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Evaluation framework for your Retrieval Augmented Generation (RAG) pipelines

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Are Multi-context questions generated by using related docs or related chunks of the same doc?

question

[ ] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** Error 'openai.APIConnectionError: Connection error.' occurs when running generator.generate_with_langchain_docs(). Ragas version: 0.1.20 Python...

bug
module-testsetgen

[ ] I checked the [documentation](https://docs.ragas.io/) and related resources and couldn't find an answer to my question. **Your Question** I am getting this error while executing ValueError: The metric [context_recall]...

question
module-metrics

```python from ragas.llms.prompt import Prompt from ragas import evaluate from ragas.metrics import ( answer_relevancy, faithfulness, context_recall, context_precision, ) from datasets import Dataset import requests import os from langchain_community.chat_models import ChatOllama...

question
module-testsetgen

**Describe the Feature** I am currently on a tier 1 account with Anthropic, which means I have a daily cap of 1M tokens (total - in and out). When trying...

enhancement
module-testsetgen

For this code section using `ChatMistralAI` and `MistralAIEmbeddings` ```python from langchain_ollama.chat_models import ChatOllama from langchain_ollama.embeddings import OllamaEmbeddings import ragas from ragas import evaluate from ragas.metrics import answer_relevancy from ragas.llms import...

bug

**Describe the Feature** In some cases I think it would be interesting to generate a testdataset variable from a json file or dictionary with the necessary keys (question, answer, context...)...

enhancement
module-testsetgen

i deifned this function to not use the LLM calls but it still give me this error: Exception has occurred: AttributeError 'list' object has no attribute 'get_sample_type' File "C:\Users\Amin\OneDrive -...

bug
question

environment: python 3.9.20 datasets 3.0.1 langchain 0.3.3 langchain-community 0.3.2 langchain-core 0.3.10 langchain-openai 0.2.2 langchain-text-splitters 0.3.0 ragas 0.0.22 code: from langchain_community.chat_models import ChatOpenAI from langchain.prompts.chat import ChatPromptTemplate, SystemMessagePromptTemplate, HumanMessagePromptTemplate, \ MessagesPlaceholder...

bug
question
module-metrics