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Evaluation framework for your Retrieval Augmented Generation (RAG) pipelines

Results 425 ragas issues
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We track very basic usage metrics to guide us to figure out what our users want, what is working and what's not. As a young startup, we have to be...

stale

[x] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** Calling TestsetGenerator.generate_with_langchain_docs() more than once results in documents from the first call being...

bug
stale

I am using RAGAs evaluation metrics to evaluate my RAG pipeline. Is there any way I could know the openai tokens used per api call from RAGAs, lets say for...

enhancement

I was trying to do "test generation" using RAGAS framework with the help of the "https://docs.ragas.io/en/stable/concepts/testset_generation.html", I'm facing error. Please have a look on the below error. ragas.exceptions.ExceptionInRunner: The runner...

From [SyncLinear.com](https://synclinear.com) | [R-255](https://linear.app/exploding-gradients/issue/R-255/remove-async=true-from-ragas-evaluate)

[x] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** I've noticed a few grammar and punctuation issues in the [critique prompts](https://github.com/explodinggradients/ragas/blob/main/src/ragas/metrics/critique.py). The...

bug
module-metrics

[x ] I checked the [documentation](https://docs.ragas.io/) and related resources and couldn't find an answer to my question. I checked and tested the integration of `ragas` with `Langfuse` as demonstrated [here](https://docs.ragas.io/en/latest/howtos/integrations/langfuse.html)....

question
linear

Hello, I assume that there is a minor mistake in find_relevant_context_prompt under the testset/prompt.py. relevant contexts seem not right to me. Is it possible to be? The first one is...

question
linear

It would be nice to handle LLM quotas when evaluating a large dataset, for my personal case I cannot increase the default 60 request per min for VertexAI LLM. Tracking...

stale

**Your Question** - When customising Testset Generation, I used `InMemoryDocumentStore` and `LCDocument` from `langchain`. - An error occurred during calling `generate_with_langchain_docs` function, during debugging, the detailed error message is as...

question
stale