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import os |
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import pandas as pd |
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import utils |
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import base64 |
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import shutil |
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import zipfile |
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from flask import Flask, render_template, request, redirect, url_for |
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from postmarker.core import PostmarkClient |
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from werkzeug.utils import secure_filename |
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app = Flask(__name__) |
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app.config['UPLOAD_FOLDER'] = 'uploads' |
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app.config['ALLOWED_EXTENSIONS'] = {'zip'} |
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def allowed_file(filename): |
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return '.' in filename and \ |
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filename.rsplit('.', 1)[1].lower() in app.config['ALLOWED_EXTENSIONS'] |
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@app.route('/') |
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def index(): |
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df = pd.read_csv('static/leaderboard.csv') |
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df = df.round(3) |
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df.insert(0, '#', '') |
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up_arrow, down_arrow = "↑", "↓" |
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df = df.rename(columns={ |
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"Ordinal (Win rate)": f"Ordinal - Win rate ({up_arrow})", |
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"Cardinal (Score)": f"Cardinal - Score ({up_arrow})", |
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"RO Stability": f"RO Stability ({up_arrow})", |
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"Stress": f"Stress ({down_arrow})", |
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"Rank Distance": f"Rank Distance ({down_arrow})", |
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"Separability": f"Separability ({up_arrow})", |
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"CFI": f"CFI ({up_arrow})", |
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"SRMR": f"SRMR ({down_arrow})", |
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"RMSEA": f"RMSEA ({down_arrow})", |
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"Cronbach alpha": f"Cronbach alpha ({up_arrow})" |
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}) |
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main_table_metrics = [ |
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"#", |
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"Model", |
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f"Ordinal - Win rate ({up_arrow})", |
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f"Cardinal - Score ({up_arrow})", |
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f"RO Stability ({up_arrow})" |
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] |
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main_df = df[main_table_metrics].copy() |
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main_table_html = utils.df_to_table_html(main_df, additional_class="main-table") |
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full_table_html = utils.df_to_table_html(df, additional_class="full-table") |
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return render_template('index.html', main_table_html=main_table_html, full_table_html=full_table_html) |
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@app.route('/model/<model_name>') |
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def model_detail(model_name): |
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return render_template('model_detail.html', model_name=model_name) |
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@app.route('/about') |
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def about(): |
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return render_template('about.html') |
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@app.route('/new_model') |
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def new_model(): |
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return render_template('new_model.html') |
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@app.route('/model_submitted') |
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def model_submitted(): |
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return render_template('model_submitted.html') |
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@app.route('/failed_submission') |
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def failed_submission(): |
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return render_template('failed_submission.html') |
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@app.route('/submit_model', methods=['POST']) |
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def submit_model(): |
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model_name = request.form['model_name'] |
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pull_request_link = request.form['pull_request_link'] |
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email = request.form['email'] |
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description = request.form['description'] |
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if 'model_files' not in request.files: |
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return redirect(url_for('failed_submission')) |
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file = request.files['model_files'] |
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if file and allowed_file(file.filename): |
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filename = secure_filename(file.filename) |
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file_path = os.path.join(app.config['UPLOAD_FOLDER'], filename) |
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file.save(file_path) |
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with open(file_path, 'rb') as f: |
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file_content = base64.b64encode(f.read()).decode('ascii') |
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postmark = PostmarkClient(server_token=os.getenv('POSTMARK_SERVER_API')) |
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postmark.emails.send( |
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From='[email protected]', |
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To='[email protected]', |
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Subject=f'Stick to Your Role! Model Submission: {model_name}', |
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HtmlBody=f""" |
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<p><strong>Model Name:</strong> {model_name}</p> |
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<p><strong>Pull Request Link:</strong> {pull_request_link}</p> |
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<p><strong>Email:</strong> {email}</p> |
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<p><strong>Description:</strong> {description}</p> |
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""", |
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Attachments=[{ |
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'Name': filename, |
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'Content': file_content, |
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'ContentType': 'application/zip' |
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}] |
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) |
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else: |
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return redirect(url_for('failed_submission')) |
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return redirect(url_for('model_submitted')) |
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if __name__ == '__main__': |
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app.run(host='0.0.0.0', port=7860, debug=True) |
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