IDX-Chronos / app.py
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Update app.py
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import gradio as gr
import pandas as pd
import yfinance as yf
from utils import (
calculate_technical_indicators,
generate_trading_signals,
get_fundamental_data,
predict_prices,
create_price_chart,
create_technical_chart,
create_prediction_chart,
)
import warnings
warnings.filterwarnings("ignore")
def analyze_stock(symbol, prediction_days=30):
try:
if not symbol.strip():
raise ValueError("Please enter a valid stock symbol.")
if not symbol.endswith(".JK"):
symbol = symbol.upper() + ".JK"
stock = yf.Ticker(symbol)
data = stock.history(period="6mo", interval="1d")
if data.empty:
raise ValueError("No price data available for this stock.")
indicators = calculate_technical_indicators(data)
signals = generate_trading_signals(data, indicators)
fundamental_info = get_fundamental_data(stock)
predictions = predict_prices(data, prediction_days=prediction_days)
fig_price = create_price_chart(data, indicators)
fig_technical = create_technical_chart(data, indicators)
fig_prediction = create_prediction_chart(data, predictions)
# kalkulasi TP1, TP2, SL
last_price = data['Close'].iloc[-1]
tp1 = last_price * (1 + (predictions.get("change_pct", 0) / 200))
tp2 = last_price * (1 + (predictions.get("change_pct", 0) / 100))
sl = last_price * 0.95
predictions["tp1"] = tp1
predictions["tp2"] = tp2
predictions["sl"] = sl
return fundamental_info, indicators, signals, fig_price, fig_technical, fig_prediction, predictions
except Exception as e:
print(f"Error analyzing {symbol}: {e}")
empty_fig = gr.Plot.update(value=None)
empty_predictions = {
"high_30d": 0,
"low_30d": 0,
"change_pct": 0,
"summary": "Prediction unavailable.",
}
return {}, {}, {}, empty_fig, empty_fig, empty_fig, empty_predictions
def update_analysis(symbol, prediction_days):
(
fundamental_info,
indicators,
signals,
fig_price,
fig_technical,
fig_prediction,
predictions,
) = analyze_stock(symbol, prediction_days)
if not fundamental_info:
return (
"Unable to fetch stock data.",
gr.Plot.update(value=None),
gr.Plot.update(value=None),
gr.Plot.update(value=None),
)
fundamentals = f"""
<h4>COMPANY FUNDAMENTALS</h4>
<b>Name:</b> {fundamental_info.get('name', 'N/A')} ({symbol.upper()})<br>
<b>Current Price:</b> Rp{fundamental_info.get('current_price', 0):,.2f}<br>
<b>Market Cap:</b> {fundamental_info.get('market_cap', 0):,}<br>
<b>P/E Ratio:</b> {fundamental_info.get('pe_ratio', 0):.2f}<br>
<b>Dividend Yield:</b> {fundamental_info.get('dividend_yield', 0):.2f}%<br>
<b>Volume:</b> {fundamental_info.get('volume', 0):,}<br>
"""
details_list = "".join(
[f"<li>{line.strip()}</li>" for line in signals.get("details", "").split("\n") if line.strip()]
)
trading_signal = f"""
<h4>TECHNICAL SIGNAL SUMMARY</h4>
<b>Overall Trend:</b> {signals.get('overall', 'N/A')}<br>
<b>Signal Strength:</b> {signals.get('strength', 0):.2f}%<br>
<b>Support:</b> Rp{signals.get('support', 0):,.2f}<br>
<b>Resistance:</b> Rp{signals.get('resistance', 0):,.2f}<br>
<b>Stop Loss:</b> Rp{signals.get('stop_loss', 0):,.2f}<br><br>
<b>Detailed Signals:</b>
<ul style="margin-top: 8px; padding-left: 20px; line-height: 1.6;">
{details_list}
</ul>
"""
prediction = f"""
<h4>30-DAY AI FORECAST (CHRONOS-BOLT)</h4>
<b>Predicted High:</b> Rp{predictions.get('high_30d', 0):,.2f}<br>
<b>Predicted Low:</b> Rp{predictions.get('low_30d', 0):,.2f}<br>
<b>Expected Change:</b> {predictions.get('change_pct', 0):.2f}%<br><br>
<b>TP1:</b> Rp{predictions.get('tp1', 0):,.2f}<br>
<b>TP2:</b> Rp{predictions.get('tp2', 0):,.2f}<br>
<b>Stop Loss:</b> Rp{predictions.get('sl', 0):,.2f}<br><br>
<b>Model Insight:</b><br>{predictions.get('summary', 'No analysis available')}
"""
# Karena custom CSS dihapus, kita akan menggunakan div sederhana tanpa class 'panel-box' dan 'triple-panel'
# Gradio secara otomatis akan menata elemen-elemen ini dengan lebih standar
return (
f"""
<div style="display: flex; flex-direction: row; gap: 16px;">
<div style="flex: 1; min-width: 30%; border: 1px solid #ccc; padding: 10px; border-radius: 5px;">{fundamentals}</div>
<div style="flex: 1; min-width: 30%; border: 1px solid #ccc; padding: 10px; border-radius: 5px;">{trading_signal}</div>
<div style="flex: 1; min-width: 30%; border: 1px solid #ccc; padding: 10px; border-radius: 5px;">{prediction}</div>
</div>
""",
fig_price,
fig_technical,
fig_prediction,
)
# --- Perubahan utama di sini ---
with gr.Blocks(
title="REXPRO FINANCIAL AI DASHBOARD"
# Parameter theme dan css dihapus untuk kembali ke default Gradio
) as app:
gr.Markdown("# REXPRO FINANCIAL AI DASHBOARD")
gr.Markdown(
"Comprehensive stock analytics powered by **AI forecasting and technical analysis.**"
)
with gr.Row():
symbol = gr.Textbox(
label="STOCK SYMBOL (IDX)",
value="BBCA",
placeholder="Example: BBCA, TLKM, ADRO, BMRI",
interactive=True,
)
prediction_days = gr.Slider(
label="FORECAST PERIOD (DAYS)",
minimum=5,
maximum=60,
step=5,
value=30,
interactive=True,
)
analyze_button = gr.Button("RUN ANALYSIS")
gr.Markdown("---")
# Bagian report_section diubah agar lebih kompatibel dengan tema default,
# menggunakan sedikit inline CSS untuk meniru tata letak tiga kolom dasar.
report_section = gr.HTML()
gr.Markdown("---")
with gr.Tab("MARKET CHARTS"):
with gr.Row():
price_chart = gr.Plot(label="PRICE & MOVING AVERAGES")
technical_chart = gr.Plot(label="TECHNICAL INDICATORS OVERVIEW")
gr.Markdown("---")
prediction_chart = gr.Plot(label="AI FORECAST PROJECTION")
analyze_button.click(
fn=update_analysis,
inputs=[symbol, prediction_days],
outputs=[report_section, price_chart, technical_chart, prediction_chart],
)
if __name__ == "__main__":
app.launch(server_name="0.0.0.0", server_port=7860, ssr_mode=True)