feat: Updated to latest Azure foundry project

[Prajwal-Microsoft]

This pull request introduces significant updates to the AI Foundry infrastructure deployment templates. The changes focus on transitioning from the "AI Hub" model to the new "AI Foundry" model, simplifying resource dependencies, and updating the Bicep and JSON templates to reflect these changes. Key highlights include the addition of aiFoundry and aiFoundryProject resources, the removal of unused parameters and resources, and updates to the deployment logic.

Transition to AI Foundry Model:

• Replaced aiHub and aiHubProject resources with aiFoundry and aiFoundryProject resources in infra/deploy_ai_foundry.bicep, including updated properties such as allowProjectManagement and description. [1] [2]
• Adjusted outputs in infra/deploy_ai_foundry.bicep to reflect the new aiFoundry resources, replacing references to aiHub and its related properties.

Simplification of Resource Dependencies:

• Removed unused parameters like keyVaultName, managedIdentityObjectId, applicationInsightsId, and containerRegistryId from infra/deploy_ai_foundry.bicep and infra/main.bicep. [1] [2]
• Eliminated storage account and AI Hub-specific resources, along with their dependencies, from infra/deploy_ai_foundry.bicep.

Updates to JSON Templates:

• Updated infra/main.json

These changes collectively modernize the AI Foundry deployment process, reduce unnecessary complexity, and pave the way for a more streamlined infrastructure.

Purpose

• To use the latest foundry architecture

Does this introduce a breaking change?

• Yes
• No

Golden Path Validation

• I have tested the primary workflows (the "golden path") to ensure they function correctly without errors.

Deployment Validation

• I have validated the deployment process successfully and all services are running as expected with this change.

What to Check

Verify that the following are valid

• Deployment and application functionality

Other Information

[github-actions]

🎉 This PR is included in version 1.6.0 🎉

The release is available on GitHub release

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