Commit
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f101777
1
Parent(s):
a79dcc6
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Browse files
app.py
CHANGED
@@ -2,6 +2,10 @@ import gradio as gr
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import yfinance as yf
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import pandas as pd
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import matplotlib.pyplot as plt
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from prophet import Prophet
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from datetime import datetime, timedelta
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import logging
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@@ -10,6 +14,23 @@ import logging
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logging.basicConfig(level=logging.INFO,
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format='%(asctime)s - %(levelname)s - %(message)s')
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def predict_stock_price(stock_code, period, prediction_days):
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try:
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# 下載股票數據
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@@ -67,12 +88,16 @@ def predict_stock_price(stock_code, period, prediction_days):
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logging.error(f"預測過程發生錯誤: {str(e)}")
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return f"預測過程發生錯誤: {str(e)}", None
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# Gradio 介面
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with gr.Blocks() as demo:
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gr.Markdown("#
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with gr.
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stock_input = gr.Textbox(
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label="股票代碼",
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placeholder="例如: 2330.TW",
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@@ -92,12 +117,12 @@ with gr.Blocks() as demo:
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step=1,
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label="預測天數"
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)
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predict_button.click(
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predict_stock_price,
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import yfinance as yf
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import pandas as pd
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import matplotlib.pyplot as plt
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import matplotlib as mpl
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import matplotlib.font_manager as fm
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import tempfile
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import requests
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from prophet import Prophet
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from datetime import datetime, timedelta
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import logging
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logging.basicConfig(level=logging.INFO,
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format='%(asctime)s - %(levelname)s - %(message)s')
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# 字體設置
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def setup_font():
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try:
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url_font = "https://drive.google.com/uc?id=1eGAsTN1HBpJAkeVM57_C7ccp7hbgSz3_"
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response_font = requests.get(url_font)
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with tempfile.NamedTemporaryFile(delete=False, suffix='.ttf') as tmp_file:
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tmp_file.write(response_font.content)
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tmp_file_path = tmp_file.name
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fm.fontManager.addfont(tmp_file_path)
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mpl.rc('font', family='Taipei Sans TC Beta')
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except Exception as e:
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logging.error(f"字體設置失敗: {str(e)}")
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# 使用備用字體
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mpl.rc('font', family='SimHei')
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def predict_stock_price(stock_code, period, prediction_days):
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try:
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# 下載股票數據
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logging.error(f"預測過程發生錯誤: {str(e)}")
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return f"預測過程發生錯誤: {str(e)}", None
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# 初始化字體
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setup_font()
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# Gradio 介面
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with gr.Blocks() as demo:
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gr.Markdown("# 股票價格 Stock Price 預測系統 Prophet")
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with gr.Column():
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# 輸入區域
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with gr.Row():
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stock_input = gr.Textbox(
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label="股票代碼",
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placeholder="例如: 2330.TW",
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step=1,
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label="預測天數"
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)
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predict_button = gr.Button("開始預測", variant="primary")
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# 輸出區域(垂直排列)
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output_plot = gr.Plot(label="股價預測圖")
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output_text = gr.Textbox(label="預測結果", lines=10)
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predict_button.click(
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predict_stock_price,
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