R2R
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The all-in-one solution for RAG. Build, scale, and deploy state of the art Retrieval-Augmented Generation applications
After assigning docs to a new collection and clicking on pull graphs the entities extraction is marked as failed (before it was success) for all docs in storage. Also when...
Reranking improves searches, would be great to add that feature.
**Describe the bug** When trying to run the extraction on already ingested documents (they all show up as _pending_ for the _Extraction_ column), the logs show a 403 error: ```bash...
**Describe the bug** I was running the newest version (built from the current source code), and the log in r2r postgres docker container says "column "limits_overrides" does not exist at...
Is binary vector data available for use at this point? I configured the binary vector settings in the r2r.toml file, but upon checking the database, it seems to include regular...
Might be related to #987 I think this issue is still persisting for non-docker serving users running in a container. I have R2R setting up in a python3.12-slim image and...
Hello, Does R2R support multi-agent collaboration, or any recommendatuon wit integrate an external framework? Im evaluation atm to buold a system where agents collaborate while leveraging R2R’s ingestion and retrieval...
**Describe the bug** Search results from the `/search` endpoint in R2R v3.2.41 are missing document metadata (particularly titles) that are present in the document store and accessible via `/documents_overview` endpoint....
**r2r cannot work with Azure Embedding** I am trying to use the Azure OpneAI models for completion and embedding for a full deployment using docker. **To Reproduce** Here is my...
**Describe the problem** I uploaded a json file with around 4000 entries inside. While I was monitoring the processes, I realized Open AI is enforcing rate limiting and the application...