update new model

app.py

@@ -68,16 +68,14 @@ if PROPHET_AVAILABLE and os.path.exists(PROPHET_PATH):
 
 if TENSORFLOW_AVAILABLE and os.path.exists(LSTM_PATH):
     print("✅ TensorFlow imported successfully")
-    print("🔎 Checking for LSTM model at:", os.path.abspath(LSTM_PATH))
-    if os.path.exists(LSTM_PATH):
-        try:
-            lstm_model = load_model(LSTM_PATH, compile=True)
-            print("✅ LSTM model loaded successfully from", LSTM_PATH)
-        except Exception:
-            print("❌ LSTM load failed:", e)
-            lstm_model = None
-    else:
-            print("❌ LSTM model file not found at", LSTM_PATH)
+    try:
+        model = load_model("lstm_model.h5", compile=False)
+        model.save("lstm_savedmodel", save_format="tf")
+        lstm_model = load_model("models/lstm_savedmodel", compile=False)
+        print("✅ LSTM model loaded:", LSTM_PATH)
+    except Exception:
+        lstm_model = None
+
 
 # ----------------------------
 # Helpers