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Evaluation framework for your Retrieval Augmented Generation (RAG) pipelines

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There are a lot more LLM providers for whom we don't have parsers. We would really apprecite you inputs here in 1. suggesting parsers that you need. This will help...

enhancement

[x] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** Hi! I'm currently working with `ragas` to test different RAG architectures, so I'm...

bug

Addresses https://github.com/explodinggradients/ragas/issues/886. Taking into account solution made by this [PR](https://github.com/explodinggradients/ragas/pull/887) but also checks if temperature was set under langchain object. This is critical because on TGI endpoints no generation is...

size:M

The embedding model is used for TestsetGenerator: ```py generator = TestsetGenerator.from_langchain(generator_llm, critic_llm, embedding_model) dataset = generator.generate_with_langchain_docs(documents, test_size=100, distributions={simple: 0.5, reasoning: 0.25, multi_context: 0.25}) ``` Does this mean we have to...

question
module-testsetgen

Is it get the keyphrases extracted by TestGenerator using the API?

enhancement
stale

Highly programmable knowledge graph-based synthetic data generation grounded on documents. PR raised #1024 From [SyncLinear.com](https://synclinear.com) | [R-270](https://linear.app/exploding-gradients/issue/R-270/synthetic-test-data-generation)

module-testsetgen

A `ValidationError` occurs when trying to use the `evaluate` function from Ragas with the `OpenAIEmbeddings` model. The error message suggests using `AzureOpenAIEmbeddings` when using Azure, but I am using the...

bug
module-metrics

- [ ] make ragas metrics deployable as a server - [ ] make testset generation interactive with an API making a simple documentation site to showcase how this might...

Detailed Proposal: [PromptObject - v0.2](https://ragas.notion.site/PromptObject-v0-2-e7bbe8cc7fd94ac8868e51d6493520f1) ## User Requirements 1. Create Simple prompts easily 2. Typed I/O 3. Adaption - stress test, use the current issues to understand the limitations 4....

[x] I checked the [documentation](https://docs.ragas.io/) and related resources and couldn't find an answer to my question. **Your Question** How can we use RAGAS within a CI/CD model for a RAG...

question