codefuse-chatbot/coagent/embeddings/in_memory.py

50 lines
1.6 KiB
Python

"""Simple in memory docstore in the form of a dict."""
from typing import Dict, List, Optional, Union
from langchain.docstore.base import AddableMixin, Docstore
from langchain.docstore.document import Document
class InMemoryDocstore(Docstore, AddableMixin):
"""Simple in memory docstore in the form of a dict."""
def __init__(self, _dict: Optional[Dict[str, Document]] = None):
"""Initialize with dict."""
self._dict = _dict if _dict is not None else {}
def add(self, texts: Dict[str, Document]) -> None:
"""Add texts to in memory dictionary.
Args:
texts: dictionary of id -> document.
Returns:
None
"""
overlapping = set(texts).intersection(self._dict)
if overlapping:
raise ValueError(f"Tried to add ids that already exist: {overlapping}")
self._dict = {**self._dict, **texts}
def delete(self, ids: List) -> None:
"""Deleting IDs from in memory dictionary."""
overlapping = set(ids).intersection(self._dict)
if not overlapping:
raise ValueError(f"Tried to delete ids that does not exist: {ids}")
for _id in ids:
self._dict.pop(_id)
def search(self, search: str) -> Union[str, Document]:
"""Search via direct lookup.
Args:
search: id of a document to search for.
Returns:
Document if found, else error message.
"""
if search not in self._dict:
return f"ID {search} not found."
else:
return self._dict[search]