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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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**Describe the bug** We have added the Azure API key to the .env file and followed the documentation to update the r2r.toml file to run R2R on Azure, but it...

**Describe the bug** Hi~I wanna use base_url by my self. i use env veriable like "OPENAI_API_BASE",but it's not work. **To Reproduce** Steps to reproduce the behavior: 1. export OPENAI_API_BASE=xxxx 2....

> [!IMPORTANT] > Sequentially execute tool calls and emit tool result events in `sse_generator` of `base.py`, with added error handling. > > - **Behavior**: > - Modify `sse_generator` in `base.py`...

## Describe the Bug When performing a `search`/`rag`/`agent` request with the following filter: ```python filters = { 'collection_ids': {'$overlap': ["9fbe403b-..."]} } ``` Only documents in the specified collection(s) are expected...

**Describe the bug** the stream option of completion is causing embedding error when using ollama for embedding, don't know if this is an ollama problem or a r2r bug. **To...

**Describe the bug** When I try to run the R2R server using python -m r2r.serve it through the error below 2025-03-17 18:08:59 - ERROR - Error Error [Errno 11003] getaddrinfo...

PR to integrate [[Mem0](https://mem0.ai/)](https://mem0.ai/) as a MemoryAgent for managing message context, as well as creating and retrieving memories from conversations.

**Describe the bug** In the toml configuration file, if additional properties are added to ingestion, the program is unable to read those properties. **Additional context** From the code `py/core/main/assembly/factory.py`, it...

**Describe the bug** A clear and concise description of what the bug is. Ep - client.retrieval.rag ``` "filters": { "collection_ids": {"$overlap": ["26305e57-d321-4bd0-bb7c-b5016326a7d0"]}, } ``` Log: ``` 24-12-16 16:13:06 - ERROR...

Hi! I would like to propose the implementation of a text to sql tool for the agent. I would like a solution that enables the connection to an sql database...