RAG implementation in CREWAI

[NeethanShetty07]

Hi,

Is there any method implemented which we can link RAG method with agents.

[ZmeiGorynych]

You could run off this branch #246 and use a LangChain agent with RAG? :)

[slavakurilyak]

Similar to issue #18

RAG with tools example here: https://mer.vin/2024/02/crewai-rag-using-tools/

RAG will be one of the first tools on our crew toolkit

-- Joao (@joaomdmoura)

[slavakurilyak]

RAG is now part of crewai-tools

[NeethanShetty07]

Hi @slavakurilyak Thanks for the response

[NeethanShetty07]

Can we attach any pdf or any document and do RAG on these documents using Agents ??

[ilyasudakov]

Can we attach any pdf or any document and do RAG on these documents using Agents ??

@NeethanShetty07 Yeah, I got it working, here's a simple example with .txt file:

from crewai_tools.tools import TXTSearchTool
rag_tool = TXTSearchTool(txt='./sample_data/test.txt')

data_analyst = Agent(
  role='Data Analyst',
  goal='You perfectly know how to analyze any data using provided txt file and searching info via RAG tool',
  backstory='You are data expert',
  verbose=True,
  allow_delegation=False,
  tools=[rag_tool]
)

test_task = Task(
  description="Show me a company name",
  tools=[rag_tool],
  agent=data_analyst
)

test_task.execute()

[Neethan54]

But i have AzureOPENAI key , But TXTSearchTool is asking OPENAI key for the process , how to do solve this issue?

[P7201]

I am having the exact same problem as Neethan54 can anyone please let us know how we pass in the key from AzureOpenAI for the TXTSearchtool?

[SL13PNIR]

Bump.

Do tools need Open AI keys? I'm trying to use the PDFSearchTool with Mistral, assumed I'd only need OpenAI keys for using an Open AI llm.

[thekizoch]

Im having the same issue as @Neethan54 and @P7201 , for Azure OpenAI for PDFSearchTool

[manojselvakumar]

I'd like to understand the same. How to use Azure OpenAI for PDFSearchTool?

[ItzmeAkash]

how to use groq and other embeddings on PDFSearchTool anyone knows??