Update app.py

app.py

@@ -227,31 +227,29 @@ The Gradio app generates dynamic HTML files and stores them in a static director
 
 
 
-
 def setup_basemap_data():
     # get data.
     print("getting basemap data...")
-#    basedata_file= requests.get(
- #       "https://www.maxnoichl.eu/full/oa_project_on_scimap_background_data/100k_filtered_OA_sample_cluster_and_positions.bz"
-#    )
-    # Write the response content to a .bz file in the static directory
-#    static_dir = Path("static")
-#    static_dir.mkdir(exist_ok=True)
-#    bz_file_name = "100k_filtered_OA_sample_cluster_and_positions.bz"
-#    bz_file_path = static_dir / bz_file_name
-#    
-#    with open(bz_file_path, "wb") as f:
-#        f.write(basedata_file.content)
-#    
- #   # Load the data from the saved .bz file
-    
-    basedata_df = load("100k_filtered_OA_sample_cluster_and_positions.bz")
-    print(basedata_df.values.shape)
-    
-    
+    basedata_df = load("300k_filtered_OA_sample_cluster_and_positions.bz")
+    print(basedata_df)
     return basedata_df
 
+def setup_mapper():
+    # get data.
+    print("getting mapper...")
+
+    params_new  = pickle.load(open('umap_mapper_100k_random_OA_specter_2_params.pkl', 'rb'))
+    print("setting up mapper...")
+    mapper = umap.UMAP()
+    mapper.set_params(**params_new.get('umap_params'))
+    for attr, value in params_new.get('umap_attributes').items():
+        mapper.__setattr__(attr, value)
+    mapper.__setattr__('embeddings_', List(params_new.get('umap_attributes').get('embedding_')))
+    return mapper
+
+
 basedata_df = setup_basemap_data()
+mapper = setup_mapper()
 
 
 # mount Gradio app to FastAPI app