentityType
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
UserAssignedIdentities List<string>
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 This property is required. string | ManagedServiceIdentityType
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
UserAssignedIdentities []string
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 This property is required. String | ManagedServiceIdentityType
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
userAssignedIdentities List<String>
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 This property is required. string | ManagedServiceIdentityType
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
userAssignedIdentities string[]
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 This property is required. str | ManagedServiceIdentityType
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
user_assigned_identities Sequence[str]
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 This property is required. String | "None" | "SystemAssigned" | "UserAssigned" | "SystemAssigned,UserAssigned"
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
userAssignedIdentities List<String>
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.

ManagedServiceIdentityResponse
, ManagedServiceIdentityResponseArgs

PrincipalId This property is required. string
The service principal ID of the system assigned identity. This property will only be provided for a system assigned identity.
TenantId This property is required. string
The tenant ID of the system assigned identity. This property will only be provided for a system assigned identity.
Type This property is required. string
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
UserAssignedIdentities Dictionary<string, Pulumi.AzureNative.MachineLearningServices.Inputs.UserAssignedIdentityResponse>
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.
PrincipalId This property is required. string
The service principal ID of the system assigned identity. This property will only be provided for a system assigned identity.
TenantId This property is required. string
The tenant ID of the system assigned identity. This property will only be provided for a system assigned identity.
Type This property is required. string
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
UserAssignedIdentities map[string]UserAssignedIdentityResponse
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.
principalId This property is required. String
The service principal ID of the system assigned identity. This property will only be provided for a system assigned identity.
tenantId This property is required. String
The tenant ID of the system assigned identity. This property will only be provided for a system assigned identity.
type This property is required. String
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
userAssignedIdentities Map<String,UserAssignedIdentityResponse>
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.
principalId This property is required. string
The service principal ID of the system assigned identity. This property will only be provided for a system assigned identity.
tenantId This property is required. string
The tenant ID of the system assigned identity. This property will only be provided for a system assigned identity.
type This property is required. string
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
userAssignedIdentities {[key: string]: UserAssignedIdentityResponse}
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.
principal_id This property is required. str
The service principal ID of the system assigned identity. This property will only be provided for a system assigned identity.
tenant_id This property is required. str
The tenant ID of the system assigned identity. This property will only be provided for a system assigned identity.
type This property is required. str
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
user_assigned_identities Mapping[str, UserAssignedIdentityResponse]
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.
principalId This property is required. String
The service principal ID of the system assigned identity. This property will only be provided for a system assigned identity.
tenantId This property is required. String
The tenant ID of the system assigned identity. This property will only be provided for a system assigned identity.
type This property is required. String
Type of managed service identity (where both SystemAssigned and UserAssigned types are allowed).
userAssignedIdentities Map<Property Map>
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.

ManagedServiceIdentityType
, ManagedServiceIdentityTypeArgs

None
None
SystemAssigned
SystemAssigned
UserAssigned
UserAssigned
SystemAssigned_UserAssigned
SystemAssigned,UserAssigned
ManagedServiceIdentityTypeNone
None
ManagedServiceIdentityTypeSystemAssigned
SystemAssigned
ManagedServiceIdentityTypeUserAssigned
UserAssigned
ManagedServiceIdentityType_SystemAssigned_UserAssigned
SystemAssigned,UserAssigned
None
None
SystemAssigned
SystemAssigned
UserAssigned
UserAssigned
SystemAssigned_UserAssigned
SystemAssigned,UserAssigned
None
None
SystemAssigned
SystemAssigned
UserAssigned
UserAssigned
SystemAssigned_UserAssigned
SystemAssigned,UserAssigned
NONE
None
SYSTEM_ASSIGNED
SystemAssigned
USER_ASSIGNED
UserAssigned
SYSTEM_ASSIGNED_USER_ASSIGNED
SystemAssigned,UserAssigned
"None"
None
"SystemAssigned"
SystemAssigned
"UserAssigned"
UserAssigned
"SystemAssigned,UserAssigned"
SystemAssigned,UserAssigned

RequestConfiguration
, RequestConfigurationArgs

MaxConcurrentRequestsPerInstance int
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
RequestTimeout string
The scoring timeout in ISO 8601 format. Defaults to 5000ms.
MaxConcurrentRequestsPerInstance int
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
RequestTimeout string
The scoring timeout in ISO 8601 format. Defaults to 5000ms.
maxConcurrentRequestsPerInstance Integer
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
requestTimeout String
The scoring timeout in ISO 8601 format. Defaults to 5000ms.
maxConcurrentRequestsPerInstance number
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
requestTimeout string
The scoring timeout in ISO 8601 format. Defaults to 5000ms.
max_concurrent_requests_per_instance int
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
request_timeout str
The scoring timeout in ISO 8601 format. Defaults to 5000ms.
maxConcurrentRequestsPerInstance Number
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
requestTimeout String
The scoring timeout in ISO 8601 format. Defaults to 5000ms.

RequestConfigurationResponse
, RequestConfigurationResponseArgs

MaxConcurrentRequestsPerInstance int
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
RequestTimeout string
The scoring timeout in ISO 8601 format. Defaults to 5000ms.
MaxConcurrentRequestsPerInstance int
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
RequestTimeout string
The scoring timeout in ISO 8601 format. Defaults to 5000ms.
maxConcurrentRequestsPerInstance Integer
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
requestTimeout String
The scoring timeout in ISO 8601 format. Defaults to 5000ms.
maxConcurrentRequestsPerInstance number
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
requestTimeout string
The scoring timeout in ISO 8601 format. Defaults to 5000ms.
max_concurrent_requests_per_instance int
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
request_timeout str
The scoring timeout in ISO 8601 format. Defaults to 5000ms.
maxConcurrentRequestsPerInstance Number
The number of maximum concurrent requests per node allowed per deployment. Defaults to 1.
requestTimeout String
The scoring timeout in ISO 8601 format. Defaults to 5000ms.

Sku
, SkuArgs

Name This property is required. string
The name of the SKU. Ex - P3. It is typically a letter+number code
Capacity int
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.
Family string
If the service has different generations of hardware, for the same SKU, then that can be captured here.
Size string
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
Tier Pulumi.AzureNative.MachineLearningServices.SkuTier
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.
Name This property is required. string
The name of the SKU. Ex - P3. It is typically a letter+number code
Capacity int
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.
Family string
If the service has different generations of hardware, for the same SKU, then that can be captured here.
Size string
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
Tier SkuTier
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.
name This property is required. String
The name of the SKU. Ex - P3. It is typically a letter+number code
capacity Integer
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.
family String
If the service has different generations of hardware, for the same SKU, then that can be captured here.
size String
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
tier SkuTier
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.
name This property is required. string
The name of the SKU. Ex - P3. It is typically a letter+number code
capacity number
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.
family string
If the service has different generations of hardware, for the same SKU, then that can be captured here.
size string
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
tier SkuTier
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.
name This property is required. str
The name of the SKU. Ex - P3. It is typically a letter+number code
capacity int
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.
family str
If the service has different generations of hardware, for the same SKU, then that can be captured here.
size str
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
tier SkuTier
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.
name This property is required. String
The name of the SKU. Ex - P3. It is typically a letter+number code
capacity Number
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.
family String
If the service has different generations of hardware, for the same SKU, then that can be captured here.
size String
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
tier "Free" | "Basic" | "Standard" | "Premium"
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.

SkuResponse
, SkuResponseArgs

Name This property is required. string
The name of the SKU. Ex - P3. It is typically a letter+number code
Capacity int
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.
Family string
If the service has different generations of hardware, for the same SKU, then that can be captured here.
Size string
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
Tier string
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.
Name This property is required. string
The name of the SKU. Ex - P3. It is typically a letter+number code
Capacity int
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.
Family string
If the service has different generations of hardware, for the same SKU, then that can be captured here.
Size string
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
Tier string
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.
name This property is required. String
The name of the SKU. Ex - P3. It is typically a letter+number code
capacity Integer
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.
family String
If the service has different generations of hardware, for the same SKU, then that can be captured here.
size String
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
tier String
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.
name This property is required. string
The name of the SKU. Ex - P3. It is typically a letter+number code
capacity number
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.
family string
If the service has different generations of hardware, for the same SKU, then that can be captured here.
size string
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
tier string
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.
name This property is required. str
The name of the SKU. Ex - P3. It is typically a letter+number code
capacity int
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.
family str
If the service has different generations of hardware, for the same SKU, then that can be captured here.
size str
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
tier str
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.
name This property is required. String
The name of the SKU. Ex - P3. It is typically a letter+number code
capacity Number
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.
family String
If the service has different generations of hardware, for the same SKU, then that can be captured here.
size String
The SKU size. When the name field is the combination of tier and some other value, this would be the standalone code.
tier String
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.

SkuTier
, SkuTierArgs

Free
Free
Basic
Basic
Standard
Standard
Premium
Premium
SkuTierFree
Free
SkuTierBasic
Basic
SkuTierStandard
Standard
SkuTierPremium
Premium
Free
Free
Basic
Basic
Standard
Standard
Premium
Premium
Free
Free
Basic
Basic
Standard
Standard
Premium
Premium
FREE
Free
BASIC
Basic
STANDARD
Standard
PREMIUM
Premium
"Free"
Free
"Basic"
Basic
"Standard"
Standard
"Premium"
Premium

StringStringKeyValuePair
, StringStringKeyValuePairArgs

Key string
Value string
Key string
Value string
key String
value String
key string
value string
key str
value str
key String
value String

StringStringKeyValuePairResponse
, StringStringKeyValuePairResponseArgs

Key string
Value string
Key string
Value string
key String
value String
key string
value string
key str
value str
key String
value String

SystemDataResponse
, SystemDataResponseArgs

CreatedAt string
The timestamp of resource creation (UTC).
CreatedBy string
The identity that created the resource.
CreatedByType string
The type of identity that created the resource.
LastModifiedAt string
The timestamp of resource last modification (UTC)
LastModifiedBy string
The identity that last modified the resource.
LastModifiedByType string
The type of identity that last modified the resource.
CreatedAt string
The timestamp of resource creation (UTC).
CreatedBy string
The identity that created the resource.
CreatedByType string
The type of identity that created the resource.
LastModifiedAt string
The timestamp of resource last modification (UTC)
LastModifiedBy string
The identity that last modified the resource.
LastModifiedByType string
The type of identity that last modified the resource.
createdAt String
The timestamp of resource creation (UTC).
createdBy String
The identity that created the resource.
createdByType String
The type of identity that created the resource.
lastModifiedAt String
The timestamp of resource last modification (UTC)
lastModifiedBy String
The identity that last modified the resource.
lastModifiedByType String
The type of identity that last modified the resource.
createdAt string
The timestamp of resource creation (UTC).
createdBy string
The identity that created the resource.
createdByType string
The type of identity that created the resource.
lastModifiedAt string
The timestamp of resource last modification (UTC)
lastModifiedBy string
The identity that last modified the resource.
lastModifiedByType string
The type of identity that last modified the resource.
created_at str
The timestamp of resource creation (UTC).
created_by str
The identity that created the resource.
created_by_type str
The type of identity that created the resource.
last_modified_at str
The timestamp of resource last modification (UTC)
last_modified_by str
The identity that last modified the resource.
last_modified_by_type str
The type of identity that last modified the resource.
createdAt String
The timestamp of resource creation (UTC).
createdBy String
The identity that created the resource.
createdByType String
The type of identity that created the resource.
lastModifiedAt String
The timestamp of resource last modification (UTC)
lastModifiedBy String
The identity that last modified the resource.
lastModifiedByType String
The type of identity that last modified the resource.

UserAssignedIdentityResponse
, UserAssignedIdentityResponseArgs

ClientId This property is required. string
The client ID of the assigned identity.
PrincipalId This property is required. string
The principal ID of the assigned identity.
TenantId string
The tenant ID of the user assigned identity.
ClientId This property is required. string
The client ID of the assigned identity.
PrincipalId This property is required. string
The principal ID of the assigned identity.
TenantId string
The tenant ID of the user assigned identity.
clientId This property is required. String
The client ID of the assigned identity.
principalId This property is required. String
The principal ID of the assigned identity.
tenantId String
The tenant ID of the user assigned identity.
clientId This property is required. string
The client ID of the assigned identity.
principalId This property is required. string
The principal ID of the assigned identity.
tenantId string
The tenant ID of the user assigned identity.
client_id This property is required. str
The client ID of the assigned identity.
principal_id This property is required. str
The principal ID of the assigned identity.
tenant_id str
The tenant ID of the user assigned identity.
clientId This property is required. String
The client ID of the assigned identity.
principalId This property is required. String
The principal ID of the assigned identity.
tenantId String
The tenant ID of the user assigned identity.

Package Details

Repository
Azure Native pulumi/pulumi-azure-native
License
Apache-2.0
This is the latest version of Azure Native. Use the Azure Native v2 docs if using the v2 version of this package.
Azure Native v3.2.0 published on Monday, Apr 14, 2025 by Pulumi
pulumi/pulumi-azure-native