…mentation (microsoft#40)

* Improves clarity and fixes punctuation in README and Multi-agent documentation

* fix broken colab link to agentchat_groupchat_research.ipynb (others are fine)

* fix typos, improves readability

* make retry_time configurable, add doc

* in seconds

* retry_wait_time

* bump version to 0.1.4

* remove .json

* rename

* time

* Update no_update_context, fix upsert docs

* Recreate only once

* Add comments to get_or_create

---------

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

README update for my profile <3

… PDF Files (microsoft#50)

* UPDATE - Updated retrieve_utils.py to have the ability to parse text from pdf files

* UNDO - change to recursive condition

* UPDATE - updated agentchat_RetrieveChat.ipynb to clarify which file types are accepted to be in the docs path

* ADD - missing import

* UPDATE - setup.py to have PyPDF2 in retrievechat

* RE-ADD - urls

* ADD - tests for retrieve utils, and removed deprecated PyPdf2

* Update agentchat_RetrieveChat.ipynb

* Update retrieve_utils.py

Fix format

* Update retrieve_utils.py

Replace print with logger

* UPDATE - added more specific exception to PDF decryption try/catch

* FIX - typo, return statement at wrong indentation in extract_text_from_pdf

---------

Co-authored-by: Ward <award40@LAMU0CLP74YXVX6.uhc.com>
Co-authored-by: Li Jiang <bnujli@gmail.com>

* typing & docstr update

* bump version to 0.1.5

microsoft#43)

* Updated README.md added required changes to previous pull 

new changes :
1. A section containing citation to AutoGen and EcoOptiGen
2. Another section contain citation to MathChat
## Citation  
[AutoGen](https://arxiv.org/abs/2308.08155). 
AND  [EcoOptiGen](https://arxiv.org/abs/2303.04673).
``` 
bibtex
@inproceedings{wu2023autogen,
      title={AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework},
      author={Qingyun Wu and Gagan Bansal and Jieyu Zhang and Yiran Wu and Shaokun Zhang and Erkang Zhu and Beibin Li and Li Jiang and Xiaoyun Zhang and Chi Wang},
      year={2023},
      eprint={2308.08155},
      archivePrefix={arXiv},
      primaryClass={cs.AI}
}

bibtex
@inproceedings{wang2023EcoOptiGen,
    title={Cost-Effective Hyperparameter Optimization for Large Language Model Generation Inference},
    author={Chi Wang and Susan Xueqing Liu and Ahmed H. Awadallah},
    year={2023},
    booktitle={AutoML'23},
}
```

 [MathChat](https://arxiv.org/abs/2306.01337). 

```
bibtex
@inproceedings{wu2023empirical,
    title={An Empirical Study on Challenging Math Problem Solving with GPT-4},
    author={Yiran Wu and Feiran Jia and Shaokun Zhang and Hangyu Li and Erkang Zhu and Yue Wang and Yin Tat Lee and Richard Peng and Qingyun Wu and Chi Wang},
    year={2023},
    booktitle={ArXiv preprint arXiv:2306.01337},
}
```

* Seperated AutoGen and EcoOptGen and removed 'bibtex'

## Citation  
[AutoGen](https://arxiv.org/abs/2308.08155). 
``` 
@inproceedings{wu2023autogen,
      title={AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework},
      author={Qingyun Wu and Gagan Bansal and Jieyu Zhang and Yiran Wu and Shaokun Zhang and Erkang Zhu and Beibin Li and Li Jiang and Xiaoyun Zhang and Chi Wang},
      year={2023},
      eprint={2308.08155},
      archivePrefix={arXiv},
      primaryClass={cs.AI}
}
```

[EcoOptiGen](https://arxiv.org/abs/2303.04673).
```
@inproceedings{wang2023EcoOptiGen,
    title={Cost-Effective Hyperparameter Optimization for Large Language Model Generation Inference},
    author={Chi Wang and Susan Xueqing Liu and Ahmed H. Awadallah},
    year={2023},
    booktitle={AutoML'23},
}
```

* expand faq

* models

* fix format error

* minor fix for stablility

* fix format

* fix format

* update run_code logic

* format

* Update conversable_agent.py

* fix format

* Update conversable_agent.py

* add tests

* fix format

* revert changes

* fix append_oai_message

* add testcase for groupchat

* add test_oai to openai workflow

* code formate

* update

* formate

* update

* update

* update

* Update openai.yml

* Fixed formating issue in the README

* Fixed the formating issue in the README

* Updated formatting as per review comments

* Refactor README.md to highlight use cases and features

* Updated README as per feedback

* Updated README as per feedback

---------

Co-authored-by: Al-Iqram Elahee <hridoy@Al-Iqrams-MacBook-Pro.local>
Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>

* Replace `assert`s in the `conversable_agent` module with `if-log-raise`.

* Use a `logger` object in the `code_utils` module.

* Replace use of `assert` with `if-log-raise` in the `code_utils` module.

* Replace use of `assert` in the `math_utils` module with `if-not-raise`.

* Replace `assert` with `if` in the `oai.completion` module.

* Replace `assert` in the `retrieve_utils` module with an if statement.

* Add missing `not`.

* Blacken `completion.py`.

* Test `generate_reply` and `a_generate_reply` raise an assertion error
when there are neither `messages` nor a `sender`.

* Test `execute_code` raises an `AssertionError` when neither code nor
filename is provided.

* Test `split_text_to_chunks` raises when passed an invalid chunk mode.

* * Add `tiktoken` and `chromadb` to test dependencies as they're used in
the `test_retrieve_utils` module.

* Sort the test requirements alphabetically.

Bumps [postcss](https://github.com/postcss/postcss) from 8.4.18 to 8.4.31.
- [Release notes](https://github.com/postcss/postcss/releases)
- [Changelog](https://github.com/postcss/postcss/blob/main/CHANGELOG.md)
- [Commits](postcss/postcss@8.4.18...8.4.31)

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

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

….env file (microsoft#68)

* FORMATTING

* UPDATE - OAI __init__.py

* ruff

* ADD - notebook covering oai API configuration options and their different purposes

* ADD openai util updates so that the function just assumes the same environment variable name for all models, also added functionality for adding API configurations like api_base etc.

* ADD - updates to config_list_from_dotenv and tests for openai_util testing, update example notebook

* UPDATE - added working config_list_from_dotenv() with passing tests, and updated notebook

* UPDATE - code and tests to potentially get around the window build permission error, used different method of producing temporary files

---------

Co-authored-by: Ward <award40@LAMU0CLP74YXVX6.uhc.com>

* document about docker

* clarify

* dev container

The link to the documentation's FAQ#code-execution was broken because the 'docs' directory was missing in the original URL.

Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>

Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>

Co-authored-by: Sagar Desai <60027013+sagardesai-ml-mlops@users.noreply.github.com>
Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>

…icrosoft#139)

Description:
This commit modifies the conditional check in execute_code to ensure the switch to PowerShell on Windows only occurs when Docker is not being used. This keeps shell script execution consistent within a Docker container across all platforms, aligning with the function's intended behavior.

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

…scenarios with tightly-controlled initial conditions. (microsoft#455)

* Initial commit of the autogen testbed environment.

* Fixed some typos in the Testbed README.md

* Added some stricter termination logic to the two_agent scenario, and swiched the logo task from finding Autogen's logo, to finding Microsoft's (it's easier)

* Added documentation to testbed code in preparation for PR

* Added a variation of HumanEval to the Testbed. It is also a reasonable example of how to integrate other benchmarks.

* Removed ChatCompletion.start_logging and related features. Added an explicit TERMINATE output to HumanEval to save 1 turn in each conversation.

* Added metrics utils script for HumanEval

* Updated the requirements in the README.

* Added documentation for HumanEval csv schemas

* Standardized on how the OAI_CONFIG_LIST is handled.

* Removed dot-slash from 'includes' path for cross-platform compatibility

* Missed a file.

* Updated readme to include known-working versions.

* Add support to unstructrued

* Fix tests

* Add test and documents

* Fix tests

* Fix tests

* Test unstructured on linux and mac

fixed grammatical error
FAQ--->FAQs

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

Fixed small typos

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

)

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

* copy dicts before modifying

* update notebooks

* update notebooks

* close microsoft#567

* LMM Code added

* LLaVA notebook update

* Test cases and Notebook modified for OpenAI v1

* Move LMM into contrib
To resolve test issues and deploy issues
In the future, we can install pillow by default, and then move back
LMM agents into agentchat

* LMM test setup update

* try...except... clause for LMM tests

* disable patch for llava agent test
To resolve dependencies issue for build

* Add LMM Blog

* Change docstring for LMM agents

* Docstring update patch

* llava: insert reply at position 1 now
So, it can still handle human_input_mode
and max_consecutive_reply

* Resolve comments
Fixing: typos, blogs, yml, and add OpenAIWrapper

* Signature typo fix for LMM agent: system_message

* Update LMM "content" from latest OpenAI release
Reference  https://platform.openai.com/docs/guides/vision

* update LMM test according to latest OpenAI release

* Fully support GPT-4V now
1. Add a notebook for GPT-4V. LLava notebook also updated.
2. img_utils updated
3. GPT-4V formatter now return base64 image with mime type
4. Infer mime type directly from b64 image content (while loading
   without suffix)
5. Test cases modified according to all the related changes.

* GPT-4V link updated in blog

---------

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

* Notebook showing how to use select speaker to control conversation flow.

* pytest associated with notebook.

* Added llm_config to assistant and user proxy agent, and clarified why we set use_cache to false, as requested in the review.

* Added a @pytest.mark.skipif decorator like other tests to run it only in one py version, 3.10

* Fixed config warning.

* Removd llm_config to UserProxyAgent

* Fixed minor typos.

* Reran outputs

* Remopved llm_config from user_proxy_agent

* Colab Badge link updated.

* pre-commit formatting changes.

* Fixed base_url

---------

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

* update return type of WolframAlphaAPIWrapper.run

* replace tuple by typing.Tuple

---------

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

* news update

* separate lines

* Update Research.md

* Update Research.md

* Update Research.md

* api_base -> base_url (microsoft#383)

* InvalidRequestError -> BadRequestError (microsoft#389)

* remove api_key_path; close microsoft#388

* close microsoft#402 (microsoft#403)

* openai client (microsoft#419)

* openai client

* client test

* _client -> client

* _client -> client

* extra kwargs

* Completion -> client (microsoft#426)

* Completion -> client

* Completion -> client

* Completion -> client

* Completion -> client

* support aoai

* fix test error

* remove commented code

* support aoai

* annotations

* import

* reduce test

* skip test

* skip test

* skip test

* debug test

* rename test

* update workflow

* update workflow

* env

* py version

* doc improvement

* docstr update

* openai<1

* add compressibleagent

* revise doc, add tests, add example

* fix link

* fix link

* fix link

* remove test

* update doc

* update doc

* add tiktoken to dependency

* filter_func

* async test

* dependency

* revision

* migration guide (microsoft#477)

* migration guide

* change in kwargs

* simplify header

* update optigude description

* update for dev

* revision

* revision

* allow not compressing last n msgs

* update

* correct merge

* update test workflow

* check test

* update for test

* update

* update notebook

* update

* fix bug

* update

* update

* update

* check to "pull_request_target" in contrib-openai

---------

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

* add paper info on top of readme

* update info

* add paper info

* revise date

Missing import

…ors (microsoft#603)

* Added warnings for some GroupChat misconfigurations and selection errors

* Fixed formatting

* add gpt assistant agent

* complete code

* Inherit class ConversableAgent

* format code

* add code comments

* add test case

* format code

* fix test

* format code

* Improve GPTAssistant

* Use OpenAIWrapper to create client
* Implement clear_history()
* Reply message formatting improvements
* Handle the case when content contains image files

* README update

* Fix doc string of methods

* add multiple conversations support

* Add GPT Assistant Agent into README

* fix test

---------

Co-authored-by: gagb <gagb@users.noreply.github.com>
Co-authored-by: Beibin Li <beibin79@gmail.com>

* added twitter(X) banner + link to readme

* Update README.md

Fix typo in the label

---------

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

* Enable streaming support for openai v1

* Added tests for openai client streaming

* Fix test_completion_stream

* improve readme

* Update README.md

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

---------

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

…method (microsoft#622)

* Handled possible IndexError in ConversableAgent.last_message method with more clear error message and added test in test_conversable_agent.py.

* Fix code formatting issues.

---------

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

* fix bug in test

* update workflow

* update

* deepcopy to copy

* Fix docstring of get_or_create

* Improve docstring

* Refactor GPTAssistantAgent constructor to handle
instructions and overwrite_instructions flag

- Ensure that `system_message` is always consistent with `instructions`
- Ensure provided instructions are always used
- Add option to permanently modify the instructions of the assistant

* Improve default behavior

* Add a test; add method to delete assistant

* Add a new test for overwriting instructions

* Add test case for when no instructions are given for existing assistant

* Add pytest markers to test_gpt_assistant.py

* add test in workflow

* update

* fix test_client_stream

* comment out test_hierarchy_

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: kevin666aa <yrwu000627@gmail.com>

m All conflicts fixed but you are still merging.