Resolves #5358

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Co-authored-by: Ryan Sweet <rysweet@microsoft.com>

This PR removes the older `autogen_magentic_one` package, and directs
people to use the new AgentChat implementation.

Hopefully this eases confusion.

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Co-authored-by: Jack Gerrits <jack@jackgerrits.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* use caching to run tests and report coverage

* fix test step dep name

* try to fix cov fname

* add working dir to mv step

* update artifact download

* fmt

* reduce concurrency on ext test

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Co-authored-by: Leonardo Pinheiro <lpinheiro@microsoft.com>

Fix provider string for AzureTokenProvider

Fixed CI

* Replace create_completion_client_from_env with component config

* json load

* Add coverage task & integrate with poe check

* Adding workflow

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Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Add support for model family specification

* spelling mistake

* lint, etc

* fixes

* Fix definition of workspace package, remove uv pin

* add  --all-packages

* pin docs uv versions for older project structure

* try old version to verify CI

* Use workflow target

* change syntax

* change check

* try with var in matrix

* add all packages to workspace

* remove project table

* Add MagenticOne API

* Add CodeExecutorAgent to MagenticOne for enhanced task execution

* Refactor MagenticOne class to inherit from MagenticOneGroupChat and streamline initialization

* Enhance MagenticOne class documentation with detailed usage examples and initialization instructions

* Refactor MagenticOne module structure and update import paths

* Remove unused imports

* Add documentation for MagenticOne module and remove redundant initialization comments

* Enhance MagenticOne class with human-in-the-loop mode and update examples

* Update MagenticOne class documentation with safety precautions and architecture details

* Run poe format

* Add blog post reference to MagenticOne class documentation

* change default of websurfer use_ocr to false because of refusals

* Refactor MagenticOne class to use ChatCompletionClient instead of OpenAIChatCompletionClient

* Add client capability validation to MagenticOne initialization

* Poe format

* Refactor imports in MagenticOne class for clarity and organization

* Add stacklevel parameter to warning in client capability validation

* Update README to recommend using Magentic-One API for improved integration

* Add create_args property to OpenAIChatCompletionClient for better access to initialization arguments

* Enhance client capability validation in MagenticOne to ensure compatibility with OpenAI GPT-4o model

* Refactor client capability validation in MagenticOne for improved clarity

* Update magentic_one.py

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Remove create_args property from OpenAIChatCompletionClient and update validation logic in MagenticOne to directly access _create_args

* Refactor documentation in MagenticOne for improved readability and consistency

* Refactor client capability validation in MagenticOne to remove unnecessary model check for GPT-4o

* Add MagenticOne CLI (#4788)

* Add MagenticOne CLI script for task execution with OpenAI GPT-4o integration

* Fix argument parsing in MagenticOne CLI to require a single task input

* Add docstring to main function in MagenticOne CLI for improved usage clarity

* Fix example usage in docstring of MagenticOne CLI for correct argument order

* Refactor argument parsing in MagenticOne CLI for improved clarity and consistency

* Add type hints to run_task function in MagenticOne CLI

* Add type hint for main function in MagenticOne CLI

* Remove type ignore from main function call in MagenticOne CLI

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Co-authored-by: Hussein Mozannar <hmozannar@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* fix(magentic-one): Remove redundant exception raising in update_ledger method

* Remove unused exception variable 'e'

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Co-authored-by: Roy Belio <robelio@microsoft.com>
Co-authored-by: Hussein Mozannar <hmozannar@microsoft.com>

* add models.openai namespace

* refactor tools namespace

* update lock file

* revert pyproject changes

* update docs and add cast

* update ext models doc ref

* increase underline

* add reply models namespace

* update imports

* fix test

* linting

* fix missing conflicts

* revert pydantic changes

* rename to replay

* replay

* fix reply

* Fix test

* formatting

* example

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Co-authored-by: Leonardo Pinheiro <lpinheiro@microsoft.com>
Co-authored-by: Jack Gerrits <jack@jackgerrits.com>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

* Move model context out of components

* move models out of components

* rename docs file

* Update agent doc

* Remove outdated doc

* Update references

* Update readme

* Update readme

* fix doc on distributed runtime

* Fix references

* Update references

* Fix import paths in user guide notebooks for code executor components

* refactor code exec namespaces

* delete code exec init

* update conflicts

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Co-authored-by: Leonardo Pinheiro <lpinheiro@microsoft.com>

* Move grpc runtimes to ext, flatten application

* rename to grpc

* fmt

1. convert dataclass types to pydantic basemodel 
2. add save_state and load_state for ChatAgent
3. state types for AgentChat
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Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Flatten core base and components

* remove extra files

* dont export from deprecated locations

* format

* fmt

* Update README.md

Add more information about using Azure OpenAI services

* Update README.md

Adjust the formatting to improve readability of the steps, making them easier to follow.

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Co-authored-by: Hussein Mozannar <hmozannar@microsoft.com>

* Update README.md

Should it be "Azure openAI service" ?

* Update README.md with links

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Co-authored-by: Hussein Mozannar <hssein.mzannar@gmail.com>
Co-authored-by: Hussein Mozannar <hmozannar@microsoft.com>

* update example script with logs dir, add screenshot timestamp

* readme examples update

* add flask app to view magentic_one

* remove copy example

* rename

* changes to magentic one helper

* update test web surfer to delete logs

* magentic_one icons

* fix colors - final log viewer

* fix termination condition

* update coder and log viewer

* timeout time

* make tests pass

* logs dir

* repeated thing

* remove log_viewer, mm web surfer comments

* coder change prompt, edit readmes

* type ignore

* remove logviewer

* add flag for coder agent

* readme

* changes readme

* uv lock

* update readme figures

* not yet

* pointer images

* migrate models

* Update python/packages/autogen-agentchat/src/autogen_agentchat/agents/_tool_use_assistant_agent.py

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* refactor missing imports

* ignore type check errors

* Update python/packages/autogen-ext/src/autogen_ext/models/_openai/_model_info.py

Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* update packages index page

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Co-authored-by: Leonardo Pinheiro <lpinheiro@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Restructure extensions, update corresponding docs

* update tests, add deprecation messages

* fix tests

* update lockfile

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Co-authored-by: Ryan Sweet <rysweet@microsoft.com>

* Move from tomllib to tomli

* added example code for magentic-one + code comments

* remove added package

* make checks pass

* README for magentic-one examples

* typo fix

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* move docker code exec to autogen-ext

* fix test

* rename docker subpackage

* add missing renamed package

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Co-authored-by: Leonardo Pinheiro <lpinheiro@microsoft.com>

* Skip Bing pytests when no API key is present.

* Fixed formatting.

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Co-authored-by: Ryan Sweet <rysweet@microsoft.com>

* Fix formatting and remove duplicated import of EVENT_LOGGER_NAME in agentchat

* add staging to target in checks

* add staging to target in checks for dotnet

* Fix circular imports

* Renamed TeamOne to MagenticOne

* Updated uv.lock

* Fixed workflows.