* Add RetrieveChat notebook, RetrieveAssistantAgent and RetrieveUserProxyAgent

* Update according to comments

* Add output

* Add tests, merge main, address comments

* Fix tests

* Merge main

* Remove unnecessary code

* Update test

* Update notebook, some functions

* Fix print issue

* Update notebook

* Update notebook

* Update notebook

* Improve retrieve utils and update notebook

* Update vector db creation method

* Update notebook

* Update notebook

* Add terminate if no more context

* Update prompt and notebook, add example for update context

* Update results

* Update results

* Update results of update context

* Fix typo

* Add table of contents

* Update table of contents

* 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

* update colab link

* typo

* upload file instruction

* update system message and notebooks

* update notebooks

* notebook test

* aoai api version and exclusion

* gpt-3.5-turbo

* dict check

* change model for test

* endpoints, cache_path and func description update

* model list

* gitter -> discord

* mathcaht implementation

* code forrmat

* update readme

* update openai.yml

* update openai.yml

* update openai.yml

* add agent notebook and documentation

* fix bug

* set flush to True when printing msg in agent

* add a math problem in agent notebook

* remove

* header

* improve notebook doc

* notebook update

* improve notebook example

* improve doc

* agent notebook example with user feedback

* log

* log

* improve notebook doc

* improve print

* doc

* human_input_mode

* human_input_mode str

* indent

* indent

* Update flaml/autogen/agent/user_proxy_agent.py

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

* shell command and multiple code blocks

* Update notebook/autogen_agent.ipynb

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

* Update notebook/autogen_agent.ipynb

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

* Update notebook/autogen_agent.ipynb

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

* coding agent

* math notebook

* renaming and doc format

* typo

* infer lang

* sh

* docker

* docker

* reset consecutive autoreply counter

* fix explanation

* paper talk

* human feedback

* web info

* rename test

* config list explanation

* link to blogpost

* installation

* homepage features

* features

* features

* rename agent

* remove notebook

* notebook test

* docker command

* notebook update

* lang -> cmd

* notebook

* make it work for gpt-3.5

* return full log

* quote

* docker

* docker

* docker

* docker

* docker

* docker image list

* notebook

* notebook

* use_docker

* use_docker

* use_docker

* doc

* agent

* doc

* abs path

* pandas

* docker

* reuse docker image

* context window

* news

* print format

* pyspark version in py3.8

* pyspark in py3.8

* pyspark and ray

* quote

* pyspark

* pyspark

* pyspark

---------

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

* 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

* unify config to pyproject.toml
replace flake8 with Ruff

* drop configs

* update

* fixing

* Apply suggestions from code review

Co-authored-by: Zvi Baratz <z.baratz@gmail.com>

* setup

* ci

* pr template

* reword

---------

Co-authored-by: Zvi Baratz <z.baratz@gmail.com>
Co-authored-by: Li Jiang <lijiang1@microsoft.com>

* 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>

* ci: concurrency

* no fail-fast

* Apply suggestions from code review

---------

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

* add basic support to Spark dataframe

add support to SynapseML LightGBM model

update to pyspark>=3.2.0 to leverage pandas_on_Spark API

* clean code, add TODOs

* add sample_train_data for pyspark.pandas dataframe, fix bugs

* improve some functions, fix bugs

* fix dict change size during iteration

* update model predict

* update LightGBM model, update test

* update SynapseML LightGBM params

* update synapseML and tests

* update TODOs

* Added support to roc_auc for spark models

* Added support to score of spark estimator

* Added test for automl score of spark estimator

* Added cv support to pyspark.pandas dataframe

* Update test, fix bugs

* Added tests

* Updated docs, tests, added a notebook

* Fix bugs in non-spark env

* Fix bugs and improve tests

* Fix uninstall pyspark

* Fix tests error

* Fix java.lang.OutOfMemoryError: Java heap space

* Fix test_performance

* Update test_sparkml to test_0sparkml to use the expected spark conf

* Remove unnecessary widgets in notebook

* Fix iloc java.lang.StackOverflowError

* fix pre-commit

* Added params check for spark dataframes

* Refactor code for train_test_split to a function

* Update train_test_split_pyspark

* Refactor if-else, remove unnecessary code

* Remove y from predict, remove mem control from n_iter compute

* Update workflow

* Improve _split_pyspark

* Fix test failure of too short training time

* Fix typos, improve docstrings

* Fix index errors of pandas_on_spark, add spark loss metric

* Fix typo of ndcgAtK

* Update NDCG metrics and tests

* Remove unuseful logger

* Use cache and count to ensure consistent indexes

* refactor for merge maain

* fix errors of refactor

* Updated SparkLightGBMEstimator and cache

* Updated config2params

* Remove unused import

* Fix unknown parameters

* Update default_estimator_list

* Add unit tests for spark metrics

* adding precommit check

* run precommit

* Apply suggestions from code review

Co-authored-by: Zvi Baratz <z.baratz@gmail.com>

* apply precommit

---------

Co-authored-by: Zvi Baratz <z.baratz@gmail.com>

* precommit: end-of-file-fixer

* exclude .gitignore

* apply

---------

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

* azure oai

* price update in notebook

* text Davinci

* pytorch-lightning version

* trigger action in merge queue

* types

* doc check in mege group

* workflow path->paths

* Apply suggestions from code review

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

---------

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

* add cost budget; move loc of make_dir

* support openai completion

* install pytest in workflow

* skip openai test

* test openai

* path for docs rebuild

* install datasets

* signal

* notebook

* notebook in workflow

* optional arguments and special params

* key -> k

* improve readability

* assumption

* optimize for model selection

* larger range of max_tokens

* notebook

* python package workflow

* skip on win

* Added spark support for parallel training.

* Added tests and fixed a bug

* Added more tests and updated docs

* Updated setup.py and docs

* Added customize_learner and tests

* Update spark tests and setup.py

* Update docs and verbose

* Update logging, fix issue in cloud notebook

* Update github workflow for spark tests

* Update github workflow

* Remove hack of handling _choice_

* Allow for failures

* Fix tests, update docs

* Update setup.py

* Update Dockerfile for Spark

* Update tests, remove some warnings

* Add test for notebooks, update utils

* Add performance test for Spark

* Fix lru_cache maxsize

* Fix test failures on some platforms

* Fix coverage report failure

* resovle PR comments

* resovle PR comments 2nd round

* resovle PR comments 3rd round

* fix lint and rename test class

* resovle PR comments 4th round

* refactor customize_learner to broadcast_code

* fix bug related to _choice_

* remove py 3.6

* sanitize config

* optimize test

Bumps [actions/checkout](https://github.com/actions/checkout) from 2 to 3.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v2...v3)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* ray version check when importing

* display learner_class when starting_points removed

* test ray 2

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 2 to 4.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v2...v4)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Bumps [actions/setup-node](https://github.com/actions/setup-node) from 2 to 3.
- [Release notes](https://github.com/actions/setup-node/releases)
- [Commits](https://github.com/actions/setup-node/compare/v2...v3)

---
updated-dependencies:
- dependency-name: actions/setup-node
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 1 to 3.
- [Release notes](https://github.com/codecov/codecov-action/releases)
- [Changelog](https://github.com/codecov/codecov-action/blob/master/CHANGELOG.md)
- [Commits](https://github.com/codecov/codecov-action/compare/v1...v3)

---
updated-dependencies:
- dependency-name: codecov/codecov-action
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Bumps [actions/cache](https://github.com/actions/cache) from 1 to 3.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/v1...v3)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* add vw version requirement

* vw version

* version range

* add documentation

* vw version range

* skip test on py3.10

* vw version

* rephrase

* don't install vw on py 3.10

* move import location

* remove inherit

* 3.10 in version

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

* allow installation in py 3.6

* test py 3.6

* support latest xgboost version

* Update test_classification.py

* Update 

Exists problems when installing xgb1.6.1 in py3.6

* cleanup

* xgboost version

* remove time_budget_s in test

* remove redundancy

* stop support of python 3.6

Co-authored-by: zsk <shaokunzhang529@gmail.com>
Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>

* update the signature of set_search_properties

* fix resource limit issue

* add python 3.10 in CI

* reinstall libomp in macos

* zero-shot AutoML in readme

* use pydoc-markdown 4.5.0 to avoid error in 4.6.0

A new documentation website. And:

* add actions for doc

* update docstr

* installation instructions for doc dev

* unify README and Getting Started

* rename notebook

* doc about best_model_for_estimator #340

* docstr for keep_search_state #340

* DNN

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

* fix checkpoint naming + trial id for non-ray mode, fix the bug in running test mode, delete all the checkpoints in non-ray mode

* finished testing for checkpoint naming, delete checkpoint, ray, max iter = 1

* adding predict_proba, address PR 293's comments

close #293 #291

* limit time and memory

* separate tests

* lrl1 can't be limited by limit_resource

* free memory when possible

* passthrough=False when ensemble fails;
retrain when trained_estimator is None

* use callback to for resource limit

* handle lower version of xgb with no callback

* free mem ratio

* reduce verbosity

* retrain_final when max_iter==1

* remove trained_estimator from result

* model_history

* wheel

* retrain time as best_config_train_time

* ci: libomp version for xgboost on macos

* limit_resource not working in windows

* test pickle load

* mute forecaster

* notebook update

* check hard

* preventive callback

* add use_ray

* build and upload pypi package

* pandas in dependency

* added 'forecast' task with estimators ['fbprophet', 'arima', 'sarimax']

* update setup.py

* add TimeSeriesSplit to 'regression' and 'classification' task

* add 'time' split_type for 'classification' and 'regression' task

Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>

* feature importance

* variable name

* Update test/test_split.py

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

* Update test/test_forecast.py

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

* prophet installation fail in windows

* upload flaml_forecast.ipynb

Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>

* unordered categorical

* allow cost attribute to be None

* tensorboardX version

* quote

* cfo cat

* trunc

* Update version.py

* incumbent is normalized

* python 3.9

* remove ConcurrencyLimiter

* seed

* estimator

* update autovw notebook

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

* add codecov.yml

* change tests to test

* condition

* windows

* install coverage

* remove conditions

* revert remove conditions

* check build failure

* code coverage

* Revert "check build failure"

This reverts commit bc06b3f961.

* del codecov.yml

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

* update image url

* ArffException

* OpenMLError is ValueError

* CatBoostError

* reduce build on push

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

* flaml v0.3

* low cost partial config