multimodal-rag

name	multimodal_rag
description	Private knowledge base for indexing multimodal files or folders into a knowledge graph, supporting multi-hop graph retrieval

Index all files under a directory into the rag-anything graph:

import asyncio
from skills.builtin.core.multimodal_rag.scripts import folder_index, file_index

if __name__ == "__main__":
    _classify_folder: str = "{placeholder}"  # <- replace with the knowledge graph category

    # Use this when the input is an entire folder
    _input_folder_path: str = "{placeholder}"  # <- replace with the absolute path of the input folder
    coro = folder_index(_input_folder_path, _classify_folder)

    # Use this when the input is a single file
    # _input_file_path: str = "{placeholder}"  # <- replace with the absolute path of the input file
    # coro = file_index(_input_file_path, _classify_folder)

    # Run
    res = asyncio.run(coro)
    print(res)

Query the rag-anything knowledge graph:

import asyncio
from skills.builtin.core.multimodal_rag.scripts import query

if __name__ == "__main__":
    _query: str = "{placeholder}"  # <- replace with the question
    res = asyncio.run(query(_query))
    print(res)