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

* group chat for visualization

* show figure

* webpage update

* link update

* example 2

* example 2

---------

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

* admin takeover in group chat

* comments

* add comments

* Update readme and AutoGen docs

* Update Autogen#notebook-examples, Add link to AutoGen arxiv

* Update website/docs/Use-Cases/Autogen.md

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

* Update link

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>

* silent; code_execution_config; exit; version

* url

* url

* readme

* preview

* doc

* url

* endpoints

* timeout

* chess

* Fix retrieve chat

* config

* mathchat

---------

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

* max consecutive auto reply

* chess notebook

* link to notebook

* clear history

* filter

* **context -> context

* format str template

* groupchat

* register class specific reply

* groupchat notebook

* move human reply into generate_reply

* arg in config

* colab link

* remove room

* rename

* autogen.agent -> autogen.agentchat

* bug fix in portfolio

* notebook

* timeout

* timeout

* infer lang; close #1150

* timeout

* message context

* context handling

* add sender to generate_reply

* clean up the receive function

* move mathchat to contrib

* contrib

* last_message

* Add OptiGuide: agent and notebook

* Optiguide notebook: add figures and URL
1. figures and code points to remote URL
2. simplify the prompt for the interpreter, because
all information is already in the chat history.

* Update name: Agent -> GenericAgent

* Update notebook

* Rename: GenericAgent -> ResponsiveAgent

* Rebase to autogen.agentchat

* OptiGuide: Comment, sytle, and notebook updates

* simplify optiguide

* raise error when msg is invalid; fix docstr

* allow return None for generate_reply()

* update_system_message

* test update_system_message

* simplify optiguide

* simplify optiguide

* simplify optiguide

* simplify optiguide

* move test

* add test and fix bug

* doc update

* doc update

* doc update

* color

* optiguide

* prompt

* test danger case

* packaging

* docker

* remove path in traceback

* capture ipython output

* simplify

* find code blocks with llm

* find code with llm

* order

* order

* fix bug in context handling

* print executing msg

* print executing msg

* test find code

* test find code

* disable find_code

* default_auto_reply

* default auto reply

* remove optiguide

* remove -e

---------

Co-authored-by: Beibin Li <beibin79@gmail.com>

* simplify the initiation of chat

* version update

* include openai

* completion

* load config list from json

* initiate_chat

* oai config list

* oai config list

* config list

* config_list

* raise_error

* retry_time

* raise condition

* oai config list

* catch file not found

* catch openml error

* handle openml error

* handle openml error

* handle openml error

* handle openml error

* handle openml error

* handle openml error

* close #1139

* use property

* termination msg

* AIUserProxyAgent

* smaller dev container

* update notebooks

* match

* document code execution and AIUserProxyAgent

* gpt 3.5 config list

* rate limit

* variable visibility

* remove unnecessary import

* quote

* notebook comments

* remove mathchat from init import

* two users

* import location

* expose config

* return str not tuple

* rate limit

* ipython user proxy

* message

* None result

* rate limit

* rate limit

* rate limit

* rate limit

* make auto_reply a common method for all agents

* abs path

* refactor and doc

* set mathchat_termination

* code format

* modified

* emove import

* code quality

* sender -> messages

* system message

* clean agent hierarchy

* dict check

* invalid oai msg

* return

* openml error

* docstr

---------

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

* add doc for spark

* labelCol equals to label by default

* change title and reformat

* reference about default index type

* fix doc build

* Update website/docs/Examples/Integrate - Spark.md

* update doc

* Added more references

* remove exception case when `y_train.name` is None

* fix broken link

---------

Co-authored-by: Wendong Li <v-wendongli@microsoft.com>
Co-authored-by: Li Jiang <bnujli@gmail.com>

* version update post release v1.2.2

* automl option

* import pandas

* remove automl.utils

* default

* test

* type hint and version update

* dependency update

* link to open in colab

* use packging.version to close #725

---------

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

* response filter

* rewrite implement based on the filter

* multi responses

* abs path

* code handling

* option to not use docker

* context

* eval_only -> raise_error

* notebook

* utils

* utils

* separate tests

* test

* test

* test

* test

* test

* test

* test

* test

* **config in test()

* test

* test

* filename

* extract code from text

* solve_problem; request_timeout in config

* improve

* move import statement

* improve code

* generate assertions

* constant

* configs for implement; voting

* doc

* execute code in docker

* success indicator of code executation in docker

* success indicator

* execute code

* strip n

* add cost in generate_code

* add docstr

* filename

* bytes

* check docker version

* print log

* python test

* remove api key address

* rename exit code

* success exit code

* datasets

* exit code

* recover openai tests

* cache and pattern match

* wait

* wait

* cache and test

* timeout test

* python image name and skip macos

* windows image

* docker images

* volume path and yaml

* win path -> posix

* extensions

* path

* path

* path

* path

* path

* path

* path

* path

* path

* path

* path

* skip windows

* path

* timeout in windows

* use_docker

* use_docker

* hot fix from #1000

---------

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

* make context optional

* better error handling and doc

* skip instantiation if no context

* skip test

* news update

* doc update

* avoid KeyError

* bump version to 1.2.1

* handle empty responses

* typo

* eval function

* math utils in autogen

* cleanup

* code utils

* remove check function from code response

* comment out test

* GPT-4

* increase request timeout

* name

* logging and error handling

* better doc

* doc

* codegen optimized

* GPT series

* text

* no demo example

* math

* import openai

* import openai

* azure model name

* azure model name

* openai version

* generate assertion if necessary

* condition to generate assertions

* init region key

* rename

* comments about budget

* prompt

---------

Co-authored-by: Susan Xueqing Liu <liususan091219@users.noreply.github.com>

* improve max_valid_n and doc

* Update README.md

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

* add support for chatgpt

* notebook

* newline at end of file

* chatgpt notebook

* ChatGPT in Azure

* doc

* math

* warning, timeout, log file name

* handle import error

* doc update; default value

* paper

* doc

* docstr

* eval_func

* add a test func in completion

* update notebook

* update math notebook

* improve notebok

* lint and handle exception

* flake8

* exception in test

* add agg_method

* NameError

* refactor

* Update flaml/integrations/oai/completion.py

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

* Update flaml/integrations/oai/completion.py

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

* add example

* merge files from oai_eval_test

* Revert "merge files from oai_eval_test"
This reverts commit 1e6a550f91.

* merge

* save results to notebook_output

* update version and cache

* update doc

* save nb cell results to file

* fix typo in model name

* code improvements

* improve docstr

* docstr

* docstr on the Returns of test

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Li Jiang <lijiang1@microsoft.com>
Co-authored-by: Susan Xueqing Liu <liususan091219@users.noreply.github.com>

* workflow; model str; timeout

* voting

* notebook

* pull request

* recover workflow

* voted answer

* aoai

* ignore None answer

* default config

* note

* gpt-4

* n=5

* cleanup

* config name

* introduction

* readme

* avoid None

* add output/ to gitignore

* openai version

* invalid var

* comment long running cells

* improve max_valid_n and doc

* Update README.md

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

* add support for chatgpt

* notebook

* newline at end of file

* chatgpt notebook

* ChatGPT in Azure

* doc

* math

* warning, timeout, log file name

* handle import error

* doc update; default value

* paper

* doc

* docstr

* eval_func

* prompt and messages

* remove confusing words

* notebook name

---------

Co-authored-by: Li Jiang <lijiang1@microsoft.com>
Co-authored-by: Susan Xueqing Liu <liususan091219@users.noreply.github.com>

* improve max_valid_n and doc

* Update README.md

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

* newline at end of file

* doc

---------

Co-authored-by: Li Jiang <lijiang1@microsoft.com>
Co-authored-by: Susan Xueqing Liu <liususan091219@users.noreply.github.com>
Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>

* adding openai documentation

* adding openai documentation

* Update website/docs/Examples/Integrate - OpenAI.md

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

* Update website/docs/Examples/Integrate - OpenAI.md

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

* Update website/docs/Examples/Integrate - OpenAI.md

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

* Update website/docs/Examples/Integrate - OpenAI.md

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

* Update website/docs/Examples/Integrate - OpenAI.md

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

* addressing comments

* Update website/docs/Examples/Integrate - OpenAI.md

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

* Update website/docs/Examples/Integrate - OpenAI.md

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

* adding Azure

* rerun

* addressing comments about Azure

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>

* precommit: end-of-file-fixer

* exclude .gitignore

* apply

---------

Co-authored-by: Shaokun <shaokunzhang529@gmail.com>

checkpoint path may be named dir_or_data instead of value

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

* Refactor into automl subpackage

Moved some of the packages into an automl subpackage to tidy before the
task-based refactor. This is in response to discussions with the group
and a comment on the first task-based PR.

Only changes here are moving subpackages and modules into the new
automl, fixing imports to work with this structure and fixing some
dependencies in setup.py.

* Fix doc building post automl subpackage refactor

* Fix broken links in website post automl subpackage refactor

* Fix broken links in website post automl subpackage refactor

* Remove vw from test deps as this is breaking the build

* Move default back to the top-level

I'd moved this to automl as that's where it's used internally, but had
missed that this is actually part of the public interface so makes sense
to live where it was.

* Re-add top level modules with deprecation warnings

flaml.data, flaml.ml and flaml.model are re-added to the top level,
being re-exported from flaml.automl for backwards compatability. Adding
a deprecation warning so that we can have a planned removal later.

* Fix model.py line-endings

* Pin pytorch-lightning to less than 1.8.0

We're seeing strange lightning related bugs from pytorch-forecasting
since the release of lightning 1.8.0. Going to try constraining this to
see if we have a fix.

* Fix the lightning version pin

Was optimistic with setting it in the 1.7.x range, but that isn't
compatible with python 3.6

* Remove lightning version pin

* Revert dependency version changes

* Minor change to retrigger the build

* Fix line endings in ml.py and model.py

Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>
Co-authored-by: EgorKraevTransferwise <egor.kraev@transferwise.com>

* make performance test reproducible

* fix test error

* Doc update and disable logging

* document random_state and version

* remove hardcoded budget

* fix test error and dependency; close #777

* iloc

* Pending changes exported from your codespace

* Update flaml/automl.py

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

* Update flaml/automl.py

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

* Update flaml/ml.py

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

* Update flaml/ml.py

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

* Update website/docs/Examples/Integrate - Scikit-learn Pipeline.md

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

* added documentation for new metric

* Update flaml/ml.py

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

* minor notebook changes

* Update Integrate - Scikit-learn Pipeline.md

* Update notebook/automl_classification.ipynb

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

* Update integrate_azureml.ipynb

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

* rm classification head in nlp

* rm classification head in nlp

* rm classification head in nlp

* adding test cases for switch classification head

* adding test cases for switch classification head

* Update test/nlp/test_autohf_classificationhead.py

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

* adding test cases for switch classification head

* run each test separately

* skip classification head test on windows

* disabling wandb reporting

* fix test nlp custom metric

* fix test nlp custom metric

* fix test nlp custom metric

* fix test nlp custom metric

* fix test nlp custom metric

* fix test nlp custom metric

* fix test nlp custom metric

* fix test nlp custom metric

* fix test nlp custom metric

* fix test nlp custom metric

* fix test nlp custom metric

* Update website/docs/Examples/AutoML-NLP.md

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

* Update website/docs/Examples/AutoML-NLP.md

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

* fix test nlp custom metric

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

* added hyperlink to github of example code