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<h2 align="center">
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Streamlit Chatbot
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</h2>
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<div align="center">
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<img src="https://img.shields.io/badge/python-v3.9.16-blue.svg"/>
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<img src="https://img.shields.io/badge/streamlit-v1.20.0-blue.svg"/>
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<img src="https://img.shields.io/badge/streamlit_chat-v0.0.2.2-blue.svg"/>
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</div>
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**streamlit-chat**์ Streamlit์ ์ด์ฉํ์ฌ ์ค์๊ฐ ๋ํํ Web ์ ํ๋ฆฌ์ผ์ด์
์ ์ฝ๊ฒ ๋ง๋ค ์ ์๋ ํจํค์ง์
๋๋ค. ๋ง๋๋ ๋ฐฉ๋ฒ์ ๋งค์ฐ ๊ฐ๋จํ๋ฉฐ [์์ ](https://share.streamlit.io/ai-yash/st-chat/main/examples/chatbot.py) ํ์ธ๋ ๊ฐ๋ฅํฉ๋๋ค.
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<div align="center">
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<img src="https://blog.kakaocdn.net/dn/cACrfC/btr65p6tNGQ/kPoXKMh4LAmUtsuhGXOHOk/img.gif" width="70%">
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</div>
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streamlit-chat์ผ๋ก Hugging Face์์ ์ ๊ณตํ๋ Facebook AI BlenderBot๊ณผ OpenAI์ GPT-3 ๋ชจ๋ธ๋ก ์ฑ๋ด ํ๋ก๊ทธ๋จ์ ๋ง๋ค์ด ๋ณด๊ฒ ์ต๋๋ค.
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------
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### 1. ์ค์น (Installation)
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streamlit๊ณผ streamlit-chat ํจํค์ง ์ค์น๋ pip ๋ช
๋ น์ด๋ฅผ ์ด์ฉํ์ฌ ์ค์นํ ์ ์์ต๋๋ค.
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```bash
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pip install streamlit
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pip install streamlit-chat
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```
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streamlit ์ค์น์ ๊ด๋ จ๋ ๋ด์ฉ์ ์ด์ ๊ธ์ ์ฐธ๊ณ ํ์๊ธฐ ๋ฐ๋๋๋ค.
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[Streamlit ์์ํ๊ธฐ (์ค์น๋ฐฉ๋ฒ)](https://yunwoong.tistory.com/226)
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### 2. BlenderBot ์ฑ๋ด
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BlenderBot์ Hugging Face์ Transformers ๋ผ์ด๋ธ๋ฌ๋ฆฌ๋ฅผ ์ด์ฉํ์ฌ ์ฝ๊ฒ ์ฌ์ฉํ ์ ์์ต๋๋ค. ๋จผ์ Hugging Face Inference API Key ๋ฐ๊ธ์ ์งํํฉ๋๋ค. ์๋ ๊ธ์ ์ฐธ๊ณ ํ์ธ์.
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[Hugging Face Inference API Key ๋ฐ๊ธ](https://yunwoong.tistory.com/225)
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Python ํ์ผ blenderbot_app.py ์ ์์ฑํ๊ณ ์๋์ ๊ฐ์ด ์์ฑํฉ๋๋ค. API_TOKEN์ ์์ ์ Hugging Face Inference API Key ๋ฅผ ์
๋ ฅํฉ๋๋ค. (์: hf_xxxxxxxxxxxxxxxxxxxxx)
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```python
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import streamlit as st
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from streamlit_chat import message
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import requests
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API_URL = "https://api-inference.huggingface.co/models/facebook/blenderbot-400M-distill"
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API_TOKEN = "YOUR API TOKEN HERE"
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headers = {"Authorization": f"Bearer {API_TOKEN}"}
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st.header("๐คYunwoong's BlenderBot (Demo)")
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st.markdown("[Be Original](https://yunwoong.tistory.com/)")
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if 'generated' not in st.session_state:
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st.session_state['generated'] = []
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if 'past' not in st.session_state:
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st.session_state['past'] = []
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def query(payload):
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response = requests.post(API_URL, headers=headers, json=payload)
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return response.json()
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with st.form('form', clear_on_submit=True):
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user_input = st.text_input('You: ', '', key='input')
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submitted = st.form_submit_button('Send')
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if submitted and user_input:
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output = query({
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"inputs": {
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"past_user_inputs": st.session_state.past,
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"generated_responses": st.session_state.generated,
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"text": user_input,
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},
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"parameters": {"repetition_penalty": 1.33},
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})
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st.session_state.past.append(user_input)
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st.session_state.generated.append(output["generated_text"])
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if st.session_state['generated']:
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for i in range(len(st.session_state['generated'])-1, -1, -1):
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message(st.session_state['past'][i], is_user=True, key=str(i) + '_user')
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message(st.session_state["generated"][i], key=str(i))
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```
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ํฐ๋ฏธ๋์์ ์๋์ ๊ฐ์ด ์
๋ ฅํ๋ฉด Streamlit ์ฑ์ ์คํํฉ๋๋ค.
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```bash
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streamlit run blenderbot_app.py
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```
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<div align="center">
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<img src="https://blog.kakaocdn.net/dn/nwBzi/btr7cISnZwI/JK6JWPNCeEUNtBGRShOGFK/img.gif" width="70%">
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</div>
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### 3. GPT-3 ์ฑ๋ด
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๋ค์์ผ๋ก OpenAI API๋ฅผ ์ด์ฉํ GPT-3 ์ฑ๋ด์ ๋ง๋ค๋๋ก ํ๊ฒ ์ต๋๋ค.
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๋จผ์ OpenAI API๋ฅผ ์ฌ์ฉํ๊ธฐ ์ํด API ํค ๋ฐ๊ธ์ด ํ์ํฉ๋๋ค. ๋จผ์ [OpenAI API ์ฌ์ดํธ](https://platform.openai.com/)๋ก ์ด๋ํฉ๋๋ค. OpenAI ๊ณ์ ์ด ํ์ํ๋ฉฐ ๊ณ์ ์ด ์๋ค๋ฉด ๊ณ์ ์์ฑ์ด ํ์ํฉ๋๋ค. ๊ฐ๋จํ Google์ด๋ Microsoft ๊ณ์ ์ ์ฐ๋ ํ ์ ์์ต๋๋ค. ์ด๋ฏธ ๊ณ์ ์ด ์๋ค๋ฉด ๋ก๊ทธ์ธ ํ ์งํํ์๋ฉด ๋ฉ๋๋ค.
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๋ก๊ทธ์ธ์ด ๋์๋ค๋ฉด ์ฐ์ธก ์๋จ Personal -> [ View API Keys ] ๋ฅผ ํด๋ฆญํฉ๋๋ค.
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![img](https://blog.kakaocdn.net/dn/xKSqg/btr62GPoKvC/OF7uLj6YZhmv1VkVyDOJN0/img.png)
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[ + Create new secret key ] ๋ฅผ ํด๋ฆญํ์ฌ API Key๋ฅผ ์์ฑํฉ๋๋ค. API key generated ์ฐฝ์ด ํ์ฑํ๋๋ฉด Key ๋ฅผ ๋ฐ๋์ ๋ณต์ฌํ์ฌ ๋์๊ธฐ ๋ฐ๋๋๋ค. ์ฐฝ์ ๋ซ์ผ๋ฉด ๋ค์ ํ์ธํ ์ ์์ต๋๋ค. (๋ง์ฝ ๋ณต์ฌํ์ง ๋ชปํ๋ค๋ฉด ๋ค์ Create new secret key ๋ฒํผ์ ๋๋ฌ ์์ฑํ๋ฉด ๋๋ ๊ฑฑ์ ํ์ง ์์ผ์
๋ ๋ฉ๋๋ค.)
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Python ํ์ผ chatgpt_app.py ์ ์์ฑํ๊ณ ์๋์ ๊ฐ์ด ์์ฑํฉ๋๋ค. openai.api_key๋ ์์ ์ OpenAI API Key๋ฅผ ์
๋ ฅํฉ๋๋ค. (์: sk-xxxxxxxxxxxxxxxxxxxxx)
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```python
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import openai
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import streamlit as st
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from streamlit_chat import message
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openai.api_key = 'YOUR API KEY HERE'
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def generate_response(prompt):
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completions = openai.Completion.create (
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engine="text-davinci-003",
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prompt=prompt,
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max_tokens=1024,
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stop=None,
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temperature=0,
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top_p=1,
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)
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message = completions["choices"][0]["text"].replace("\n", "")
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return message
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st.header("๐คYunwoong's ChatGPT-3 (Demo)")
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st.markdown("[Be Original](https://yunwoong.tistory.com/)")
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if 'generated' not in st.session_state:
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st.session_state['generated'] = []
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if 'past' not in st.session_state:
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st.session_state['past'] = []
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with st.form('form', clear_on_submit=True):
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user_input = st.text_input('You: ', '', key='input')
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submitted = st.form_submit_button('Send')
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if submitted and user_input:
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output = generate_response(user_input)
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st.session_state.past.append(user_input)
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st.session_state.generated.append(output)
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if st.session_state['generated']:
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for i in range(len(st.session_state['generated'])-1, -1, -1):
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message(st.session_state['past'][i], is_user=True, key=str(i) + '_user')
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message(st.session_state["generated"][i], key=str(i))
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```
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ํฐ๋ฏธ๋์์ ์๋์ ๊ฐ์ด ์
๋ ฅํ๋ฉด Streamlit ์ฑ์ ์คํํฉ๋๋ค.
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```bash
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streamlit run chatgpt_app.py
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```
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<div align="center">
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<img src="https://blog.kakaocdn.net/dn/bceZgF/btr7cdZnqLq/FpszCkE2k72fsQrlS8FSrk/img.gif" width="70%">
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</div>
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------
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๋งค์ฐ ๊ฐ๋จํ๊ฒ Web ์ ํ๋ฆฌ์ผ์ด์
์ ๋ง๋ค์ด ์๋ฎฌ๋ ์ด์
์ด ๊ฐ๋ฅํฉ๋๋ค. ๋ง์ผ ๊ฐ๋ฐ์๊ฐ ์๋ ๋ฐ์ดํฐ ๊ณผํ์๋ AI ๋ชจ๋ธ๋ฌ์ธ ๊ฒฝ์ฐ ์๋ฎฌ๋ ์ดํฐ๋ฅผ ๊ตฌ์ถํ๋ ค๋ฉด ์๊ฐ๊ณผ ๋
ธ๋ ฅ์ด ๋ง์ด ๋ค ์ ์์ง๋ง Streamlit์ ์ด์ฉํ๋ค๋ฉด ์ด ๊ณผ์ ์ ๋จ์ํํ๊ณ ์๊ฐ์ ์ ์ฝํ ์ ์์ ๊ฒ ๊ฐ์ต๋๋ค.
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README.md
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@@ -5,7 +5,7 @@ colorFrom: yellow
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colorTo: green
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sdk: streamlit
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sdk_version: 1.28.0
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app_file:
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pinned: false
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license: openrail
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---
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colorTo: green
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sdk: streamlit
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sdk_version: 1.28.0
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app_file: chatgpt_app.py
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pinned: false
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license: openrail
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---
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