* Update promptflow.md

* Update promptflow.md

* 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

* Fix function call notebook to make sure title is displayed.

* Fix formatting

* formatting

* Added vectordb base and chromadb

* Remove timer and unused functions

* Added filter by distance

* Added test utils

* Fix format

* Fix type hint of dict

* Rename test

* Add test chromadb

* Fix test no chromadb

* Add coverage

* Don't skip test vectordb utils

* Add types

* Fix tests

* Fix docs build error

* Add types to base

* Update base

* Update utils

* Update chromadb

* Add get_docs_by_ids

* Improve docstring

* Update init params

* Update init vector db

* Add get all docs

* Move chroma_results_to_query_results to utils

* Add init vectordb

* Convert format of results for old version

* Improve type hints

* Update get_context for new query results format

* Fix typo

* Improve init db

* Update default folder

* Update logger

* Update init, add embedding func

* Update distance_threshold

* Fix logger name

* Update qdrant

* Fix init db

* Update notebooks

* Use kwargs to improve readability

* Improve docstring of vectordb, add two attributes

* Add db_config

* Update gitignore

* Update comments

* Add source

* Fix file downloaded from urls have the same name

* Remove files added by mistake

* Improve docstring

* Update docstring

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

* Update docstring

* Update docstring

---------

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

* Start Gemini integration: works ok with Text now

* Gemini notebook lint

* try catch "import" for Gemini

* Debug: id issue for chat completion in Gemini

* Add RAG example

* Update docs for RAG

* Fix missing pydash

* Remove temp folder

* Fix test error in runs/7206014032/job/19630042864

* Fix tqdm warning

* Fix notebook output

* Gemini's vision model is supported now

* Install instructions for the Gemini branch

* Catch and retry when see Interval Server Error 500

* Allow gemini to take more flexible messages
i.e., it can take messages where "user" is not the last role.

* Use int time for Gemini client

* Handle other exceptions in gemini call

* rename to "create" function for gemini

* GeminiClient compatible with ModelClient now

* Lint

* Update instructions in Gemini notebook

* Lint

* Remove empty blocks from Gemini notebook

* Add gemini into example page

* self.create instead of call

* Add py and Py into python execution

* Remove error code from merging

* Remove pydash dependency for gemini

* Add cloud-gemini doc

* Remove temp file

* cache import update

* Add test case for summary with mm input

* Lint: warnings instead of print

* Add test cases for gemini

* Gemini test config

* Disable default model for gemini

* Typo fix in gemini workflow

* Correct grammar in example notebook

* Raise if "model" is not provided in create(...)

* Move TODOs into a roadmap

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

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

* Gemini test config update

* Update setup.py

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

* Update test/oai/test_gemini.py

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

* Update test/oai/test_gemini.py

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

* Remove python 3.8 from gemini
No google's generativeai for Windows with Python 3.8

* Update import error handling for gemini

* Count tokens and cost for gemini

---------

Co-authored-by: Li Jiang <bnujli@gmail.com>
Co-authored-by: Davor Runje <davor@airt.ai>

* Update gallery.json with AutoTX

* Update gallery.json

* add sample image

* rename image to autotx.png

* Update gallery.json description

* Update gallery.json tags

* Update website/src/data/gallery.json

---------

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

* code writing with function call notebook created

* code formatting

* code formatting

* code formatting

* Remarks improved

* trying to resolve conflicts in Examples.md

* trying to solve conflict, improving llm_config

* working on conflict in examples

* working on conflict in examples

* working with examples.md

* examples

* repairing examples

* Examples updated

* notebook included

* code formatting

* code formatting

* tool defenition added

* code formatting

* dot removed

* starting code

* starting code

---------

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

fix grammar

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

* feat: browser is now support custom base url

* fix: replae the base url position.

* Update bing_base_url parameter in SimpleTextBrowser class

* add test

* fix test

* fix

---------

Co-authored-by: AnonymousRepoSub <“shaokunzhang529@outlook.com” >

fix grammar

fix spelling typo

fix grammar mistake

* fix local test failures

* set skip

* gather_usage_summary has been updated

* updated cost info to 'usage_including_cached_inference' and 'usage_excluding_cached_inference'

* fix: pre-commit formatting for cost_info

* improved cost explanation and doc

* improved cost info doc

* include - exclude

---------

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

* Standardize printing of MessageTransforms

* Fix pre-commit black failure

* Add test for transform_messages printing

* Return str instead of printing

* Rename to_print_stats to verbose

* Cleanup

* t i# This is a combination of 3 commits.

Update requirements

* Remove lazy-fixture

* Avoid calling apply_transform in two code paths

* Format

* Replace stats with logs

* Handle no content messages in TokenLimiter get_logs()

* Move tests from test_transform_messages to test_transforms

---------

Co-authored-by: Wael Karkoub <wael.karkoub96@gmail.com>

* Add "py" as lang in conversable agent (#1062)

* Add conditions to allow for python executable variants (#1062)

* reverted import (#1062)

* Parameterized tests, moved Python variants to a constant (#1062)

* Moved Python variants to a constant (#1062)

* Update autogen/code_utils.py (#1062)

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

* Update autogen/coding/local_commandline_code_executor.py (#1062)

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

* Added PYTHON_VARIANTS as imported constant (#1062)

* ran pre-commit-check  (#1062)

---------

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

* add support for function call

* clear pip install output

* add convert function from `tools` to `functions`

* fix empty user input error(temporary)

https://microsoft.github.io/autogen/docs/topics/long_contexts/

* support llm_config in agentoptimizer

* fix doc

* restore seed timeout

---------

Co-authored-by: “skzhang1” <“shaokunzhang529@gmail.com”>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* improves token limiter

* improve docstr

* rename arg

* update

* update

* Added vectordb base and chromadb

* Remove timer and unused functions

* Added filter by distance

* Added test utils

* Fix format

* Fix type hint of dict

* Rename test

* Add test chromadb

* Fix test no chromadb

* Add coverage

* Don't skip test vectordb utils

* Add types

* Fix tests

* Fix docs build error

* Add types to base

* Update base

* Update utils

* Update chromadb

* Add get_docs_by_ids

* Improve docstring

* Add get all docs

* Move chroma_results_to_query_results to utils

* Improve type hints

* Update logger

* Update init, add embedding func

* Improve docstring of vectordb, add two attributes

* Improve test workflow

* Add source to the answer for default prompt

* Fix qdrant

* Fix tests

* Update docstring

* Fix check files

* Fix qdrant test error

* gitfu to get gh verified commits

* revive lost point

* fixed openai model related docs

* newline EOF

* wip

* tweaks

* undo fix

* undo removal

* adds to FAQ

* modify docs

* undo formatter

* updates docs

* update deprec notice in compressible agent

* restore notebooks

* giorgossideris comments

* cleanup

* resolve comments

* improve english

* improve english

* cleanup

---------

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

* Add back_to_top and year to readme

* Put in right

* cost update for gpt-3.5-turbo-0125

* update price

* update price

---------

Co-authored-by: Aaron <aaronlaptop12@hotmail.com>

* Improve readability

* Update context_handling.py

update line breaks according to comment of reviewer

* Update agentchat_groupchat_finite_state_machine.ipynb

corrected sentence according to comment of reviewer

* Update autogen/agentchat/contrib/capabilities/context_handling.py

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

---------

Co-authored-by: Shaokun Zhang <shaokunzhang529@gmail.com>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

* add websockets example

* polishing

* README.me renamed to README.md

* polishing

* Use assistant tag to  filter config

* bump version to 0.2.23

* update

* update

* update

* update

* updated

* update

* update

* update

* update

* remove changes to conversation pattern

* update

* update

* update

* fixed types related to function calling

* polishing

* fixed types in tests

* Fixe typo in websockets notebook

* fixes

* bump version to 0.2.22

* doc update

* link update

* consider the failure case

* add composio to ecosystem page

* composio: delete image

* composio: add image

* Update .gitattributes

* Update website/docs/ecosystem/composio.md

* composio: update text

---------

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

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

* 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>