Recommendation System 개선

Pages/Algorithm.py

@@ -0,0 +1,30 @@
+import streamlit as st
+import pandas as pd
+from datasets import load_dataset
+import data
+import seaborn as sns
+import tabs.machine_learning as machine_learning
+import tabs.reinforcement_learning as reinforcement_learning
+import tabs.threshold_optimization as threshold_optimization
+
+st.set_page_config(layout="wide")
+
+st.write("# Algorithm")
+
+@st.cache_data(show_spinner=False)
+def load_labeled_data():
+    dataset = load_dataset('skt-asap/labeled-dataset', data_files="Labeled.csv", token=data.token, streaming=True)
+    return dataset
+
+with st.spinner("데이터 로딩 중..."):
+    dataset = load_labeled_data()
+
+
+tab1, tab2, tab3 = st.tabs(["Threshold Optimization", "Machine Learning", "Reinforcement Learning"])
+
+with tab1:
+    threshold_optimization.show()
+with tab2:
+    machine_learning.show()
+with tab3:
+    reinforcement_learning.show()

Pages/Data.py

@@ -0,0 +1,18 @@
+# import streamlit as st
+# import pandas as pd
+# from datasets import load_dataset
+# import data
+# import seaborn as sns
+
+# st.set_page_config(layout="wide")
+
+# st.write("# Data")
+
+# with st.spinner("데이터 로딩 중..."):
+#     df, df_map = data.load_data()
+#     with st.expander("Data Description"):
+#         st.write(df.describe())
+
+# st.tabs(
+#     ["Data", "Map"]
+# )

app.py

@@ -27,24 +27,24 @@ login_page = st.Page(login, title="Log in", icon=":material/login:")
 logout_page = st.Page(logout, title="Log out", icon=":material/logout:")
 
 Home = st.Page(
-    "pages/Home.py", title="Home", icon=":material/home:"
+    "Pages/Home.py", title="Home", icon=":material/home:"
 )
 About = st.Page(
-    "pages/About.py", title="About", icon=":material/info:"
+    "Pages/About.py", title="About", icon=":material/info:"
 )
 
 Data = st.Page(
-    "pages/Data.py", title="Data", icon=":material/data_usage:"
+    "Pages/Data.py", title="Data", icon=":material/data_usage:"
 )
 Algorithm = st.Page(
-    "pages/Algorithm.py", title="Algorithm", icon=":material/insights:"
+    "Pages/Algorithm.py", title="Algorithm", icon=":material/insights:"
 )
 
 Dashboard = st.Page(
-    "pages/Dashboard.py", title="Dashboard", icon=":material/dashboard:"
+    "Pages/Dashboard.py", title="Dashboard", icon=":material/dashboard:"
 )
 Recommendation_System = st.Page(
-    "pages/Recommendation System.py",
+    "Pages/Recommendation System.py",
     title="Recommendation System",
     icon=":material/assistant_photo:",
 )

pages/Algorithm.py

@@ -1,17 +0,0 @@
-import streamlit as st
-import pandas as pd
-from datasets import load_dataset
-import data
-import seaborn as sns
-
-st.set_page_config(layout="wide")
-
-st.write("# Algorithm")
-
-with st.spinner("데이터 로딩 중..."):
-    df, df_map = data.load_data()
-    st.dataframe(df)
-
-st.tabs(
-    ["Data", "Map"]
-)

pages/Data.py

@@ -1,17 +0,0 @@
-import streamlit as st
-import pandas as pd
-from datasets import load_dataset
-import data
-import seaborn as sns
-
-st.set_page_config(layout="wide")
-
-st.write("# Data")
-
-with st.spinner("데이터 로딩 중..."):
-    df, df_map = data.load_data()
-    st.dataframe(df)
-
-st.tabs(
-    ["Data", "Map"]
-)