Partially address #5205 and #5226

Resolves #5248

Resolves #3983

* introduce `model_client_stream` parameter in `AssistantAgent` to
enable token-level streaming output.
* introduce `ModelClientStreamingChunkEvent` as a type of `AgentEvent`
to pass the streaming chunks to the application via `run_stream` and
`on_messages_stream`. Although this will not affect the inner messages
list in the final `Response` or `TaskResult`.
* handle this new message type in `Console`.

Resolves #5043

Typo in Report Agent

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

Partially resolves: #5118

Once the extension page is ready, update the tutorial pages to reduce
duplication.

---------

Co-authored-by: Victor Dibia <victordibia@microsoft.com>

* Rebase to latest main branch

* Moved _azure module to azure

* Validate extra_create_args in and json response

* Added Support for Github Models

* Added normalize_name and assert_valid name

* Added Tests for AzureAIChatCompletionClient

* WIP: Azure AI Client

* Added: object-level usage data
* Added: doc string
* Added: check existing response_format value
* Added: _validate_config and _create_client

* lint

* merge dependencies

* add tests for img and function calling

* support actual tests through env vars

* address mypy errors

* doc example fix

* fmt

* fix doc fmt

* Update python/packages/autogen-ext/src/autogen_ext/models/azure/_azure_ai_client.py

---------

Co-authored-by: Rohan Thacker <thackerrohan4@gmail.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
Co-authored-by: Leonardo Pinheiro <lpinheiro@microsoft.com>

* initial pass on making group chats declarative

* update group chat tests

* update impl to include participant serialization for all teams

* v1 making soc declarative

* update memory test

* update chatagent and team base classes

* update serialization doc notebook

* fomating updates

* vi1 for declarative tools

* make functtools declarative

* add tests

* update imports

* update formatting

* move tests, format fixes

* format updates

* update test

* add user warning to _from_config

* add warning on load_component to docs

---------

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

This notebook file is shown in https://microsoft.github.io/autogen/stable/user-guide/agentchat-user-guide/swarm.html#agents.
However, if users copy some codes as it is and run it as a script, an error occurs.
To prevent such a case, I think adding this comment helps most users.

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

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

* initial sk model adapter implementation

* add sk tool module

* implement streaming and update tests

* update lock

* linting

* add semantic kernel extras

* add docstring and format

* update dependencies and format/lint

* add model info to sk constructor

* update uv.lock

* customize prompt settings

* update uv.lock

* add docs

* fix sk docstring linting

* update create docstrings

* fmt and improve tool docstring

* update sk tool docs

* coerce doc json serialization failure

---------

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

* docs: update AssistantAgent documentation with attention and warning notes

* update

---------

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

* docs: enhance agents.ipynb with parallel tool calls section

* type ignore

* v1, make assistant agent declarative

* make head tail context declarative

* update and formatting

* update assistant, format updates

* make websurfer declarative

* update formatting

* move declarative docs to advanced section

* remove tools until implemented

* minor updates to termination conditions

* update docs

* Update tools.ipynb: concat system messages in the tool_agent_caller_loop session

* Fix type mismatch on list concatenation

---------

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

* Add ChatCompletionCache along with AbstractStore for caching completions

* Addressing comments

* Improve interface for cachestore

* Improve documentation & revert protocol

* Make cache store typed, and improve docs

* remove unnecessary casts

* update deps to address dependabot issues.

* fill screen width, closes #5050

* documentation improvements

* add initial global search draft

* add graphrag dep

* fix local search embedding

* linting

* add from config constructor

* remove draft notebook

* update config factory and add docstrings

* add graphrag sample

* add sample prompts

* update readme

* update deps

* Add API docs

* Update python/samples/agentchat_graphrag/requirements.txt

* Update python/samples/agentchat_graphrag/requirements.txt

* update docstrings with snippet and doc ref

* lint

* improve set up instructions in docstring

* lint

* update lock

* Update python/packages/autogen-ext/src/autogen_ext/tools/graphrag/_global_search.py

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

* Update python/packages/autogen-ext/src/autogen_ext/tools/graphrag/_local_search.py

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

* add unit tests

* update lock

* update uv lock

* add docstring newlines

* stubs and typing on graphrag tests

* fix docstrings

* fix mypy error

* + linting and type fixes

* type fix graphrag sample

* Update python/packages/autogen-ext/src/autogen_ext/tools/graphrag/_global_search.py

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

* Update python/packages/autogen-ext/src/autogen_ext/tools/graphrag/_local_search.py

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

* Update python/samples/agentchat_graphrag/requirements.txt

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

* update overrides

* fix docstring client imports

* additional docstring fix

* add docstring missing import

* use openai and fix db path

* use console for displaying messages

* add model config and gitignore

* update readme

* lint

* Update python/samples/agentchat_graphrag/README.md

* Update python/samples/agentchat_graphrag/README.md

* Comment remaining azure config

---------

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

* Add tiktoken as a dependency in pyproject.toml

Signed-off-by: Johan Forngren <johan.forngren@decerno.se>

Update uv.lock with tiktoken dependency from fbfdc9f652

Signed-off-by: Johan Forngren <johan.forngren@decerno.se>

* Updating autogen-ext dependencies per https://github.com/microsoft/autogen/pull/5008#issuecomment-2585383877

Signed-off-by: Johan Forngren <johan.forngren@decerno.se>

* PoC dev container

Signed-off-by: Johan Forngren <johan.forngren@decerno.se>

* Enhance devcontainer setup with post-create script for dependency installation and improved performance. Removed partial hot reload setup, as it required bigger changes to the project. Improved documentation, and fixed markdown lint issues.

Signed-off-by: Johan Forngren <johan.forngren@decerno.se>

* Update installation documentation for AutoGen Studio, clarifying installation methods and improving formatting. Adjusted notes for Windows users and corrected minor grammatical issues.

Signed-off-by: Johan Forngren <johan.forngren@decerno.se>

* Fixing typos. Restructuring text to avoid consecutive markdown quote blocks separated only by a blank line to avoid MD028 - Blank line inside blockquote.

Signed-off-by: Johan Forngren <johan.forngren@decerno.se>

* Include dev containers tutorial

Signed-off-by: Johan Forngren <johan.forngren@decerno.se>

* Update dev container installation instructions

Signed-off-by: Johan Forngren <johan.forngren@decerno.se>

---------

Signed-off-by: Johan Forngren <johan.forngren@decerno.se>
Co-authored-by: Victor Dibia <victordibia@microsoft.com>

* Update autogen_core.memory: adding docs, removing some fields.

* Remove timestamp

* Remove name from base; fix example code

* fix test

* lint

* fix doc

* initial base memroy impl

* update, add example with chromadb

* include mimetype consideration

* add transform method

* update to address feedback, will update after 4681 is merged

* update memory impl,

* remove chroma db, typing fixes

* format, add test

* update uv lock

* update docs

* format updates

* update notebook

* add memoryqueryevent message, yield message for observability.

* minor fixes, make score optional/none

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

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

* update tests to improve cov

* refactor, move memory to core.

* format fixxes

* format updates

* format updates

* fix azure notebook import, other fixes

* update notebook, support str query in Memory protocol

* update test

* update cells

* add specific extensible return types to memory query and update_context

---------

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

* make termination condition declarative

* make all term conditions declarative

* make And/OrTermination top level objects in base

* add basic tests

* add tutorial notebook

* update tests and formatting

* update tests

* update declarative config with updated api.

* Update version to 0.4.1

* lock

* dest dir

* remove website changes

* Split apart component infra to allow for abstract class integration

* fix is_component_class check

* make is_ functions type guards

* Simplify component creation

* undo changes

* Format

Minor typo,
Let’s calls the run() method to start the team with a task. 

Fixed as,
Let’s call the run() method to start the team with a task.

* Add AGS to README.md

* Add appdir argument to avoid conflicting with older .autogenstudio home directory files.

---------

Co-authored-by: Victor Dibia <victordibia@microsoft.com>

* Fix: Properly await `agent.run()` in README `Hello World` example

- Updated the `Hello World` code sample to use `asyncio` for proper coroutine handling.
- Resolved `RuntimeWarning` caused by not awaiting the `agent.run()` method.
- Ensures the example executes correctly without errors or warnings.

* Add await to agent.run call in index.md

* Fix hello world

---------

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

* update docs

* update docs

* update ags documentation

* update uv lock

* update usage

* Fix docs switcher rendering

* update tag

* use post1

* Update all versions to 0.4.0

* update redirect

* install with upgrade for agentchat

Fixes for azure-container-code-executor.ipyn

Small typo in docs

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

Small typo

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

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

* Added m1 cli package
* update CI, install card, deprecations
* Update python/packages/magentic-one-cli/pyproject.toml
* fix mypy and pyright
* add package
* Suppress 'ResourceWarning: unclosed socket'

---------

Co-authored-by: Jack Gerrits

* Add stable

* stable redirect

* Add pip install for magentic one and studio to homepage; update doc link

* Update links