app.py

from flask import Flask, render_template
import pandas as pd
import utils

app = Flask(__name__)


@app.route('/')
def index():
    # Load the CSV file into a DataFrame
    df = pd.read_csv('static/leaderboard.csv')

    df = df.round(3)
    df.insert(0, '#', '')

    # up_arrow, down_arrow = "⬆️", "⬇️"
    up_arrow, down_arrow = "↑", "↓"
    # up_arrow, down_arrow = "▲", "▼"

    df = df.rename(columns={
        "Ordinal (Win rate)": f"Ordinal - Win rate ({up_arrow})",
        "Cardinal (Score)": f"Cardinal - Score ({up_arrow})",
        "RO Stability": f"RO Stability ({up_arrow})",
        "Stress": f"Stress ({down_arrow})",
        "Rank Distance": f"Rank Distance ({down_arrow})",
        "Separability": f"Separability ({up_arrow})",
        "CFI": f"CFI ({up_arrow})",
        "SRMR": f"SRMR ({down_arrow})",
        "RMSEA": f"RMSEA ({down_arrow})",
        "Cronbach alpha": f"Cronbach alpha ({up_arrow})"
    })

    # Generate full table HTML with clickable model names
    ################
    main_table_metrics = [
        "#",
        "Model",
        f"Ordinal - Win rate ({up_arrow})",
        f"Cardinal - Score ({up_arrow})",
        f"RO Stability ({up_arrow})"
    ]

    main_df = df[main_table_metrics].copy()
    main_table_html = utils.df_to_table_html(main_df, additional_class="main-table")
    full_table_html = utils.df_to_table_html(df, additional_class="full-table")

    # Render the template with the table HTML
    return render_template('index.html', main_table_html=main_table_html, full_table_html=full_table_html)

@app.route('/model/<model_name>')
def model_detail(model_name):
    return render_template('model_detail.html', model_name=model_name)

@app.route('/about')
def about():
    return render_template('about.html')

if __name__ == '__main__':
    app.run(host='0.0.0.0', port=7860, debug=True)