技能 人工智能 Azure Arize AI 可观测性与评估管理

Azure Arize AI 可观测性与评估管理

v20260427
azure-mgmt-arizeaiobservabilityeval-dotnet
这是一个用于.NET的Azure SDK,专门用于管理Azure资源管理器中的Arize AI可观测性和评估资源。它允许开发者程序化地对AI组织资源进行创建、读取、更新和删除,是用于监控、跟踪和评估部署在Azure上的AI模型性能的关键工具。
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概览

Azure.ResourceManager.ArizeAIObservabilityEval

.NET SDK for managing Arize AI Observability and Evaluation resources on Azure.

Installation

dotnet add package Azure.ResourceManager.ArizeAIObservabilityEval --version 1.0.0

Package Info

Property Value
Package Azure.ResourceManager.ArizeAIObservabilityEval
Version 1.0.0 (GA)
API Version 2024-10-01
ARM Type ArizeAi.ObservabilityEval/organizations
Dependencies Azure.Core >= 1.46.2, Azure.ResourceManager >= 1.13.1

Environment Variables

AZURE_SUBSCRIPTION_ID=<your-subscription-id>
AZURE_TENANT_ID=<your-tenant-id>
AZURE_CLIENT_ID=<your-client-id>
AZURE_CLIENT_SECRET=<your-client-secret>

Authentication

using Azure.Identity;
using Azure.ResourceManager;
using Azure.ResourceManager.ArizeAIObservabilityEval;

// Always use DefaultAzureCredential
var credential = new DefaultAzureCredential();
var armClient = new ArmClient(credential);

Core Workflow

Create an Arize AI Organization

using Azure.Core;
using Azure.ResourceManager.Resources;
using Azure.ResourceManager.ArizeAIObservabilityEval;
using Azure.ResourceManager.ArizeAIObservabilityEval.Models;

// Get subscription and resource group
var subscriptionId = Environment.GetEnvironmentVariable("AZURE_SUBSCRIPTION_ID");
var subscription = await armClient.GetSubscriptionResource(
    SubscriptionResource.CreateResourceIdentifier(subscriptionId)).GetAsync();
var resourceGroup = await subscription.Value.GetResourceGroupAsync("my-resource-group");

// Get the organization collection
var collection = resourceGroup.Value.GetArizeAIObservabilityEvalOrganizations();

// Create organization data
var data = new ArizeAIObservabilityEvalOrganizationData(AzureLocation.EastUS)
{
    Properties = new ArizeAIObservabilityEvalOrganizationProperties
    {
        Marketplace = new ArizeAIObservabilityEvalMarketplaceDetails
        {
            SubscriptionId = "marketplace-subscription-id",
            OfferDetails = new ArizeAIObservabilityEvalOfferDetails
            {
                PublisherId = "arikimlabs1649082416596",
                OfferId = "arize-liftr-1",
                PlanId = "arize-liftr-1-plan",
                PlanName = "Arize AI Plan",
                TermUnit = "P1M",
                TermId = "term-id"
            }
        },
        User = new ArizeAIObservabilityEvalUserDetails
        {
            FirstName = "John",
            LastName = "Doe",
            EmailAddress = "john.doe@example.com"
        }
    },
    Tags = { ["environment"] = "production" }
};

// Create (long-running operation)
var operation = await collection.CreateOrUpdateAsync(
    WaitUntil.Completed,
    "my-arize-org",
    data);

var organization = operation.Value;
Console.WriteLine($"Created: {organization.Data.Name}");

Get an Organization

// Option 1: From collection
var org = await collection.GetAsync("my-arize-org");

// Option 2: Check if exists first
var exists = await collection.ExistsAsync("my-arize-org");
if (exists.Value)
{
    var org = await collection.GetAsync("my-arize-org");
}

// Option 3: GetIfExists (returns null if not found)
var response = await collection.GetIfExistsAsync("my-arize-org");
if (response.HasValue)
{
    var org = response.Value;
}

List Organizations

// List in resource group
await foreach (var org in collection.GetAllAsync())
{
    Console.WriteLine($"Org: {org.Data.Name}, State: {org.Data.Properties?.ProvisioningState}");
}

// List in subscription
await foreach (var org in subscription.Value.GetArizeAIObservabilityEvalOrganizationsAsync())
{
    Console.WriteLine($"Org: {org.Data.Name}");
}

Update an Organization

// Update tags
var org = await collection.GetAsync("my-arize-org");
var updateData = new ArizeAIObservabilityEvalOrganizationPatch
{
    Tags = { ["environment"] = "staging", ["team"] = "ml-ops" }
};
var updated = await org.Value.UpdateAsync(updateData);

Delete an Organization

var org = await collection.GetAsync("my-arize-org");
await org.Value.DeleteAsync(WaitUntil.Completed);

Key Types

Type Purpose
ArizeAIObservabilityEvalOrganizationResource Main ARM resource for Arize organizations
ArizeAIObservabilityEvalOrganizationCollection Collection for CRUD operations
ArizeAIObservabilityEvalOrganizationData Resource data model
ArizeAIObservabilityEvalOrganizationProperties Organization properties
ArizeAIObservabilityEvalMarketplaceDetails Azure Marketplace subscription info
ArizeAIObservabilityEvalOfferDetails Marketplace offer configuration
ArizeAIObservabilityEvalUserDetails User contact information
ArizeAIObservabilityEvalOrganizationPatch Patch model for updates
ArizeAIObservabilityEvalSingleSignOnPropertiesV2 SSO configuration

Enums

Enum Values
ArizeAIObservabilityEvalOfferProvisioningState Succeeded, Failed, Canceled, Provisioning, Updating, Deleting, Accepted
ArizeAIObservabilityEvalMarketplaceSubscriptionStatus PendingFulfillmentStart, Subscribed, Suspended, Unsubscribed
ArizeAIObservabilityEvalSingleSignOnState Initial, Enable, Disable
ArizeAIObservabilityEvalSingleSignOnType Saml, OpenId

Best Practices

  1. Use async methods — All operations support async/await
  2. Handle long-running operations — Use WaitUntil.Completed or poll manually
  3. Use GetIfExistsAsync — Avoid exceptions for conditional logic
  4. Implement retry policies — Configure via ArmClientOptions
  5. Use resource identifiers — For direct resource access without listing
  6. Close clients properly — Use using statements or dispose explicitly

Error Handling

try
{
    var org = await collection.GetAsync("my-arize-org");
}
catch (Azure.RequestFailedException ex) when (ex.Status == 404)
{
    Console.WriteLine("Organization not found");
}
catch (Azure.RequestFailedException ex)
{
    Console.WriteLine($"Azure error: {ex.Message}");
}

Direct Resource Access

// Access resource directly by ID (without listing)
var resourceId = ArizeAIObservabilityEvalOrganizationResource.CreateResourceIdentifier(
    subscriptionId,
    "my-resource-group",
    "my-arize-org");

var org = armClient.GetArizeAIObservabilityEvalOrganizationResource(resourceId);
var data = await org.GetAsync();

Links

When to Use

This skill is applicable to execute the workflow or actions described in the overview.

Limitations

  • Use this skill only when the task clearly matches the scope described above.
  • Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
  • Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.
信息
Category 人工智能
Name azure-mgmt-arizeaiobservabilityeval-dotnet
版本 v20260427
大小 7.24KB
更新时间 2026-04-28
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