* Added Runtime Factory to support multiple implementations

* Rename to ComponentEnsemble to ZMQRuntime

* rename zmq_runtime

* rename zmq_runtime

* pre-commit fixes

* pre-commit fix

* pre-commit fixes and default runtime

* pre-commit fixes

* Rename constants

* Rename Constants

* Create interfaces for connectors

* pre-commit fixes

* pre-commit fixes

* pre-commit fixes

* lower case file names

* rename files to lower _case

* rename files to _lowercase

* removed _

* Refactored to make Actor zmq agnostic

* fix for refactor

* fix refactor, circular dependency

* pre-commit fixes

* document classes

* pre-commit ruff

* fix ruff issues

* ruff fixes

* ruff fixes

* actor connector documentation

* better docs

---------

Co-authored-by: Li Jiang <bnujli@gmail.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Ryan Sweet <rysweet@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Update version to 0.2.36, update package name

* update publish

* Formatting

* Update README.md

* update email

* Cerebras Integration

* Address feedback

* Fix typo

* Run formatter

When running the AutoGen Studio from source, one needs to separately launch the frontend server. Updated the docs to include these instructions.

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

* Feat/headless browser (retargeted) (#1832)

* Add headless browser to the WebSurferAgent, closes #1481

* replace soup.get_text() with markdownify.MarkdownConverter().convert_soup(soup)

* import HeadlessChromeBrowser

* implicitly wait for 10s

* inicrease max. wait time to 99s

* fix: trim trailing whitespace

* test: fix headless tests

* better bing query search

* docs: add example 3 for headless option

---------

Co-authored-by: Vijay Ramesh <vijay@regrello.com>

* Handle missing Selenium package.

* Added browser_chat.py example to simplify testing.

* Based browser on mdconvert. (#1847)

* Based browser on mdconvert.

* Updated web_surfer.

* Renamed HeadlessChromeBrowser to SeleniumChromeBrowser

* Added an initial POC with Playwright.

* Separated Bing search into it's own utility module.

* Simple browser now uses Bing tools.

* Updated Playwright browser to inherit from SimpleTextBrowser

* Got Selenium working too.

* Renamed classes and files for consistency.

* Added more instructions.

* Initial work to support other search providers.

* Added some basic behavior when the BING_API_KEY is missing.

* Cleaned up some search results.

* Moved to using the request.Sessions object. Moved Bing SERP paring to mdconvert to be more broadly useful.

* Added backward compatibility to WebSurferAgent

* Selenium and Playwright now grab the whole DOM, not jus the body, allowing the converters access to metadata.

* Fixed printing of page titles in Playwright.

* Moved installation of WebSurfer dependencies to contrib-tests.yml

* Fixing pre-commit issues.

* Reverting conversable_agent, which should not have been changed in prior commit.

* Added RequestMarkdownBrowser tests.

* Fixed a bug with Bing search, and added search test cases.

* Added tests for Bing search.

* Added tests for md_convert

* Added test files.

* Added missing pptx.

* Added more tests for WebSurfer coverage.

* Fixed guard on requests_markdown_browser test.

* Updated test coverage for mdconvert.

* Fix brwser_utils tests.

* Removed image test from browser, since exiftool isn't installed on test machine.

* Removed image test from browser, since exiftool isn't installed on test machine.

* Disable Selenium GPU and sandbox to ensure it runs headless in Docker.

* Added option for Bing API results to be interleaved (as Bing specifies), or presented in a categorized list (Web, News, Videos), etc

* Print more details when requests exceptions are thrown.

* Added additional documentation to markdown_search

* Added documentation to the selenium_markdown_browser.

* Added documentation to playwright_markdown_browser.py

* Added documentation to requests_markdown_browser

* Added documentation to mdconvert.py

* Updated agentchat_surfer notebook.

* Update .github/workflows/contrib-tests.yml

Co-authored-by: Davor Runje <davor@airt.ai>

* Merge main. Resolve conflicts.

* Resolve pre-commit checks.

* Removed offending LFS file.

* Re-added offending LFS file.

* Fixed browser_utils tests.

* Fixed style errors.

---------

Co-authored-by: Asapanna Rakesh <45640029+INF800@users.noreply.github.com>
Co-authored-by: Vijay Ramesh <vijay@regrello.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
Co-authored-by: Davor Runje <davor@airt.ai>

* Update pyproject.toml

* Update pyproject.toml

Co-authored-by: linuxYn <9170444+linux-ape@user.noreply.gitee.com>
Co-authored-by: Victor Dibia <victordibia@microsoft.com>

* bump version, add claude default model

* Move WebSocketConnectionManager into its own file.

* Update the AutoGenStudio to use Async code throughout the call stack

Update *WorkflowManager* classes:
- Add async `a_send_message_function` parameter to mirror `send_message_function` param.
- Add async `a_process_message` coroutine to mirror the synchronous `process_message` function.
- Add async `a_run` coroutine to mirror the `run` function
- Add async `_a_run_workflow` coroutine to mirror the synchronous `_run_workflow` function.

Update *ExtendedConversableAgent* and *ExtendedGroupChatManager* classes:
- Override the async `a_receive` coroutines

Update *AutoGenChatManager*:
- Add async `a_send` and `a_chat` coroutines to mirror their sync counterparts.
- Accept the `WebSocketManager` instance as a parameter, so it can do Async comms directly.

Update *app.py*
- Provide the `WebSocketManager` instance to the *AutoGenChatManager* constructor
- Await the manager's `a_chat` coroutine, rather than calling the synchronous `chat` function.

* Add Human Input Support

Updates to *ExtendedConversableAgent* and *ExtendedGroupChatManager* classes
- override the `get_human_input` function and async `a_get_human_input` coroutine

Updates to *WorkflowManager* classes:
- add parameters `a_human_input_function` and `a_human_input_timeout` and pass along on to the ExtendedConversableAgent and ExtendedGroupChatManager
- fix for invalid configuration passed from UI when human input mode is not NEVER and no model is attached

Updates to *AutoGenChatManager* class:
- add parameter `human_input_timeout` and pass it along to *WorkflowManager* classes
- add async `a_prompt_for_input` coroutine that relies on `websocket_manager.get_input` coroutine (which snuck into last commit)

Updates to *App.py*
- global var HUMAN_INPUT_TIMEOUT_SECONDS = 180, we can replace this with a configurable value in the future

* add formatting/precommit fixes

* version bump

---------

Co-authored-by: Joe Landers <sailorjoe6@gmail.com>

* fix model_config SQLModel

* added comment

Co-authored-by: linuxYn <9170444+linux-ape@user.noreply.gitee.com>

* [.Net] feature: Ollama integration (#2693)

* [.Net] feature: Ollama integration with

* [.Net] ollama agent improvements and reorganization

* added ollama fact logic

* [.Net] added ollama embeddings service

* [.Net] Ollama embeddings integration

* cleaned the agent and connector code

* [.Net] cleaned ollama agent tests

* [.Net] standardize api key fact ollama host variable

* [.Net] fixed solution issue

---------

Co-authored-by: Xiaoyun Zhang <bigmiao.zhang@gmail.com>

* [.Net] Fix #2687 by adding global:: keyword in generated code (#2689)

* add tests

* remove approved file

* update

* update approve file

* update news (#2694)

* update news

* cleanup

* [.Net] Set up Name field in OpenAIMessageConnector (#2662)

* create OpenAI tests project

* update

* update

* add tests

* add mroe tests:

* update comment

* Update dotnet/src/AutoGen.OpenAI/Middleware/OpenAIChatRequestMessageConnector.cs

Co-authored-by: David Luong <davidluong98@gmail.com>

* Update AutoGen.OpenAI.Tests.csproj

* fix build

---------

Co-authored-by: David Luong <davidluong98@gmail.com>

* Custom Runtime Logger <> FileLogger (#2596)

* added logger param for custom logger support

* added FileLogger

* bump: spell check

* bump: import error

* added more log functionalites

* bump: builtin logger for FileLogger

* type check and instance level logger

* tests added for the fileLogger

* formatting bump

* updated tests and removed time formatting

* separate module for the filelogger

* update file logger test

* added the FileLogger into the notebook

* bump json decode error

* updated requested changes

* Updated tests with AutoGen agents

* bump file

* bump: logger accessed before intializedsolved

* Updated notebook to guide with a filename

* added thread_id to the FileLogger

* bump type check in tests

* Updated thread_id for each log event

* Updated thread_id for each log event

* Updated with tempfile

* bump: str cleanup

* skipping-windows tests

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Update groupchat.py to remove Optional type hint when they are not checked for None (#2703)

* gpt40 tokens update (#2717)

* [CAP] Improved AutoGen Agents support & Pip Install (#2711)

* 1) Removed most framework sleeps 2) refactored connection code

* pre-commit fixes

* pre-commit

* ignore protobuf files in pre-commit checks

* Fix duplicate actor registration

* refactor change

* Nicer printing of Actors

* 1) Report recv_multipart errors 4) Always send 4 parts

* AutoGen generate_reply expects to wait indefinitely for an answer.  CAP can wait a certain amount and give up.   In order to reconcile the two, AutoGenConnector is set to wait indefinitely.

* pre-commit formatting fixes

* pre-commit format changes

* don't check autogenerated proto py files

* Iterating on CAP interface for AutoGen

* User proxy must initiate chat

* autogencap pypi package

* added dependencies

* serialize/deserialize dictionary elements to json when dealing with ReceiveReq

* 1) Removed most framework sleeps 2) refactored connection code

* Nicer printing of Actors

* AutoGen generate_reply expects to wait indefinitely for an answer.  CAP can wait a certain amount and give up.   In order to reconcile the two, AutoGenConnector is set to wait indefinitely.

* pre-commit formatting fixes

* pre-commit format changes

* Iterating on CAP interface for AutoGen

* User proxy must initiate chat

* autogencap pypi package

* added dependencies

* serialize/deserialize dictionary elements to json when dealing with ReceiveReq

* pre-commit check fixes

* fix pre-commit issues

* Better encapsulation of logging

* pre-commit fix

* pip package update

* [.Net] fix #2722 (#2723)

* fix bug and add tests

* update

* [.Net] Mark Message as obsolete and add ToolCallAggregateMessage type (#2716)

* make Message obsolete

* add ToolCallAggregateMessage

* update message.md

* address comment

* fix tests

* set round to 1 temporarily

* revert change

* fix test

* fix test

* Update README.md (#2736)

* Update human-in-the-loop.ipynb (#2724)

* [CAP] Refactor:  Better Names for classes and methods (#2734)

* Bug fix

* Refactor: Better class names, method names

* pypi version

* pre-commit fixes

* Avoid requests 2.32.0 to fix build (#2761)

* Avoid requests 2.32.0 to fix build

* comment

* quote

* Debug: Gemini client was not logged and causing runtime error (#2749)

* Debug: gemini client was not logged

* Resolve docker issue in LMM test

* Resolve comments

---------

Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* [Add] Fix invoking Assistant API (#2751)

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

* Add silent option in nested chats and group chat (#2712)

* feat: respect silent request in nested chats and group chat

* fix: address plugin test

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* fix openai compatible changes (#2718)

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

* add warning if duplicate function is registered (#2159)

* add warning if duplicate function is registereed

* check _function_map and llm_config

* check function_map and llm_config

* use register_function and  llm_config

* cleanups

* cleanups

* warning test

* warning test

* more test coverage

* use a fake config

* formatting

* formatting

---------

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

* Added ability to ignore the addition of the select speaker prompt for a group chat (#2726)

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

* Update Deprecation Warning for `CompressibleAgent` and `TransformChatHistory` (#2685)

* improved deprecation warnings

* compressible_agent test fix

* fix retrieve chat history test

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* added Gemini safety setting and Gemini generation config (#2429)

* added Gemini safety setting and Gemini generation config

* define params_mapping as a constant as a class variable

* fixed formatting issues

---------

Co-authored-by: nikolay tolstov <datatraxer@gmail.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* logger fix (#2659)

Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>

* Ignore Some Messages When Transforming (#2661)

* works

* spelling

* returned old docstring

* add cache fix

* spelling?

---------

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

* [.Net] rename Autogen.Ollama to AutoGen.Ollama and add more test cases to AutoGen.Ollama (#2772)

* update test

* add llava test

* add more tests

* rm Autogen.Ollama

* add AutoGen.ollama

* update

* rename to temp

* remove ollama

* rename

* update

* rename

* rename

* update

* [.Net] add AutoGen.SemanticKernel.Sample project (#2774)

* add AutoGen.SemanticKernel.Sample

* revert change

* [.Net] add ollama-sample and adds more tests (#2776)

* add ollama-sample and adds more tests

* Update AutoGen.Ollama.Sample.csproj

* Create JSON_mode_example.ipynb (#2554)

* Create JSON_mode_example.ipynb

* updated json example

* added metadata to JSON notebook

* fixed details in wrong metadata

* Update JSON_mode_example.ipynb

removed colab cell

* fixed error

* removed cell output

* whitespace fixed

I think its fixed?

* finally fixed whitespace

* Add packaging explicitly (#2780)

* Introduce AnthropicClient and AnthropicClientAgent (#2769)

* Reference project

Revert "Set up the Agent. Basic Example set up, boilerplate for connector, ran into signing issue."

This reverts commit 0afe04f2

End to end working anthropic agent + unit tests

Set up the Agent. Basic Example set up, boilerplate for connector, ran into signing issue.

* Add pragma warning

* - Remove Message type
- tabbing fix white space in csproj
- Remove redundant inheritance
- Edit Anthropic.Tests' rootnamespace
- Create AutoGen.Anthropic.Samples

* short-cut agent extension method

* Pass system message in the constructor and throw if there's system message in Imessages

---------

Co-authored-by: luongdavid <luongdavid@microsoft.com>

* actions version update for the TransformMessages workflow (#2759)

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* allow serialize_to_str to work with non ascii when dumping via json.dumps (#2714)

Co-authored-by: Jason <jtoy@grids.local>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* PGVector Support for Custom Connection Object (#2566)

* Added fixes and tests for basic auth format

* User can provide their own connection object. Added test for it.

* Updated instructions on how to use. Fully tested all 3 authentication methods successfully.

* Get password from gitlab secrets.

* Hide passwords.

* Update notebook/agentchat_pgvector_RetrieveChat.ipynb

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

* Hide passwords.

* Added connection_string test. 3 tests total for auth.

* Fixed quotes on db config params. No other changes found.

* Ran notebook

* Ran pre-commits and updated setup to include psycopg[binary] for windows and mac.

* Corrected list extension.

* Separate connection establishment function. Testing pending.

* Fixed pgvectordb auth

* Update agentchat_pgvector_RetrieveChat.ipynb

Added autocommit=True in example

* Rerun notebook

---------

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

* Remove duplicate project declared in AutoGen.sln (#2789)

* remove duplicate project in AutoGen.sln

* Add EndProject

* [fix] file logger import (#2773)

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* DBRX (Databricks LLM) example notebook (#2434)

* Resolving test failures locally

* Resolving test failures locally

* Updates to website resources and docs, author

* Adding image

* Fixes to precommit and doc files for lfd

* Fixing ruff exclusion of new notebook

* Updates to support notebook rendering

* Updates to support notebook rendering

* Removing some results to try to fix docs render issue

* pre-commit to standardize formatting

---------

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

* Blogpost and news (#2790)

* blog and news

* update

* economist

* news update

* bump version to 0.2.28

* link update

* address comments

* address comments

* add quote

* address comment

* address comment

* fix link

* guidance

* Update Getting-Started.mdx (#2781)

Add missing os import

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Improve the error messge (#2785)

* fix links and tags from databricks notebook (#2795)

* fix type object 'ConversableAgent' has no attribute 'DEFAULT_summary_prompt' (#2788)

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* print next speaker (#2800)

* print next speaker

* fix test error

* [.Net] Release note for 0.0.14 (#2815)

* update release note

* update trigger

* [.Net] Update website for AutoGen.SemanticKernel and AutoGen.Ollama (#2814)

* update sk documents

* add ollama doc

* [CAP] User supplied threads for agents (#2812)

* First pass:  message loop in main thread

* pypi version bump

* Fix readme

* Better example

* Fixed docs

* pre-commit fixes

* Fix initialization of client in retrieve_docs() function (#2830)

* fix typo and update news (#2825)

* fix typo and update news

* add link

* update link

* fix metadata

* tag

* Add llamaindex agent integration (#2831)

* white spaces

* add llamaindex agent wrapper for autogen

* formatting

* formatting fixes

* add support for llamaindex agents

* fix style

* fix style

* delete file

* re-add file

* fixes pre-commit errors

* feat: Add agentchat_group_chat_with_llamaindex_agents notebook

This commit adds the notebook "agentchat_group_chat_with_llamaindex_agents.ipynb" which demonstrates how to integrate Llamaindex agents into Autogen. The notebook includes code for setting up the API endpoint, creating Llamaindex agents, and setting up a group chat.

* Refactor code

* feat: Add test for LLamaIndexConversableAgent

This commit adds a new test file `test_llamaindex_conversable_agent.py` that contains a test case for the `LLamaIndexConversableAgent` class. The test verifies the functionality of group chat with two MultimodalConversable Agents, limiting the chat by the `max_round` parameter. It also checks if the number of rounds does not exceed the maximum specified rounds.

The purpose of this change is to ensure that the `LLamaIndexConversableAgent` behaves as expected and correctly handles group chats with limited rounds.

Note: This commit includes import statements and setup code necessary for running the test case.

* fix formatting

* feat: Add LlamaIndexAgent job to GitHub Actions workflow

This commit adds a new job called "LlamaIndexAgent" to the GitHub Actions workflow. The job runs on multiple operating systems (ubuntu-latest, macos-latest, windows-2019) and uses Python version 3.11. It sets up the Python environment, installs necessary packages and dependencies for LMM, performs coverage testing using pytest, and uploads the coverage report to Codecov.

The commit also includes changes to the test_llamaindex_conversable_agent.py file. It imports os and sys modules, appends a path to sys.path, and adds skip conditions for tests based on certain conditions.

These changes improve the CI/CD pipeline by adding a new job for LlamaIndexAgent and enhancing test conditions in test_llamaindex_conversable_agent.py.

* fix test yaml

* cleanup tests

* fix test run

* formatting

* add test

* fix yaml

* pr feedback

* add documentation to website

* fixed style

* edit to document page

* newline

* make skip reason easier to see

* compose skip reasons

* fix env variable name

* refactor: Update package installation in contrib workflows

- Replaced specific package installations with more general ones
- Updated the installation of llama-index packages and dependencies
- Added new packages for llama-index and Wikipedia tools

* Update dependencies and add new agents for group chat

- Update dependencies to specific versions
- Add new agent `entertainent_specialist` for discovering entertainment opportunities in a location
- Modify the `test_group_chat_with_llama_index_conversable_agent` function to include the new agent in the group chat

* Update pydantic version requirement in setup.py

- Update pydantic version requirement from "pydantic>=1.10,<3,!=2.6.0" to "pydantic>=1.10,<3"
- Remove comment about issue with pydantic 2.6.0

* Refactor ChatMessage instantiation in _extract_message_and_history()

- Refactored the instantiation of ChatMessage in the _extract_message_and_history() function.
- Added an empty dictionary as additional_kwargs to the ChatMessage constructor.

* Refactor test_llamaindex_conversable_agent.py

- Removed unused import and variable
- Updated OpenAI model to gpt-4
- Reduced max_iterations for location_specialist and entertainment_specialist from 30 to 5
- Changed human_input_mode for user_proxy to "NEVER"
- Added assertion for max_rounds in entertainent_assistant

These changes improve code efficiency and ensure proper functionality.

* Remove entertainment_specialist agent and update user_proxy settings in test_llamaindex_conversable_agent.py

- Remove the creation of entertainent_specialist agent
- Update the max_consecutive_auto_reply setting for user_proxy to 10
- Update the default_auto_reply setting for user_proxy to "Thank you. TERMINATE"

* Refactor installation of LlamaIndex packages and dependencies

- Simplify installation commands for LlamaIndex packages
- Remove specific version numbers from pip install commands

* Update test_llamaindex_conversable_agent.py to include verbose output during pytest.

- Add the -v flag to the pytest command in contrib-openai.yml.
- Print a message when skipping the test due to missing dependencies or key.

* Refactor OpenAI workflow, remove LlamaIndexAgent

This commit removes the LlamaIndexAgent from the OpenAI workflow in order to streamline and simplify the code. The LlamaIndexAgent was no longer necessary and its removal improves overall code organization and maintainability.

* feat: Add test for group chat functionality with LLamaIndexConversableAgent

use mock reactagent in test

* Update Dockerfile for devcontainer

- Updated the Dockerfile for the devcontainer environment.
- Added installation of build-essential, npm, git-lfs, and other packages.
- Upgraded pip and installed pydoc-markdown, pyyaml, and colored libraries.

* Update devcontainer.json with new VS Code extensions and terminal settings

- Updated the list of VS Code extensions in devcontainer.json to include "GitHub.copilot"
- Added a new terminal profile for Linux with the path set to "/bin/bash"
- Set the default Linux terminal profile to "bash"

* removeall

* feat: Add Dockerfiles and devcontainer configurations

This commit adds Dockerfiles and devcontainer configurations for different use cases in the `.devcontainer` directory. The following changes were made:

- Added `Dockerfile` for basic setups (`base`)
- Added `Dockerfile` for advanced features (`full`)
- Added `Dockerfile` for AutoGen project developers (`dev`)
- Added `Dockerfile` for AutoGen project developers using Studio (`studio`)
- Updated existing files with necessary dependencies and configurations
- Modified README.md to provide instructions on customizing Dockerfiles and managing the Docker environment

These changes allow users to easily set up their AutoGen development environment using Docker containers.

* delete

* Add authors.yml file with author information

This commit adds the authors.yml file, which contains information about various authors contributing to the project. Each author entry includes their name, title, URL, and image URL. This file will be used to display author information on the website.

* delete

* Add test cases for agent chat functionality

This commit adds new test cases for the agent chat functionality. The test cases include scenarios such as auto feedback from code execution, function calls, currency calculator, async function calls, group chat finite state machine, cost token tracking, and group chat state flow. These test cases cover different versions of Python (3.10, 3.11, and 3.12) and are skipped if OpenAI is not installed or the Python version does not match.

* delete

* feat: Add LLM configuration documentation

This commit adds documentation for configuring an agent's access to LLMs. It includes information on the `llm_config` argument, `config_list`, and other configuration parameters. The commit also provides examples of filtering the `config_list` based on model names and tags. Additionally, it demonstrates how to add an HTTP client in `llm_config` for proxy usage. Finally, it mentions helper functions for loading a config list from API keys, environment variables, files, or `.env` files.

Closes #1234

* delete

* feat: Add LLM configuration documentation

This commit adds documentation for configuring an agent's access to LLMs. It includes information on the `llm_config` argument, `config_list`, and other configuration parameters. The commit also provides examples of filtering the `config_list` based on model names and tags. Additionally, it demonstrates how to add an HTTP client in `llm_config` for proxy usage. Finally, it mentions helper functions for loading a config list from various sources.

Closes #1234

* delete

* adding back notebooks

* reset

* feat: Add setup.py for package installation

This commit adds a new file, `setup.py`, which is used for installing the package. The `setup.py` file includes information such as the author, description, and dependencies of the package. This allows users to easily install and use the package in their projects.

The `setup.py` file also includes different extra requirements for specific functionalities, such as retrieving chat data or running Jupyter notebooks. These extra requirements are installed when specified during installation.

Overall, this addition improves the usability and installation process of the package.

* Broken links fix (#2843)

* Update Examples.md

* Update agent_chat.md

* Update agent_chat.md

* Update Optional-Dependencies.md

* Update JSON_mode_example.ipynb

* Update JSON_mode_example.ipynb

* Update JSON_mode_example.ipynb

* Update JSON_mode_example.ipynb

* Update agentchat_agentoptimizer.ipynb

* Update agentchat_nested_chats_chess.ipynb

* update guide about roadmap issues (#2846)

* update guide about roadmap issues

* update link

* Fix chromadb get_collection ignores custom embedding_function (#2854)

* Use Gemini without API key (#2805)

* google default auth and svc keyfile for Gemini

* [.Net] Release note for 0.0.14 (#2815)

* update release note

* update trigger

* [.Net] Update website for AutoGen.SemanticKernel and AutoGen.Ollama (#2814)
support vertex ai compute region

* [CAP] User supplied threads for agents (#2812)

* First pass:  message loop in main thread

* pypi version bump

* Fix readme

* Better example

* Fixed docs

* pre-commit fixes

* refactoring, minor fixes, update gemini demo ipynb

* add new deps again and reset line endings

* Docstring for the init function. Use private methods

* improve docstring

---------

Co-authored-by: Xiaoyun Zhang <bigmiao.zhang@gmail.com>
Co-authored-by: Rajan <rajan.chari@yahoo.com>
Co-authored-by: Zoltan Lux <z.lux@campus.tu-berlin.de>

* Refactor hook registration and processing methods (#2853)

* Refactor hook registration and processing methods

- Refactored the `hook_lists` dictionary to use type hints for better readability.
- Updated the `register_hook` method signature to include type hints for the `hook` parameter.
- Added type hints to the `process_last_received_message` method parameters and return value.

This commit refactors the code related to hook registration and processing in the `conversable_agent.py` file. The changes improve code readability and maintainability by using type hints and updating method signatures.

* Refactor hook_lists initialization and add type hints

- Refactored the initialization of `hook_lists` to use a colon instead of an equal sign.
- Added type hints for the parameters and return types of `process_last_received_message` method.

* Refactor hook registration and processing in conversable_agent.py

- Refactored the `hook_lists` dictionary to use a more generic type for the list of hooks.
- Updated the signature check for `process_message_before_send`, `process_all_messages_before_reply`, and `process_last_received_message` hooks to ensure they are callable with the correct signatures.
- Added error handling to raise a ValueError or TypeError if any hook does not have the expected signature.

* Refactor hook processing in conversable_agent.py

- Simplify the code by removing unnecessary type checks and error handling.
- Consolidate the logic for processing hooks in `_process_message_before_send`, `process_all_messages_before_reply`, and `process_last_received_message` methods.

* Refactor register_hook method signature for flexibility

The commit changes the signature of the `register_hook` method in `conversable_agent.py`. The second argument, `hook`, is now of type `Callable` instead of `Callable[[List[Dict]], List[Dict]]`. This change allows for more flexibility when registering hooks.

* [.Net] Add AOT compatible check for AutoGen.Core (#2858)

* add AutoGen.AotCompatibility test

* add aot test

* fix build error

* update ps1 path

* Updated the azure client to support AAD auth. (#2879)

* add github icon (#2878)

* [Refactor] Transforms Utils (#2863)

* wip

* tests + docstrings

* improves tests

* fix import

* allow function to remove termination string in groupchat (#2804)

* allow function to remove termination string in groupchat

* improve docstring

Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

* improve docstring

Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

* improve test case description

Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

---------

Co-authored-by: Joshua Kim <joshkyh@users.noreply.github.com>

* AgentOps Runtime Logging Implementation (#2682)

* add agentops req

* track conversable agents with agentops

* track tool usage

* track message sending

* remove record from parent

* remove record

* simple example

* notebook example

* remove spacing change

* optional dependency

* documentation

* remove extra import

* optional import

* record if agentops

* if agentops

* wrap function auto name

* install agentops before notebook test

* documentation fixes

* notebook metadata

* notebook metadata

* pre-commit hook changes

* doc link fixes

* git lfs

* autogen tag

* bump agentops version

* log tool events

* notebook fixes

* docs

* formatting

* Updated ecosystem manual

* Update notebook for clarity

* cleaned up notebook

* updated precommit recommendations

* Fixed links to screenshots and examples

* removed unused files

* changed notebook hyperlink

* update docusaurus link path

* reverted setup.py

* change setup again

* undo changes

* revert conversable agent

* removed file not in branch

* Updated notebook to look nicer

* change letter

* revert setup

* revert setup again

* change ref link

* change reflink

* remove optional dependency

* removed duplicated section

* Addressed clarity commetns from howard

* minor updates to wording

* formatting and pr fixes

* added info markdown cell

* better docs

* notebook

* observability docs

* pre-commit fixes

* example images in notebook

* example images in docs

* example images in docs

* delete agentops ong

* doc updates

* docs updates

* docs updates

* use agent as extra_kwarg

* add logging tests

* pass function properly

* create table

* dummy function name

* log chat completion source name

* safe serialize

* test fixes

* formatting

* type checks

---------

Co-authored-by: reibs <areibman@gmail.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
Co-authored-by: Howard Gil <howardbgil@gmail.com>
Co-authored-by: Alex Reibman <meta.alex.r@gmail.com>

* Autogenstudio docs (#2890)

* add autogenstudio docs

* update ags readme to point to docs page

* update docs

* update docs

* update faqs

* update, fix typos

* [.Net] Add Goolge gemini (#2868)

* update

* add vertex gemini test

* remove DTO

* add test for vertexGeminiAgent

* update test name

* update IGeminiClient interface

* add test for streaming

* add message connector

* add gemini message extension

* add tests

* update

* add gemnini sample

* update examples

* add test for iamge

* fix test

* add more tests

* add streaming message test

* add comment

* remove unused json

* implement google gemini client

* update

* fix comment

* Squash changes (#2849)

* version update (#2908)

* version update

* version update

* Bugfix: PGVector/RAG - Calculate the Vector Size based on Model Dimensions (#2865)

* Calculate the dimension size based off model chosen.

* Added example docstring.

* Validated working notebook with sentence models of different dimensions.

* Validated removal of model_name working.

* Second example uses conn object.

* embedding_function no longer directly references .encode

* Fixed pre-commit issue.

* Use try/except to raise error when shape is not found in embedding function.

* Re-ran notebook.

* Update autogen/agentchat/contrib/vectordb/pgvectordb.py

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

* Update autogen/agentchat/contrib/vectordb/pgvectordb.py

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

* Added .encode

* Removed example comment.

* Fix overwrite doesn't work with existing collection when custom embedding function has different dimension from default one

---------

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

* Update notebook (#2886)

* Change chunk size of vectordb from max_tokens to chunk_token_size (#2896)

* Update retrieve_user_proxy_agent.py

* Update retrieve_user_proxy_agent.py

---------

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

* CRLF changed to LF (#2915)

* pre-commit version update and a few spelling fixes (#2913)

* Improve update context condition checking rule (#2883)

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Docs typo cli-code-executor.ipynb (#2909)

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* human input mode annotations fixed (#2864)

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* [.Net] Add Gemini samples to AutoGen.Net website + configure Gemini package to be ready for release (#2917)

* update website

* fix buid error

* update

* changed CRLF to LF (#2935)

* Bump braces from 3.0.2 to 3.0.3 in /website (#2934)

Bumps [braces](https://github.com/micromatch/braces) from 3.0.2 to 3.0.3.
- [Changelog](https://github.com/micromatch/braces/blob/master/CHANGELOG.md)
- [Commits](https://github.com/micromatch/braces/compare/3.0.2...3.0.3)

---
updated-dependencies:
- dependency-name: braces
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* update update.md (#2937)

* Allow passing in custom pricing in config_list (#2902)

* update

* update

* TODO comment removed

* update

---------

Co-authored-by: Yiran Wu <32823396+kevin666aa@users.noreply.github.com>
Co-authored-by: Davor Runje <davor@airt.ai>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Update OAI_CONFIG_LIST_sample (#2867)

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Fix repeated comma typo (#2940)

* [.Net] update oai tests by using new OpenAI resources (#2939)

* update oai tests

* Update MetaInfo.props

* [Autobuild] improve robustness and reduce cost (#2907)

* Update Autobuild.

* merge main into autobuild

* update test for new autobuild

* update author info

* fix pre-commit

* Update autobuild notebook

* Update autobuild_agent_library.ipynb

* Update autobuild_agent_library.ipynb

* Fix pre-commit failures.

---------

Co-authored-by: Linxin Song <rm.social.song1@gmail.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Filter models with tags instead of model name (#2912)

* identify model with tags instead of model name

* models

* model to tag

* add more model name

* format

* Update test/agentchat/test_function_call.py

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Update test/agentchat/test_function_call.py

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Update test/agentchat/test_tool_calls.py

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Update test/agentchat/test_tool_calls.py

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* remove uncessary tags

* use gpt-4 as tag

* model to tag

* add tag for teachable agent test

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: AutoGen-Hub <flaml20201204@gmail.com>

* Fix missing messages in Gemini history (#2906)

* fix missing message in history

* fix message handling

* add list of Parts to Content object

* add test for gemini message conversion function

* add test for gemini message conversion

* add message to asserts

* add safety setting support for vertexai

* remove vertexai safety settings

* Client class utilities (#2949)

* Addition of client utilities, initially for parameter validation

* Corrected test

* update: type checks and few tests

* fix: docs, tests

---------

Co-authored-by: Hk669 <hrushi669@gmail.com>

* change specified api-version (#2955)

* Update agentchat_function_call_currency_calculator.ipynb (#2952)

minor fix

* Bump ws from 7.5.9 to 7.5.10 in /website (#2964)

Bumps [ws](https://github.com/websockets/ws) from 7.5.9 to 7.5.10.
- [Release notes](https://github.com/websockets/ws/releases)
- [Commits](https://github.com/websockets/ws/compare/7.5.9...7.5.10)

---
updated-dependencies:
- dependency-name: ws
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* should_hide_tools function added to client_utils (#2966)

* Anthropic Client (#2931)

* intial setup for the anthropic client with cost config

* update: other methods added

* fix: formatting

* fix: config unused

* update: changes made in the client

* update: test added to the workflow

* update: added tests to the anthropic client

* fix: errors in workflows and client

* fix

* fix: anthropic tools type

* update: notebook anthropic

* Nonetype fixed

* fix-tests config

* update: tests and client issues

* logger support

* remove sys path

* updated the functioning of the client

* update: type hints and stream

* skip tests- importerror

* fix: anthropic client and tests

* none fix

* Alternating roles, parameter keywords, cost on response,

* update: anthropic notebook

* update: notebook with more details

* devcontainer

* update: added validate_params from the client_utils

* fix: formatting

* fix: minor comment

---------

Co-authored-by: Mark Sze <mark@sze.family>

* a_initaite_chats update (#2958)

* Fix #2845 - LocalCommandLineCodeExecutor is not working with virtual environments (#2926)

* Used absolute path of virtual environment bin path in local command executors

* Checked if the expected venv is used or not

* Added code comments for documentation

* fix: format issue - shutil lib

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Li Jiang <bnujli@gmail.com>

* type fix for ChatResult (#2973)

* Fix #2960 by checking if the values are a list of lists. (#2971)

* Fix #2960 by checking values are list of list

* Reduce dictionary look up overhead

* [.Net] fix #2859 (#2974)

* add getting start sample project

* update

* update

* revert change

* [.Net] add ReAct sample (#2977)

* add ReAct sample

* fix source geenrator test

* Mistral Client (#2892)

* Initial commit of Mistral client class

* Updated to manage final system message for reflection_with_llm

* Add Mistral support to client class

* Add Mistral support across the board (based on Gemini changes)

* Test file for Mistral client

* Updated handling of config, added notebook for documentation

* Added support for additional API parameters

* Remove unneeded code, updated exception raising

* Updated handling of keywords, including type checks, defaults, warnings. Updated notebook example to remove logging warnings.

* Added class description.

* Updated tests to support new config handling.

* Moved parameter parsing to create function, minimised init, added parameter tests

* Refined parameter validation

* Correct spacing

* Fixed string concat in parameter validation

* Corrected upper/lower bound warning

* Use client_tools, tidy up Mistral create, better handle tool call response, tidy tests

* Update of documentation notebook, replacement of old version

* Update to handle multiple tool_call recommendations in a message

* Updated tests to accommodate multiple tool_calls as well as content in message

* Update autogen/oai/mistral.py comment

Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>

* cleanup, rewrite mock

* update

---------

Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>
Co-authored-by: kevin666aa <yrwu000627@gmail.com>

* Fix qdrant version (#2984)

* Anthropic client fixes (#2981)

* add claude 3.5 sonnet to pricing

* Fix import error for client_utils

* fix import order for ruff formatter

* name key is not supported in anthropic message so let's remove it

* Improved tool use message conversion, changed create to return standard response

* Converted tools to messages for speaker selection, moved message conversion to function, corrected bugs

* Minor bracket typo.

* Renaming function

* add groupchat and run notebook

---------

Co-authored-by: Mark Sze <mark@sze.family>
Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>
Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* Together AI Client (#2919)

* First pass together.ai client class

* Config handling, models and cost

* Added tests, moved param management to create function

* Tests, parameter, validation, logging updates

* Added use of client_utils PR 2949

* Updated to return OAI response

* Notebook example

* Improved function calling, updated tests, updated notebook with Chess example

* Tidied up together client class, better parameter handling, simpler exception capture, warning for no cost, reuse in tests, cleaner tests

* Update of documentation notebook, replacement of old version

* Fix of messages parameter for hide_tools function call

* Update autogen/oai/together.py

Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>

* Update together.py to fix text

---------

Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>
Co-authored-by: Yiran Wu <32823396+yiranwu0@users.noreply.github.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Uniform Interface for calling different LLMs (#2916)

* update

* update

* Minor tweaks on text

---------

Co-authored-by: Mark Sze <66362098+marklysze@users.noreply.github.com>

* fix: created in ChatCompletion for clients (#2988)

* Bump version to 0.2.30 (#2990)

* update notebook wording and format (#2991)

* Fixed alternating message role bug in Anthropic client (#2992)

* Fixed alternating message role bug

* Fix bug

* Message handling to support multiple function calls (#2997)

* LLM Observability documentation fixes: Broken links, grammar, and spelling (#2995)

* update markdown hyperlinks to stable urls

* update notebook images and text

* re-write observability section

* Updated section

* update wording

* added newline

* update styling in image tags to be jsx compatible

* added text

* update link

* simplified text

---------

Co-authored-by: Braelyn Boynton <bboynton97@gmail.com>

* bump version (#2999)

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

* Improve doc in tutorial/conversation-patterns and customized_speaker_selection (#3006)

* update

* update

---------

Co-authored-by: Yiran Wu <32823396+kevin666aa@users.noreply.github.com>

* [.Net] Update website with Tutorial section (#2982)

* update

* Update -> Releaes Notes

* add ImageChat

* update

* update

* fix #2975 (#3012)

* AgentEval Blogpost (#2954)

* first draft of agent eval blog post

* adding NextSteps section

* Update website/blog/2024-06-21-AgentEval/index.mdx

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Update website/blog/2024-06-21-AgentEval/index.mdx

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* addressing some pr comments

* fixing whitespace

* fixing typo

* adding bit about sequential chats

* fixing whitespace

* adding more about verifier

---------

Co-authored-by: Beibin Li <BeibinLi@users.noreply.github.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* improve `Create agent with tools` and add tuturial reference in index.md (#3024)

* #2708 add Add a judgment to the graph constructor (#2709)

* #2708 add Add a judgment to the graph constructor

* #2708 add Add a judgment to the graph constructor & added unit test

* #2708 #2079 move GraphTests to AutoGen.Tests; delete AutoGen.Core.Tests project

* [.Net] add sample on how to make function call using lite llm and ollama Plus move ollama openai sample to AutoGen.OpenAI.Sample project (#3015)

* add sample

* Update Connect_To_Ollama.cs

* Update Connect_To_Ollama.cs

* Create azure_cosmos_db in ecosystems.md (#2371)

* Create azure_cosmos_db.md

* Update azure_cosmos_db.md

* Update azure_cosmos_db.md

* Update azure_cosmos_db.md

* Update azure_cosmos_db.md

* Update azure_cosmos_db.md

* Update azure_cosmos_db.md

* Update azure_cosmos_db.md

* Update azure_cosmos_db.md

* Update azure_cosmos_db.md

* Update azure_cosmos_db.md

* Update azure_cosmos_db.md

* fix log_function_use warning (#3018)

* Groq Client (#3003)

* Groq Client Class - main class and setup, except tests

* Change pricing per K, added tests

* Streaming support, including with tool calling

* Used Groq retries instead of loop, thanks Gal-Gilor!

* Fixed bug when using logging.

---------

Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>

* [.Net] fix #3014 by adding local model function call in dotnet website (#3044)

* add instruction in ollama-litellm function call example

* add tutorial

* fix tests

* Update README.md (#3025)

adding links to blogposts to increase the clarity

* [.Net] Support tools for AnthropicClient and AnthropicAgent   (#2944)

* Squash commits : support anthropic tools

* Support tool_choice

* Remove reference from TypeSafeFunctionCallCodeSnippet.cs and add own function in test proj

* [.Net] Fix #3045 (#3047)

* make IStreamingMessage obsolete

* update final reply message

* Fix llama_index tests (#3063)

* Update qdrant dependency (#3064)

* Update qdrant dependency

* Update qdrant dependency

* Fix simple typos in human-in-the-loop.ipynb (#3051)

* update readme (#3057)

* update readme

* Update README.md

Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* add notion link

---------

Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* Blog post for enhanced non-OpenAI model support (#2965)

* Blogpost for enhanced non-OpenAI model support

* update: quickstart with simple conversation

* update: authors details

* Added upfront text

* Added function calling, refined text. Added chess for alt-models notebook, updated examples listing.

* Added Groq to blog

* Removed acknowledgements

---------

Co-authored-by: Hk669 <hrushi669@gmail.com>
Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* Fix simple typo in chat-termination.ipynb (#3050)

* Cohere Client (#3004)

* initial setup for cohere client

* client update

* changes: ClintType added to the utils

* Revert "changes: ClintType added to the utils"

This reverts commit 80d6155228.

* Message conversion to Cohere, Parameter handling, cost calculation, streaming, tool calling

* Changed Groq references.

* minor fix

* tests added

* ref fix

* added in the workflows

* Fixed bug on non-streaming text generation

* fix: formatting

* Support Cohere rule for last message not USER when tool_results exist

* Added Cohere to documentation

* fixed client.py merge, removed unnecessary comments in groq.py, updated Cohere documentation, added Groq documentation

* log: ignored params

* update: custom exception added

---------

Co-authored-by: Mark Sze <mark@sze.family>
Co-authored-by: Mark Sze <66362098+marklysze@users.noreply.github.com>

* bump version (#3073)

* Update azure_cosmos_db.md (#3043)

* Update AutoTX Link on Gallery.json (#3082)

* fix: support openai service account apikey format (#3078)

* [.Net] Update FunctionCallTemplate.tt to encode `"` (#3068)

* Update FunctionCallTemplate.tt

changed the desscription assigning to handle double quotes in comments and prevent the generated code from breaking.

* Added the necessary changes

Fixed handling of double quotes in descriptions within FunctionCallTemplate.tt.
Standardized newline characters to ensure consistency.
Updated test cases in FunctionCallTemplateEncodingTests to verify correct encoding of double quotes in descriptions.
Cleaned up unnecessary using directives in FunctionCallTemplateEncodingTests.
Aligned the template with the approved test output.

* test cases passing

Test cases passing like `Starting test execution, please wait...
A total of 1 test files matched the specified pattern.

Passed!  - Failed:     0, Passed:     9, Skipped:     0, Total:     9, Duration: 66 ms - AutoGen.SourceGenerator.Tests.dll (net8.0)`

* Delete FunctionCallTemplateTests.TestFunctionCallTemplate.approved.txt

Deleted the ApprovalTests/FunctionCallTemplateTests.TestFunctionCallTemplate.approved.txt successfully!

* Revert "Delete FunctionCallTemplateTests.TestFunctionCallTemplate.approved.txt"

This reverts commit 7a6ea9cf0d.

---------

Co-authored-by: Xiaoyun Zhang <bigmiao.zhang@gmail.com>

* Demo Notebook for Using Gemini with VertexAI (#3032)

* add notebook for using Gemini with VertexAI

* add missing image

* remove part with workload identity federation

* Spelling

* Capitalisation and tweak on config note.

* autogen gemini gcp image

* fix formatting

* move gemini vertexai notebook to website/docs/topics/non-openai-models

* Adjust license

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* remove auto-generated cell

---------

Co-authored-by: Mark Sze <66362098+marklysze@users.noreply.github.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* [.Net] fix #2695 and #2884 (#3069)

* add round robin orchestrator

* add constructor for orchestrators

* add tests

* revert change

* return single orchestrator

* address comment

* [.Net] Agent as service: Run an `IAgent` as openai chat completion endpoint (#2633)

* update

* add test

* clean up

* update

* Delete dotnet/src/AutoGen.Server/AutoGen.Service.csproj.user

* implement streaming

* add sample project

* rename AutoGen.Service to AutoGen.WebAPI

* rename AutoGen.Service to AutoGen.WebAPI

* add stateflow to related papers (#3108)

* [.Net] Prepare release note for AutoGen.Net 0.0.16 (#3117)

* add release note

* update repo info

* fix notebook (#3093)

* middleware examples updated to return modified message passing assertion.  modified the default agent reply so that it is different from the user's prompt (#3128)

* feat: Qdrant support for the VectorDB interface (#3035)

* feat: Qdrant support

* chore: pre-defined vector db

* Fix issues

---------

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

* Fix websurfer test error (#3138)

* Fix assertion error

* Update triggers

* [.Net] update sk version from 1.10.0 to 1.15.1 (#3131)

* update sk version

* fix sk test error

* add cancellation token to transition check lambda (#3132)

* fix build and tests (#3134)

* [.Net] update dotnet-ci and dotnet-release to use 8.0.x version when setting up .NET. And enable format check (#3136)

* use 8.0.x versin

* enable format check

* change file header

* apply code format

* add instructions in ci to fix format error

* add comment back

* update (#3144) (#3145)

* Update qdrant notebook for new qdrant vectordb (#3140)

* Add qdrant notebook, rename notebooks

* Revert changes of pgvector notebook

* Fix assertion error

* Fixed a typo in tool-use.ipynb (#3151)

Fixed a typo in tool-use.ipynb: comaptible -> compatible

* Add Agentok into gallery (#3148)

* docs: Added Agentok into gallery.

* Fixed the format issue

* Track agentok.png with Git LFS

---------

Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>

* Fix typo in agentchat_nestedchat.ipynb (#3139)

* Update JSON_mode_example.ipynb (#3130)

Improve minor mistakes in documentation

* Fix docstring (#3172)

* add streaming tool call example (#3167)

* Added anthropic bedrock (#3103)

* Added anthropic bedrock

* Code format and fixed import

* Added tests for anthropic bedrock

* tests update

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* Update token_count_utils.py - Replace `print` with `logger.warning` for consistency (#3168)

The code was using both `logger.warning` and `print` for showing warning. This commit fixes this inconsistency which can be an issue on production environments / logging systems

* fix: update method name in GeminiClient (#3007)

- change from `_initialize_vartexai` to `_initialize_vertexai`

Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* add Use AutoGen.Net agent as model in AG Studio (#3182)

* add Use AutoGen.Net agent as model in AG Studio

* add git lfs

* test

* dotnet/nuget/icon.png,dotnet/resource/images/background.png,dotnet/resource/images/square.png,dotnet/test/AutoGen.Anthropic.Tests/images/square.png,dotnet/test/AutoGen.Ollama.Tests/images/image.png,dotnet/test/AutoGen.Ollama.Tests/images/square.png,dotnet/test/AutoGen.Tests/ApprovalTests/square.png,dotnet/website/images/articles/CreateAgentWithTools/single-turn-tool-call-with-auto-invoke.png,dotnet/website/images/articles/CreateAgentWithTools/single-turn-tool-call-without-auto-invoke.png,dotnet/website/images/articles/CreateUserProxyAgent/image-1.png,dotnet/website/images/articles/PrintMessageMiddleware/printMessage.png,dotnet/website/images/articles/UseAutoGenAsModelinAGStudio/FinalStepsA.png,dotnet/website/images/articles/UseAutoGenAsModelinAGStudio/FinalStepsB.png,dotnet/website/images/articles/UseAutoGenAsModelinAGStudio/FinalStepsC.png,dotnet/website/images/articles/UseAutoGenAsModelinAGStudio/Step5.2OpenAIModel.png,dotnet/website/images/articles/UseAutoGenAsModelinAGStudio/Step5.3ModelNameAndURL.png,dotnet/website/images/articles/UseAutoGenAsModelinAGStudio/Step6.png,dotnet/website/images/articles/UseAutoGenAsModelinAGStudio/Step6b.png,dotnet/website/images/articles/UseAutoGenAsModelinAGStudio/Terminal.png,dotnet/website/images/articles/UseAutoGenAsModelinAGStudio/TheModelTab.png,notebook/friendly_and_suspicous.jpg,notebook/nested-chats-chess.png,notebook/nested_chat_1.png,notebook/nested_chat_2.png,notebook/optiGuide_new_design.png,notebook/viz_gc.png,samples/apps/auto-anny/images/icon.png,samples/apps/autogen-studio/docs/ara_stockprices.png,samples/apps/autogen-studio/frontend/src/images/icon.png,test/test_files/test_image.png,website/blog/2023-04-21-LLM-tuning-math/img/level2algebra.png,website/blog/2023-04-21-LLM-tuning-math/img/level3algebra.png,website/blog/2023-04-21-LLM-tuning-math/img/level4algebra.png,website/blog/2023-04-21-LLM-tuning-math/img/level5algebra.png,website/blog/2023-05-18-GPT-adaptive-humaneval/img/design.png,website/blog/2023-05-18-GPT-adaptive-humaneval/img/humaneval.png,website/blog/2023-06-28-MathChat/img/mathchatflow.png,website/blog/2023-06-28-MathChat/img/result.png,website/blog/2023-10-18-RetrieveChat/img/retrievechat-arch.png,website/blog/2023-10-26-TeachableAgent/img/teachable-arch.png,website/blog/2023-11-06-LMM-Agent/img/teaser.png,website/blog/2023-11-09-EcoAssistant/img/chat.png,website/blog/2023-11-09-EcoAssistant/img/results.png,website/blog/2023-11-09-EcoAssistant/img/system.png,website/blog/2023-11-09-EcoAssistant/img/template-demo.png,website/blog/2023-11-09-EcoAssistant/img/template.png,website/blog/2023-11-13-OAI-assistants/img/teaser.jpg,website/blog/2023-11-20-AgentEval/img/agenteval-CQ.png,website/blog/2023-11-20-AgentEval/img/math-problems-plot.png,website/blog/2023-11-20-AgentEval/img/tasks-taxonomy.png,website/blog/2023-11-26-Agent-AutoBuild/img/agent_autobuild.png,website/blog/2023-12-01-AutoGenStudio/img/autogenstudio_config.png,website/blog/2023-12-01-AutoGenStudio/img/autogenstudio_home.png,website/blog/2023-12-01-AutoGenStudio/img/autogenstudio_skills.png,website/blog/2023-12-23-AgentOptimizer/img/agentoptimizer.png,website/blog/2024-01-25-AutoGenBench/img/teaser.jpg,website/blog/2024-02-02-AutoAnny/img/AutoAnnyLogo.jpg,website/blog/2024-02-11-FSM-GroupChat/img/FSM_logic.png,website/blog/2024-02-11-FSM-GroupChat/img/FSM_of_multi-agents.png,website/blog/2024-02-11-FSM-GroupChat/img/teaser.jpg,website/blog/2024-02-29-StateFlow/img/alfworld.png,website/blog/2024-02-29-StateFlow/img/bash_result.png,website/blog/2024-02-29-StateFlow/img/intercode.png,website/blog/2024-02-29-StateFlow/img/sf_example_1.png,website/blog/2024-03-03-AutoGen-Update/img/contributors.png,website/blog/2024-03-03-AutoGen-Update/img/dalle_gpt4v.png,website/blog/2024-03-03-AutoGen-Update/img/gaia.png,website/blog/2024-03-03-AutoGen-Update/img/love.png,website/blog/2024-03-03-AutoGen-Update/img/teach.png,website/blog/2024-03-11-AutoDefense/imgs/architecture.png,website/blog/2024-03-11-AutoDefense/imgs/defense-agency-design.png,website/blog/2024-03-11-AutoDefense/imgs/table-4agents.png,website/blog/2024-03-11-AutoDefense/imgs/table-agents.png,website/blog/2024-03-11-AutoDefense/imgs/table-compared-methods.png,website/blog/2024-05-24-Agent/img/agents.png,website/blog/2024-05-24-Agent/img/leadership.png,website/blog/2024-06-21-AgentEval/img/agenteval_ov_v3.png,website/blog/2024-06-24-AltModels-Classes/img/agentstogether.jpeg,website/docs/Use-Cases/images/agent_example.png,website/docs/Use-Cases/images/app.png,website/docs/Use-Cases/images/autogen_agents.png,website/docs/autogen-studio/img/agent_assistant.png,website/docs/autogen-studio/img/agent_groupchat.png,website/docs/autogen-studio/img/agent_new.png,website/docs/autogen-studio/img/agent_skillsmodel.png,website/docs/autogen-studio/img/ara_stockprices.png,website/docs/autogen-studio/img/model_new.png,website/docs/autogen-studio/img/model_openai.png,website/docs/autogen-studio/img/skill.png,website/docs/autogen-studio/img/workflow_chat.png,website/docs/autogen-studio/img/workflow_export.png,website/docs/autogen-studio/img/workflow_new.png,website/docs/autogen-studio/img/workflow_profile.png,website/docs/autogen-studio/img/workflow_sequential.png,website/docs/autogen-studio/img/workflow_test.png,website/docs/ecosystem/img/ecosystem-composio.png,website/docs/ecosystem/img/ecosystem-databricks.png,website/docs/ecosystem/img/ecosystem-fabric.png,website/docs/ecosystem/img/ecosystem-llamaindex.png,website/docs/ecosystem/img/ecosystem-memgpt.png,website/docs/ecosystem/img/ecosystem-ollama.png,website/docs/ecosystem/img/ecosystem-promptflow.png,website/docs/topics/non-openai-models/images/cloudlocalproxy.png,website/docs/tutorial/assets/code-execution-in-conversation.png,website/docs/tutorial/assets/code-executor-docker.png,website/docs/tutorial/assets/code-executor-no-docker.png,website/docs/tutorial/assets/conversable-agent.jpg,website/docs/tutorial/assets/group-chat.png,website/docs/tutorial/assets/human-in-the-loop.png,website/docs/tutorial/assets/nested-chats.png,website/docs/tutorial/assets/sequential-two-agent-chat.png,website/docs/tutorial/assets/two-agent-chat.png,website/static/img/autogen_agentchat.png,website/static/img/autogen_app.png,website/static/img/chat_example.png,website/static/img/create_gcp_svc.png,website/static/img/gallery/TensionCode.png,website/static/img/gallery/autotx.png,website/static/img/gallery/composio-autogen.png,website/static/img/gallery/default.png,website/static/img/gallery/robot.jpg,website/static/img/gallery/webagent.jpg,website/static/img/gallery/x-force-ide-ui.png: convert to Git LFS

* update (#3175)

Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* [.Net] Allow passing a kernel to Interactive Service. (#3183)

* accept a running kernel for Interactive Service

* add kernel running check

* rename Service -> WebAPI (#3177)

* Enhance vertexai integration (#3086)

* switch to officially supported Vertex AI message sending + safety setting converion for vertexai

* add system instructions

* switch to officially supported Vertex AI message sending + safety setting converion for vertexai

* fix bug in safety settings conversion

* add missing system instructions

* add safety settings to send message

* add support for credentials objects

* add type checkingchange project_id to project arg

* add more tests

* fix mock creation in test

* extend docstring

* fix errors with gemini message format in chats

* add option for vertexai response validation setting & improve docstring

* readding empty message handling

* add more tests

* extend and improve gemini vertexai jupyter notebook

* rename project arg to project_id and GOOGLE_API_KEY env var to GOOGLE_GEMINI_API_KEY

* adjust docstring formatting

* [.Net] Add a constructor which takes ChatCompletionOptions for OpenAIChatAgent (#3170)

* accept ChatCompletionOptions in constrcutor

* fix comment

* [CAP] Convenience methods for protobuf and some minor refactoring (#3022)

* First pass:  message loop in main thread

* pypi version bump

* Fix readme

* Better example

* Fixed docs

* pre-commit fixes

* Convenience methods for protobufs

* support non-color consoles

* Non-color console and allow user input

* Minor update to single_threaded_demo

* new pypi version

* pre-commit fixes

* change pypi name

---------

Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>

* [CAP]  Address missed PR comment changes (Minor) (#3201)

* Address PR comments

* Address PR comments

* [.Net] fix #3203 (#3204)

* add net6 & net8

* update

* add tools and stop sequence

* Fix typo in agentchat_society_of_mind.ipynb (#3180)

Co-authored-by: Mark Sze <66362098+marklysze@users.noreply.github.com>

* Fix Anthropic Bedrock support (#3210)

* Added _configure_openai_config_for_bedrock to include aws variables in openai_config, necessary for setting AnthropicBedrock as client.

* Removed aws_session_token from required_keys

* Removed check for aws_session_token

* Removed all checks for aws_session_token

* Ran pre-commit

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* Resolve arguments formatting (#3194)

Fixed formatting for "clear_history"

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* +mdb atlas vectordb [clean_final] (#3000)

* +mdb atlas

* Update test/agentchat/contrib/vectordb/test_mongodb.py

Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* update test_mongodb.py; we dont need to do the assert .collection_name vs .name

* Try fix mongodb service

* Try fix mongodb service

* Update username and password

* Update autogen/agentchat/contrib/vectordb/mongodb.py

* closer --- but im not super thrilled about the solution...

* PYTHON-4506 Expanded tests and simplified vector search pipelines

* Update mongodb.py

* Update mongodb.py - Casey

* search_index_magic

index_name change; keeping track of lucene indexes is tricky

* Fix format

* Fix tests

* hacking trying to figure this out

* Streamline checks for indexes in construction and restructure tests

* Add tests for score_threshold, embedding inclusion, and multiple query tests

* refactored create_collection to meet base object requirements

* lint

* change the localhost port to 27017

* add test to check that no embedding is there unless explicitly provided

* Update logger

* Add test get docs with ids=None

* Rename and update notebook

* have index management include waiting behaviors

* Adds further optional waits or users and tests. Cleans up upsert.

* ensure the embedding size for multiple embedding inputs is equal to dimensions

* fix up tests and add configuration to ensure documents and indexes are READY for querying

* fix import failure

* adjust typing for 3.9

* fix up the notebook output

* changed language to communicate time taken on first init_chat call

* replace environment variable usage

---------

Co-authored-by: Fabian Valle <fabian.valle-simmons@mongodb.com>
Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>
Co-authored-by: Li Jiang <bnujli@gmail.com>
Co-authored-by: Casey Clements <casey.clements@mongodb.com>
Co-authored-by: Jib <jib.adegunloye@mongodb.com>
Co-authored-by: Jib <Jibzade@gmail.com>
Co-authored-by: Cozypet <yanhan860711@gmail.com>

* avoid scan tool false alarm (#3218)

Co-authored-by: gongwn1 <gongwn1@lenovo.com>

* Fix failing GitGuardian check (#3228)

* Agent Observability Blog Post (#3209)

* update markdown hyperlinks to stable urls

* update notebook images and text

* re-write observability section

* Updated section

* update wording

* added newline

* update styling in image tags to be jsx compatible

* added text

* update link

* simplified text

* created blog

* replace flow images with fewer shadows

* reformat line

* add authors

* updated discord link and direct paths to image URLS

* removed images since they are not stored in the AgentOps github

* remove trailing whitespaces

* removed newline

* removed whitespace

* Update website/blog/2024-07-25-AgentOps/index.mdx

Co-authored-by: Mark Sze <66362098+marklysze@users.noreply.github.com>

* single quotes with double quotes

---------

Co-authored-by: Braelyn Boynton <bboynton97@gmail.com>
Co-authored-by: Mark Sze <66362098+marklysze@users.noreply.github.com>

* Fix ConversableAgent break link in agent_chat.md file to  include the .md extension in the link for ConversableAgent (#3221)

ConversableAgent has a break link in website/docs/Use-Cases/agent_chat.md file

* update input prompt message (#3149)

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>

* Add gpt-4o-mini to model list (#3169)

* Add gpt-4o-mini to model list

* Fix formatting issue and verify with pre-commit

* Remove extra space

* Minor change to make pre-commit (formatting checks) pass

---------

Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>
Co-authored-by: Ian <ArGregoryIan@gmail.com>

* Observability blog post styling hot fix (#3234)

* update markdown hyperlinks to stable urls

* update notebook images and text

* re-write observability section

* Updated section

* update wording

* added newline

* update styling in image tags to be jsx compatible

* added text

* update link

* simplified text

* created blog

* replace flow images with fewer shadows

* reformat line

* add authors

* updated discord link and direct paths to image URLS

* removed images since they are not stored in the AgentOps github

* remove trailing whitespaces

* removed newline

* removed whitespace

* Update website/blog/2024-07-25-AgentOps/index.mdx

Co-authored-by: Mark Sze <66362098+marklysze@users.noreply.github.com>

* single quotes with double quotes

* fix widths

---------

Co-authored-by: Braelyn Boynton <bboynton97@gmail.com>
Co-authored-by: Mark Sze <66362098+marklysze@users.noreply.github.com>

* bump version (#3231)

* bump version

* update

* format

---------

Co-authored-by: kevin666aa <yrwu000627@gmail.com>
Co-authored-by: Yiran Wu <32823396+yiranwu0@users.noreply.github.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* [Typo] Update MongoDB Notebook to acknlowedge >=M10 support (#3220)

* [Typo] Update MongoDB Notebook to acknlowedge >=M10 support

The notebook instructions state we support only >=M30 clusters for AutoGen. This is slightly misleading. We support >=M10 clusters or any cluster that allows for index creation from client code. This support is continually updating so this PR updates the language to reflect that.

* Add link!

---------

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

* Update Microsoft Fabric notebook (#3243)

Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* Fix reference links (#3239)

* fix broken reference links that's pointing to a page that doesn't exists

* Fix 2 broken links and use the correct format

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Improve error messaging (#3236)

* Update error language and corresponding tests

* Updated another test to use the new error message

* Recreated doc for Local LLMs - LiteLLM and Ollama - native function calling in Ollama (#3197)

* Recreated documentation for Local LLMs - LiteLLM and Ollama

* Added Docker = False for code execution example

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* [.Net] add SendAsync api to iterate group chat step by step (#3214)

* add SendAsync api and tests

* update example to use new sendAsync API

* bump version and add release note (#3246)

* update version

* early support for anthropic, mistral api

* Add additional tests to capture edge cases and more error conditions (#3237)

* Add additional unit tests to capture additional edge cases

* fix formatting issue (pre-commit)

* [CAP] Added a factory for runtime (#3216)

* Added Runtime Factory to support multiple implementations

* Rename to ComponentEnsemble to ZMQRuntime

* rename zmq_runtime

* rename zmq_runtime

* pre-commit fixes

* pre-commit fix

* pre-commit fixes and default runtime

* pre-commit fixes

* Rename constants

* Rename Constants

---------

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

* [Feature]: Add global silent param for ConversableAgent (#3244)

* feat: add is_silent param

* modify param name

* param doc

* fix: silent only overwrite agent own

* fix: change _is_silent to static method and receive verbose print

* fix test failure

* add kwargs for ConversableAgent subclass

---------

Co-authored-by: gongwn1 <gongwn1@lenovo.com>
Co-authored-by: Li Jiang <bnujli@gmail.com>
Co-authored-by: Umer Mansoor <umermk3@gmail.com>

* Fix Issue #2880: Document the usage of the AAD auth (#2941)

* Document the usage of the AAD auth. #2880

Added the document for the usage of AAD !

* Update website/docs/topics/llm_configuration.ipynb

Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>

* Updated Location and Link to Azure OpenAI documentation

* Update AutoTX Link on Gallery.json (#3082)

Co-Authored-By: Qingyun Wu <qingyun0327@gmail.com>
Co-Authored-By: Yiran Wu <32823396+yiranwu0@users.noreply.github.com>
Co-Authored-By: Chi Wang <wang.chi@microsoft.com>

* Making the required changes

Updated function description and parameter description as well. Also, created the corresponding cs file for the t4 file. And created the new test case and updated the checks as well.

* Revert "Making the required changes"

By mistake

* Update llm_configuration.ipynb

---------

Co-authored-by: Li Jiang <bnujli@gmail.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>
Co-authored-by: Yiran Wu <32823396+yiranwu0@users.noreply.github.com>

* only add the last message to chat history in SendAsync (#3272)

* [.Net] Remove Azure.AI.OpenAI from AutoGen.DotnetInteractive package (#3274)

* remove Azure.AI.OpenAI dependencies

* fix build error

* revert change

* Correcting tool calling with Cohere (#3271)

* Update cohere.py

Key in the directory should be 'message' and not 'content' as it checks for message empty at a later point in code.

* Update cohere.py

Added required comments to the changes made in previous commit.

* Stop retrieve more docs if all docs have been returned (#3282)

* avoid circular import (#3276)

Co-authored-by: gongwn1 <gongwn1@lenovo.com>
Co-authored-by: Li Jiang <bnujli@gmail.com>

* [.Net] Fix #3306 (#3310)

* break conversation when orchestartor return null

* enable test on different OS

* [.Net] add DotnetInteractiveKernelBuilder to AutoGen.DotnetInteractive (#3317)

* add DotnetInteractiveBuilder

* update

* fix workflow

* add pwsh test

* update

* add extract code extension

* update workflow

* [.Net] Add AutoGen.AzureAIInference (#3332)

* add AutoGen.AzureAIInference

* add tests

* update readme

* fix format

* Support async nested chats (#3309)

* Allow async nested chats in agent chat

* Fix pre-comit

* Minor fix

* Fix

* Address feedback

* Update

* Fix build error

---------

Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>

* fix broken link to conversational chess example (#3327)

Co-authored-by: Mark Sze <66362098+marklysze@users.noreply.github.com>

* Add last_speaker to GroupChatManager (#3318)

* Add last_speaker to GroupChatManager's property

* Add docstring for last_speaker

* Format docstring

* Fix to issue #3295 related to Anthropic bedrock (#3298)

* Fix to consider session token in request

* Formatted

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Fix message history limiter for tool call (#3178)

* fix: message history limiter to support tool calls

* add: pytest and docs for message history limiter for tool calls

* Added keep_first_message for HistoryLimiter transform

* Update to inbetween to between

* Updated keep_first_message to non-optional, logic for history limiter

* Update transforms.py

* Update test_transforms to match utils introduction, add keep_first_message testing

* Update test_transforms.py for pre-commit checks

---------

Co-authored-by: Mark Sze <66362098+marklysze@users.noreply.github.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* [.Net][AutoGen.DotnetInteractive] add DotnetInteractiveStdioConnector (#3337)

* add DotnetInteractiveStdioCOnector

* update

* update

* comment out DotnetInteractive test

* add header

* update

* Add latest gpt-4o model: `gpt-4o-2024-08-06` (#3329)

Co-authored-by: Xiaoyun Zhang <bigmiao.zhang@gmail.com>

* version (#3343)

* Removes Support For `TransformChatHistory` and `CompressibleAgent` (#3313)

* remove old files

* removes ci

* removes faq

---------

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

* Updated Program.cs for Autogen.BasicSample to give a menu driven window making it easier to run variou Agent config. (#3346)

* Remove dependency on RetrieveAssistantAgent for RetrieveChat (#3320)

* Remove deps on RetrieveAssistantAgent for getting human input

* Terminate when no more context

* Add deprecation warning message

* Clean up RetrieveAssistantAgent, part 1

* Update version

* Clean up docs and notebooks

* Missing backticks breaking documentation (#3357)

* Update Mistral client class to support new Mistral v1.0.1 package (#3356)

* Update Mistral client class to support new Mistral v1.0.1 package

* Remove comments

* Refactored assistant/system role order, tidied imports and comments

---------

Co-authored-by: HRUSHIKESH DOKALA <96101829+Hk669@users.noreply.github.com>

* adding a new page Function comparison between Python AutoGen and Auto… (#3367)

* adding a new page Function comparison between Python AutoGen and AutoGen\.Net

* add page to autogen website

* Update README.md to use camera-ready (#3370)

* Add OpenAI Gemini Example for VertexAI Notebook (#3290)

* add openai-gemini example

* fix exec numbering

* improve isntructions

* fix br  tag

* mention roles/aiplatform.user and fix markdown reference

* remove mentioning the editor role, and only use the Vertex AI User role

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* [.NET] Add cache control to Anthropic Client (#3372)

* Add cache control to anthropic client and write unit test & exampel

* PR comments

* Fix import ordering for build

* Fix import orderings

---------

Co-authored-by: Xiaoyun Zhang <bigmiao.zhang@gmail.com>

* Update human-in-the-loop.ipynb (#3379)

* update contact information on the repo and release package (#3383)

* update contact information on the repo and release package

* update contact

* update

* fix format

* [.Net] Dispose kernel after running dotnet interactive tests (#3378)

* dispose kernel after running test

* add timeout

* Ensure 'name' on initial message (#2635)

* Update to ensure name on initial messages

* Corrected test cases for messages now including names.

* Added name to messages within select speaker nested chat

* Corrected select speaker group chat tests for name field

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* [.Net] Enable step-by-step execution for two-agent conversation SendAsync API (#3360)

* return iasync iterator in sendasync function

* fix build error

* Add contributor list via contributors.md (#3384)

* add contributor list

* Update CONTRIBUTORS.md

* Update CONTRIBUTORS.md

* Update CONTRIBUTORS.md

* Update CONTRIBUTORS.md; fix typos per code spell

* Run pre-commit

* Add link to contributors.md

* Add link to contributors.md

* Update CONTRIBUTORS.md

* Update CONTRIBUTORS.md

* Update CONTRIBUTORS.md

---------

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

* Update CONTRIBUTORS.md; fix cell order (#3386)

* Update CONTRIBUTORS.md; fix broken URL (#3387)

* Update CONTRIBUTORS.md (#3393)

* Update CONTRIBUTORS.md (#3391)

Modify the display text of my github handle.

* Add Language Agent Tree Search (LATS) notebook (#3376)

* Add Language Agent Tree Search (LATS) notebook

* removed outputs

---------

Co-authored-by: Andy Zhou <andyzhou@4bd094a2-01.cloud.together.ai>
Co-authored-by: Shaokun Zhang <shaokunzhang529@gmail.com>

* [.Net] Release 0.1.0 (#3398)

* update version and release note

* Update MetaInfo.props

* update release note

* [.Net] Rename AutoGen.OpenAI to AutoGen.OpenAI.V1 (#3358)

* fix build error

* rename AutoGen.OpenAI to AutoGen.OpenAI.V1

* Update Docker.md；fix broken URL (#3399)

This pull request includes a minor update to the CONTRIBUTORS.md file to correct the link to the Dockerfile README.

* Fix QdrantVectorDB to use custom embedding_function when provided, defaulting to FastEmbedEmbeddingFunction() otherwise (#3396)

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

* Add mongodb to topic guide (#3400)

* Ability to add MessageTransforms to the GroupChat's Select Speaker nested chat (speaker_selection_method='auto') (#2719)

* Initial commit with ability to add transforms to GroupChat

* Added tests

* Tidy up

* Tidy up of variable names and commented out test

* Tidy up comment

* Update import to relative

* Added documentation topic for transform messages for speaker selection.

* Added handling of non-core module, transforms, in groupchat

* Adjusted parameter if module not loaded.

* Updated groupchat test which failed during CI/CD

---------

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

* Fix for group chat resume - full chat history for each agent (#3412)

* Update agent_chat.md；Fix broken URL (#3416)

This pull request includes a minor update to the agent_chat.md file to correct the link to the Enhanced Inference.

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

* Add None back to remove_termination_string (#3410)

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

* Amazon Bedrock Client for AutoGen (#3232)

* intial commit for aws-bedrock

* format

* converse setup for model req-response

* Renamed to bedrock.py, updated parameter parsing, system message extraction, client class incorporation

* Established Bedrock class based on @astroalek and @ChristianT's code, added ability to disable system prompt separation

* Image parsing and removing access credential checks

* Added tests, added additional parameter support

* Amazon Bedrock documentation

* Moved client parameters to init, align parameter names with Anthropic, spelling fix, remove unnecessary imports, use base and additional parameters, update documentation

* Tidy up comments

* Minor typo fix

* Correct comment re aws_region

---------

Co-authored-by: Mark Sze <mark@sze.family>
Co-authored-by: Mark Sze <66362098+marklysze@users.noreply.github.com>
Co-authored-by: Li Jiang <bnujli@gmail.com>

* fix `ImportFromModule` is unhashable issue (#3362)

* ImportFromModule is unhashable
This fix makes the conversion to string prior to the deduplication to avoid this issue

* add type annotation for global_imports

* meet code formatting check

---------

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

* Transform to add an agent's name into the message content (#3334)

* Initial commit with ability to add name into content with a transform

* Transforms documentation

* Fix transform links in documentation

---------

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

* Update gallery.json (#3414)

Co-authored-by: Li Jiang <bnujli@gmail.com>
Co-authored-by: gagb <gagb@users.noreply.github.com>

* update contributors (#3420)

* Update privacy link in readme and add Consumer Health Privacy notice on website (#3422)

* Add studio pre-print (#3423)

* Add studio pre-print

* Fix formatting

* Update README.md (#3424)

* Update README.md

* Fix formatting errors

* Update CITATION.cff (#3427)

Improve consistency with rest of the repo.

* Add details about GAIA benchmark evaluation (#3433)

* Add missing contributors (#3426)

* Update package.json, remove gh-pages dep (#3435)

Remove gh-pages dependency (not needed at the time)

* [.Net] Add AutoGen.OpenAI package that uses OpenAI v2 SDK (#3402)

* udpate

* add sample to connect to azure oai

* update comment

* ping to beta5

* add openai tests

* format code

* add structural output example

* update comment

* fix test

* resolve comments

* fix format issue

* update sk version

* remove error print stmnt

---------

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Remove gh-pages dependency (not needed at the time)

* update contact information on the repo and release package

* update contact

* update

* fix format

* Added Runtime Factory to support multiple implementations

* Rename to ComponentEnsemble to ZMQRuntime

* rename zmq_runtime

* rename zmq_runtime

* pre-commit fixes

* pre-commit fix

* pre-commit fixes and default runtime

* pre-commit fixes

* Rename constants

* Rename Constants

---------

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

* Address PR comments

* Address PR comments

* First pass:  message loop in main thread

* pypi version bump

* Fix readme

* Better example

* Fixed docs

* pre-commit fixes

* Convenience methods for protobufs

* support non-color consoles

* Non-color console and allow user input

* Minor update to single_threaded_demo

* new pypi version

* pre-commit fixes

* change pypi name

---------

Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>

* version update

* version update

* add autogenstudio docs

* update ags readme to point to docs page

* update docs

* update docs

* update faqs

* update, fix typos

* First pass:  message loop in main thread

* pypi version bump

* Fix readme

* Better example

* Fixed docs

* pre-commit fixes

* Bug fix

* Refactor: Better class names, method names

* pypi version

* pre-commit fixes

* 1) Removed most framework sleeps 2) refactored connection code

* pre-commit fixes

* pre-commit

* ignore protobuf files in pre-commit checks

* Fix duplicate actor registration

* refactor change

* Nicer printing of Actors

* 1) Report recv_multipart errors 4) Always send 4 parts

* AutoGen generate_reply expects to wait indefinitely for an answer.  CAP can wait a certain amount and give up.   In order to reconcile the two, AutoGenConnector is set to wait indefinitely.

* pre-commit formatting fixes

* pre-commit format changes

* don't check autogenerated proto py files

* Iterating on CAP interface for AutoGen

* User proxy must initiate chat

* autogencap pypi package

* added dependencies

* serialize/deserialize dictionary elements to json when dealing with ReceiveReq

* 1) Removed most framework sleeps 2) refactored connection code

* Nicer printing of Actors

* AutoGen generate_reply expects to wait indefinitely for an answer.  CAP can wait a certain amount and give up.   In order to reconcile the two, AutoGenConnector is set to wait indefinitely.

* pre-commit formatting fixes

* pre-commit format changes

* Iterating on CAP interface for AutoGen

* User proxy must initiate chat

* autogencap pypi package

* added dependencies

* serialize/deserialize dictionary elements to json when dealing with ReceiveReq

* pre-commit check fixes

* fix pre-commit issues

* Better encapsulation of logging

* pre-commit fix

* pip package update

* update orm branch + accesibility tweaks

* general file location refactor

* add support for LocalCommandLineCodeExecutor and DockerCommandLineCodeExecutor

* update code execution config laoding

* version update

* bump version rc1

* add model type selection (openai , gemini, azure)

* add ability to test workflow

* psycopg3 support

* add close logic to build tab pop ups, enable testing of workflows in build view

* updates to dbmanager, version bump

* add max_tokens default value

* ensure sessions are used correctly in dbmanager

* initial support for migrations

* update sessions/workflow api routing for clarity.

* general refactor, + add support for initial sample workflows

* orm branch updates

* Removed incorrect Git LFS files

* update git lfs tracking

---------

Co-authored-by: Audel Rouhi <knucklessg1@gmail.com>

Creat -> Create

* feat: add event logging api and more tracing

* code fmt shenanigans

* fixup

* Update test_agent_logging.py

* Update test_agent_logging.py

* Update test_agent_logging.py

* Update sqlite_logger.py

* Update test_agent_logging.py

* Update sqlite_logger.py

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* add promptflow example

* add promptflow example

* add newline and sort imports

* add newline and sort imports

* sort imports

* fix format errors

* update readme

* add ecosystem docs

* update broken link

* update broken link

* removing link to samples folder

* update readme

* gitfu to get gh verified commits

* revive lost point

* fixed openai model related docs

* newline EOF

* add websockets example

* polishing

* README.me renamed to README.md

* polishing

* Add isort

* Apply isort on py files

* Fix circular import

* Fix format for notebooks

* Fix format

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* 1) Removed most framework sleeps 2) refactored connection code

* pre-commit fixes

* pre-commit

* ignore protobuf files in pre-commit checks

* Fix duplicate actor registration

* refactor change

* Nicer printing of Actors

* 1) Report recv_multipart errors 4) Always send 4 parts

* AutoGen generate_reply expects to wait indefinitely for an answer.  CAP can wait a certain amount and give up.   In order to reconcile the two, AutoGenConnector is set to wait indefinitely.

* pre-commit formatting fixes

* pre-commit format changes

* don't check autogenerated proto py files

* Prints the version of AutoGenBench from the command line, closing i1458

* Added autogenbench version to timestamp.txt

* Attempting to fix formatting.

* Add a gitignore for autogenbench

* Generalize to read all template dirs from Templates

* AutoGenBench logs telemetry when available.

* Remove spaces if present from template names.

* Bump version.

* Fixed formatting.

* Allow native warning to be skipped. Mount autogen repo in Docker if it can be found (experimental).

* Native execution now occurs in a venv.

* Bump version.

* Fixed a prompt escaping bug evident in GAIA task '6f37996b-2ac7-44b0-8e68-6d28256631b4'

* Updated all scenarios to use template discovery.

* Update with main version of runtime_logging.

* Better handling of Ctrl-C and cleanup of unused containers.

* Even stronger hinting that containers should be removed.

---------

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

* Search directory for list of actors using regex '.*' gets all actors

* docs changes

* pre-commit fixes

* Use ActorInfo from protobuf

* pre-commit

* Added zmq tests to work on removing sleeps

* minor refactor of zmq tests

* 1) Change DirSvr to user Broker.  2) Add req-router to broker 3) In ActorConnector use handshake and req/resp to remove sleep

* 1) Change DirSvr to user Broker.  2) Add req-router to broker 3) In ActorConnector use handshake and req/resp to remove sleep

* move socket creation to thread with recv

* move socket creation to thread with recv

* Better logging for DirectorySvc

* better logging for directory svc

* Use logging config

* Start removing sleeps

* pre-commit

* Cleanup monitor socket

* add webarena in samples/tools

* Update samples/tools/webarena/README.md

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

* Update samples/tools/webarena/README.md

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

* Update samples/tools/webarena/README.md

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

* update installation instructions

* black formatting

* Update README.md

---------

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

* update pre-commit

* update pre-commit.ci

* lint fix

* update default agent system message

* session friendly name functionality

* minor formatting

* fix issues with groupchat and version bump

* fix issues with groupchat and version bump. address #1580

* update groupchat system message

* add support for copying message in chatbox

* rewrite how agent history is maintained in workflow manager. Directly extend GroupChat and Conversable agent and override process_message method. Allow passing a message processor.
Fixes bug where the last message from a groupchat manager does not get called via register_reply.

* general qol updates

* add support for downloading + copying skills, models and agents from UI

* add regex check to agent name, address #1507

* add support for uploading workflow files

* refactor, add support for streaming intermediate agent response to ui

* improve streaming ux

* add support for uploading  skills, models, agents, workflows

* add datamodel for socket message

* version update

* fix chatbox height bug

* fix csv pagination issue

* improve hidden menu for uploading entities

* fix minor issue with animation timing on chat interface

* version bump, css fixes

* use description field in autogen conversable class for description

* add implementation for llm summarization of agent chat

* support for llm summary of agent history

* formatting fixes

* formatting updates

* add dockerfile to run autogenstudio in a docker contailer

* autogenstudio docker container

* updates to websockets

* update socket connection logic,

* support using socket for passing message requests where a socket is available

* improve command for building frontend

* formatting updates

* remove duplicated code

# overwrite skills.py in work_dir is duplicated

* update description location

as Where the code calls is like  config.description

* version bump

* refactor to ensure each session and call within a session has an independent working directory

* support use of socket for sending messages where available

* use rsync to copy built files to ui direction instead of cp -rT

* spelling correctino

* readme update

* fix numpy version

* version bump

* add support for dot env variables and updating default app dir to /home/<user>/.autogenstudio

* formatting update

* update gitignore

* formatting updates

---------

Co-authored-by: James Woffinden-Luey <jluey@microsoft.com>
Co-authored-by: cillyfly <cillyfly@gmail.com>

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Core CAP components + Autogen adapter + Demo

* Cleanup Readme

* C# folder

* Cleanup readme

* summary_method bug fix

* CAN -> CAP

* pre-commit fixes

* pre-commit fixes

* modification of sys path should ignore E402

* fix pre-commit check issues

* Updated docs

* Clean up docs

* more refactoring

* better packaging refactor

* Refactoring for package changes

* Run demo app without autogencap installed or in the path

* Remove debug related sleep()

* removed CAP in some class names

* Investigate a logging framework that supports color in windows

* added type hints

* remove circular dependency

* fixed pre-commit issues

* pre-commit ruff issues

* removed circular definition

* pre-commit fixes

* Fix pre-commit issues

* pre-commit fixes

* updated for _prepare_chat signature changes

* Better instructions for demo and some minor refactoring

* Added details that explain CAP

* Reformat Readme

* More ReadMe Formatting

* Readme edits

* Agent -> Actor

* Broker can startup on it's own

* Remote AutoGen Agents

* Updated docs

* 1) StandaloneBroker in demo
2) Removed Autogen only demo options

* 1) Agent -> Actor refactor
2) init broker as early

* rename user_proxy -> user_proxy_conn

* Add DirectorySvc

* Standalone demo refactor

* Get ActorInfo from DirectorySvc when searching for Actor

* Broker cleanup

* Proper cleanup and remove debug sleep()

* Run one directory service only.

* fix paths to run demo apps from command line

* Handle keyboard interrupt

* Wait for Broker and Directory to start up

* Move Terminate AGActor

* Accept input from the user in UserProxy

* Move sleeps close to operations that bind or connect

* Comments

* Created an encapsulated CAP Pair for AutoGen pair communication

* pre-commit checks

* fix pre-commit

* Pair should not make assumptions about who is first and who is second

* Use task passed into InitiateChat

* Standalone directory svc

* Fix broken LFS files

* Long running DirectorySvc

* DirectorySvc does not have a status

* Exit DirectorySvc Loop

* Debugging Remoting

* Reduce frequency of status messages

* Debugging remote Actor

* roll back git-lfs updates

* rollback git-lfs changes

* Debug network connectivity

* pre-commit fixes

* Create a group chat interface familiar to AutoGen GroupChat users

* pre-commit fixes

* uAbility to update_model on conversable agents

* formatting

* formatting

* move code from conversable agent into samples/tools and add testing and README

* forgot install step

* fix

* leave core lib unchanged and move everything to samples/tools

* remove skip openai

---------

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

* Prints the version of AutoGenBench from the command line, closing i1458

* Added autogenbench version to timestamp.txt

* Attempting to fix formatting.

* Add a gitignore for autogenbench

* Generalize to read all template dirs from Templates

* AutoGenBench logs telemetry when available.

* Remove spaces if present from template names.

* Bump version.

* Fixed formatting.

* Allow native warning to be skipped. Mount autogen repo in Docker if it can be found (experimental).

* Native execution now occurs in a venv.

* Bump version.

* Fixed a prompt escaping bug evident in GAIA task '6f37996b-2ac7-44b0-8e68-6d28256631b4'

* Updated all scenarios to use template discovery.

* Update with main version of runtime_logging.

---------

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

* Adding max_tokens to autogenstudio LLMConfig

* fix formatting issue

* fix formatting issues

---------

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

* Move app from private repo to AutoGen

* Add icon

* Draft initial blog

* Update samples/apps/auto-anny/bot.py

Co-authored-by: Davor Runje <davor@airt.ai>

* Update README.md

* Allow specifying repo name

* Log messages and reactions to messages

* Update readme

* Update blog

* Update blog

* Update website and readme

* Extend examples

* Improve blog

* Update website/blog/2024-02-02-AutoAnny/index.mdx

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

---------

Co-authored-by: Davor Runje <davor@airt.ai>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* patch to #1541

* graph validity test

* update docstr

* support groupchat, other QOL fixes

* remove gallery success toast

* Fix #1328. Add CSVLoader component and related support for rendering CSV files. Add download link in the modal for appropriate file types including CSV, Code, and PDF.

* add name and description field to session datamodel

* Update website/blog/2023-12-01-AutoGenStudio/index.mdx

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* sanitize llmconfig, remove additional fields

* improve models UX, only modify models from model tab.

* readme updates

* improve db defaults

* improve ui hover behavior and add note on models

* general qol updats

* add support for returning summary_method

* use ant design tables

* icon and layout updates

* css and layout updates

* readme updates and QOL updates

* fix bug where empty string is used as apikey #1415

* add speaker selection to UI #1373

* Fixed a bug that localAgent updates were not synchronized between GroupChatFlowSpecView and AgentFlowSpecView.

* Fixed a bug in Agent Specification Modal that caused localAgent updates to remain in state when closing a modal other than onOk.

* Fixed a bug that the updated Agent Specification Modal was not saved when the content of FlowConfigViewer Modal was changed after the Agent Specification Modal was updated when an updatedFlowConfig was created using localFlowConfig.

* add version to package

* remove sample key

* early support for versions table and testing models

* Add support for testing model when created #1404

* remove unused imports, qol updates

* fix bug on workflowmanager

* make file_name optional in skills datamodel

* update instructions on models

* fix errors from merge conflict with main

* santize workflow before download

* add support for editing skills in full fledged editor (monaco) #1442

* fix merge artifacts

* Fix build command for windows

Replaced && to & to continue execution when the 'ui' folder doesn't exist and also suppressed error "The system cannot find the file specified."

* Fix setup instructions

The config file starts with a dot (according to gatsby-config.ts).

* Throw error if env file doesn't exist

Otherwise the app will not work (issue very hard to trace)

* version bump

* formattin gupdates

* formatting updates

* Show warning instead of error if env config file doesn't exist

Fix: https://github.com/microsoft/autogen/pull/1475#issuecomment-1918114520

* add rel noopener to a tags

* formating updates

* remove double section in readme.

* update dev readme

* format update

* add default autoreply to agent config datamodel

* add check for empty messages list

* improve groupchat behavior, add sender to list of agents

* update system_message defaults to fit autogen default system message #1474

* simplify response from test_model to only return content, fix serialization issue in #1404

* readme and other formatting updates

* add support for showing temp and default auto reply #1521

* formatting updates

* formating and other updates

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Co-authored-by: Paul Retherford <paul@scanpower.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: junkei_okinawa <ceazy.x2.okinawan@gmail.com>
Co-authored-by: Christopher Pereira <kripper@imatronix.com>

* Update pyproject.toml for Poetry mismatch

* Update samples/apps/autogen-studio/pyproject.toml

Co-authored-by: Agam More <agam360@gmail.com>

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Co-authored-by: Victor Dibia <chuvidi2003@gmail.com>
Co-authored-by: Victor Dibia <victordibia@microsoft.com>