Feat: Azure OpenAI support with model switching

[janaka]

Description

Implements #10 #12

• Adds support for multiple models to be configured and available concurrently.
• Models can be selected from the available list in the settings UI
• OpenAI, Azure OpenAI, and OptimumEmbedding BAAI/bge-small-en-v1.5 models included
• OptimumEmbedding BAAI/bge-small-en-v1.5 runs locally and overall performs better than text-embedding-ada-002

WARNING: indexing with one embed model then switching to another requires a re-index.

Set default model settings collection from options available:

View details of the saved default model:

Type of change

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Refactor and code improvement (non-breaking change which improves code quality and/or performance)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• Documentation
• Tests
• Other chores such as maintenance

How Has This Been Tested?

Please describe the tests that you ran to verify your changes. Provide instructions so we can reproduce. Please also list any relevant details for your test configuration by modifying the list below.

• Test A
• Test B
• Test C

Test Configuration:

Please describe the test setup. List them below as bullet points.

Checklist:

• My code follows the style guidelines of this project
• I have performed a self-review of my own code
• I have commented my code in hard-to-understand areas
• I have made corresponding changes to the documentation
• My changes generate no new warnings
• I have added tests that prove my fix is effective or that my feature works
• New and existing unit tests pass locally with my changes
• Any dependent changes have been merged and published in downstream modules
• I have checked my code and corrected any misspellings
• The commit message follows the convention of this project