■ SqliteCache 클래스의 생성자에서 database_path 인자를 사용해 SQLITE 파일 캐시를 설정하는 방법을 보여준다.
※ OPENAI_API_KEY 환경 변수 값은 .env 파일에 정의한다.
▶ main.py
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import os from dotenv import load_dotenv from langchain_community.cache import SQLiteCache from langchain.globals import set_llm_cache from langchain_core.prompts import ChatPromptTemplate from langchain_openai import ChatOpenAI load_dotenv() if not os.path.exists("cache"): os.makedirs("cache") sqliteCache = SQLiteCache(database_path = "cache/llm_cache.db") set_llm_cache(sqliteCache) promptTemplate = ChatPromptTemplate.from_template("{country}에 대해서 200자 내외로 요약해줘") chatOpenAI = ChatOpenAI(model_name = "gpt-4o-mini") runnableSequence = promptTemplate | chatOpenAI responseAIMessage1 = runnableSequence.invoke({"country" : "한국"}) print(responseAIMessage1.content) responseAIMessage2 = runnableSequence.invoke({"country" : "한국"}) print(responseAIMessage2.content) |
▶ requirements.txt
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aiohappyeyeballs==2.4.4 aiohttp==3.11.11 aiosignal==1.3.2 annotated-types==0.7.0 anyio==4.8.0 async-timeout==4.0.3 attrs==24.3.0 certifi==2024.12.14 charset-normalizer==3.4.1 dataclasses-json==0.6.7 distro==1.9.0 exceptiongroup==1.2.2 frozenlist==1.5.0 greenlet==3.1.1 h11==0.14.0 httpcore==1.0.7 httpx==0.28.1 httpx-sse==0.4.0 idna==3.10 jiter==0.8.2 jsonpatch==1.33 jsonpointer==3.0.0 langchain==0.3.14 langchain-community==0.3.14 langchain-core==0.3.29 langchain-openai==0.2.14 langchain-text-splitters==0.3.5 langsmith==0.2.10 marshmallow==3.25.0 multidict==6.1.0 mypy-extensions==1.0.0 numpy==1.26.4 openai==1.59.6 orjson==3.10.14 packaging==24.2 propcache==0.2.1 pydantic==2.10.5 pydantic-settings==2.7.1 pydantic_core==2.27.2 python-dotenv==1.0.1 PyYAML==6.0.2 regex==2024.11.6 requests==2.32.3 requests-toolbelt==1.0.0 sniffio==1.3.1 SQLAlchemy==2.0.37 tenacity==9.0.0 tiktoken==0.8.0 tqdm==4.67.1 typing-inspect==0.9.0 typing_extensions==4.12.2 urllib3==2.3.0 yarl==1.18.3 |
※ pip install python-dotenv langchain-community langchain-openai 명령을 실행했다.