[SPARKNLP-855] Introducing AlbertForZeroShotClassification

[danilojsl]

Description

This pull request introduces the AlbertForZeroShotClassification model implementation for both TensorFlow and ONNX frameworks.

Motivation and Context

To provide support for zero-shot classification tasks using the Alert model across multiple platforms.

How Has This Been Tested?

Screenshots (if appropriate):

• Local Tests
• Google Colab
• Databricks

Types of changes

• [] Bug fix (non-breaking change which fixes an issue)
• Code improvements with no or little impact
• New feature (non-breaking change which adds functionality)
• Breaking change (fix or feature that would cause existing functionality to change)

Checklist:

• My code follows the code style of this project.
• My change requires a change to the documentation.
• I have updated the documentation accordingly.
• I have read the CONTRIBUTING page.
• I have added tests to cover my changes.
• All new and existing tests passed.