Update app.py

app.py

@@ -350,14 +350,14 @@ with gr.Blocks(theme=theme, css=layout_css, title="LocPred-Prok") as app:
             <div class="header-title">LocPred-Prok</div>
             <div class="header-sub">Dual-Branch Deep Learning for Prokaryotic Subcellular Localization</div>
             <div class="badge-container">
-                <a href="https://github.com/isyslab-hust/LocPred-Prok" target="_blank" class="badge-link">
+                <a href="https://github.com/protein-ailab/LocPred-Prok" target="_blank" class="badge-link">
                     GitHub
                 </a>
                 <a href="#" target="_blank" class="badge-link">
                     Paper
                 </a>
                 <span class="badge-link" style="cursor:default">
-                    🧬 ESM-2 Enhanced
+                    ESM-2
                 </span>
                 <span class="badge-link" style="cursor:default">
                     ⚖️ MIT License
@@ -368,24 +368,24 @@ with gr.Blocks(theme=theme, css=layout_css, title="LocPred-Prok") as app:
 
     with gr.Row():
         with gr.Column(elem_classes="panel-card"):
-            gr.Markdown("<div class='panel-header'><span class='panel-label'>A</span>Sequence Input</div>")
+            gr.Markdown("<div class='panel-header'>Sequence Input</div>")
             sequence_input = gr.Textbox(lines=8, show_label=False, placeholder=">Sequence...")
             with gr.Row():
                 clear_btn = gr.ClearButton(sequence_input, value="Clear")
                 submit_btn = gr.Button("Predict Analysis", variant="primary")
-            gr.Examples([[">Outer Membrane\nAPKNTWYTGAKLGWSQYHDTGFINNNGPTHENQLGAGAFGGYQVNPYVGFEMGYDWLGRMPYKGSVENGAYKAQGVQLTAKLGYPITDDLDIYTRLGGMVWRADTKSNVYGKNHDTGVSPVFAGGVEYAITPEIATRLEYQWTNNIGDAHTIGTRPDNGMLSLGVSYRFGQGEAAPVVAPAPAPAPEVQTKHFTLKSDVLFNFNKATLKPEGQAALDQLYSQLSNLDPKDGSVVVLGYTDRIGSDAYNQGLSERRAQSVVDYLISKGIPADKISARGMGESNPVTGNTCDNVKQRAALIDCLAPDRRVEIEVKGIKDVVTQPQA"]], inputs=sequence_input, label=None)
+            gr.Examples([[">A0A0C5CJR8|Extracellular\nMSKAKDKAIVSAAQASTAYSQIDSFSHLYDRGGNLTINGKPSYTVDQAATQLLRDGAAYRDFDGNGKIDLTYTFLTSASSSTMNKHGISGFSQFNAQQKAQAALAMQSWSDVANVTFTEKASGGDGHMTFGNYSSGQDGAAAFAYLPGTGAGYDGTSWYLTNNSYTPNKTPDLNNYGRQTLTHEIGHTLGLAHPGDYNAGEGAPTYNDATYGQDTRGYSLMSYWSESNTNQNFSKGGVEAYASGPLIDDIAAIQKLYGANYNTRAGDTTYGFNSNTGRDFLSATSNADKLVFSVWDGGGNDTLDFSGFTQNQKINLNEASFSDVGGLVGNVSIAKGVTIENAFGGAGNDLIIGNNAANVIKGGAGNDLIYGAGGADQLWGGAGNDTFVFGASSDSKPGAADKIFDFTSGSDKIDLSGITKGAGLTFVNAFTGHAGDAVLTYAAGTNLGTLAVDFSGHGVADFLVTTVGQAAVSDIVA"]], inputs=sequence_input, label=None)
 
         with gr.Column(elem_classes="panel-card"):
-            gr.Markdown("<div class='panel-header'><span class='panel-label'>B</span>Localization Visualization</div>")
+            gr.Markdown("<div class='panel-header'>Sublocalization Visualization</div>")
             output_svg = gr.HTML(label="Visual", show_label=False)
 
     with gr.Row():
         with gr.Column(elem_classes="panel-card"):
-            gr.Markdown("<div class='panel-header'><span class='panel-label'>C</span>Prediction Confidence</div>")
+            gr.Markdown("<div class='panel-header'>Prediction Confidence</div>")
             output_label = gr.Label(num_top_classes=NUM_CLASSES, show_label=False)
 
         with gr.Column(elem_classes="panel-card"):
-            gr.Markdown("<div class='panel-header'><span class='panel-label'>D</span>Attention Heatmap (Sequence Weights)</div>")
+            gr.Markdown("<div class='panel-header'>Attention Heatmap (Sequence Weights)</div>")
             output_plot = gr.Plot(label="Attention", show_label=False)
 
     submit_btn.click(fn=predict, inputs=sequence_input, outputs=[output_label, output_svg, output_plot])