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Evaluation framework for your Retrieval Augmented Generation (RAG) pipelines

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**Description** There appears to be a discrepancy in the `_calculate_average_precision()` method of the `ContextPrecision()` class regarding the expected JSON format of responses from a Language Model (LLM). The method anticipates...

bug
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**Describe the Feature** Hi. I have to work with databricks foundation models and was wondering if it would be possible to add them to the list of supported llms. The...

enhancement
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code here seems to be not reasonable: ```py def generate( self, prompts: list[ChatPromptTemplate], n: int = 1, temperature: float = 1e-8, callbacks: t.Optional[Callbacks] = None, ) -> LLMResult: # set...

stale

Faithfulness, as an evaluation metric, may become less accurate when using the model's generation function, as it can be influenced by the model's hallucinations. In the process of conducting extensive...

question
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[ ] I checked the [documentation](https://docs.ragas.io/) and related resources and couldn't find an answer to my question. **Your Question** I want to evaluate a QA system from Langchain, but without...

question
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[x] I checked the [documentation](https://docs.ragas.io/) and related resources and couldn't find an answer to my question. **Your Question** Hello, ragas Team! I am very impressed to see that they are...

question
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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** I'm basically following the documentation of how to create a synthetic...

bug
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**Describe the bug** Calling `TestsetGenerator.generate_with_langchain_docs()` throws the following error, then subsequent attempts to embed (using the same Langchain cache) would get stuck and never proceed past 0%. Suspecting cache db(sqlite3)...

bug
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For context, I am installing ragas from source. I'm using a custom OpenAI endpoint (not the default `https://api.openai.com/v1`) and can't seem to run evaluations. When I try executing `evaluate` on...

stale

[ ] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** When I want to measure the success of the Embedding (BAAI/bge-large-en) and...

bug
stale