이 노트북은 Upstage chat model을 시작하는 방법을 다룹니다.

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Installation

langchain-upstage package를 설치합니다. 
pip install -U langchain-upstage

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Environment Setup

다음 environment variable을 설정해야 합니다:

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Usage

import os

os.environ["UPSTAGE_API_KEY"] = "YOUR_API_KEY"

from langchain_core.prompts import ChatPromptTemplate
from langchain_upstage import ChatUpstage

chat = ChatUpstage()

# using chat invoke
chat.invoke("Hello, how are you?")

# using chat stream
for m in chat.stream("Hello, how are you?"):
    print(m)

​
Chaining

# using chain
prompt = ChatPromptTemplate.from_messages(
    [
        ("system", "You are a helpful assistant that translates English to French."),
        ("human", "Translate this sentence from English to French. {english_text}."),
    ]
)
chain = prompt | chat

chain.invoke({"english_text": "Hello, how are you?"})
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