Update app.py

app.py

@@ -449,6 +449,243 @@ Top Features:
 
         return f"❌ ERROR:\n\n{e}"
 
+
+
+```python id="wrv7sj"
+# ============================================================
+# ADD THIS AFTER run_predict()
+# ============================================================
+
+def calculate_trade_levels(df, signal):
+
+    latest = df.iloc[-1]
+
+    close_price = float(latest["close"])
+
+    recent_high = float(df["high"].tail(20).max())
+    recent_low = float(df["low"].tail(20).min())
+
+    fib_range = recent_high - recent_low
+
+    fib_236 = recent_high - fib_range * 0.236
+    fib_382 = recent_high - fib_range * 0.382
+    fib_500 = recent_high - fib_range * 0.5
+    fib_618 = recent_high - fib_range * 0.618
+
+    atr = (
+        (df["high"] - df["low"])
+        .rolling(14)
+        .mean()
+        .iloc[-1]
+    )
+
+    if signal == "BUY":
+
+        entry = close_price
+
+        tp1 = fib_236
+        tp2 = fib_382
+        tp3 = recent_high
+
+        sl = close_price - (atr * 1.5)
+
+    else:
+
+        entry = close_price
+
+        tp1 = fib_618
+        tp2 = fib_500
+        tp3 = recent_low
+
+        sl = close_price + (atr * 1.5)
+
+    return {
+        "entry": entry,
+        "tp1": tp1,
+        "tp2": tp2,
+        "tp3": tp3,
+        "sl": sl,
+        "fib_236": fib_236,
+        "fib_382": fib_382,
+        "fib_500": fib_500,
+        "fib_618": fib_618
+    }
+
+
+# ============================================================
+# REPLACE run_predict()
+# ============================================================
+
+def run_predict():
+
+    try:
+
+        if not os.path.exists(MODEL_PATH):
+            return "⚠️ Train model terlebih dahulu"
+
+        X, y, df, feat_cols, is_real = fetch_and_prepare()
+
+        scaler = joblib.load(SCALER_PATH)
+        model = joblib.load(MODEL_PATH)
+
+        latest = df.iloc[
+            -WINDOW:
+        ][feat_cols].values.flatten()
+
+        latest = latest.reshape(1, -1)
+
+        latest = np.nan_to_num(latest)
+
+        latest_scaled = scaler.transform(latest)
+
+        pred = model.predict(latest_scaled)[0]
+
+        proba = model.predict_proba(
+            latest_scaled
+        )[0]
+
+        confidence = float(np.max(proba)) * 100
+
+        signal = "BUY" if pred == 1 else "SELL"
+
+        levels = calculate_trade_levels(df, signal)
+
+        price = float(df.iloc[-1]["close"])
+
+        rsi = float(df.iloc[-1]["rsi"])
+        macd = float(df.iloc[-1]["macd"])
+
+        return f"""
+╔══════════════════════════╗
+        AI SIGNAL
+╚══════════════════════════╝
+
+🔮 Signal   : {signal}
+📊 Confidence : {confidence:.2f}%
+
+💰 Current Price : ${price:,.2f}
+
+━━━━━━━━━━━━━━━━━━
+📌 ENTRY / TP / SL
+━━━━━━━━━━━━━━━━━━
+
+🎯 Entry : ${levels['entry']:,.2f}
+
+✅ TP1 : ${levels['tp1']:,.2f}
+✅ TP2 : ${levels['tp2']:,.2f}
+✅ TP3 : ${levels['tp3']:,.2f}
+
+🛑 Stop Loss : ${levels['sl']:,.2f}
+
+━━━━━━━━━━━━━━━━━━
+📐 Fibonacci Levels
+━━━━━━━━━━━━━━━━━━
+
+Fib 0.236 : ${levels['fib_236']:,.2f}
+Fib 0.382 : ${levels['fib_382']:,.2f}
+Fib 0.500 : ${levels['fib_500']:,.2f}
+Fib 0.618 : ${levels['fib_618']:,.2f}
+
+━━━━━━━━━━━━━━━━━━
+📈 Indicators
+━━━━━━━━━━━━━━━━━━
+
+RSI  : {rsi:.2f}
+MACD : {macd:.2f}
+
+📡 Source:
+{"LIVE DATA" if is_real else "SIMULATED"}
+"""
+
+    except Exception as e:
+
+        logger.error(traceback.format_exc())
+
+        return f"❌ ERROR:\n\n{e}"
+
+
+# ============================================================
+# ADD THIS BEFORE UI
+# ============================================================
+
+TRADINGVIEW_HTML = """
+<div style="width:100%;height:600px;border-radius:12px;overflow:hidden;
+            border:1px solid #2B3139;background:#181A20;">
+
+<iframe
+src="https://s.tradingview.com/widgetembed/?symbol=BINANCE:ETHUSDT&interval=240&theme=dark&style=1&toolbarbg=%23181A20&hide_top_toolbar=0&saveimage=1&studies=%5B%22RSI%40tv-basicstudies%22,%22MACD%40tv-basicstudies%22,%22BB%40tv-basicstudies%22%5D"
+style="width:100%;height:100%;border:none;"
+allowfullscreen>
+</iframe>
+
+</div>
+"""
+
+
+# ============================================================
+# REPLACE UI SECTION
+# ============================================================
+
+with gr.Blocks(
+    title="CryptoML PRO"
+) as demo:
+
+    gr.Markdown("""
+# 🚀 CryptoML PRO Terminal
+
+### ETH/USDT AI Trading System
+""")
+
+    gr.HTML(TRADINGVIEW_HTML)
+
+    market_box = gr.Textbox(
+        label="Market Info",
+        value=get_market_info(),
+        lines=5
+    )
+
+    with gr.Row():
+
+        train_btn = gr.Button(
+            "⚡ Train AI Model",
+            variant="primary"
+        )
+
+        predict_btn = gr.Button(
+            "🔮 Generate Signal",
+            variant="secondary"
+        )
+
+        refresh_btn = gr.Button(
+            "🔄 Refresh Market",
+            variant="secondary"
+        )
+
+    train_output = gr.Textbox(
+        label="AI Training Result",
+        lines=15
+    )
+
+    predict_output = gr.Textbox(
+        label="AI Trading Signal",
+        lines=30
+    )
+
+    train_btn.click(
+        fn=run_train,
+        outputs=train_output
+    )
+
+    predict_btn.click(
+        fn=run_predict,
+        outputs=predict_output
+    )
+
+    refresh_btn.click(
+        fn=get_market_info,
+        outputs=market_box
+    )
+
 # ============================================================
 # PREDICT
 # ============================================================