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Update app.py
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app.py
CHANGED
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@@ -4,7 +4,7 @@ import plotly.graph_objects as go
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# Title of the app
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st.set_page_config(page_title="Interactive Gradient Descent Visualizer", layout="wide")
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st.markdown("<h1 style='text-align: center;'> π Gradient Descent Visualizer</h1>", unsafe_allow_html=True)
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# Custom CSS for background and button color
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st.markdown("""
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@@ -14,14 +14,16 @@ st.markdown("""
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color: white; /* Set text color to white for visibility */
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}
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.stButton>button {
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background-color:
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color: black;
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border-radius: 5px;
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padding: 10px 20px;
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font-size: 16px;
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}
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.stButton>button:hover {
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background-color:
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}
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</style>
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""", unsafe_allow_html=True)
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@@ -71,14 +73,14 @@ left_col, right_col = st.columns([1, 2]) # 1 for left, 2 for right grid proport
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# Left side content (Function Input and Gradient Descent Parameters)
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with left_col:
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st.markdown("
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function_input = st.text_input(
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"Enter Function:`Ex:'x**2`,`np.sin(x)
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"x**2 + x",
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key="math_function",
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on_change=reset_session_state
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)
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st.markdown("
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initial_point = st.number_input(
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"Initial Value of x",
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value=4.0,
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@@ -95,7 +97,7 @@ with left_col:
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key="learning_rate"
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) # Updates session state directly without reset
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st.markdown("
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if st.button("π Run Descent Step", type="primary"):
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try:
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@@ -113,7 +115,7 @@ with left_col:
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# Right side content (Visualization and Iteration Details)
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with right_col:
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st.markdown("
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# Display iteration details using buttons
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col1, col2, col3 = st.columns(3)
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@@ -128,8 +130,8 @@ with right_col:
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try:
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selected_x, selected_y = st.session_state.history[st.session_state.current_index]
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st.markdown(f"x Value:
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st.markdown(f"f(x):
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except IndexError:
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st.warning("No iteration data available. Please run a descent step first.")
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# Title of the app
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st.set_page_config(page_title="Interactive Gradient Descent Visualizer", layout="wide")
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st.markdown("<h1 style='text-align: center; color: gold;'> π Gradient Descent Visualizer</h1>", unsafe_allow_html=True)
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# Custom CSS for background and button color
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st.markdown("""
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color: white; /* Set text color to white for visibility */
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}
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.stButton>button {
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background-color: gold; /* Gold color for buttons */
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color: black; /* Button text color */
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border-radius: 5px;
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padding: 10px 20px;
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font-size: 16px;
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font-weight: bold;
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}
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.stButton>button:hover {
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background-color: darkgoldenrod; /* Darker gold on hover */
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color: white; /* White text color on hover */
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}
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</style>
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""", unsafe_allow_html=True)
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# Left side content (Function Input and Gradient Descent Parameters)
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with left_col:
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st.markdown("<h3 style='color: lightblue;'>Input Your Function</h3>", unsafe_allow_html=True)
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function_input = st.text_input(
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"Enter Function:`Ex:'x**2`,`np.sin(x)`",
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"x**2 + x",
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key="math_function",
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on_change=reset_session_state
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)
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st.markdown("<h3 style='color: lightgreen;'>Set Parameters</h3>", unsafe_allow_html=True)
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initial_point = st.number_input(
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"Initial Value of x",
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value=4.0,
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key="learning_rate"
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) # Updates session state directly without reset
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st.markdown("<h3 style='color: lightcoral;'>Controls</h3>", unsafe_allow_html=True)
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if st.button("π Run Descent Step", type="primary"):
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try:
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# Right side content (Visualization and Iteration Details)
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with right_col:
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st.markdown("<h3 style='color: lightpink;'>Gradient Descent Visualization</h3>", unsafe_allow_html=True)
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# Display iteration details using buttons
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col1, col2, col3 = st.columns(3)
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try:
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selected_x, selected_y = st.session_state.history[st.session_state.current_index]
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st.markdown(f"x Value: `<span style='color: gold;'>{selected_x:.4f}</span>`", unsafe_allow_html=True)
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st.markdown(f"f(x): `<span style='color: gold;'>{selected_y:.4f}</span>`", unsafe_allow_html=True)
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except IndexError:
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st.warning("No iteration data available. Please run a descent step first.")
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