* Rewrite and consolidate configuration docs

* add link to filtering

* updates based on comments

* update lockfile

* update redirect

* spelling mistake

* update the noqa

* update links

* fix broken links

* lint fixes

* address comments

* update wording about model selection

* update cache_seed and json pattern

* add periods

* Update the config json func and other small changes

* update wording of json string

* update intro

* update description of caching

* fix link

* spelling mistake

* fix llm config

* Update website/docs/llm_configuration.ipynb

Co-authored-by: gagb <gagb@users.noreply.github.com>

* Add examples back as notebook

---------

Co-authored-by: gagb <gagb@users.noreply.github.com>
Co-authored-by: Aaron <aaronlaptop12@hotmail.com>

* set use_docker to default to true

* black formatting

* centralize checking and add env variable option

* set docker env flag for contrib tests

* set docker env flag for contrib tests

* better error message and cleanup

* disable explicit docker tests

* docker is installed so can't check for that in test

* pr comments and fix test

* rename and fix function descriptions

* documentation

* update notebooks so that they can be run with change in default

* add unit tests for new code

* cache and restore env var

* skip on windows because docker is running in the CI but there are problems connecting the volume

* update documentation

* move header

* update contrib tests

* nbqa adedd to pre-commit, added black and ruff for notebooks

* polishing

* polishing

* polishing

* fixed spelling, minor errors and reformatted using black

* polishing

* added codespell to pre-commit hooks, fixed a number of spelling errors and a few minor bugs in the code

* update autogen library version in notebooks

* update autogen library version in notebooks

* update autogen library version in notebooks

* update autogen library version in notebooks

* update autogen library version in notebooks

* copy dicts before modifying

* update notebooks

* update notebooks

* close #567

* api_base -> base_url (#383)

* InvalidRequestError -> BadRequestError (#389)

* remove api_key_path; close #388

* close #402 (#403)

* openai client (#419)

* openai client

* client test

* _client -> client

* _client -> client

* extra kwargs

* Completion -> client (#426)

* Completion -> client

* Completion -> client

* Completion -> client

* Completion -> client

* support aoai

* fix test error

* remove commented code

* support aoai

* annotations

* import

* reduce test

* skip test

* skip test

* skip test

* debug test

* rename test

* update workflow

* update workflow

* env

* py version

* doc improvement

* docstr update

* openai<1

* add tiktoken to dependency

* filter_func

* async test

* dependency

* migration guide (#477)

* migration guide

* change in kwargs

* simplify header

* update optigude description

* deal with azure gpt-3.5

* add back test_eval_math_responses

* timeout

* Add back tests for RetrieveChat (#480)

* Add back tests for RetrieveChat

* Fix format

* Update dependencies order

* Fix path

* Fix path

* Fix path

* Fix tests

* Add not run openai on MacOS or Win

* Update skip openai tests

* Remove unnecessary dependencies, improve format

* Add py3.8 for testing qdrant

* Fix multiline error of windows

* Add openai tests

* Add dependency mathchat, remove unused envs

* retrieve chat is tested

* bump version to 0.2.0b1

---------

Co-authored-by: Li Jiang <bnujli@gmail.com>

Co-authored-by: Li Jiang <lijiang1@microsoft.com>

* fix typo

* wording

* typo

* fix bug for windows

* fix bug for windows

* more clear example

* link to example

* add test

* format

* comment

* fix assertion error

* fix test error and links

---------

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>