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Build error
Build error
Shraddha Gami commited on
Commit ·
a57df44
1
Parent(s): 8e5b51a
Add Frequently bought together streamlit app
Browse files- app.py +65 -2
- filtered_products_list.pkl +3 -0
- html_information.py +69 -0
- recommendation_products_list.pkl +3 -0
- uid_name_map.pkl +3 -0
- uid_url_map.pkl +3 -0
app.py
CHANGED
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@@ -1,4 +1,67 @@
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import streamlit as st
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import pickle
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import streamlit as st
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from html_information import html
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def read_pickle_files(pickle_file):
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with open(pickle_file, 'rb') as f:
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return pickle.load(f)
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def streamlit_carousel(header_name: str, rec_item_url: list,
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rec_item_name: list) -> None:
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st.header(header_name)
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if header_name == "Up-Sell Recommendations" or header_name == "Cross-Sell Recommendations":
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st.write("Based on Products added to the Cart")
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mid_section = ""
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for index, value in enumerate(rec_item_url):
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mid_section += """<div class="item"><div id="image-container"><img src='""" + str(value) + """' /></div><p>""" + str(rec_item_name[index]) + """</p></div>"""
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mid_html = html + mid_section + """</div></div></body>"""
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st.markdown(mid_html, unsafe_allow_html=True)
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def get_mapped_values(uid_list, dict_map):
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res = []
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for val in uid_list:
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try:
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res.append(dict_map[val])
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except:
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continue
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return res
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def carousel_wrapper(rec_list, query_id, uid_media_map, uid_name_map, header_name, exception_header_name):
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for val in rec_list:
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if val["product_id"] == query_id:
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text_rec_list = val["recommendations"]
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if text_rec_list:
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text_rec_url = []
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text_rec_name = []
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for val in text_rec_list:
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text_rec_url.append(uid_media_map[val["product_id"]])
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text_rec_name.append(uid_name_map[val["product_id"]])
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streamlit_carousel(header_name, text_rec_url, text_rec_name)
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else:
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st.write(exception_header_name)
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filtered_products_list = read_pickle_files("filtered_products_list.pkl")
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recommendation_products_list = read_pickle_files("recommendation_products_list.pkl")
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product_dict = {item['product_id']: item for item in filtered_products_list}
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uid_name_map = read_pickle_files("uid_name_map.pkl")
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uid_url_map = read_pickle_files("uid_url_map.pkl")
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st.set_page_config(page_title="My App", page_icon=":guardsman:", layout="wide", initial_sidebar_state="auto")
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st.header("Frequently Bought Together Recommendations")
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uid_list = list(product_dict)
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uid_name_list = get_mapped_values(uid_list, uid_name_map)
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st.subheader("Choose a Product")
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index = st.selectbox("Product List", range(len(uid_name_list)), format_func=lambda x: uid_name_list[x])
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query_id = uid_list[index]
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query_url = uid_url_map[query_id]
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st.image(query_url, width=200)
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carousel_wrapper(recommendation_products_list, query_id, uid_url_map, uid_name_map, "Frequently bought together items", "No BT recommendations found")
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filtered_products_list.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:5c43b0ccf5edb9b29730a864e4ee419447ecc6d9b6454ea91a1308a6016251da
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size 135198
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html_information.py
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html = """
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<style>
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body{
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font-family: sans-serif;
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}
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h1{
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font-weight: 100;
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}
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.container{
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width: 100%;
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display:block;
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overflow:hidden;
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}
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.carousel{
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display:block;
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width: 100%;
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height: 320px;
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background: white;
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overflow-x: scroll;
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padding: 10px;
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margin: 0;
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white-space: nowrap;
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border-top: 2px solid rgba(0, 0, 0, 0.1);
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border-bottom: 2px solid rgba(0, 0, 0, 0.1);
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}
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.item {
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display: inline-block;
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overflow: hidden;
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width: 250px;
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margin: 0 10px;
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height: calc(100%);
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background: rgba(0, 0, 0, 0.05) no-repeat center center;
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background-size: cover;
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position:relative;
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border-radius: 20px;
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box-shadow: 0 0 10px #dfdfdf;
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}
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.item p {
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padding: 20px;
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word-break: break-all;
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white-space: break-spaces;
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overflow: hidden;
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display: -webkit-box;
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-webkit-line-clamp: 4;
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-webkit-box-orient: vertical;
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margin: 0;
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align: center;
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}
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#image-container{
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width: 100%;
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height: 60%;
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text-align:center;
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font-size: 9em;
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color: white;
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overflow: hidden;
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}
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#image-container img{
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width: 100%;
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height: 100%;
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object-fit: contain;
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}
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</style>
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</head>
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<body>
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<div class="container">
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<div class="carousel">
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"""
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recommendation_products_list.pkl
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:1d247deb860fbdcd24a13d63b30c56b937658e0dabfbcd592e67e22de0ec40f4
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size 146662
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uid_name_map.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:897e0af2023a81ec6720d9bff75195f3d775e955b577b2508d5391e9bedea787
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size 943869
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uid_url_map.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:d6c7ba7fb131e191bd0aea75aaf80ed22d6916c359bcd8b2aed3f40096190ff4
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size 2905809
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