Ragas

What's Changed
* add initial embeddings.encode_kwargs by lucasiscovici in https://github.com/explodinggradients/ragas/pull/371
* feat(testset_generator): support error catching in generation process by yuukidach in https://github.com/explodinggradients/ragas/pull/368
* added class for FastEmbed by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/379
* Updated NLI Verdicts to Binary Format by lucasiscovici in https://github.com/explodinggradients/ragas/pull/384
* added docs for ragas embeddings by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/386
* fix context in _answer_correctness.py by lucasiscovici in https://github.com/explodinggradients/ragas/pull/385
* docs: AI copilot implementation by nickscamara in https://github.com/explodinggradients/ragas/pull/294
* fix: faithfulness for evasive/reject answers by shahules786 in https://github.com/explodinggradients/ragas/pull/392
* Added prompt class by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/388
* Context precision with ground truth by shahules786 in https://github.com/explodinggradients/ragas/pull/391
* Added note to answer_relevance by shahules786 in https://github.com/explodinggradients/ragas/pull/399
* Import evaluate function before patching RagasLLM, fixes 301 by HySoaKa in https://github.com/explodinggradients/ragas/pull/377
* Fix: Added `ground_truths` arg type-hint info in the eval function by MANISH007700 in https://github.com/explodinggradients/ragas/pull/404
* Typo and phrasing correction by TruscaPetre in https://github.com/explodinggradients/ragas/pull/408
* Small improvements to documentation custom LLMs by TruscaPetre in https://github.com/explodinggradients/ragas/pull/410
* feat(metrics): skip embedding process when the corresponding weight is zero by yuukidach in https://github.com/explodinggradients/ragas/pull/409
* added prompt objects to metrics by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/401
* feat: Automatic Prompt adaptation [language] by shahules786 in https://github.com/explodinggradients/ragas/pull/407
* Update _faithfulness.py by Robs1999 in https://github.com/explodinggradients/ragas/pull/416
* fix(metrics): avoid dividing by zero in correctness by yuukidach in https://github.com/explodinggradients/ragas/pull/421
* Feature/doc update ragas score by prufrock349 in https://github.com/explodinggradients/ragas/pull/417
* Docs: Prompts and prompt adaptation by shahules786 in https://github.com/explodinggradients/ragas/pull/419
* fix(metrics): wrong usage of prompt by yuukidach in https://github.com/explodinggradients/ragas/pull/422
* fix: context_utilization name override by jjmachan in https://github.com/explodinggradients/ragas/pull/424
* feat/executor: make ragas faster and more robust to run by jjmachan in https://github.com/explodinggradients/ragas/pull/390
* fix: Import PrompValue by shahules786 in https://github.com/explodinggradients/ragas/pull/427
* fix: add uuid to analytics by shahules786 in https://github.com/explodinggradients/ragas/pull/428
* feat: added async version for `json_load` by jjmachan in https://github.com/explodinggradients/ragas/pull/430
* fix: comment error in analytics by jjmachan in https://github.com/explodinggradients/ragas/pull/433
* fix: payload in analytics by shahules786 in https://github.com/explodinggradients/ragas/pull/434
* fix: tests for analytics by jjmachan in https://github.com/explodinggradients/ragas/pull/435
* Docs: tracing and logging by shahules786 in https://github.com/explodinggradients/ragas/pull/436
* feat: global prompt adaptation by shahules786 in https://github.com/explodinggradients/ragas/pull/432
* chore: remove mac artifacts from store by jjmachan in https://github.com/explodinggradients/ragas/pull/438
* fix: vary temperature based on strictness by shahules786 in https://github.com/explodinggradients/ragas/pull/437
* docs: custom llms by shahules786 in https://github.com/explodinggradients/ragas/pull/442
* feat: improving testset generation by jjmachan in https://github.com/explodinggradients/ragas/pull/381
* Fix: context_recall AttributeError by 0ENZO in https://github.com/explodinggradients/ragas/pull/453
* Update faithfulness.md by francesco-defalco in https://github.com/explodinggradients/ragas/pull/451
* Fixing typo in faithfulness by jamesbraza in https://github.com/explodinggradients/ragas/pull/450
* fix: context_recall example by shahules786 in https://github.com/explodinggradients/ragas/pull/458
* fix: answer relevancy parsing by shahules786 in https://github.com/explodinggradients/ragas/pull/461
* feat: MVP for the new TestsetGenerator - SimpleEvolution by jjmachan in https://github.com/explodinggradients/ragas/pull/464
* fix: clean up embeddings for ragas and add docs for azure embeddings by jjmachan in https://github.com/explodinggradients/ragas/pull/477
* fix: polishing `raise_exception` and `max_workers` by jjmachan in https://github.com/explodinggradients/ragas/pull/486
* Convert prompts in testset generation by shahules786 in https://github.com/explodinggradients/ragas/pull/484
* feat(testset generation): implement new `TestsetGenerator` by jjmachan in https://github.com/explodinggradients/ragas/pull/487
* doc: add community page by shahules786 in https://github.com/explodinggradients/ragas/pull/488
* Fix ValueError: diag requires an array of at least two dimensions 474 by herman159 in https://github.com/explodinggradients/ragas/pull/475
* doc: modify prompt adaptation by shahules786 in https://github.com/explodinggradients/ragas/pull/490
* docs: theming community by jjmachan in https://github.com/explodinggradients/ragas/pull/491
* fix: CP example by shahules786 in https://github.com/explodinggradients/ragas/pull/489
* feat(testset): ported simple, multi_context and reasoning evolutions by jjmachan in https://github.com/explodinggradients/ragas/pull/496
* fix: cleanup old testset generator by jjmachan in https://github.com/explodinggradients/ragas/pull/500
* feat: added tracking of minimal stuff in testset generation by jjmachan in https://github.com/explodinggradients/ragas/pull/509
* feat: added generate_from_langchain function by jjmachan in https://github.com/explodinggradients/ragas/pull/511
* docs: updated testset generation by shahules786 in https://github.com/explodinggradients/ragas/pull/510
* fix: answer_correctness embedding by jjmachan in https://github.com/explodinggradients/ragas/pull/513
* added docs for customisation by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/514
* fix: added rate_limter to langchain wrapper by jjmachan in https://github.com/explodinggradients/ragas/pull/517
* Update testset_generation.md by Uzarel in https://github.com/explodinggradients/ragas/pull/516
* fix: reshape matrix by shahules786 in https://github.com/explodinggradients/ragas/pull/519
* fix (metrics): changed ground_truths -> ground_truth by jjmachan in https://github.com/explodinggradients/ragas/pull/521
* docs: fix spelling by shahules786 in https://github.com/explodinggradients/ragas/pull/522
* fix: removed old prompt by shahules786 in https://github.com/explodinggradients/ragas/pull/523
* feat(testset): added conditional evolution by jjmachan in https://github.com/explodinggradients/ragas/pull/524
* fix: derive answer from relevant context by shahules786 in https://github.com/explodinggradients/ragas/pull/525
* feat(executor): remove the need to have both sync and async versions of the function by jjmachan in https://github.com/explodinggradients/ragas/pull/527
* feat: seed questions using keyphrases by shahules786 in https://github.com/explodinggradients/ragas/pull/526
* docs: updated contributors by jjmachan in https://github.com/explodinggradients/ragas/pull/532
* feat: configure retries and timeouts with evaluations and testset generators by jjmachan in https://github.com/explodinggradients/ragas/pull/534
* Fix case for few shots of context precision metric by HuskyDanny in https://github.com/explodinggradients/ragas/pull/541
* Updated imports, added dotenv by aevedis in https://github.com/explodinggradients/ragas/pull/539
* feat(executor): run executor in different thread to keep things clean by jjmachan in https://github.com/explodinggradients/ragas/pull/544
* add normalization factor to answer similarity score calculation by enestydarealmc in https://github.com/explodinggradients/ragas/pull/538
* Feat: prompt adaptation for test data generation by shahules786 in https://github.com/explodinggradients/ragas/pull/530
* fix:handle non dict output by shahules786 in https://github.com/explodinggradients/ragas/pull/547
* docs: adaptation for test set generator by shahules786 in https://github.com/explodinggradients/ragas/pull/548
* Fix: ensure quality of adapted prompts by shahules786 in https://github.com/explodinggradients/ragas/pull/546
* fix: raise warning for invalid JSON by shahules786 in https://github.com/explodinggradients/ragas/pull/550
* docs: adding code highlighting by jjmachan in https://github.com/explodinggradients/ragas/pull/552
* fix: wrap langchain embeddings automatically by jjmachan in https://github.com/explodinggradients/ragas/pull/553
* Added documentation page: Using Ragas with Athina for production performance metrics by shivsak in https://github.com/explodinggradients/ragas/pull/558
* fix: proper error message and fixed hf embedding error by jjmachan in https://github.com/explodinggradients/ragas/pull/561
* fix: answer_correctness doesn't reset stuff properly by jjmachan in https://github.com/explodinggradients/ragas/pull/562
* docs: fix issue template by jjmachan in https://github.com/explodinggradients/ragas/pull/565
* docs: fix issue template by jjmachan in https://github.com/explodinggradients/ragas/pull/566
* fix: handle non dict cases by shahules786 in https://github.com/explodinggradients/ragas/pull/564
* fix wrong type annotations and nonexistent types by stydxm in https://github.com/explodinggradients/ragas/pull/560
* fix: raise `ExceptionInRunner` if executor faces any issues by jjmachan in https://github.com/explodinggradients/ragas/pull/569

New Contributors
* lucasiscovici made their first contribution in https://github.com/explodinggradients/ragas/pull/371
* nickscamara made their first contribution in https://github.com/explodinggradients/ragas/pull/294
* HySoaKa made their first contribution in https://github.com/explodinggradients/ragas/pull/377
* TruscaPetre made their first contribution in https://github.com/explodinggradients/ragas/pull/408
* Robs1999 made their first contribution in https://github.com/explodinggradients/ragas/pull/416
* prufrock349 made their first contribution in https://github.com/explodinggradients/ragas/pull/417
* 0ENZO made their first contribution in https://github.com/explodinggradients/ragas/pull/453
* francesco-defalco made their first contribution in https://github.com/explodinggradients/ragas/pull/451
* jamesbraza made their first contribution in https://github.com/explodinggradients/ragas/pull/450
* herman159 made their first contribution in https://github.com/explodinggradients/ragas/pull/475
* Uzarel made their first contribution in https://github.com/explodinggradients/ragas/pull/516
* HuskyDanny made their first contribution in https://github.com/explodinggradients/ragas/pull/541
* aevedis made their first contribution in https://github.com/explodinggradients/ragas/pull/539
* enestydarealmc made their first contribution in https://github.com/explodinggradients/ragas/pull/538
* shivsak made their first contribution in https://github.com/explodinggradients/ragas/pull/558
* stydxm made their first contribution in https://github.com/explodinggradients/ragas/pull/560

**Full Changelog**: https://github.com/explodinggradients/ragas/compare/v0.0.22...v0.1.0

What's Changed
* add initial embeddings.encode_kwargs by lucasiscovici in https://github.com/explodinggradients/ragas/pull/371
* feat(testset_generator): support error catching in generation process by yuukidach in https://github.com/explodinggradients/ragas/pull/368
* added class for FastEmbed by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/379
* Updated NLI Verdicts to Binary Format by lucasiscovici in https://github.com/explodinggradients/ragas/pull/384
* added docs for ragas embeddings by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/386
* fix context in _answer_correctness.py by lucasiscovici in https://github.com/explodinggradients/ragas/pull/385
* docs: AI copilot implementation by nickscamara in https://github.com/explodinggradients/ragas/pull/294
* fix: faithfulness for evasive/reject answers by shahules786 in https://github.com/explodinggradients/ragas/pull/392
* Added prompt class by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/388
* Context precision with ground truth by shahules786 in https://github.com/explodinggradients/ragas/pull/391
* Added note to answer_relevance by shahules786 in https://github.com/explodinggradients/ragas/pull/399
* Import evaluate function before patching RagasLLM, fixes 301 by HySoaKa in https://github.com/explodinggradients/ragas/pull/377
* Fix: Added `ground_truths` arg type-hint info in the eval function by MANISH007700 in https://github.com/explodinggradients/ragas/pull/404
* Typo and phrasing correction by TruscaPetre in https://github.com/explodinggradients/ragas/pull/408
* Small improvements to documentation custom LLMs by TruscaPetre in https://github.com/explodinggradients/ragas/pull/410
* feat(metrics): skip embedding process when the corresponding weight is zero by yuukidach in https://github.com/explodinggradients/ragas/pull/409
* added prompt objects to metrics by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/401
* feat: Automatic Prompt adaptation [language] by shahules786 in https://github.com/explodinggradients/ragas/pull/407
* Update _faithfulness.py by Robs1999 in https://github.com/explodinggradients/ragas/pull/416
* fix(metrics): avoid dividing by zero in correctness by yuukidach in https://github.com/explodinggradients/ragas/pull/421
* Feature/doc update ragas score by prufrock349 in https://github.com/explodinggradients/ragas/pull/417
* Docs: Prompts and prompt adaptation by shahules786 in https://github.com/explodinggradients/ragas/pull/419
* fix(metrics): wrong usage of prompt by yuukidach in https://github.com/explodinggradients/ragas/pull/422
* fix: context_utilization name override by jjmachan in https://github.com/explodinggradients/ragas/pull/424
* feat/executor: make ragas faster and more robust to run by jjmachan in https://github.com/explodinggradients/ragas/pull/390
* fix: Import PrompValue by shahules786 in https://github.com/explodinggradients/ragas/pull/427
* fix: add uuid to analytics by shahules786 in https://github.com/explodinggradients/ragas/pull/428
* feat: added async version for `json_load` by jjmachan in https://github.com/explodinggradients/ragas/pull/430
* fix: comment error in analytics by jjmachan in https://github.com/explodinggradients/ragas/pull/433
* fix: payload in analytics by shahules786 in https://github.com/explodinggradients/ragas/pull/434
* fix: tests for analytics by jjmachan in https://github.com/explodinggradients/ragas/pull/435
* Docs: tracing and logging by shahules786 in https://github.com/explodinggradients/ragas/pull/436
* feat: global prompt adaptation by shahules786 in https://github.com/explodinggradients/ragas/pull/432
* chore: remove mac artifacts from store by jjmachan in https://github.com/explodinggradients/ragas/pull/438
* fix: vary temperature based on strictness by shahules786 in https://github.com/explodinggradients/ragas/pull/437
* docs: custom llms by shahules786 in https://github.com/explodinggradients/ragas/pull/442
* feat: improving testset generation by jjmachan in https://github.com/explodinggradients/ragas/pull/381
* Fix: context_recall AttributeError by 0ENZO in https://github.com/explodinggradients/ragas/pull/453
* Update faithfulness.md by francesco-defalco in https://github.com/explodinggradients/ragas/pull/451
* Fixing typo in faithfulness by jamesbraza in https://github.com/explodinggradients/ragas/pull/450
* fix: context_recall example by shahules786 in https://github.com/explodinggradients/ragas/pull/458
* fix: answer relevancy parsing by shahules786 in https://github.com/explodinggradients/ragas/pull/461
* feat: MVP for the new TestsetGenerator - SimpleEvolution by jjmachan in https://github.com/explodinggradients/ragas/pull/464
* fix: clean up embeddings for ragas and add docs for azure embeddings by jjmachan in https://github.com/explodinggradients/ragas/pull/477
* fix: polishing `raise_exception` and `max_workers` by jjmachan in https://github.com/explodinggradients/ragas/pull/486
* Convert prompts in testset generation by shahules786 in https://github.com/explodinggradients/ragas/pull/484
* feat(testset generation): implement new `TestsetGenerator` by jjmachan in https://github.com/explodinggradients/ragas/pull/487
* doc: add community page by shahules786 in https://github.com/explodinggradients/ragas/pull/488
* Fix ValueError: diag requires an array of at least two dimensions 474 by herman159 in https://github.com/explodinggradients/ragas/pull/475
* doc: modify prompt adaptation by shahules786 in https://github.com/explodinggradients/ragas/pull/490
* docs: theming community by jjmachan in https://github.com/explodinggradients/ragas/pull/491
* fix: CP example by shahules786 in https://github.com/explodinggradients/ragas/pull/489
* feat(testset): ported simple, multi_context and reasoning evolutions by jjmachan in https://github.com/explodinggradients/ragas/pull/496
* fix: cleanup old testset generator by jjmachan in https://github.com/explodinggradients/ragas/pull/500
* feat: added tracking of minimal stuff in testset generation by jjmachan in https://github.com/explodinggradients/ragas/pull/509
* feat: added generate_from_langchain function by jjmachan in https://github.com/explodinggradients/ragas/pull/511
* docs: updated testset generation by shahules786 in https://github.com/explodinggradients/ragas/pull/510
* fix: answer_correctness embedding by jjmachan in https://github.com/explodinggradients/ragas/pull/513

New Contributors
* lucasiscovici made their first contribution in https://github.com/explodinggradients/ragas/pull/371
* nickscamara made their first contribution in https://github.com/explodinggradients/ragas/pull/294
* HySoaKa made their first contribution in https://github.com/explodinggradients/ragas/pull/377
* TruscaPetre made their first contribution in https://github.com/explodinggradients/ragas/pull/408
* Robs1999 made their first contribution in https://github.com/explodinggradients/ragas/pull/416
* prufrock349 made their first contribution in https://github.com/explodinggradients/ragas/pull/417
* 0ENZO made their first contribution in https://github.com/explodinggradients/ragas/pull/453
* francesco-defalco made their first contribution in https://github.com/explodinggradients/ragas/pull/451
* jamesbraza made their first contribution in https://github.com/explodinggradients/ragas/pull/450
* herman159 made their first contribution in https://github.com/explodinggradients/ragas/pull/475

**Full Changelog**: https://github.com/explodinggradients/ragas/compare/v0.0.22...v0.1.0rc1

What's Changed
* docs: comparing llms using ragas evaluations by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/314
* convert context precision to json format by shahules786 in https://github.com/explodinggradients/ragas/pull/322
* fix: faithfulness.md by kaiyikang in https://github.com/explodinggradients/ragas/pull/328
* fix: structure faithfulness output by shahules786 in https://github.com/explodinggradients/ragas/pull/333
* fix: Column remap fix for Dataset evaluation by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/331
* Fix OpenAIEmbeddings reference error in answer_relevancy by ajinkyavbhandare in https://github.com/explodinggradients/ragas/pull/329
* Fix: minor improvements across metrics by shahules786 in https://github.com/explodinggradients/ragas/pull/337
* fix wrong number by Yongtae723 in https://github.com/explodinggradients/ragas/pull/338
* fix: faithfulness for unrelated answering by shahules786 in https://github.com/explodinggradients/ragas/pull/340
* fix: load response as json by shahules786 in https://github.com/explodinggradients/ragas/pull/341
* docs: remove answer_relevancy from llm-docs by tinomaxthayil in https://github.com/explodinggradients/ragas/pull/343
* fix: bedrock llm error when evaluating rag qa `validate_api_key` by arm-diaz in https://github.com/explodinggradients/ragas/pull/350
* Added integration with Amazon API Gateway + bug fix in _answer_relevance.py by brunopistone in https://github.com/explodinggradients/ragas/pull/327
* feat: improve quality of answer correctness by shahules786 in https://github.com/explodinggradients/ragas/pull/339
* docs: add zeno visualization integration by cabreraalex in https://github.com/explodinggradients/ragas/pull/359
* fix(metrics): avoid getting none in context_recall by yuukidach in https://github.com/explodinggradients/ragas/pull/355
* fix: improved answer relevancy by shahules786 in https://github.com/explodinggradients/ragas/pull/346
* fix(types): fix pyright type issues with latest pyright version by jjmachan in https://github.com/explodinggradients/ragas/pull/366
* Retry for failed json loading by shahules786 in https://github.com/explodinggradients/ragas/pull/364
* fix: handle edge cases in prompt processing by shahules786 in https://github.com/explodinggradients/ragas/pull/374

New Contributors
* kaiyikang made their first contribution in https://github.com/explodinggradients/ragas/pull/328
* ajinkyavbhandare made their first contribution in https://github.com/explodinggradients/ragas/pull/329
* brunopistone made their first contribution in https://github.com/explodinggradients/ragas/pull/327
* cabreraalex made their first contribution in https://github.com/explodinggradients/ragas/pull/359
* yuukidach made their first contribution in https://github.com/explodinggradients/ragas/pull/355

**Full Changelog**: https://github.com/explodinggradients/ragas/compare/v0.0.21...v0.0.22

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