SPARKNLP-862 Adding ONNX support for E5 Embeddings

[danilojsl]

Description

This change adds ONNX support for E5Embeddings

Motivation and Context

Enable ONNX support for faster inference

How Has This Been Tested?

Screenshots (if appropriate):

• Local Tests
• Google Colab notebook

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.