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Evaluation framework for your Retrieval Augmented Generation (RAG) pipelines

Results 425 ragas issues
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[x ] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** It is a "documentation bug". In the notebook [Non-English Testset Generation Notebook](https://github.com/explodinggradients/ragas/blob/main/docs/howtos/customizations/testgenerator/_language_adaptation.md),...

bug
documentation

The current implementations of the synthesizers (in particular, `MultiHopAbstractQuerySynthesizer` and `MultiHopSpecificQuerySynthesizer`) have hard-coded values for the node- and relationship- properties/types they look for when generating scenarios and samples. This works...

size:L

**Describe the Feature** As far as I can tell, it seems like there is a lack of async functions in ragas, which leads to a lot of nesting async issues...

bug
enhancement
fix-me

I've added the [PEP 561](https://peps.python.org/pep-0561/) `py.typed` marker file to support type checking. Without it, mypy is raising the following error on imports from `ragas`: ``` Skipping analyzing "ragas": module is...

size:XS

Hi! I would like to know if RAGAS metrics are as reliable as with traditional metrics, especially compared to retrieval metrics such as precision@k, recall@k, MRR, nDCG... Are there any...

question

[ ] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** ContextPrecision evaluator in RAGAS produces inconsistent scores that are strongly influenced by...

bug
module-metrics

when I try to use ragas0.2, I have encountered a problem:unable to apply transformation: Connection error,what shoud I do to deal with it? **enviroment:** ragas=0.2,python=3.9 **code**: ```py from langchain.document_loaders import...

bug
question
module-testsetgen

I want to see integration of ragas with crewAI or autogen for Agent evaluation like tool evaluation or agent goal

[ ] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** I have the same problem. When the length of reference and response...

bug
question
module-metrics

[ ] I checked the [documentation](https://docs.ragas.io/) and related resources and couldn't find an answer to my question. **Your Question** what is unclear to you? What would you like to know?...

bug
question