Deployments - Create Or Update

Service:

Azure AI Services

API Version:

2024-10-01

Update the state of specified deployments associated with the Cognitive Services account.

PUT https://management.azure.com/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.CognitiveServices/accounts/{accountName}/deployments/{deploymentName}?api-version=2024-10-01

URI Parameters

Name	In	Required	Type	Description
accountName	path	True	string	The name of Cognitive Services account. Regex pattern: ^[a-zA-Z0-9][a-zA-Z0-9_.-]*$
deploymentName	path	True	string	The name of the deployment associated with the Cognitive Services Account
resourceGroupName	path	True	string	The name of the resource group. The name is case insensitive.
subscriptionId	path	True	string	The ID of the target subscription.
api-version	query	True	string	The API version to use for this operation.

Request Body

Name	Type	Description
properties	DeploymentProperties	Properties of Cognitive Services account deployment.
sku	Sku	The resource model definition representing SKU
tags	object	Resource tags.

Responses

Name	Type	Description
200 OK	Deployment	Create/Update the deployment successfully.
201 Created	Deployment	Create the deployment successfully.
Other Status Codes	ErrorResponse	Error response describing why the operation failed.

Examples

PutDeployment

Sample request

HTTP

PUT https://management.azure.com/subscriptions/subscriptionId/resourceGroups/resourceGroupName/providers/Microsoft.CognitiveServices/accounts/accountName/deployments/deploymentName?api-version=2024-10-01

{
  "sku": {
    "name": "Standard",
    "capacity": 1
  },
  "properties": {
    "model": {
      "format": "OpenAI",
      "name": "ada",
      "version": "1"
    }
  }
}

Java

import com.azure.resourcemanager.cognitiveservices.models.DeploymentModel;
import com.azure.resourcemanager.cognitiveservices.models.DeploymentProperties;
import com.azure.resourcemanager.cognitiveservices.models.Sku;

/**
 * Samples for Deployments CreateOrUpdate.
 */
public final class Main {
    /*
     * x-ms-original-file:
     * specification/cognitiveservices/resource-manager/Microsoft.CognitiveServices/stable/2024-10-01/examples/
     * PutDeployment.json
     */
    /**
     * Sample code: PutDeployment.
     * 
     * @param manager Entry point to CognitiveServicesManager.
     */
    public static void putDeployment(com.azure.resourcemanager.cognitiveservices.CognitiveServicesManager manager) {
        manager.deployments().define("deploymentName").withExistingAccount("resourceGroupName", "accountName")
            .withSku(new Sku().withName("Standard").withCapacity(1)).withProperties(new DeploymentProperties()
                .withModel(new DeploymentModel().withFormat("OpenAI").withName("ada").withVersion("1")))
            .create();
    }
}

To use the Azure SDK library in your project, see this documentation. To provide feedback on this code sample, open a GitHub issue

Python

from azure.identity import DefaultAzureCredential

from azure.mgmt.cognitiveservices import CognitiveServicesManagementClient

"""
# PREREQUISITES
    pip install azure-identity
    pip install azure-mgmt-cognitiveservices
# USAGE
    python put_deployment.py

    Before run the sample, please set the values of the client ID, tenant ID and client secret
    of the AAD application as environment variables: AZURE_CLIENT_ID, AZURE_TENANT_ID,
    AZURE_CLIENT_SECRET. For more info about how to get the value, please see:
    https://docs.microsoft.com/azure/active-directory/develop/howto-create-service-principal-portal
"""


def main():
    client = CognitiveServicesManagementClient(
        credential=DefaultAzureCredential(),
        subscription_id="subscriptionId",
    )

    response = client.deployments.begin_create_or_update(
        resource_group_name="resourceGroupName",
        account_name="accountName",
        deployment_name="deploymentName",
        deployment={
            "properties": {"model": {"format": "OpenAI", "name": "ada", "version": "1"}},
            "sku": {"capacity": 1, "name": "Standard"},
        },
    ).result()
    print(response)


# x-ms-original-file: specification/cognitiveservices/resource-manager/Microsoft.CognitiveServices/stable/2024-10-01/examples/PutDeployment.json
if __name__ == "__main__":
    main()

To use the Azure SDK library in your project, see this documentation. To provide feedback on this code sample, open a GitHub issue

Go

package armcognitiveservices_test

import (
	"context"
	"log"

	"github.com/Azure/azure-sdk-for-go/sdk/azcore/to"
	"github.com/Azure/azure-sdk-for-go/sdk/azidentity"
	"github.com/Azure/azure-sdk-for-go/sdk/resourcemanager/cognitiveservices/armcognitiveservices"
)

// Generated from example definition: https://github.com/Azure/azure-rest-api-specs/blob/069a65e8a6d1a6c0c58d9a9d97610b7103b6e8a5/specification/cognitiveservices/resource-manager/Microsoft.CognitiveServices/stable/2024-10-01/examples/PutDeployment.json
func ExampleDeploymentsClient_BeginCreateOrUpdate() {
	cred, err := azidentity.NewDefaultAzureCredential(nil)
	if err != nil {
		log.Fatalf("failed to obtain a credential: %v", err)
	}
	ctx := context.Background()
	clientFactory, err := armcognitiveservices.NewClientFactory("<subscription-id>", cred, nil)
	if err != nil {
		log.Fatalf("failed to create client: %v", err)
	}
	poller, err := clientFactory.NewDeploymentsClient().BeginCreateOrUpdate(ctx, "resourceGroupName", "accountName", "deploymentName", armcognitiveservices.Deployment{
		Properties: &armcognitiveservices.DeploymentProperties{
			Model: &armcognitiveservices.DeploymentModel{
				Name:    to.Ptr("ada"),
				Format:  to.Ptr("OpenAI"),
				Version: to.Ptr("1"),
			},
		},
		SKU: &armcognitiveservices.SKU{
			Name:     to.Ptr("Standard"),
			Capacity: to.Ptr[int32](1),
		},
	}, nil)
	if err != nil {
		log.Fatalf("failed to finish the request: %v", err)
	}
	res, err := poller.PollUntilDone(ctx, nil)
	if err != nil {
		log.Fatalf("failed to pull the result: %v", err)
	}
	// You could use response here. We use blank identifier for just demo purposes.
	_ = res
	// If the HTTP response code is 200 as defined in example definition, your response structure would look as follows. Please pay attention that all the values in the output are fake values for just demo purposes.
	// res.Deployment = armcognitiveservices.Deployment{
	// 	Name: to.Ptr("deploymentName"),
	// 	Type: to.Ptr("Microsoft.CognitiveServices/accounts/deployments"),
	// 	ID: to.Ptr("/subscriptions/subscriptionId/resourceGroups/resourceGroupName/providers/Microsoft.CognitiveServices/accounts/accountName/deployments/deploymentName"),
	// 	Properties: &armcognitiveservices.DeploymentProperties{
	// 		Model: &armcognitiveservices.DeploymentModel{
	// 			Name: to.Ptr("ada"),
	// 			Format: to.Ptr("OpenAI"),
	// 			Version: to.Ptr("1"),
	// 		},
	// 		ProvisioningState: to.Ptr(armcognitiveservices.DeploymentProvisioningStateSucceeded),
	// 	},
	// 	SKU: &armcognitiveservices.SKU{
	// 		Name: to.Ptr("Standard"),
	// 		Capacity: to.Ptr[int32](1),
	// 	},
	// }
}

To use the Azure SDK library in your project, see this documentation. To provide feedback on this code sample, open a GitHub issue

JavaScript

const { CognitiveServicesManagementClient } = require("@azure/arm-cognitiveservices");
const { DefaultAzureCredential } = require("@azure/identity");

/**
 * This sample demonstrates how to Update the state of specified deployments associated with the Cognitive Services account.
 *
 * @summary Update the state of specified deployments associated with the Cognitive Services account.
 * x-ms-original-file: specification/cognitiveservices/resource-manager/Microsoft.CognitiveServices/stable/2024-10-01/examples/PutDeployment.json
 */
async function putDeployment() {
  const subscriptionId = process.env["COGNITIVESERVICES_SUBSCRIPTION_ID"] || "subscriptionId";
  const resourceGroupName = process.env["COGNITIVESERVICES_RESOURCE_GROUP"] || "resourceGroupName";
  const accountName = "accountName";
  const deploymentName = "deploymentName";
  const deployment = {
    properties: { model: { name: "ada", format: "OpenAI", version: "1" } },
    sku: { name: "Standard", capacity: 1 },
  };
  const credential = new DefaultAzureCredential();
  const client = new CognitiveServicesManagementClient(credential, subscriptionId);
  const result = await client.deployments.beginCreateOrUpdateAndWait(
    resourceGroupName,
    accountName,
    deploymentName,
    deployment,
  );
  console.log(result);
}

To use the Azure SDK library in your project, see this documentation. To provide feedback on this code sample, open a GitHub issue

dotnet

using Azure;
using Azure.ResourceManager;
using System;
using System.Threading.Tasks;
using Azure.Core;
using Azure.Identity;
using Azure.ResourceManager.CognitiveServices.Models;
using Azure.ResourceManager.CognitiveServices;

// Generated from example definition: specification/cognitiveservices/resource-manager/Microsoft.CognitiveServices/stable/2024-10-01/examples/PutDeployment.json
// this example is just showing the usage of "Deployments_CreateOrUpdate" operation, for the dependent resources, they will have to be created separately.

// get your azure access token, for more details of how Azure SDK get your access token, please refer to https://learn.microsoft.com/en-us/dotnet/azure/sdk/authentication?tabs=command-line
TokenCredential cred = new DefaultAzureCredential();
// authenticate your client
ArmClient client = new ArmClient(cred);

// this example assumes you already have this CognitiveServicesAccountResource created on azure
// for more information of creating CognitiveServicesAccountResource, please refer to the document of CognitiveServicesAccountResource
string subscriptionId = "subscriptionId";
string resourceGroupName = "resourceGroupName";
string accountName = "accountName";
ResourceIdentifier cognitiveServicesAccountResourceId = CognitiveServicesAccountResource.CreateResourceIdentifier(subscriptionId, resourceGroupName, accountName);
CognitiveServicesAccountResource cognitiveServicesAccount = client.GetCognitiveServicesAccountResource(cognitiveServicesAccountResourceId);

// get the collection of this CognitiveServicesAccountDeploymentResource
CognitiveServicesAccountDeploymentCollection collection = cognitiveServicesAccount.GetCognitiveServicesAccountDeployments();

// invoke the operation
string deploymentName = "deploymentName";
CognitiveServicesAccountDeploymentData data = new CognitiveServicesAccountDeploymentData()
{
    Sku = new CognitiveServicesSku("Standard")
    {
        Capacity = 1,
    },
    Properties = new CognitiveServicesAccountDeploymentProperties()
    {
        Model = new CognitiveServicesAccountDeploymentModel()
        {
            Format = "OpenAI",
            Name = "ada",
            Version = "1",
        },
    },
};
ArmOperation<CognitiveServicesAccountDeploymentResource> lro = await collection.CreateOrUpdateAsync(WaitUntil.Completed, deploymentName, data);
CognitiveServicesAccountDeploymentResource result = lro.Value;

// the variable result is a resource, you could call other operations on this instance as well
// but just for demo, we get its data from this resource instance
CognitiveServicesAccountDeploymentData resourceData = result.Data;
// for demo we just print out the id
Console.WriteLine($"Succeeded on id: {resourceData.Id}");

To use the Azure SDK library in your project, see this documentation. To provide feedback on this code sample, open a GitHub issue

Sample response

Status code:

200

{
  "id": "/subscriptions/subscriptionId/resourceGroups/resourceGroupName/providers/Microsoft.CognitiveServices/accounts/accountName/deployments/deploymentName",
  "name": "deploymentName",
  "type": "Microsoft.CognitiveServices/accounts/deployments",
  "sku": {
    "name": "Standard",
    "capacity": 1
  },
  "properties": {
    "model": {
      "format": "OpenAI",
      "name": "ada",
      "version": "1"
    },
    "provisioningState": "Succeeded"
  }
}

Status code:

201

{
  "id": "/subscriptions/subscriptionId/resourceGroups/resourceGroupName/providers/Microsoft.CognitiveServices/accounts/accountName/deployments/deploymentName",
  "name": "deploymentName",
  "type": "Microsoft.CognitiveServices/accounts/deployments",
  "sku": {
    "name": "Standard",
    "capacity": 1
  },
  "properties": {
    "model": {
      "format": "OpenAI",
      "name": "ada",
      "version": "1"
    },
    "provisioningState": "Accepted"
  }
}

Definitions

Name	Description
CallRateLimit	The call rate limit Cognitive Services account.
createdByType	The type of identity that created the resource.
Deployment	Cognitive Services account deployment.
DeploymentCapacitySettings	Internal use only.
DeploymentModel	Properties of Cognitive Services account deployment model.
DeploymentModelVersionUpgradeOption	Deployment model version upgrade option.
DeploymentProperties	Properties of Cognitive Services account deployment.
DeploymentProvisioningState	Gets the status of the resource at the time the operation was called.
DeploymentScaleSettings	Properties of Cognitive Services account deployment model. (Deprecated, please use Deployment.sku instead.)
DeploymentScaleType	Deployment scale type.
ErrorAdditionalInfo	The resource management error additional info.
ErrorDetail	The error detail.
ErrorResponse	Error response
RequestMatchPattern
Sku	The resource model definition representing SKU
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.
systemData	Metadata pertaining to creation and last modification of the resource.
ThrottlingRule

CallRateLimit

Object

The call rate limit Cognitive Services account.

Name	Type	Description
count	number	The count value of Call Rate Limit.
renewalPeriod	number	The renewal period in seconds of Call Rate Limit.
rules	ThrottlingRule[]

createdByType

Enumeration

The type of identity that created the resource.

Value	Description
Application
Key
ManagedIdentity
User

Deployment

Object

Cognitive Services account deployment.

Name	Type	Description
etag	string	Resource Etag.
id	string	Fully qualified resource ID for the resource. Ex - /subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/{resourceProviderNamespace}/{resourceType}/{resourceName}
name	string	The name of the resource
properties	DeploymentProperties	Properties of Cognitive Services account deployment.
sku	Sku	The resource model definition representing SKU
systemData	systemData	Metadata pertaining to creation and last modification of the resource.
tags	object	Resource tags.
type	string	The type of the resource. E.g. "Microsoft.Compute/virtualMachines" or "Microsoft.Storage/storageAccounts"

DeploymentCapacitySettings

Object

Internal use only.

Name	Type	Description
designatedCapacity	integer	The designated capacity.
priority	integer	The priority of this capacity setting.

DeploymentModel

Object

Properties of Cognitive Services account deployment model.

Name	Type	Description
callRateLimit	CallRateLimit	The call rate limit Cognitive Services account.
format	string	Deployment model format.
name	string	Deployment model name.
publisher	string	Deployment model publisher.
source	string	Optional. Deployment model source ARM resource ID.
sourceAccount	string	Optional. Source of the model, another Microsoft.CognitiveServices accounts ARM resource ID.
version	string	Optional. Deployment model version. If version is not specified, a default version will be assigned. The default version is different for different models and might change when there is new version available for a model. Default version for a model could be found from list models API.

DeploymentModelVersionUpgradeOption

Enumeration

Deployment model version upgrade option.

Value	Description
NoAutoUpgrade
OnceCurrentVersionExpired
OnceNewDefaultVersionAvailable

DeploymentProperties

Object

Properties of Cognitive Services account deployment.

Name	Type	Description
callRateLimit	CallRateLimit	The call rate limit Cognitive Services account.
capabilities	object	The capabilities.
capacitySettings	DeploymentCapacitySettings	Internal use only.
currentCapacity	integer	The current capacity.
dynamicThrottlingEnabled	boolean	If the dynamic throttling is enabled.
model	DeploymentModel	Properties of Cognitive Services account deployment model.
parentDeploymentName	string	The name of parent deployment.
provisioningState	DeploymentProvisioningState	Gets the status of the resource at the time the operation was called.
raiPolicyName	string	The name of RAI policy.
rateLimits	ThrottlingRule[]
scaleSettings	DeploymentScaleSettings	Properties of Cognitive Services account deployment model. (Deprecated, please use Deployment.sku instead.)
versionUpgradeOption	DeploymentModelVersionUpgradeOption	Deployment model version upgrade option.

DeploymentProvisioningState

Enumeration

Gets the status of the resource at the time the operation was called.

Value	Description
Accepted
Canceled
Creating
Deleting
Disabled
Failed
Moving
Succeeded

DeploymentScaleSettings

Object

Properties of Cognitive Services account deployment model. (Deprecated, please use Deployment.sku instead.)

Name	Type	Description
activeCapacity	integer	Deployment active capacity. This value might be different from capacity if customer recently updated capacity.
capacity	integer	Deployment capacity.
scaleType	DeploymentScaleType	Deployment scale type.

DeploymentScaleType

Enumeration

Deployment scale type.

Value	Description
Manual
Standard

ErrorAdditionalInfo

Object

The resource management error additional info.

Name	Type	Description
info	object	The additional info.
type	string	The additional info type.

ErrorDetail

Object

The error detail.

Name	Type	Description
additionalInfo	ErrorAdditionalInfo[]	The error additional info.
code	string	The error code.
details	ErrorDetail[]	The error details.
message	string	The error message.
target	string	The error target.

ErrorResponse

Object

Error response

Name	Type	Description
error	ErrorDetail	The error object.

RequestMatchPattern

Object

Name	Type	Description
method	string
path	string

Sku

Object

The resource model definition representing SKU

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

SkuTier

Enumeration

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.

Value	Description
Basic
Enterprise
Free
Premium
Standard

systemData

Object

Metadata pertaining to creation and last modification of the resource.

Name	Type	Description
createdAt	string	The timestamp of resource creation (UTC).
createdBy	string	The identity that created the resource.
createdByType	createdByType	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	createdByType	The type of identity that last modified the resource.

ThrottlingRule

Object

Name	Type	Description
count	number
dynamicThrottlingEnabled	boolean
key	string
matchPatterns	RequestMatchPattern[]
minCount	number
renewalPeriod	number