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The all-in-one solution for RAG. Build, scale, and deploy state of the art Retrieval-Augmented Generation applications

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Hello. I encountered some issues that caused by message format while using Deepseek for inference. The code is: streaming_response = client.retrieval.reasoning_agent( message={"role":"user", "content": "why deepseek is simple?"}, rag_generation_config={ "stream": True,...

The environment variable name for OpenAI is set incorrectly in the Compose file. Incorrect: OPENAI_API_BASE Should be: OPENAI_BASE_URL

**Is your feature request related to a problem? Please describe.** When uploading a document I am seeing below warning in Ollama logs: ``` [GIN] 2025/02/16 - 16:26:54 | 200 |...

Hi, Love the work! I'm curious. Is there a way to enforce a specific ontology when extracting data from PDF documents? I'm working on an application where I want to...

**Describe the bug** Hi!, I am working with `r2r=3.3.27` andI am facing a problem when trying to run the docker light version with an external Postgres database. I have set...

**Describe the bug** Bug when trying to run `db upgrade` **To Reproduce** Steps to reproduce the behavior: 1. pip install r2r[core,ingestion-bundle]==3.3.32 ``` export R2R_PROJECT_NAME=r2r_default export R2R_EMBEDDING_DIMENSION=1024 r2r db upgrade ```...

**Description**: Currently, the Agent endpoint does not include metadata in the input passed to the LLM during processing. This limitation makes it challenging to implement certain use cases, such as...

The issue: Served ollama config in r2r via docker but getting this error: Steps Followed: 1) Installation: pip install 'r2r[core,ingestion-bundle]' 2) Upgrade: pip install --upgrade r2r 3) Downloaded Models: ollama...

Version: 3.3.30 metadata filter not applied in chunks list operation metadata_filter variable not used in code Impact: unable to filter chunks Suggestion: use generic filter instead of "metadata only" to...

When I used the command "r2r documents create R2R/py/core/examples/data/aristotle.txt," it was not successful. My previous installations were all successful. Could you please help me? ![Image](https://github.com/user-attachments/assets/db4cc2b6-3a62-4e24-809a-6c3321fc27bb) ![Image](https://github.com/user-attachments/assets/a757b8e7-2aac-44ad-98ad-29a6aa872658) ![Image](https://github.com/user-attachments/assets/32d30453-f219-4c92-8b7f-28728842e38c)