Fix datasets section in fl4health

Author: amrit110

docs/index.md

@@ -291,6 +291,10 @@ a.dataset-tag:hover {
 
 
 
+
+
+
+
 ## Browse Implementations by Type
 
 === "applied-research"
@@ -351,11 +355,8 @@ a.dataset-tag:hover {
     <div class="tag-container">
         <a href="https://arxiv.org/abs/1602.05629" class="tag" target="_blank">FedAvg</a>          <a href="https://arxiv.org/abs/2003.00295" class="tag" target="_blank">FedOpt</a>          <a href="https://arxiv.org/abs/1812.06127" class="tag" target="_blank">FedProx</a>          <a href="https://arxiv.org/abs/1910.06378" class="tag" target="_blank">SCAFFOLD</a>          <a href="https://arxiv.org/abs/2103.16257" class="tag" target="_blank">MOON</a>          <a href="https://arxiv.org/abs/2103.06030" class="tag" target="_blank">FedDG-GA</a>          <a href="https://proceedings.mlr.press/v202/panchal23a/panchal23a.pdf" class="tag" target="_blank">FLASH</a>          <a href="https://arxiv.org/pdf/2209.15328" class="tag" target="_blank">FedPM</a>          <a href="https://arxiv.org/abs/2205.13692" class="tag" target="_blank">Personal FL</a>          <a href="https://arxiv.org/abs/2102.07623" class="tag" target="_blank">FedBN</a>          <a href="https://arxiv.org/abs/1912.00818" class="tag" target="_blank">FedPer</a>          <a href="https://arxiv.org/abs/2303.05206" class="tag" target="_blank">FedRep</a>          <a href="https://arxiv.org/abs/2012.04221" class="tag" target="_blank">Ditto</a>          <a href="https://arxiv.org/abs/2206.07902" class="tag" target="_blank">MR-MTL</a>          <a href="https://arxiv.org/abs/2003.13461" class="tag" target="_blank">APFL</a>          <a href="https://ieeexplore.ieee.org/document/10020518/" class="tag" target="_blank">PerFCL</a>          <a href="https://arxiv.org/pdf/2309.16825.pdf" class="tag" target="_blank">FENDA-FL</a>          <span class="tag" data-tippy="FENDA+Ditto">FENDA+Ditto</span>
     </div>
-    <div class="datasets">
-        <strong>Datasets:</strong> <span class="dataset-tag">Physionet Challenge 2012</span>  <span class="dataset-tag">wiki2000</span>
-    </div>
 
-    </div>
 
     </div>
 
+    </div>

repositories/fl4health.yaml

@@ -38,9 +38,6 @@ algorithms:
     url: https://arxiv.org/pdf/2309.16825.pdf
   - name: FENDA+Ditto
     url: null
-public_datasets:
-  - name: Physionet Challenge 2012
-  - name: wiki2000
 type: tool
 year: 2024
 github_url: https://github.com/VectorInstitute/fl4health

scripts/sync_repositories_to_docs.py

@@ -39,7 +39,7 @@ def format_tags(items_list, tag_class) -> str:
 
     """
     if not items_list:
-        return f"<em>No {tag_class.replace('-tag', '')} available</em>"
+        return ""
 
     # Create tags for each item in the list
     formatted_text = ""
@@ -224,6 +224,13 @@ def generate_card_html(impl: Dict) -> str:
         {paper_html}
     </div>"""
 
+    # Prepare datasets section HTML if datasets exist
+    datasets_html = ""
+    if formatted_datasets:
+        datasets_html = f"""    <div class="datasets">
+        <strong>Datasets:</strong> {formatted_datasets}
+    </div>"""
+
     # Create the card HTML with proper indentation
     return f"""    <div class="card" markdown>
     <div class="header">
@@ -235,9 +242,7 @@ def generate_card_html(impl: Dict) -> str:
     <div class="tag-container">
 {tag_html.rstrip() if tag_html else "        <!-- No tags available -->"}
     </div>
-    <div class="datasets">
-        <strong>Datasets:</strong> {formatted_datasets}
-    </div>
+{datasets_html}
 {citation_html if citation_html else ""}
     </div>
 """