This directory will be uploaded in the future during testing

…ll object.

Currently, it's only implemented for topk parsing

* added support to new chatmodels

* Ignored paper directory to avoid commiting datasets by mistake

This directory will be uploaded in the future during testing

* Fixed imports to be compatible with the new version of langchain

* fixed typo in vectostores

* Implemented LLM model clases and made them independent from the AskTell object.

Currently, it's only implemented for topk parsing

* added support to new chatmodels

* Ignored paper directory to avoid commiting datasets by mistake

This directory will be uploaded in the future during testing

* Fixed imports to be compatible with the new version of langchain

* fixed typo in vectostores

* Implemented LLM model clases and made them independent from the AskTell object.

Currently, it's only implemented for topk parsing

* Exposed  to control the diversity in MMR selection

* updated inverse design prompt and test notebooks

Inverse lambda

* updated gitignore file

* Exposed system messages to the user
The prompt can be specified using the `inv_system_message` and the `system_message` arguments in the `ask`, `predict`, and `inv_predict` methods."

* Implemented the logEI acquisition function

* Ran LogEI experiments

TODO: solve the problem with anyscale only accepting requests with n=1

* Started implementation of LLM-specific tests

* Updated tests

* Updated AskTell tests

* fixed logprobs type in OpenAILLM

* Updated chat models to use logprobs

* removed unneeded imports

* Updated tests

TODO: implements tests for KNN, KRR, and finetune

* Updated regression experiments notebook

* Started implementation of LLM-specific tests

* Updated tests

* fixed conflicts after merging the update_tests branch

* Cleaned exps notebooks and ocm generator notebook

* Created a base class for AskTellFewshot

Children classes should implement specific hidden methods

* Created a base class for AskTellFewshot

Children classes should implement specific hidden methods

* Updated AskTellGPR to inherit from AskTellFewShot

* Updated AskTellGPR to inherit from AskTellFewShot

* Updated AskTellNearestNeighbor to inherit from AskTellFewShot

* Updated tests and removed old tests_bolift.py

* Changed default top_p to 0.5

* processed the string being trained with the class formatters

* updated regression scripts and added results

* Updated runs for OCM

* Changed default top_p to 0.5

* processed the string being trained with the class formatters

* updated regression scripts and added results

* Updated runs for OCM

* Fixed the pydantic error of BO-LIFT tool

* Changed hor logprobs is passed to langchain in new version

Depending on the version of langchain/openai, the logprobs argument needs to passed as kwargs or explicitly. I changed it to be compatible with langchain 0.3.1, langchain-openai 0.2.1,  and openai 1.51. TODO: constrain these versions in the setup.py

* Updated experiments notebooks

* updated gitignore and removed unneeded committed files

* updated results data

* Changed default top_p to 0.5

* processed the string being trained with the class formatters

* updated regression scripts and added results

* Updated runs for OCM

* Fixed the pydantic error of BO-LIFT tool

* Changed hor logprobs is passed to langchain in new version

Depending on the version of langchain/openai, the logprobs argument needs to passed as kwargs or explicitly. I changed it to be compatible with langchain 0.3.1, langchain-openai 0.2.1,  and openai 1.51. 

* Updated experiments notebooks

* started claude implementation

TODO: Anthropic doesnt have the option to generate multiple completions such as openAI. I need to implement it myself

* Finished implementation of claude multi-request

* Added langchain-anthropic as a requirment


* Added claude models in the functions to load tests (get_dataset and get_asktell)