ramalama-rag 1

NAME

ramalama-rag - generate and convert Retrieval Augmented Generation (RAG) data from provided documents into an OCI Image

SYNOPSIS

ramalama rag [options] [path ...] image

DESCRIPTION

Generate RAG data from provided documents and convert into an OCI Image. This command uses a specific container image containing the docling tool to convert the specified content into a RAG vector database. If the image does not exists locally RamaLama will pull the image down and launch a container to process the data.

NOTE: this command does not work without a container engine.

positional arguments:
  path Files/Directory containing PDF, DOCX, PPTX, XLSX, HTML, AsciiDoc Markdown formatted files to be processed. Can be specified multiple times.
  image OCI Image name to contain processed rag data

OPTIONS

  --help, -h

Print usage message

  --network=none

sets the configuration for network namespaces when handling RUN instructions

EXAMPLES

    $ ramalama rag https://arxiv.org/pdf/2408.09869 /tmp/pdf quay.io/rhatdan/myrag
    Fetching 9 files: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 9/9 [00:00<00:00, 68509.50it/s]
    Neither CUDA nor MPS are available - defaulting to CPU. Note: This module is much faster with a GPU.
    2024-12-04 13:49:07.372 (  70.927s) [        75AB6740]    doc_normalisation.h:448   WARN| found new `other` type: checkbox-unselected

SEE ALSO

ramalama(1)

HISTORY

Dec 2024, Originally compiled by Dan Walsh ⟨dwalsh@redhat.com⟩