changed finetune toggle into button

app.py

@@ -203,9 +203,9 @@ def download_model(model_name_or_path, model_local_path):
         model = SentenceTransformer(model_name_or_path) 
         st.sidebar.write(f"Model {model_name_or_path} downloaded")
         
-    models_urls[model_name_or_path] = model_local_path
-    model.save(model_local_path)
-    # st.sidebar.write(f"Model {model_name_or_path} saved to {model_new_path}")
+        models_urls[model_name_or_path] = model_local_path
+        model.save(model_local_path)
+        # st.sidebar.write(f"Model {model_name_or_path} saved to {model_new_path}")
 
 #%%
 # for streamlit online, we must download the model from google drive
@@ -301,7 +301,7 @@ def main():
         st.write("Experimental and time limited 2'")
         c1,c2 = st.columns([8,1])
         with c1: 
-            finetune_model = st.toggle('Finetune on Modal A100 GPU', False)
+            finetune_model = st.button('Finetune on Modal A100 GPU')
             if we_are_not_online or we_are_online:
                 if finetune_model:
                     from finetune_backend import finetune 
@@ -348,7 +348,7 @@ def main():
         
         c1,c2 = st.columns([8,1])
         with c1:
-            show_metrics = st.button('Show Metrics on Golden set', False)
+            show_metrics = st.button('Show Metrics on Golden set')
             if show_metrics:
                 # _, center, _ = st.columns([3, 5, 3])
                 # with center:
@@ -356,19 +356,19 @@ def main():
                 with c2:
                     with st.spinner(''):
                         metrics = execute_evaluation(golden_dataset, class_name, client, alpha=alpha_input)
-        if show_metrics:
-            kw_hit_rate = metrics['kw_hit_rate']
-            kw_mrr = metrics['kw_mrr']
-            hybrid_hit_rate = metrics['hybrid_hit_rate']
-            vector_hit_rate = metrics['vector_hit_rate']
-            vector_mrr = metrics['vector_mrr']
-            total_misses = metrics['total_misses']
-            
-            st.text(f"KW hit rate: {kw_hit_rate}")
-            st.text(f"Vector hit rate: {vector_hit_rate}")
-            st.text(f"Hybrid hit rate: {hybrid_hit_rate}")
-            st.text(f"Hybrid MRR: {vector_mrr}")
-            st.text(f"Total misses: {total_misses}")
+                with c1:
+                    kw_hit_rate = metrics['kw_hit_rate']
+                    kw_mrr = metrics['kw_mrr']
+                    hybrid_hit_rate = metrics['hybrid_hit_rate']
+                    vector_hit_rate = metrics['vector_hit_rate']
+                    vector_mrr = metrics['vector_mrr']
+                    total_misses = metrics['total_misses']
+                    
+                    st.text(f"KW hit rate: {kw_hit_rate}")
+                    st.text(f"Vector hit rate: {vector_hit_rate}")
+                    st.text(f"Hybrid hit rate: {hybrid_hit_rate}")
+                    st.text(f"Hybrid MRR: {vector_mrr}")
+                    st.text(f"Total misses: {total_misses}")
 
                 
         st.write("----------")