February 2025
Intermediate
376 pages
9h 25m
Japanese
Content preview from 仕組みからわかる大規模言語モデル 生成AI時代のソフトウェア開発入門
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7
切にモデルを設定してください。
7.2.3
LLMの入出力
クイズ作成・採点システムでは、クイズを作成するという機能を実現するためにソフトウェ
アの部品としてLLM を用います。この時、LLM の入力は次の項目になります。
カテゴリ
難易度
選択肢の数
問題数
出力は問題数分のクイズの配列です。また、一つのクイズは次の項目から構成されます。
問題文
選択肢
解答の選択肢番号
このため、クイズの作成は次のようなPython の関数を実装できればよいということになり
ます。
class Quiz(TypedDict):
question: str # 問題文
choices: List[str] # 選択肢
model_answer: int # 正解の選択肢のインデックス
def make_quiz(category: str, n: int, count: int, difficulty: int) -> List[Quiz]:
make_quiz
関数は入力として
category
、
n
、
count
、
difficulty
を入力とし、
Quiz
型のリスト
を出力とします。
7.2.4
システムの実装
Streamlitと pyaskit を用いて実装したクイズ作成・採点システムの実装をリスト 7.2.1 に示
します。
349
7.2
クイズ作成・採点システム
まずはインポート文について説明します。
import streamlit as st
from typing import TypedDict, List
from ...
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I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.