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import streamlit as st
import pandas as pd
import openai
import os
# OpenAI API μ„€μ • (ν™˜κ²½ λ³€μˆ˜μ—μ„œ μ½μ–΄μ˜΄)
openai.api_key = os.getenv("OPENAI_API_KEY")
# 파일 μ—…λ‘œλ“œ 및 데이터 처리 ν•¨μˆ˜
def upload_and_process_file():
uploaded_file = st.file_uploader("이전 μƒν™œκΈ°λ‘λΆ€ 파일 μ—…λ‘œλ“œ", type=['csv', 'json'])
if uploaded_file is not None:
if uploaded_file.type == 'text/csv':
data = pd.read_csv(uploaded_file)
elif uploaded_file.type == 'application/json':
data = pd.read_json(uploaded_file)
return data
return None
# μƒν™œκΈ°λ‘λΆ€ 문ꡬ 생성 ν•¨μˆ˜
def generate_living_record(data):
# 데이터λ₯Ό λ¬Έμžμ—΄λ‘œ λ³€ν™˜
data_str = str(data)
# OpenAI GPT λͺ¨λΈμ„ μ‚¬μš©ν•˜μ—¬ 문ꡬ 생성
response = openai.ChatCompletion.create(
model="gpt-3.5-turbo-16k",
messages=[
{
"role": "system",
"content": "ν•™μƒμ˜ 이전 μƒν™œκΈ°λ‘λΆ€ 데이터λ₯Ό λ°”νƒ•μœΌλ‘œ μ˜¬ν•΄μ˜ μƒν™œκΈ°λ‘λΆ€λ₯Ό μƒμ„±ν•©λ‹ˆλ‹€."
},
{
"role": "user",
"content": data_str
}
],
temperature=0.7,
max_tokens=10000,
top_p=1,
frequency_penalty=0,
presence_penalty=0
)
return response.choices[0].message.content
# μž…λ ₯ ν•„λ“œ μΆ”κ°€ ν•¨μˆ˜
def add_input_fields():
if 'record_data' not in st.session_state:
st.session_state.record_data = []
class_record = st.selectbox("ν•™κΈ‰ 선택", ["μ΄ˆλ“±ν•™κ΅", "쀑학ꡐ", "고등학ꡐ"], key="class")
grade_record = st.selectbox("ν•™λ…„ 선택", ["1ν•™λ…„", "2ν•™λ…„", "3ν•™λ…„", "4ν•™λ…„", "5ν•™λ…„", "6ν•™λ…„"] if class_record == "μ΄ˆλ“±ν•™κ΅" else ["1ν•™λ…„", "2ν•™λ…„", "3ν•™λ…„"], key="grade")
st.text_input("μƒν™œκΈ°λ‘λΆ€ λ‚΄μš© μž…λ ₯", key=f'record_{len(st.session_state.record_data)}')
st.session_state.record_data.append((class_record, grade_record))
if st.button("μž…λ ₯ μΉΈ μΆ”κ°€"):
add_input_fields()
# Streamlit μ•± ꡬ성
st.title("μƒν™œκΈ°λ‘λΆ€ 생성 μ„œλΉ„μŠ€")
st.write("이전 μƒν™œκΈ°λ‘λΆ€ νŒŒμΌμ„ μ—…λ‘œλ“œν•˜κ±°λ‚˜, 직접 μƒν™œκΈ°λ‘λΆ€ λ‚΄μš©μ„ μž…λ ₯ν•˜μ„Έμš”.")
# 파일 μ—…λ‘œλ“œ κΈ°λŠ₯
uploaded_data = upload_and_process_file()
# 직접 μž…λ ₯ κΈ°λŠ₯
add_input_fields()
# 데이터 처리 및 κ²°κ³Ό 좜λ ₯
if uploaded_data is not None or len(st.session_state.record_data) > 0:
if uploaded_data is not None:
generated_record = generate_living_record(uploaded_data)
else:
input_data = "\n".join([f"{record[0]} {record[1]}: {st.session_state[f'record_{i}']}" for i, record in enumerate(st.session_state.record_data)])
generated_record = generate_living_record(input_data)
st.write("μƒμ„±λœ μƒν™œκΈ°λ‘λΆ€:", generated_record)