一个知识问答系统,用户的选择决定接下来出现的问题,且下一个问题的呈现取决于前面几个问题的回答

一个知识问答系统,用户的选择决定接下来出现的问题,且下一个问题的呈现取决于前面几个问题的回答,我们需要设计一个更复杂的图结构来表示这些关系。

设计图结构

  • Question节点:表示问题。
  • Answer节点:表示答案。
  • HAS_ANSWER关系:链接问题和答案。
  • DEPENDS_ON关系:链接下一个问题与依赖的答案。

图数据库架构

  1. Question节点:

    • id:问题ID。
    • text:问题文本。
    • is_multiple_choice:是否为多选题。
  2. Answer节点:

    • id:答案ID。
    • text:答案文本。
    • is_correct:是否为正确答案(可选)。
  3. HAS_ANSWER关系:

    • 从Question到Answer。
  4. DEPENDS_ON关系:

    • 从Question到Answer,表示下一个问题依赖于多个前面问题的答案。

实现步骤

1. 安装和配置依赖

首先安装Neo4j驱动:

pip install neo4j
2. 初始化Neo4j连接
from neo4j import GraphDatabase

class Neo4jConnection:
    def __init__(self, uri, user, pwd):
        self.__uri = uri
        self.__user = user
        self.__password = pwd
        self.__driver = None
        try:
            self.__driver = GraphDatabase.driver(self.__uri, auth=(self.__user, self.__password))
        except Exception as e:
            print("Failed to create the driver:", e)

    def close(self):
        if self.__driver is not None:
            self.__driver.close()

    def query(self, query, parameters=None, db=None):
        assert self.__driver is not None, "Driver not initialized!"
        session = None
        response = None
        try:
            session = self.__driver.session(database=db) if db is not None else self.__driver.session()
            response = list(session.run(query, parameters))
        except Exception as e:
            print("Query failed:", e)
        finally:
            if session is not None:
                session.close()
        return response

# Initialize connection
conn = Neo4jConnection(uri="bolt://localhost:7687", user="neo4j", pwd="password")
3. 定义数据模型
from pydantic import BaseModel
from typing import List

class Answer(BaseModel):
    id: str
    text: str
    is_correct: bool = False

class Question(BaseModel):
    id: str
    text: str
    is_multiple_choice: bool
    answers: List[Answer]

class Dependency(BaseModel):
    question_id: str
    depends_on: List[str]  # List of answer IDs that the question depends on
4. FastAPI路由和业务逻辑
from fastapi import FastAPI, HTTPException
from typing import List

app = FastAPI()

@app.post("/questions/")
def create_question(question: Question):
    query = """
    CREATE (q:Question {id: $id, text: $text, is_multiple_choice: $is_multiple_choice})
    WITH q
    UNWIND $answers AS answer
    CREATE (a:Answer {id: answer.id, text: answer.text, is_correct: answer.is_correct})
    CREATE (q)-[:HAS_ANSWER]->(a)
    """
    conn.query(query, parameters={"id": question.id, "text": question.text, "is_multiple_choice": question.is_multiple_choice, "answers": [a.dict() for a in question.answers]})
    return {"status": "Question created"}

@app.post("/dependencies/")
def create_dependency(dependency: Dependency):
    for answer_id in dependency.depends_on:
        query = """
        MATCH (q:Question {id: $question_id}), (a:Answer {id: $answer_id})
        CREATE (q)-[:DEPENDS_ON]->(a)
        """
        conn.query(query, parameters={"question_id": dependency.question_id, "answer_id": answer_id})
    return {"status": "Dependency created"}

@app.get("/questions/{question_id}", response_model=Question)
def get_question(question_id: str):
    query = """
    MATCH (q:Question {id: $id})-[:HAS_ANSWER]->(a:Answer)
    RETURN q, collect(a) as answers
    """
    result = conn.query(query, parameters={"id": question_id})
    if not result:
        raise HTTPException(status_code=404, detail="Question not found")
    record = result[0]
    question_node = record["q"]
    answers = [Answer(id=answer["id"], text=answer["text"], is_correct=answer["is_correct"]) for answer in record["answers"]]
    question = Question(id=question_node["id"], text=question_node["text"], is_multiple_choice=question_node["is_multiple_choice"], answers=answers)
    return question

@app.post("/questions/{question_id}/next/")
def get_next_question(question_id: str, selected_answers: List[str]):
    query = """
    MATCH (next_q:Question)-[:DEPENDS_ON]->(a:Answer)
    WHERE a.id IN $selected_answers
    RETURN next_q
    """
    result = conn.query(query, parameters={"selected_answers": selected_answers})
    if not result:
        raise HTTPException(status_code=404, detail="No dependent questions found")
    next_question_id = result[0]["next_q"]["id"]
    return get_question(next_question_id)

5. 运行应用

确保Neo4j数据库已启动并运行,然后启动FastAPI应用:

uvicorn main:app --reload

结论

通过使用图数据库(例如Neo4j),可以方便地管理和查询问题和答案之间的复杂关系。该系统的设计灵活且易于扩展,能够有效地处理用户选择和问题依赖之间的动态关系。根据前面多个问题的回答来决定下一个问题,通过创建复杂的依赖关系和相应的查询逻辑实现。

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