azure-ai-projects test re-recordings and alignment with Python on code customizations

[jpalvarezl]

Human summary

• Gap analysis against the python SDK
• Re-recorded tests
• Adjusted old customizations.

AI Summary

This pull request introduces several enhancements and API improvements to the Java SDK for Azure AI Projects, particularly around dataset creation and connection management. The main focus is on adding support for specifying a storage connection when uploading datasets (both files and folders), aligning the Java SDK more closely with the Python SDK, and introducing a new method for retrieving the default connection for a given type. Additionally, supporting documentation and metadata have been updated.

Key changes:

Dataset Upload Enhancements

• Added connectionName parameter to createDatasetWithFile and createDatasetWithFolder methods in both DatasetsClient and DatasetsAsyncClient, allowing users to specify which Azure Storage Account connection to use for uploads. This brings the Java SDK in line with the Python SDK's capabilities. [1] [2] [3] [4]
• Refactored file and folder upload logic to use the correct blob/file names and improved handling of blob container clients for uploading multiple files. [1] [2] [3] [4]

Connection Management Improvements

• Introduced getDefaultConnection(ConnectionType connectionType, boolean includeCredentials) in both ConnectionsClient and ConnectionsAsyncClient. This method retrieves the default connection for a given type, mirroring the Python SDK's functionality. [1] [2]

Documentation and Metadata

• Added a new markdown file, PYTHON_GAPS.md, providing a detailed comparison of features and gaps between the Python and Java SDKs for Azure AI Projects.
• Updated the assets.json tag to reference the latest asset version.

Dependency Updates

• Added missing imports for BlobContainerClient and BlobContainerAsyncClient where required for the new upload logic. [1] [2]

[Copilot]

Pull request overview

This PR updates azure-ai-projects to align Java customizations and test coverage with the Python SDK, primarily around dataset upload behavior and connection management, while also re-enabling/reworking previously disabled tests and refreshing assets/metadata.

Changes:

• Added connectionName support to dataset upload helpers (file/folder) in sync and async clients.
• Added getDefaultConnection(connectionType, includeCredentials) to sync and async connections clients.
• Reworked tests (including re-enabling) and updated assets + added a Python-vs-Java gap analysis doc.

Reviewed changes

Copilot reviewed 22 out of 22 changed files in this pull request and generated 8 comments.

Show a summary per file

File	Description
sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/DatasetsClient.java	Adds connectionName overloads and refactors upload logic.
sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/DatasetsAsyncClient.java	Adds connectionName overloads and refactors upload logic (reactive).
sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/ConnectionsClient.java	Adds getDefaultConnection convenience API.
sdk/ai/azure-ai-projects/src/main/java/com/azure/ai/projects/ConnectionsAsyncClient.java	Adds async getDefaultConnection convenience API.
sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/ClientTestBase.java	Updates test proxy sanitization and logging options for tests.
sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DatasetsClientTest.java	Reworks dataset tests; marks create/get/delete flows as LiveOnly and adds cleanup.
sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DatasetsAsyncClientTest.java	Reworks async dataset tests; marks create/get/delete flows as LiveOnly and adds cleanup.
sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/ConnectionsClientTest.java	Reworks connection tests and adds coverage for default connection behavior.
sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/ConnectionsAsyncClientTest.java	Reworks async connection tests and adds coverage for default connection behavior.
sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/IndexesClientTest.java	Re-enables and refactors index tests to discover existing resources dynamically.
sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/IndexesAsyncClientTest.java	Re-enables and refactors async index tests; adds create/update + cleanup.
sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DeploymentsClientTest.java	Re-enables deployments test class (removes Disabled).
sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/DeploymentsAsyncClientTest.java	Re-enables async deployments test class (removes Disabled).
sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/EvalsServiceTest.java	Removes flaky/disabled eval service test class.
sdk/ai/azure-ai-projects/src/test/java/com/azure/ai/projects/EvalServiceAsyncTest.java	Removes flaky/disabled async eval service test class.
sdk/ai/azure-ai-projects/src/samples/java/com/azure/ai/projects/TelemetrySample.java	Removes commented-out sample stub.
sdk/ai/azure-ai-projects/src/samples/java/com/azure/ai/projects/TelemetryAsyncSample.java	Removes commented-out sample stub.
sdk/ai/azure-ai-projects/src/samples/java/com/azure/ai/projects/InferenceOpenAISample.java	Removes commented-out sample stub.
sdk/ai/azure-ai-projects/src/samples/java/com/azure/ai/projects/EvaluationsSample.java	Removes commented-out sample stub.
sdk/ai/azure-ai-projects/src/samples/java/com/azure/ai/projects/EvaluationsAsyncSample.java	Removes commented-out sample stub.
sdk/ai/azure-ai-projects/assets.json	Updates asset tag reference.
sdk/ai/azure-ai-projects/PYTHON_GAPS.md	Adds documented gap analysis vs Python SDK custom code.

[github-actions]

API Change Check

APIView identified API level changes in this PR and created the following API reviews

com.azure:azure-ai-projects