feat: Add a Unified Model Providers configuration (#10565)

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* Backwards compat for connections

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* Make sure we set the max retries param

* Unified port disabling for selected models

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* Template updates

* Update package-lock.json

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* resolve conflicts

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* fix ruff errors

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* Allow refresh button for model and embeddings

* Update package-lock.json

* Fix agent tests

* Ruff style fix

* Update test_endpoints.py

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* Update test_embedding_model_component.py

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* Remove outdated models reference

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* Update test_structured_output_component.py

* Fix starter project imports

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* Update component_index.json

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* feat: Default options for model choices

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* Fix mypy errors

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* build component index

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* Push package lock and component index

* Update component_index.json

* fix: Clean up the variable API code

* fix ruff errors

* Fix mypy errors

* Update component_index.json

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* Update component_index.json

* Fix some issues in the models framework

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* Template updates

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* Starter project updates

* update starter projects

* update component index

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* build component index

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* Make sure to maintain api key across sessions

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* Fix ruff checks

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* update component index

* Update unified_models.py

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* fix ruff errors

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* Update watsonx_constants.py

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* Update watsonx_constants.py

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* Remove redundant imports

* Update component_index.json

* Starter project updates

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* Update component_index.json

* Template updates

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* Update Nvidia Remix.json

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* Fix the embedding model component tests

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* reverted starter projects

* reverted starter projects again

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* more updates to the model provider dialog

* wired some stuff up

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* revert starter projects

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* updated functionality

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* cleaned up files

* cleaned up files 2

* fix format

* fixed imports

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* update file path

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* added info icon

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* cleanup

* fixed deleted and pick for embedding

* refactor

* embedding test

* merge templates

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* merge reverted templates

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* functionality working

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* added input for auth name

* fixed comments

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* fix external model selection

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* clean up

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* fixed loading state

* new updates via design

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* revert starter projects

* merge starter projects

* fix starter projects

* merge starter projects

* update starter projects

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* update starter projects

* code clean up

* make tests

* Batch run tests need to handle new model input

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* Test updates

* Fix ruff checks

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* Update Youtube Analysis.json

* Update component_index.json

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* Validate model provider keys async

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* Fix mypy errors

* Update agent.py

* Template and component index update

* removed dead test case

* updated component index

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Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Hare <ericrhare@gmail.com>
Co-authored-by: Deon Sanchez <69873175+deon-sanchez@users.noreply.github.com>