azure-ai-ml_1.16.0

1.16.0 (2024-05-14)

Features Added

• Add experimental support for working with Promptflow evaluators: ml_client.evaluators.
• Many changes to the Connection entity class and its associated operations.
• Workspace Connection list, get, and create_or_update operations now include an optional populate_secrets input, which causes the operations to try making a secondary call to fill in the returned connections' credential info if possible. Only works with api key-based credentials for now.
• Many workspace connection subtypes added. The full list of subclasses is now:
  • AzureBlobStoreConnection
  • AzureBlobStoreConnection
  • MicrosoftOneLakeConnection
  • AzureOpenAIConnection
  • AzureAIServicesConnection
  • AzureAISearchConnection
  • AzureContentSafetyConnection
  • AzureSpeechServicesConnection
  • APIKeyConnection
  • OpenAIConnection
  • SerpConnection
  • ServerlessConnection
• Many workspace connections only accept api keys or entra ids for credentials. Since Entra IDs require not inputs, these have been refactored to not required a full credential object. Instead they only accept an api_key as a top-level input, and default to an entra credential otherwise. Their YAML schemas have been similarly altered.
• Client-side credential-type validation added for some workspace connection types.
• Added new credential type: AadCredentialConfiguration
• Renamed WorkspaceHub class as Hub.
• Added Project entity class and YAML support.
• Project and Hub operations supported by workspace operations.
• workspace list operation supports type filtering.
• Add support for Microsoft Entra token (aad_token) auth in invoke and get-credentials operations.
• Add experimental support for working with indexes: ml_client.indexes

Breaking Changes

• Removed WorkspaceHubConfig entity, and renamed WorkspaceHub to Hub.
• workspace_hub input of Workspace class hidden, renamed to hub_id, and re-surfaced in child class Project.
• Removed Workspace Hub Operations from ML Client.