""" Copyright 2024, Zep Software, Inc. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. """ import json from typing import Any, Protocol, TypedDict from pydantic import BaseModel, Field from .models import Message, PromptFunction, PromptVersion class EdgeDuplicate(BaseModel): duplicate_fact_id: int = Field( ..., description='id of the duplicate fact. If no duplicate facts are found, default to -1.', ) class UniqueFact(BaseModel): uuid: str = Field(..., description='unique identifier of the fact') fact: str = Field(..., description='fact of a unique edge') class UniqueFacts(BaseModel): unique_facts: list[UniqueFact] class Prompt(Protocol): edge: PromptVersion edge_list: PromptVersion class Versions(TypedDict): edge: PromptFunction edge_list: PromptFunction def edge(context: dict[str, Any]) -> list[Message]: return [ Message( role='system', content='You are a helpful assistant that de-duplicates edges from edge lists.', ), Message( role='user', content=f""" Given the following context, determine whether the New Edge represents any of the edges in the list of Existing Edges. {json.dumps(context['related_edges'], indent=2)} {json.dumps(context['extracted_edges'], indent=2)} Task: If the New Edges represents the same factual information as any edge in Existing Edges, return the id of the duplicate fact. If the NEW EDGE is not a duplicate of any of the EXISTING EDGES, return -1. Guidelines: 1. The facts do not need to be completely identical to be duplicates, they just need to express the same information. """, ), ] def edge_list(context: dict[str, Any]) -> list[Message]: return [ Message( role='system', content='You are a helpful assistant that de-duplicates edges from edge lists.', ), Message( role='user', content=f""" Given the following context, find all of the duplicates in a list of facts: Facts: {json.dumps(context['edges'], indent=2)} Task: If any facts in Facts is a duplicate of another fact, return a new fact with one of their uuid's. Guidelines: 1. identical or near identical facts are duplicates 2. Facts are also duplicates if they are represented by similar sentences 3. Facts will often discuss the same or similar relation between identical entities 4. The final list should have only unique facts. If 3 facts are all duplicates of each other, only one of their facts should be in the response """, ), ] versions: Versions = {'edge': edge, 'edge_list': edge_list}