adjust interface

app.py

@@ -57,7 +57,7 @@ with gr.Blocks(title="DynaMix 🧨 - Forecasting", theme=gr.themes.Soft()) as de
                 # Advanced settings
                 with gr.Accordion("⚙️ Advanced Settings", open=False):
                     preprocessing_method = gr.Dropdown(
-                        choices=["pos_embedding", "zero_embedding", "delay_embedding", "delay_embedding_random"],
+                        choices=["pos_embedding", "zero_embedding", "delay_embedding"],
                         value="pos_embedding",
                         label="Preprocessing Method",
                         info="Select the embedding method for time series with dimension < model dimension"
@@ -90,7 +90,7 @@ with gr.Blocks(title="DynaMix 🧨 - Forecasting", theme=gr.themes.Soft()) as de
             **⚡ Quick Start**
             1. **Upload** a single dynamical system or time series (CSV or NPY)
             2. **Configure** forecast length and settings
-            3. **Generate** predictions with "Plot Forecasts" (up to 15 dims of data are plotted)
+            3. **Generate** predictions with "Plot Forecasts"
             4. **Download** the forecast as CSV or NPY
             """)