Comments cleaned

app.py

@@ -50,8 +50,6 @@ we_are_not_online = not we_are_online
 
 golden_dataset = EmbeddingQAFinetuneDataset.from_json("data/golden_100.json")
 
-# shutil.rmtree("models/models")  # remove it - I wanted to clear the space on streamlit online
-
 ## PAGE CONFIGURATION
 st.set_page_config(page_title="Ask Impact Theory", 
                    page_icon="assets/impact-theory-logo-only.png", 
@@ -78,66 +76,14 @@ def add_bg_from_local(image_file):
     
     st.markdown(page_bg_img, unsafe_allow_html=True)
 
-# COMMENT: I tried to create a dropdown menu but it's harder than it looks, so I gave up
-# https://discuss.streamlit.io/t/streamlit-option-menu-is-a-simple-streamlit-component-that-allows-users-to-select-a-single-item-from-a-list-of-options-in-a-menu/20514
-# not great, but it works
-# selected = option_menu("About", ["Improvements","This"], #"Main Menu", ["Home", 'Settings'], 
-#     icons=['house', 'gear'], 
-#     menu_icon="cast", 
-#     default_index=1)
-
-# # Custom HTML/CSS for the banner
-# base64_img = get_base64_of_bin_file("assets/it_tom_bilyeu.png")
-# banner_menu_html = f"""
-# <div class="banner">
-#     <img src= "data:image/png;base64,{base64_img}" alt="Banner Image">
-# </div>
-# <style>
-#     .banner {{
-#         width: 100%;
-#         height: auto;
-#         overflow: hidden;
-#         display: flex;
-#         justify-content: center;
-#     }}
-#     .banner img {{
-#         width: 130%;
-#         height: auto;
-#         object-fit: contain;
-#     }}
-# </style>
-# """
-# st.components.v1.html(banner_menu_html)
-
-
-# specify the primary menu definition
-# it gives a vertical menu inside a navigation bar !!! 
-# menu_data = [
-#         {'icon': "far fa-copy", 'label':"Left End"},
-#         {'id':'Copy','icon':"🐙",'label':"Copy"},
-#         {'icon': "far fa-chart-bar", 'label':"Chart"},#no tooltip message
-#         {'icon': "far fa-address-book", 'label':"Book"},
-#         {'id':' Crazy return value 💀','icon': "💀", 'label':"Calendar"},
-#         {'icon': "far fa-clone", 'label':"Component"},
-#         {'icon': "fas fa-tachometer-alt", 'label':"Dashboard",'ttip':"I'm the Dashboard tooltip!"}, #can add a tooltip message
-#         {'icon': "far fa-copy", 'label':"Right End"},
-# ]
-# # we can override any part of the primary colors of the menu
-# over_theme = {'txc_inactive': '#FFFFFF','menu_background':'red','txc_active':'yellow','option_active':'blue'}
-# # over_theme = {'txc_inactive': '#FFFFFF'}
-# menu_id = hc.nav_bar(menu_definition=menu_data,
-#                      home_name='Home',
-#                      override_theme=over_theme)
-#get the id of the menu item clicked
-# st.info(f"{menu_id=}")
 ## RERANKER
 reranker = ReRanker('cross-encoder/ms-marco-MiniLM-L-6-v2')
 ## ENCODING  --> tiktoken library
 model_ids = ['gpt-3.5-turbo-16k', 'gpt-3.5-turbo-0613']
 model_nameGPT = model_ids[1]
 encoding = encoding_for_model(model_nameGPT)
-# = get_encoding('gpt-3.5-turbo-0613')
-##############
+
+## DATA
 data_path = './data/impact_theory_data.json'
 cache_path = 'data/impact_theory_cache.parquet'
 data = load_data(data_path)