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Parse Any HTML-esh Style Tags #2046

Merged
merged 25 commits into from
Mar 26, 2024
Merged

Parse Any HTML-esh Style Tags #2046

merged 25 commits into from
Mar 26, 2024

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WaelKarkoub
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@WaelKarkoub WaelKarkoub commented Mar 18, 2024

Why are these changes needed?

This PR introduces an enhancement to the way LMM agents communicate with each other. Currently, agents use HTML-style tags embedded in text messages to share image information (e.g., Hi, take a look at this image <img http://example.com/something.jpg>). Expanding the tagging system to audio and video could be beneficial as LMM agents' capabilities expand.

The key improvements in this PR include:

  • Support for Multiple Tag Types: The new implementation can handle an unlimited number of different tag types.
  • Attribute Parsing: The new implementation can parse attributes within tags. This allows us to include additional information within each tag.

Some examples:

  • <audio prompt="Whisper" text="Hello autogen" task="generate">, the output would be {"tag": "audio", "content": {"prompt": "whisper", "text": "Hello autogen", "task": "generate"}}.
  • <video https://example.com prompt="change all red cars to yellow" tasks="modify">, the output would be {"tag": "video", "content": {"prompt": "change all red cars to yellow", "task": "modify"}}.

NOTE: As you may have noticed, the implementation is complex because I don't know what I'm doing when it comes to regex.

I also thought of fully supporting HTML, simplifying the implementation. However, I prioritized backward compatibility instead.

Related issue number

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codecov-commenter commented Mar 18, 2024

Codecov Report

Attention: Patch coverage is 89.06250% with 7 lines in your changes are missing coverage. Please review.

Project coverage is 48.92%. Comparing base (59a7790) to head (8e42f59).

Files Patch % Lines
autogen/agentchat/utils.py 87.93% 3 Missing and 4 partials ⚠️
Additional details and impacted files
@@             Coverage Diff             @@
##             main    #2046       +/-   ##
===========================================
+ Coverage   36.73%   48.92%   +12.18%     
===========================================
  Files          69       69               
  Lines        7134     7190       +56     
  Branches     1557     1700      +143     
===========================================
+ Hits         2621     3518      +897     
+ Misses       4280     3371      -909     
- Partials      233      301       +68     
Flag Coverage Δ
unittests 48.78% <89.06%> (+12.06%) ⬆️

Flags with carried forward coverage won't be shown. Click here to find out more.

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@sonichi sonichi enabled auto-merge March 26, 2024 18:33
@sonichi sonichi added this pull request to the merge queue Mar 26, 2024
Merged via the queue into main with commit 66d96dd Mar 26, 2024
59 of 72 checks passed
@WaelKarkoub WaelKarkoub deleted the parse-tags branch March 26, 2024 23:56
sharsha315 pushed a commit to sharsha315/autogen that referenced this pull request Mar 29, 2024
* tried implementing my own regex

* improves tests

* finally works

* removes prints

* fixed test

* adds start and end

* delete unused imports

* refactored to use new tool

* significantly improved algo

* tag content -> tag attr

* fix tests + adds new field

* return full match

* return remove start and end

* update docstrings

* update docstrings

* update docstrings

---------

Co-authored-by: Beibin Li <BeibinLi@users.noreply.github.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
github-merge-queue bot pushed a commit that referenced this pull request Apr 3, 2024
* DOC FIX - Formatted Docstrings for the retrieve_user_proxy_agent.py and Added first single line for the class RetrieveUserProxyAgent.

* DOC FIX - Formatted Docstrings for  theinitiate_chats functiion of ChatResult class in  autogen/agentchat/chat.py

* Add vision capability (#2025)

* Add vision capability

* Configurate: description_prompt

* Print warning instead of raising issues for type

* Skip vision capability test if dependencies not installed

* Append "vision" to agent's system message when enabled VisionCapability

* GPT-4V notebook update with ConversableAgent

* Clean GPT-4V notebook

* Add vision capability test to workflow

* Lint import

* Update system message for vision capability

* Add a `custom_caption_func` to VisionCapability

* Add custom function example for vision capability

* Skip test Vision capability custom func

* GPT-4V notebook metadata to website

* Remove redundant files

* The custom caption function takes more inputs now

* Add a more complex example of custom caption func

* Remove trailing space

---------

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

* Native tool call support for Mistral AI API and topic notebook. (#2135)

* Support for Mistral AI API and topic notebook.

* formatting

* formatting

* New conversational chess notebook using nested chats and tool use (#2137)

* add chess notebook

* update

* update

* Update notebook with figure

* Add example link

* redirect

* Clean up example format

* address gagan's comments

* update references

* fix links

* add webarena in samples (#2114)

* 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>

* context to kwargs (#2064)

* context to kwargs

* add tag

* add test

* text to kwargs

---------

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

* Bump webpack-dev-middleware from 5.3.3 to 5.3.4 in /website (#2131)

Bumps [webpack-dev-middleware](https://github.com/webpack/webpack-dev-middleware) from 5.3.3 to 5.3.4.
- [Release notes](https://github.com/webpack/webpack-dev-middleware/releases)
- [Changelog](https://github.com/webpack/webpack-dev-middleware/blob/v5.3.4/CHANGELOG.md)
- [Commits](webpack/webpack-dev-middleware@v5.3.3...v5.3.4)

---
updated-dependencies:
- dependency-name: webpack-dev-middleware
  dependency-type: indirect
...

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

* Parse Any HTML-esh Style Tags (#2046)

* tried implementing my own regex

* improves tests

* finally works

* removes prints

* fixed test

* adds start and end

* delete unused imports

* refactored to use new tool

* significantly improved algo

* tag content -> tag attr

* fix tests + adds new field

* return full match

* return remove start and end

* update docstrings

* update docstrings

* update docstrings

---------

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

* Integrate AgentOptimizer (#1767)

* draft agent optimizer

* refactor

* remove

* change openai config interface

* notebook

* update blog

* add test

* clean up

* redir

* update

* update interface

* change model name

* move to contrib

* Update autogen/agentchat/contrib/agent_optimizer.py

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

---------

Co-authored-by: “skzhang1” <“shaokunzhang529@gmail.com”>
Co-authored-by: Beibin Li <BeibinLi@users.noreply.github.com>
Co-authored-by: Jieyu Zhang <jieyuz2@cs.washington.edu>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

* Introducing IOStream protocol and adding support for websockets (#1551)

* Introducing IOStream

* bug fixing

* polishing

* refactoring

* refactoring

* refactoring

* wip: async tests

* websockets added

* wip

* merge with main

* notebook added

* FastAPI example added

* wip

* merge

* getter/setter to iostream added

* website/blog/2024-03-03-AutoGen-Update/img/dalle_gpt4v.png: convert to Git LFS

* website/blog/2024-03-03-AutoGen-Update/img/gaia.png: convert to Git LFS

* website/blog/2024-03-03-AutoGen-Update/img/teach.png: convert to Git LFS

* add SSL support

* wip

* wip

* exception handling added to on_connect()

* refactoring: default iostream is being set in a context manager

* test fix

* polishing

* polishing

* polishing

* fixed bug with new thread

* polishing

* a bit of refactoring and docs added

* notebook added to docs

* type checking added to CI

* CI fix

* CI fix

* CI fix

* polishing

* obsolete todo comment removed

* fixed precommit error

---------

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

* [CAP] [Feature] Get list of actors from directory service. (#2073)

* 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

* Mark cache as a protocol and update type hints to reflect (#2168)

* Mark cache as a protocl and update type hints to reflect

* int

* undo init change

	modified:   autogen/agentchat/chat.py

* fix(): fix word spelling errors (#2171)

* Implement User Defined Functions for Local CLI Executor (#2102)

* Implement user defined functions feature for local cli exec, add docs

* add tests, update docs

* fixes

* fix test

* add pandas test dep

* install test

* provide template as func

* formatting

* undo change

* address comments

* add test deps

* formatting

* test only in 1 env

* formatting

* remove test for local only

---------

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

* simplify getting-started; update news (#2175)

* simplify getting-started; update news

* bug fix

* update (#2178)

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

* Fix formatting of admonitions in udf docs (#2188)

* Fix iostream on new thread (#2181)

* fixed get_stream in new thread by introducing a global default

* fixed get_stream in new thread by introducing a global default

---------

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

* Add link for rendering notebooks docs on website (#2191)

* Transform Messages Capability (#1923)

* wip

* Adds docstrings

* fixed spellings

* wip

* fixed errors

* better class names

* adds tests

* added tests to workflow

* improved token counting

* improved notebook

* improved token counting in test

* improved docstrings

* fix inconsistencies

* changed by mistake

* fixed docstring

* fixed details

* improves tests + adds openai contrib test

* fix spelling oai contrib test

* clearer docstrings

* remove repeated docstr

* improved notebook

* adds metadata to notebook

* Improve outline and description (#2125)

* better dir structure

* clip max tokens to allowed tokens

* more accurate comments/docstrs

* add deperecation warning

* fix front matter desc

* add deperecation warning notebook

* undo local notebook settings changes

* format notebook

* format workflow

---------

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

* Bump express from 4.18.2 to 4.19.2 in /website (#2157)

Bumps [express](https://github.com/expressjs/express) from 4.18.2 to 4.19.2.
- [Release notes](https://github.com/expressjs/express/releases)
- [Changelog](https://github.com/expressjs/express/blob/master/History.md)
- [Commits](expressjs/express@4.18.2...4.19.2)

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

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

* add clarity analytics (#2201)

* Docstring formatting fix: Standardize docstrings to adhere to Google style guide, ensuring consistency and clarity. and also fixed the broken link for autogen/agentchat/chat.py

* Docstring fix: Reformattted docstrings to adhere to Google style guide, nsuring consistency and clarity. For agentchat/contrib/retrieve_user_proxy_agent.py file

* Fixed Pre-Commit Error, Trailing spaces on agentchat/chat.py

* Fixed Pre-Commit Error, Trailing spaces on agentchat/chat.py

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Li Jiang <bnujli@gmail.com>
Co-authored-by: Beibin Li <BeibinLi@users.noreply.github.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
Co-authored-by: olgavrou <olgavrou@gmail.com>
Co-authored-by: gagb <gagb@users.noreply.github.com>
Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Wael Karkoub <wael.karkoub96@gmail.com>
Co-authored-by: Shaokun Zhang <shaokunzhang529@gmail.com>
Co-authored-by: “skzhang1” <“shaokunzhang529@gmail.com”>
Co-authored-by: Jieyu Zhang <jieyuz2@cs.washington.edu>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>
Co-authored-by: Davor Runje <davor@airt.ai>
Co-authored-by: Rajan <rajan.chari@yahoo.com>
Co-authored-by: calm <1191465097@qq.com>
Co-authored-by: AnonymousRepoSub <“shaokunzhang529@outlook.com” >
whiskyboy pushed a commit to whiskyboy/autogen that referenced this pull request Apr 17, 2024
* tried implementing my own regex

* improves tests

* finally works

* removes prints

* fixed test

* adds start and end

* delete unused imports

* refactored to use new tool

* significantly improved algo

* tag content -> tag attr

* fix tests + adds new field

* return full match

* return remove start and end

* update docstrings

* update docstrings

* update docstrings

---------

Co-authored-by: Beibin Li <BeibinLi@users.noreply.github.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
whiskyboy pushed a commit to whiskyboy/autogen that referenced this pull request Apr 17, 2024
* DOC FIX - Formatted Docstrings for the retrieve_user_proxy_agent.py and Added first single line for the class RetrieveUserProxyAgent.

* DOC FIX - Formatted Docstrings for  theinitiate_chats functiion of ChatResult class in  autogen/agentchat/chat.py

* Add vision capability (microsoft#2025)

* Add vision capability

* Configurate: description_prompt

* Print warning instead of raising issues for type

* Skip vision capability test if dependencies not installed

* Append "vision" to agent's system message when enabled VisionCapability

* GPT-4V notebook update with ConversableAgent

* Clean GPT-4V notebook

* Add vision capability test to workflow

* Lint import

* Update system message for vision capability

* Add a `custom_caption_func` to VisionCapability

* Add custom function example for vision capability

* Skip test Vision capability custom func

* GPT-4V notebook metadata to website

* Remove redundant files

* The custom caption function takes more inputs now

* Add a more complex example of custom caption func

* Remove trailing space

---------

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

* Native tool call support for Mistral AI API and topic notebook. (microsoft#2135)

* Support for Mistral AI API and topic notebook.

* formatting

* formatting

* New conversational chess notebook using nested chats and tool use (microsoft#2137)

* add chess notebook

* update

* update

* Update notebook with figure

* Add example link

* redirect

* Clean up example format

* address gagan's comments

* update references

* fix links

* add webarena in samples (microsoft#2114)

* 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>

* context to kwargs (microsoft#2064)

* context to kwargs

* add tag

* add test

* text to kwargs

---------

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

* Bump webpack-dev-middleware from 5.3.3 to 5.3.4 in /website (microsoft#2131)

Bumps [webpack-dev-middleware](https://github.com/webpack/webpack-dev-middleware) from 5.3.3 to 5.3.4.
- [Release notes](https://github.com/webpack/webpack-dev-middleware/releases)
- [Changelog](https://github.com/webpack/webpack-dev-middleware/blob/v5.3.4/CHANGELOG.md)
- [Commits](webpack/webpack-dev-middleware@v5.3.3...v5.3.4)

---
updated-dependencies:
- dependency-name: webpack-dev-middleware
  dependency-type: indirect
...

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

* Parse Any HTML-esh Style Tags (microsoft#2046)

* tried implementing my own regex

* improves tests

* finally works

* removes prints

* fixed test

* adds start and end

* delete unused imports

* refactored to use new tool

* significantly improved algo

* tag content -> tag attr

* fix tests + adds new field

* return full match

* return remove start and end

* update docstrings

* update docstrings

* update docstrings

---------

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

* Integrate AgentOptimizer (microsoft#1767)

* draft agent optimizer

* refactor

* remove

* change openai config interface

* notebook

* update blog

* add test

* clean up

* redir

* update

* update interface

* change model name

* move to contrib

* Update autogen/agentchat/contrib/agent_optimizer.py

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

---------

Co-authored-by: “skzhang1” <“shaokunzhang529@gmail.com”>
Co-authored-by: Beibin Li <BeibinLi@users.noreply.github.com>
Co-authored-by: Jieyu Zhang <jieyuz2@cs.washington.edu>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>

* Introducing IOStream protocol and adding support for websockets (microsoft#1551)

* Introducing IOStream

* bug fixing

* polishing

* refactoring

* refactoring

* refactoring

* wip: async tests

* websockets added

* wip

* merge with main

* notebook added

* FastAPI example added

* wip

* merge

* getter/setter to iostream added

* website/blog/2024-03-03-AutoGen-Update/img/dalle_gpt4v.png: convert to Git LFS

* website/blog/2024-03-03-AutoGen-Update/img/gaia.png: convert to Git LFS

* website/blog/2024-03-03-AutoGen-Update/img/teach.png: convert to Git LFS

* add SSL support

* wip

* wip

* exception handling added to on_connect()

* refactoring: default iostream is being set in a context manager

* test fix

* polishing

* polishing

* polishing

* fixed bug with new thread

* polishing

* a bit of refactoring and docs added

* notebook added to docs

* type checking added to CI

* CI fix

* CI fix

* CI fix

* polishing

* obsolete todo comment removed

* fixed precommit error

---------

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

* [CAP] [Feature] Get list of actors from directory service. (microsoft#2073)

* 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

* Mark cache as a protocol and update type hints to reflect (microsoft#2168)

* Mark cache as a protocl and update type hints to reflect

* int

* undo init change

	modified:   autogen/agentchat/chat.py

* fix(): fix word spelling errors (microsoft#2171)

* Implement User Defined Functions for Local CLI Executor (microsoft#2102)

* Implement user defined functions feature for local cli exec, add docs

* add tests, update docs

* fixes

* fix test

* add pandas test dep

* install test

* provide template as func

* formatting

* undo change

* address comments

* add test deps

* formatting

* test only in 1 env

* formatting

* remove test for local only

---------

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

* simplify getting-started; update news (microsoft#2175)

* simplify getting-started; update news

* bug fix

* update (microsoft#2178)

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

* Fix formatting of admonitions in udf docs (microsoft#2188)

* Fix iostream on new thread (microsoft#2181)

* fixed get_stream in new thread by introducing a global default

* fixed get_stream in new thread by introducing a global default

---------

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

* Add link for rendering notebooks docs on website (microsoft#2191)

* Transform Messages Capability (microsoft#1923)

* wip

* Adds docstrings

* fixed spellings

* wip

* fixed errors

* better class names

* adds tests

* added tests to workflow

* improved token counting

* improved notebook

* improved token counting in test

* improved docstrings

* fix inconsistencies

* changed by mistake

* fixed docstring

* fixed details

* improves tests + adds openai contrib test

* fix spelling oai contrib test

* clearer docstrings

* remove repeated docstr

* improved notebook

* adds metadata to notebook

* Improve outline and description (microsoft#2125)

* better dir structure

* clip max tokens to allowed tokens

* more accurate comments/docstrs

* add deperecation warning

* fix front matter desc

* add deperecation warning notebook

* undo local notebook settings changes

* format notebook

* format workflow

---------

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

* Bump express from 4.18.2 to 4.19.2 in /website (microsoft#2157)

Bumps [express](https://github.com/expressjs/express) from 4.18.2 to 4.19.2.
- [Release notes](https://github.com/expressjs/express/releases)
- [Changelog](https://github.com/expressjs/express/blob/master/History.md)
- [Commits](expressjs/express@4.18.2...4.19.2)

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

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

* add clarity analytics (microsoft#2201)

* Docstring formatting fix: Standardize docstrings to adhere to Google style guide, ensuring consistency and clarity. and also fixed the broken link for autogen/agentchat/chat.py

* Docstring fix: Reformattted docstrings to adhere to Google style guide, nsuring consistency and clarity. For agentchat/contrib/retrieve_user_proxy_agent.py file

* Fixed Pre-Commit Error, Trailing spaces on agentchat/chat.py

* Fixed Pre-Commit Error, Trailing spaces on agentchat/chat.py

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Li Jiang <bnujli@gmail.com>
Co-authored-by: Beibin Li <BeibinLi@users.noreply.github.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
Co-authored-by: olgavrou <olgavrou@gmail.com>
Co-authored-by: gagb <gagb@users.noreply.github.com>
Co-authored-by: Qingyun Wu <qingyun0327@gmail.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Wael Karkoub <wael.karkoub96@gmail.com>
Co-authored-by: Shaokun Zhang <shaokunzhang529@gmail.com>
Co-authored-by: “skzhang1” <“shaokunzhang529@gmail.com”>
Co-authored-by: Jieyu Zhang <jieyuz2@cs.washington.edu>
Co-authored-by: Jack Gerrits <jackgerrits@users.noreply.github.com>
Co-authored-by: Davor Runje <davor@airt.ai>
Co-authored-by: Rajan <rajan.chari@yahoo.com>
Co-authored-by: calm <1191465097@qq.com>
Co-authored-by: AnonymousRepoSub <“shaokunzhang529@outlook.com” >
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5 participants