StockPulse / app.py
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import subprocess
import os
import matplotlib.font_manager as fm
import matplotlib.pyplot as plt
import io
from PIL import Image
from datetime import datetime, timedelta
import gradio as gr
import yfinance as yf
from openai import OpenAI
# 1. ํ•„์š”ํ•œ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ์„ค์น˜ ๋ฐ ์—…๋ฐ์ดํŠธ
subprocess.run(["pip", "install", "--upgrade", "pip"])
subprocess.run(["pip", "install", "--upgrade", "openai", "yfinance", "gradio", "matplotlib", "Pillow"])
# 2. ๋‚˜๋ˆ”๊ณ ๋”• ํฐํŠธ ์„ค์น˜ ๋ฐ ์ ์šฉ
subprocess.run(["apt-get", "update"])
subprocess.run(["apt-get", "install", "-y", "fonts-nanum"])
subprocess.run(["fc-cache", "-fv"])
# 3. ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ์ž„ํฌํŠธ (ํฐํŠธ ์„ค์น˜ ํ›„)
import matplotlib.font_manager as fm
import matplotlib.pyplot as plt
# ๋‚˜๋ˆ”๊ณ ๋”• ํฐํŠธ ๊ฒฝ๋กœ ์„ค์ • ๋ฐ ๊ฐ•์ œ ์ ์šฉ
font_path = '/usr/share/fonts/truetype/nanum/NanumGothic.ttf'
if os.path.exists(font_path):
fm.fontManager.addfont(font_path)
font_prop = fm.FontProperties(fname=font_path)
plt.rcParams['font.family'] = font_prop.get_name()
plt.rcParams['axes.unicode_minus'] = False # ๋งˆ์ด๋„ˆ์Šค ๋ถ€ํ˜ธ ๊นจ์ง ๋ฐฉ์ง€
else:
print("ํฐํŠธ๋ฅผ ์ฐพ์„ ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค.")
# Perplexity AI API ์„ค์ •
API_KEY = "์—ฌ๊ธฐ์—_์‹ค์ œ_API_ํ‚ค๋ฅผ_์ž…๋ ฅํ•˜์„ธ์š”" # ์—ฌ๊ธฐ์— Perplexity AI API ํ‚ค๋ฅผ ์ž…๋ ฅํ•˜์„ธ์š”.
def get_real_news_summary(company, date):
# OpenAI ํด๋ผ์ด์–ธํŠธ ์ดˆ๊ธฐํ™”
client = OpenAI(api_key=API_KEY, base_url="https://api.perplexity.ai")
# API ์š”์ฒญ์„ ์œ„ํ•œ ๋ฉ”์‹œ์ง€ ๊ตฌ์„ฑ
messages = [
{"role": "system", "content": "๋‹น์‹ ์€ ํ•œ๊ตญ์–ด๋กœ ์ฃผ์‹ ๋‰ด์Šค๋ฅผ ์š”์•ฝํ•ด์ฃผ๋Š” ๋„์›€์ด ๋˜๋Š” ์–ด์‹œ์Šคํ„ดํŠธ์ž…๋‹ˆ๋‹ค."},
{"role": "user", "content": f"{date}์— ๋Œ€ํ•œ {company}์˜ ์ตœ์‹  ์ฃผ์‹ ๋‰ด์Šค๋ฅผ ํ•œ๊ตญ์–ด๋กœ ์š”์•ฝํ•ด์ค˜. ํ•ด๋‹น ๋‚ ์งœ์— ํŠน์ • ๋‰ด์Šค๊ฐ€ ์—†๋‹ค๋ฉด, ๊ฐ€์žฅ ์ตœ๊ทผ์˜ ๊ด€๋ จ ์ •๋ณด๋ฅผ ์ œ๊ณตํ•ด์ค˜."}
]
try:
# API ์š”์ฒญ
response = client.chat.completions.create(
model="llama-3.1-sonar-large-128k-online",
messages=messages
)
# ์‘๋‹ต์—์„œ ์š”์•ฝ ์ถ”์ถœ
summary = response.choices[0].message.content
return summary
except Exception as e:
return f"๋‰ด์Šค ์š”์•ฝ ์ค‘ ์—๋Ÿฌ๊ฐ€ ๋ฐœ์ƒํ–ˆ์Šต๋‹ˆ๋‹ค: {str(e)}"
# ๋‰ด์Šค ์š”์•ฝ์„ ๊ฐ€์ ธ์˜ค๋Š” ํ•จ์ˆ˜
def handle_click(input_value, date_clicked):
return get_real_news_summary(input_value, date_clicked)
# Gradio์—์„œ ์‚ฌ์šฉํ•  ํ•จ์ˆ˜ (๋‰ด์Šค ์š”์•ฝ ํฌํ•จ)
def update_news(input_value, selected_date):
if selected_date == "" or selected_date is None:
return "๋‚ ์งœ๋ฅผ ์„ ํƒํ•ด์ฃผ์„ธ์š”."
else:
return handle_click(input_value, selected_date)
# ์ข…๋ชฉ๋ช…๊ณผ ํ‹ฐ์ปค๋ฅผ ๋งคํ•‘ํ•˜๋Š” ๋”•์…”๋„ˆ๋ฆฌ
name_to_ticker = {
"์‚ผ์„ฑ์ „์ž": "005930.KS",
"SK๋ฐ”์ด์˜คํŒœ": "326030.KS",
"Apple": "AAPL",
# ํ•„์š”ํ•œ ์ข…๋ชฉ๋“ค์„ ์ถ”๊ฐ€ํ•˜์„ธ์š”
}
# ์ฃผ๊ฐ€ ๋ฐ์ดํ„ฐ๋ฅผ ๊ฐ€์ ธ์˜ค๊ณ  ์กฐ๊ฑด์— ๋งž๋Š” ๋‚ ์งœ์™€ ๊ทธ๋ž˜ํ”„๋ฅผ ๋ฐ˜ํ™˜ํ•˜๋Š” ํ•จ์ˆ˜
def display_stock_with_highlight(input_value, change_type, percent_change):
try:
ticker = name_to_ticker.get(input_value, input_value)
stock = yf.Ticker(ticker)
stock_data = stock.history(period="5y") # ์ตœ๊ทผ 5๋…„ ๋ฐ์ดํ„ฐ๋กœ ์ œํ•œ
if stock_data.empty:
return "์ฃผ๊ฐ€ ๋ฐ์ดํ„ฐ๋ฅผ ์ฐพ์„ ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค.", []
stock_data['Change'] = stock_data['Close'].pct_change() * 100
percent_change = float(percent_change)
if change_type == "์ƒ์Šน":
highlight_data = stock_data[stock_data['Change'] >= percent_change]
color = "darkorange"
elif change_type == "ํ•˜๋ฝ":
highlight_data = stock_data[stock_data['Change'] <= -percent_change]
color = "purple"
else:
return "์ž˜๋ชป๋œ ๋ณ€๋™ ์œ ํ˜•์ž…๋‹ˆ๋‹ค.", []
dates = stock_data.index.to_numpy()
closing_prices = stock_data['Close'].to_numpy()
plt.figure(figsize=(10, 6))
plt.plot(dates, closing_prices, color='gray', label=input_value)
plt.scatter(highlight_data.index, highlight_data['Close'], color=color, label=f'{change_type} ํฌ์ธํŠธ')
for index, row in highlight_data.iterrows():
plt.text(index, row['Close'], index.strftime('%Y-%m-%d'), fontsize=10, fontweight='bold', color=color, ha='right', fontproperties=font_prop)
plt.axvline(x=index, color=color, linestyle='--', linewidth=1)
# ๊ทธ๋ž˜ํ”„ ์ œ๋ชฉ, ์ถ• ๋ผ๋ฒจ์„ ํ•œ๊ธ€๋กœ ์„ค์ •
plt.title(f'{input_value} ์ฃผ๊ฐ€ ์ถ”์ด ({change_type} ํ‘œ์‹œ)', fontproperties=font_prop)
plt.xlabel('๋‚ ์งœ', fontproperties=font_prop)
plt.ylabel('์ข…๊ฐ€', fontproperties=font_prop)
plt.legend(prop=font_prop)
buf = io.BytesIO()
plt.savefig(buf, format='png')
plt.close()
buf.seek(0)
img = Image.open(buf)
highlight_dates = highlight_data.index.strftime('%Y-%m-%d').tolist()
return img, gr.update(choices=highlight_dates)
except Exception as e:
return f"๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ ์ค‘ ์—๋Ÿฌ๊ฐ€ ๋ฐœ์ƒํ–ˆ์Šต๋‹ˆ๋‹ค: {e}", gr.update(choices=[])
# Gradio ์ธํ„ฐํŽ˜์ด์Šค ์ƒ์„ฑ (3์—ด ๋ ˆ์ด์•„์›ƒ)
with gr.Blocks() as demo:
gr.Markdown("## ์ฃผ๊ฐ€ ๊ทธ๋ž˜ํ”„์™€ ๋‰ด์Šค ์š”์•ฝ")
with gr.Row():
with gr.Column(): # ์ž…๋ ฅ๊ฐ’์„ ๋‹ด์„ ์ฒซ ๋ฒˆ์งธ ์—ด
input_value = gr.Textbox(label="์ข…๋ชฉ๋ช… ๋˜๋Š” ํ‹ฐ์ปค ์ž…๋ ฅ", placeholder="์˜ˆ: SK๋ฐ”์ด์˜คํŒœ, AAPL")
change_type = gr.Dropdown(choices=["์ƒ์Šน", "ํ•˜๋ฝ"], label="์ƒ์Šน ๋˜๋Š” ํ•˜๋ฝ ์„ ํƒ", value="์ƒ์Šน")
percent_change = gr.Textbox(label="๋ณ€๋™ ํผ์„ผํŠธ (%)", placeholder="์˜ˆ: 10", value="10")
submit_btn = gr.Button("Submit")
# ์˜ˆ์ œ
examples = [["SK๋ฐ”์ด์˜คํŒœ"],
["Apple"],
["์‚ผ์„ฑ์ „์ž"],
["005930.KS"],
["AAPL"]]
gr.Examples(examples=examples, inputs=[input_value])
with gr.Column(): # ๊ทธ๋ž˜ํ”„๋ฅผ ์ถœ๋ ฅํ•  ๋‘ ๋ฒˆ์งธ ์—ด
plot = gr.Image(label="์ฃผ๊ฐ€ ๊ทธ๋ž˜ํ”„")
date_dropdown = gr.Dropdown(label="์กฐ๊ฑด์— ํ•ด๋‹นํ•˜๋Š” ๋‚ ์งœ ์„ ํƒ", choices=[])
with gr.Column(): # ๋‰ด์Šค ์š”์•ฝ์„ ์ถœ๋ ฅํ•  ์„ธ ๋ฒˆ์งธ ์—ด
news_output = gr.Textbox(label="๋‰ด์Šค ์š”์•ฝ")
# Submit ๋ฒ„ํŠผ ํด๋ฆญ ์‹œ ๊ทธ๋ž˜ํ”„ ๋ฐ ๋‚ ์งœ ๋“œ๋กญ๋‹ค์šด ์—…๋ฐ์ดํŠธ
submit_btn.click(
fn=display_stock_with_highlight,
inputs=[input_value, change_type, percent_change],
outputs=[plot, date_dropdown]
)
# ๋‚ ์งœ ์„ ํƒ ์‹œ ๋‰ด์Šค ์š”์•ฝ ์—…๋ฐ์ดํŠธ
date_dropdown.change(
fn=update_news,
inputs=[input_value, date_dropdown],
outputs=[news_output]
)
# Gradio ์‹คํ–‰
demo.launch()