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import os | |
import requests | |
import streamlit as st | |
from datetime import datetime | |
from transformers import pipeline | |
# Gemma ๋ชจ๋ธ ๋ก๋ฉ | |
def load_model(): | |
return pipeline("text-generation", model="google/gemma-2-2b-it", max_new_tokens=512) | |
llm = load_model() | |
# ํ๊ต ์ ๋ณด ๋ฐ ์ผ์ ๊ฐ์ ธ์ค๊ธฐ ํจ์ | |
def get_school_info(region_code, school_name, api_key): | |
url = f"https://open.neis.go.kr/hub/schoolInfo?KEY={api_key}&Type=json&pIndex=1&pSize=1&SCHUL_NM={school_name}&ATPT_OFCDC_SC_CODE={region_code}" | |
res = requests.get(url) | |
data = res.json() | |
school = data.get("schoolInfo", [{}])[1].get("row", [{}])[0] | |
return school.get("SD_SCHUL_CODE"), school.get("ATPT_OFCDC_SC_CODE") | |
def get_schedule(region_code, school_code, year, api_key): | |
from_ymd = f"{year}0101" | |
to_ymd = f"{year}1231" | |
url = f"https://open.neis.go.kr/hub/SchoolSchedule?KEY={api_key}&Type=json&pIndex=1&pSize=500&ATPT_OFCDC_SC_CODE={region_code}&SD_SCHUL_CODE={school_code}&AA_FROM_YMD={from_ymd}&AA_TO_YMD={to_ymd}" | |
res = requests.get(url) | |
data = res.json() | |
rows = data.get("SchoolSchedule", [{}])[1].get("row", []) | |
return rows | |
def summarize_schedule(rows, school_name, year): | |
lines = [] | |
for row in rows: | |
date = row["AA_YMD"] | |
dt = datetime.strptime(date, "%Y%m%d").strftime("%-mๆ %-dๆฅ") | |
event = row["EVENT_NM"] | |
lines.append(f"{dt}: {event}") | |
text = "\n".join(lines) | |
prompt = f"{school_name}๊ฐ {year}๋ ๋์ ๊ฐ์ง๋ ํ์ฌ์ผ์ ์ ๋ค์๊ณผ ๊ฐ์ต๋๋ค:\n{text}\n์ฃผ์ ์ผ์ ์ ๊ฐ๋ณ์ ์ผ๋ก ์์ฝํด์ฃผ์ธ์." | |
result = llm([{"role": "user", "content": prompt}]) | |
return result[0]["generated_text"].replace(prompt, "").strip() | |
# Streamlit UI | |
st.set_page_config(page_title="ํ์ฌ์ผ์ ์บ๋ฆฐ๋", layout="centered") | |
st.title("๐ ํ์ฌ์ผ์ ์บ๋ฆฐ๋ + AI ์์ฝ") | |
st.markdown("NEIS API์์ ํ์ฌ์ผ์ ์ ๋ถ๋ฌ์ค๊ณ FullCalendar๋ก ์๊ฐํํฉ๋๋ค.") | |
region_options = { | |
"B10": "์์ธ", "C10": "๋ถ์ฐ", "D10": "๋๊ตฌ", "E10": "์ธ์ฒ", "F10": "๊ด์ฃผ", "G10": "๋์ ", | |
"H10": "์ธ์ฐ", "I10": "์ธ์ข ", "J10": "๊ฒฝ๊ธฐ", "K10": "๊ฐ์", "M10": "์ถฉ๋ถ", "N10": "์ถฉ๋จ", | |
"P10": "์ ๋ถ", "Q10": "์ ๋จ", "R10": "๊ฒฝ๋ถ", "S10": "๊ฒฝ๋จ", "T10": "์ ์ฃผ" | |
} | |
with st.form("query_form"): | |
region = st.selectbox("์ง์ญ ๊ต์ก์ฒญ", options=list(region_options.keys()), format_func=lambda x: f"{region_options[x]} ({x})") | |
school_name = st.text_input("ํ๊ต๋ช ", placeholder="์: ์๋ฆฌ์ด๋ฑํ๊ต") | |
year = st.selectbox("๋ ๋", options=[2022, 2023, 2024, 2025], index=2) | |
submitted = st.form_submit_button("๐ ํ์ฌ์ผ์ ๋ถ๋ฌ์ค๊ธฐ") | |
if submitted: | |
with st.spinner("์ผ์ ๋ถ๋ฌ์ค๋ ์ค..."): | |
api_key = os.environ.get("NEIS_API_KEY", "a69e08342c8947b4a52cd72789a5ecaf") | |
school_code, region_code = get_school_info(region, school_name, api_key) | |
if not school_code: | |
st.error("ํ๊ต ์ ๋ณด๋ฅผ ์ฐพ์ ์ ์์ต๋๋ค.") | |
else: | |
schedule_rows = get_schedule(region_code, school_code, year, api_key) | |
if not schedule_rows: | |
st.info("ํด๋น ์กฐ๊ฑด์ ํ์ฌ์ผ์ ์ด ์์ต๋๋ค.") | |
else: | |
# ์ผ์ ๋ฐ์ดํฐ๋ฅผ HTML ์บ๋ฆฐ๋์ ๋ฃ๊ธฐ ์ํ JSON ์์ฑ | |
events = [ | |
{ | |
"title": row["EVENT_NM"], | |
"start": datetime.strptime(row["AA_YMD"], "%Y%m%d").strftime("%Y-%m-%d") | |
} | |
for row in schedule_rows | |
] | |
import json | |
event_json = json.dumps(events, ensure_ascii=False) | |
# FullCalendar ์ฝ์ | |
st.components.v1.html(f""" | |
<html> | |
<head> | |
<link href='https://cdn.jsdelivr.net/npm/[email protected]/index.global.min.css' rel='stylesheet' /> | |
<script src='https://cdn.jsdelivr.net/npm/[email protected]/index.global.min.js'></script> | |
<script> | |
document.addEventListener('DOMContentLoaded', function() {{ | |
var calendarEl = document.getElementById('calendar'); | |
var calendar = new FullCalendar.Calendar(calendarEl, {{ | |
initialView: 'dayGridMonth', | |
locale: 'ko', | |
height: 600, | |
events: {event_json} | |
}}); | |
calendar.render(); | |
}}); | |
</script> | |
</head> | |
<body> | |
<div id='calendar'></div> | |
</body> | |
</html> | |
""", height=650) | |
with st.expander("โจ 1๋ ์น ์์ฝ ๋ณด๊ธฐ", expanded=False): | |
if st.button("๐ค ์์ฝ ์์ฑํ๊ธฐ"): | |
with st.spinner("Gemma ๋ชจ๋ธ์ด ์์ฝ ์ค..."): | |
summary = summarize_schedule(schedule_rows, school_name, year) | |
st.success("์์ฝ ์๋ฃ!") | |
st.markdown(f"**{school_name} {year}๋ ํ์ฌ์ผ์ ์์ฝ:**\n\n{summary}") | |