Update app.py

app.py

@@ -91,9 +91,9 @@ def predict_chest_slice(input_image):
     ]
     indexed_results.sort(key=lambda x: x["prob"], reverse=True)
     
-    # Compile premium Markdown summary readout for the UI header
+    # Compile summary readout for the UI header
     top_winner = indexed_results[0]
-    output_summary = f"### Primary Classification: <span style='color:#22d3ee;font-weight:900;'>{top_winner['label']}</span> ({top_winner['prob']*100:.1f}%)"
+    output_summary = f"### Primary Classification: **{top_winner['label']}** ({top_winner['prob']*100:.1f}%)"
     
     # Return Top 3 classes for Gradio's responsive classification list
     gradio_label_output = {item["label"]: item["prob"] for item in indexed_results[:3]}
@@ -101,35 +101,14 @@ def predict_chest_slice(input_image):
     return output_summary, gradio_label_output
 
 # ==============================================================================
-# 3. PREMIUM UI THEMING (DARK MODE SAAS AESTHETIC)
+# 3. COMPACT APP SURFACE DESIGN
 # ==============================================================================
-saas_theme = gr.themes.Default(
-    primary_hue="cyan",
-    secondary_hue="slate",
-    neutral_hue="slate",
-).set(
-    body_background_fill="#030712",
-    body_background_fill_dark="#030712",
-    block_background_fill="#0f172a",
-    block_background_fill_dark="#0f172a",
-    block_border_color="#1e293b",
-    block_border_width="1px",
-    panel_background_fill="#090d16",
-    container_radius="16px",
-    button_primary_background_fill="#06b6d4",
-    button_primary_text_color="#ffffff"
-)
-
-# ==============================================================================
-# 4. COMPACT APP SURFACE DESIGN
-# ==============================================================================
-# FIXED: Theme parameter migrated to demo.launch() per Gradio specifications
 with gr.Blocks(title="Bioset CCCM Engine Deck") as demo:
     
     # Top Identity Brand Layer
     gr.Markdown(
         """
-        # <span style='color:#22d3ee;font-weight:900;letter-spacing:-0.025em;'>Bioset CCCM</span>
+        # Bioset CCCM
         ### Part of the **Bioset Model Collection** by **Infinitode** • AI + Biology Initiative
         ---
         """
@@ -138,10 +117,8 @@ with gr.Blocks(title="Bioset CCCM Engine Deck") as demo:
     # Official Bioset Core Clinical Screening and Regulatory Disclaimers
     gr.Markdown(
         """
-        <div style="background-color: rgba(239, 68, 68, 0.04); border: 1px solid rgba(239, 68, 68, 0.12); padding: 16px; border-radius: 14px; color: #fca5a5; font-size: 13px; line-height: 1.6; margin-bottom: 24px;">
-            <strong style="color: #fca5a5; text-transform: uppercase; letter-spacing: 0.05em; display: block; margin-bottom: 4px;">⚠️ Bioset Model Registry Regulatory Notice</strong>
-            The Chest Cancer Classification Model (CCCM) is a regularized exploratory prototype engineered specifically for research evaluations inside computational biology domains. This architecture does not carry clinical validation certificates, is not cleared by the FDA or equivalent global healthcare oversight entities, and must never be deployed or relied upon as a primary proxy tool for human disease screening or medical case management.
-        </div>
+        > ⚠️ **Bioset Model Registry Regulatory Notice**
+        > The Chest Cancer Classification Model (CCCM) is a regularized exploratory prototype engineered specifically for research evaluations inside computational biology domains. This architecture does not carry clinical validation certificates, is not cleared by the FDA or equivalent global healthcare oversight entities, and must never be deployed or relied upon as a primary proxy tool for human disease screening or medical case management.
         """
     )
     
@@ -151,7 +128,6 @@ with gr.Blocks(title="Bioset CCCM Engine Deck") as demo:
         with gr.Column(scale=5):
             gr.Markdown("#### 📥 Tissue Ingestion & Alignment")
             
-            # FIXED: Removed 'tool="crop"' since advanced tools are now active by default in Gradio
             input_image = gr.Image(
                 label="Axial Pulmonary CT Slice Matrix Input",
                 sources=["upload", "clipboard", "webcam"],
@@ -175,9 +151,7 @@ with gr.Blocks(title="Bioset CCCM Engine Deck") as demo:
             
             gr.Markdown(
                 """
-                <div style="background-color: rgba(15, 23, 42, 0.4); border: 1px solid #1e293b; padding: 12px; border-radius: 10px; font-size: 11px; color: #94a3b8; line-height: 1.5; margin-top: 12px;">
-                    <strong>Pipeline Protocol:</strong> Input slices undergo local adaptive luminance leveling prior to network calculations. This mitigates hardware-specific baseline variance, focusing the model's extraction nodes entirely on tumor texture shapes.
-                </div>
+                * **Pipeline Protocol:** Input slices undergo local adaptive luminance leveling prior to network calculations. This mitigates hardware-specific baseline variance, focusing the model's extraction nodes entirely on tumor texture shapes.
                 """
             )
 
@@ -188,37 +162,12 @@ with gr.Blocks(title="Bioset CCCM Engine Deck") as demo:
             ### Bioset Model Registry Evaluation Data (CCCM v1.4)
             The following evaluation benchmarks were captured using an independent test set distribution following shape-equalization optimization:
             
-            <table style="width:100%; border-collapse: collapse; margin-top: 10px; font-size: 13px; color: #cbd5e1;">
-                <thead>
-                    <tr style="border-b: 1px solid #334155; text-align: left; color: #94a3b8;">
-                        <th style="padding: 10px 8px;">Target Validation Index</th>
-                        <th style="padding: 10px 8px;">Metric Distribution</th>
-                        <th style="padding: 10px 8px;">Infrastructure Scope</th>
-                    </tr>
-                </thead>
-                <tbody>
-                    <tr style="border-bottom: 1px solid #1e293b;">
-                        <td style="padding: 10px 8px; font-weight: bold; color: #10b981;">Optimal Validation Accuracy</td>
-                        <td style="padding: 10px 8px; font-family: monospace; font-weight: bold; color: #10b981;">93.06%</td>
-                        <td style="padding: 10px 8px; color: #64748b;">Peak state convergence score</td>
-                    </tr>
-                    <tr style="border-bottom: 1px solid #1e293b;">
-                        <td style="padding: 10px 8px; font-weight: bold;">Validation Loss Baseline</td>
-                        <td style="padding: 10px 8px; font-family: monospace; color: #f43f5e;">0.1705</td>
-                        <td style="padding: 10px 8px; color: #64748b;">Cross-Entropy loss ceiling</td>
-                    </tr>
-                    <tr style="border-bottom: 1px solid #1e293b;">
-                        <td style="padding: 10px 8px; font-weight: bold; color: #22d3ee;">Highest Sample Confidence Target</td>
-                        <td style="padding: 10px 8px; font-family: monospace; font-weight: bold; color: #22d3ee;">98.7%</td>
-                        <td style="padding: 10px 8px; color: #64748b;">Verified on true positive test splits</td>
-                    </tr>
-                    <tr>
-                        <td style="padding: 10px 8px; font-weight: bold;">Model footprint Volumetrics</td>
-                        <td style="padding: 10px 8px; font-family: monospace;">16.6 MB</td>
-                        <td style="padding: 10px 8px; color: #64748b;">Unified monolithic serialization array</td>
-                    </tr>
-                </tbody>
-            </table>
+            | Target Validation Index | Metric Distribution | Infrastructure Scope |
+            | :--- | :--- | :--- |
+            | **Optimal Validation Accuracy** | **93.06%** | Peak state convergence score |
+            | **Validation Loss Baseline** | **0.1705** | Cross-Entropy loss ceiling |
+            | **Highest Sample Confidence Target** | **98.7%** | Verified on true positive test splits |
+            | **Model Footprint Volumetrics** | **16.6 MB** | Unified monolithic serialization array |
             """
         )
         
@@ -236,5 +185,4 @@ with gr.Blocks(title="Bioset CCCM Engine Deck") as demo:
     )
 
 if __name__ == "__main__":
-    # FIXED: Passed the custom SaaS theme token configuration parameter here inside launch()
-    demo.launch(theme=saas_theme)
+    demo.launch()