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42 lines
1.6 KiB
Python
42 lines
1.6 KiB
Python
"""Structural contract every RAG pipeline implements.
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The RAG service and factory have always relied on duck typing across pipelines
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(``initialize`` / ``add_documents`` / ``search`` / ``delete``). This Protocol
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makes that contract explicit so a new engine — e.g. the PageIndex cloud
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pipeline — can be type-checked against the same shape the LlamaIndex pipeline
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already satisfies. It is intentionally minimal: ``RAGService`` still probes for
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optional methods with ``hasattr`` to stay tolerant of partial implementations.
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"""
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from __future__ import annotations
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from typing import Any, Dict, List, Protocol, runtime_checkable
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@runtime_checkable
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class RAGPipeline(Protocol):
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"""A knowledge-base index/retrieve engine bound to a KB by its provider."""
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async def initialize(self, kb_name: str, file_paths: List[str], **kwargs: Any) -> bool:
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"""Build a fresh index for ``kb_name`` from ``file_paths``."""
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...
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async def add_documents(self, kb_name: str, file_paths: List[str], **kwargs: Any) -> bool:
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"""Incrementally add ``file_paths`` to ``kb_name``'s existing index."""
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...
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async def search(self, query: str, kb_name: str, **kwargs: Any) -> Dict[str, Any]:
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"""Retrieve grounded context for ``query`` from ``kb_name``.
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Returns a dict with at least ``query``, ``content``/``answer``,
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``sources`` and ``provider`` keys.
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"""
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...
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async def delete(self, kb_name: str, **kwargs: Any) -> bool:
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"""Delete ``kb_name`` and any engine-side resources."""
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...
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__all__ = ["RAGPipeline"]
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