Ragas

What's Changed
* docs: Import AnswerSimilarity by nelsonauner in https://github.com/explodinggradients/ragas/pull/296
* FIx: testset_generator.py by ferdinandl007 in https://github.com/explodinggradients/ragas/pull/291
* Case-insensitive and whitespace handling for context_precision. by Pauldevillers in https://github.com/explodinggradients/ragas/pull/297
* Fix/tiny refactor by Yongtae723 in https://github.com/explodinggradients/ragas/pull/305
* fix: broken link to metrics by younes-io in https://github.com/explodinggradients/ragas/pull/311
* Convert context_recall to json format by shahules786 in https://github.com/explodinggradients/ragas/pull/312
* fix: add retry logic for OpenAI and Azure OpenAI by jjmachan in https://github.com/explodinggradients/ragas/pull/315
* fix: openai env var load after init and before score also by jjmachan in https://github.com/explodinggradients/ragas/pull/316
* import llama_index gracefully, solves 318 by ceferisbarov in https://github.com/explodinggradients/ragas/pull/319
* Make testgenerator output compatible with evaluate by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/302

New Contributors
* nelsonauner made their first contribution in https://github.com/explodinggradients/ragas/pull/296
* ferdinandl007 made their first contribution in https://github.com/explodinggradients/ragas/pull/291
* Pauldevillers made their first contribution in https://github.com/explodinggradients/ragas/pull/297
* younes-io made their first contribution in https://github.com/explodinggradients/ragas/pull/311
* ceferisbarov made their first contribution in https://github.com/explodinggradients/ragas/pull/319

**Full Changelog**: https://github.com/explodinggradients/ragas/compare/v0.0.20...v0.0.21

What's Changed
* docs: update how LLMs are customized in Ragas metrics by jjmachan in https://github.com/explodinggradients/ragas/pull/219
* fix: Add RagasLLM for customized test set generation by chankeith96 in https://github.com/explodinggradients/ragas/pull/242
* docs: add import statement in testset generation by jjmachan in https://github.com/explodinggradients/ragas/pull/249
* expose metrics prompts by renaming metric modules by grauvictor in https://github.com/explodinggradients/ragas/pull/243
* fix: added support for google vertexAI by jjmachan in https://github.com/explodinggradients/ragas/pull/252
* Renamed module names and made changes in init to reflect the change by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/244
* added hint in synthetcic data generation by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/259
* feat: RagasEmbeddings by shahules786 in https://github.com/explodinggradients/ragas/pull/232
* Fix: type hints by shahules786 in https://github.com/explodinggradients/ragas/pull/263
* Update issue templates by shahules786 in https://github.com/explodinggradients/ragas/pull/265
* Update evaluation.md typo by whitewum in https://github.com/explodinggradients/ragas/pull/275
* removed ragas score from result object by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/276
* Custom embeddings from HuggingFace (sentence transformer) do not pass the assertion in src/ragas/metrics/_answer_similarity.py by alebondarenko in https://github.com/explodinggradients/ragas/pull/277
* fix: set temperate to near zero value by shahules786 in https://github.com/explodinggradients/ragas/pull/267
* feat: add native support for OpenAI and AzureOpenAI by jjmachan in https://github.com/explodinggradients/ragas/pull/261
* feat: make ragas pip more lighter by jjmachan in https://github.com/explodinggradients/ragas/pull/283
* docs: amazon bedrock (241) by arm-diaz in https://github.com/explodinggradients/ragas/pull/246
* docs: added vertext ai support by jjmachan in https://github.com/explodinggradients/ragas/pull/284
* chore: pin OpenAI to >1 by jjmachan in https://github.com/explodinggradients/ragas/pull/285

New Contributors
* chankeith96 made their first contribution in https://github.com/explodinggradients/ragas/pull/242
* grauvictor made their first contribution in https://github.com/explodinggradients/ragas/pull/243
* tinomaxthayil made their first contribution in https://github.com/explodinggradients/ragas/pull/244
* whitewum made their first contribution in https://github.com/explodinggradients/ragas/pull/275
* alebondarenko made their first contribution in https://github.com/explodinggradients/ragas/pull/277

**Full Changelog**: https://github.com/explodinggradients/ragas/compare/v0.0.19...v0.0.20

What's Changed
* docs: fix typo by shahules786 in https://github.com/explodinggradients/ragas/pull/214
* feat: context average precision by shahules786 in https://github.com/explodinggradients/ragas/pull/204
* fix: avoid division by zero by shahules786 in https://github.com/explodinggradients/ragas/pull/218
* fix: typecast in TestsetGeneration fails for python3.8 by jjmachan in https://github.com/explodinggradients/ragas/pull/215
* fix: make context_relevancy available by jjmachan in https://github.com/explodinggradients/ragas/pull/229
* feat: add support for llms on AWS Bedrock (226) by arm-diaz in https://github.com/explodinggradients/ragas/pull/227
* tests: for metrics by jjmachan in https://github.com/explodinggradients/ragas/pull/233
* docs: add context_precision by shahules786 in https://github.com/explodinggradients/ragas/pull/236
* docs: add langfuse notebook by jjmachan in https://github.com/explodinggradients/ragas/pull/216
* Fix typos in langfuse.ipynb by marcklingen in https://github.com/explodinggradients/ragas/pull/237

New Contributors
* arm-diaz made their first contribution in https://github.com/explodinggradients/ragas/pull/227
* marcklingen made their first contribution in https://github.com/explodinggradients/ragas/pull/237

**Full Changelog**: https://github.com/explodinggradients/ragas/compare/v0.0.18...v0.0.19

What's Changed
* fix: use llm from baseclass for metrics by jjmachan in https://github.com/explodinggradients/ragas/pull/189
* bugfix: context_precision by shahules786 in https://github.com/explodinggradients/ragas/pull/194
* Fix typos in Eval doc by mmaysami in https://github.com/explodinggradients/ragas/pull/198
* testset generation : Improvements by shahules786 in https://github.com/explodinggradients/ragas/pull/195
* feat: langchain documents support for TestsetGenerator by jjmachan in https://github.com/explodinggradients/ragas/pull/201
* docs: document loaders support by shahules786 in https://github.com/explodinggradients/ragas/pull/202
* feat: support for multiple n in llms by jjmachan in https://github.com/explodinggradients/ragas/pull/197
* feat: llamaIndex llm support by jjmachan in https://github.com/explodinggradients/ragas/pull/205
* Refactor testset_generator.py for newbies to understand easily by Yongtae723 in https://github.com/explodinggradients/ragas/pull/207
* fix: remove limit on pydantic 2.0 by jjmachan in https://github.com/explodinggradients/ragas/pull/209

New Contributors
* mmaysami made their first contribution in https://github.com/explodinggradients/ragas/pull/198

**Full Changelog**: https://github.com/explodinggradients/ragas/compare/v0.0.17...v0.0.18

What's Changed
* Testset generation: add gaurdrails to chunk filtering by shahules786 in https://github.com/explodinggradients/ragas/pull/166
* Docs testset generation by shahules786 in https://github.com/explodinggradients/ragas/pull/165
* don't warn when `context_precision` is correctly called by monstertruck in https://github.com/explodinggradients/ragas/pull/168
* fixed chunk validation by shahules786 in https://github.com/explodinggradients/ragas/pull/169
* doc: init docs.ragas.io by jjmachan in https://github.com/explodinggradients/ragas/pull/170
* docs: Add references to ragas by jjmachan in https://github.com/explodinggradients/ragas/pull/171
* Docs: added contents by shahules786 in https://github.com/explodinggradients/ragas/pull/175
* Answer correctness metrics by shahules786 in https://github.com/explodinggradients/ragas/pull/161
* added imports to doc by shahules786 in https://github.com/explodinggradients/ragas/pull/178
* docs: added github and discord links by jjmachan in https://github.com/explodinggradients/ragas/pull/179
* Fix typos by pitmonticone in https://github.com/explodinggradients/ragas/pull/180
* docs: add refferences by jjmachan in https://github.com/explodinggradients/ragas/pull/177
* docs: support notebooks by jjmachan in https://github.com/explodinggradients/ragas/pull/182
* added emojis to docs by shahules786 in https://github.com/explodinggradients/ragas/pull/183
* Docs improvements by shahules786 in https://github.com/explodinggradients/ragas/pull/186
* testset generation: bug fixes by shahules786 in https://github.com/explodinggradients/ragas/pull/185

New Contributors
* monstertruck made their first contribution in https://github.com/explodinggradients/ragas/pull/168
* pitmonticone made their first contribution in https://github.com/explodinggradients/ragas/pull/180

**Full Changelog**: https://github.com/explodinggradients/ragas/compare/v0.0.16...v0.0.17

What's Changed
* docs: azure openai quickstart by jjmachan in https://github.com/explodinggradients/ragas/pull/155
* fix: llamaIndex issues by jjmachan in https://github.com/explodinggradients/ragas/pull/156
* feat: changing `context_relevancy` to `context_precision` by jjmachan in https://github.com/explodinggradients/ragas/pull/157
* Test set generation paradigm by shahules786 in https://github.com/explodinggradients/ragas/pull/150
* Testset generation: documentation by shahules786 in https://github.com/explodinggradients/ragas/pull/158


**Full Changelog**: https://github.com/explodinggradients/ragas/compare/v0.0.15...v0.0.16