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| import os | |
| import json | |
| import random | |
| import uuid | |
| from flask import Flask, request, jsonify, session, render_template | |
| from flask_cors import CORS | |
| from flask_session import Session # 引入 Flask-Session | |
| from datetime import datetime | |
| from elo_rank import EloRank | |
| app = Flask(__name__) | |
| CORS(app, supports_credentials=True) | |
| # 配置 Flask-Session | |
| app.config['SESSION_TYPE'] = 'filesystem' # 使用文件系统存储 | |
| app.config['SESSION_PERMANENT'] = False # 不持久化 session | |
| app.config['SESSION_USE_SIGNER'] = True # 为 session 数据添加签名保护 | |
| app.config['SESSION_FILE_DIR'] = '/app/session_data' # 存储 session 文件的路径 | |
| # 确保目录存在 | |
| if not os.path.exists('/tmp/flask_session/'): | |
| os.makedirs('/tmp/flask_session/') | |
| # 初始化 Session | |
| Session(app) | |
| app.secret_key = 'supersecretkey' | |
| base_dir = os.path.dirname(os.path.abspath(__file__)) | |
| DATA_DIR = os.path.join(base_dir, '/app/data') | |
| RESULTS_DIR = os.path.join(base_dir, '/app/results') | |
| # 实例化 EloRank 系统 | |
| elo_rank_system = EloRank() | |
| # 初始化 Elo 排名的模型 | |
| models = [ | |
| 'output_path_4o', 'output_path_miniomni', 'output_path_speechgpt', | |
| 'output_path_funaudio', 'output_path_4o_cascade', 'output_path_4o_llama_omni' | |
| ] | |
| for model in models: | |
| elo_rank_system.add_model(model) | |
| def print_directory_structure(start_path, indent=''): | |
| for item in os.listdir(start_path): | |
| item_path = os.path.join(start_path, item) | |
| if os.path.isdir(item_path): | |
| print(f"{indent}📁 {item}/") | |
| print_directory_structure(item_path, indent + ' ') | |
| else: | |
| print(f"{indent}📄 {item}") | |
| def load_test_data(task): | |
| """Load the JSON file corresponding to the selected task""" | |
| # 调用函数,打印当前目录结构 | |
| try: | |
| with open('/app/test_text.txt', 'r') as file: | |
| content = file.read() | |
| print(content) | |
| except FileNotFoundError: | |
| print("Test text file not found.") | |
| try: | |
| with open(os.path.join(DATA_DIR, f"{task}.json"), "r", encoding='utf-8') as f: | |
| test_data = json.load(f) | |
| except FileNotFoundError: | |
| return jsonify({"message": "Test data file not found"}), 400 | |
| # 更新音频路径,将它们指向 Flask 静态文件夹 | |
| for item in test_data: | |
| item['input_path'] = f"/app/static/audio{item['input_path']}" | |
| item['output_path_4o'] = f"/app/static/audio{item['output_path_4o']}" | |
| item['output_path_miniomni'] = f"/app/static/audio{item['output_path_miniomni']}" | |
| item['output_path_speechgpt'] = f"/app/static/audio{item['output_path_speechgpt']}" | |
| item['output_path_funaudio'] = f"/app/static/audio{item['output_path_funaudio']}" | |
| item['output_path_4o_cascade'] = f"/app/static/audio{item['output_path_4o_cascade']}" | |
| item['output_path_4o_llama_omni'] = f"/app/static/audio{item['output_path_4o_llama_omni']}" | |
| return test_data | |
| def save_result(task, username, result_data, session_id): | |
| """Save user's result in a separate file""" | |
| file_path = os.path.join(RESULTS_DIR, f"{task}_{username}_{session_id}.jsonl") | |
| # 获取所有模型的 Elo 分数 | |
| elo_scores = {model: elo_rank_system.get_rating(model) for model in models} | |
| # 添加 Elo 分数和时间戳到结果数据 | |
| result_data['elo_scores'] = elo_scores | |
| result_data['timestamp'] = datetime.now().isoformat() | |
| with open(file_path, "a", encoding='utf-8') as f: | |
| f.write(json.dumps(result_data) + "\n") | |
| def start_test(): | |
| """Initiate the test for a user with the selected task""" | |
| data = request.json | |
| task = data['task'] | |
| username = data['username'] | |
| # Load the test data | |
| test_data = load_test_data(task) | |
| if isinstance(test_data, tuple): | |
| return test_data # 返回错误信息 | |
| # Shuffle test data for the user | |
| random.shuffle(test_data) | |
| # Generate a unique session ID | |
| session_id = str(uuid.uuid4()) | |
| # Store in session | |
| session['task'] = task | |
| session['username'] = username | |
| session['test_data'] = test_data | |
| session['current_index'] = 0 | |
| session['session_id'] = session_id | |
| task_description = test_data[0].get('task_description', '') | |
| return jsonify({ | |
| "message": "Test started", | |
| "total_tests": len(test_data), | |
| "task_description": task_description | |
| }) | |
| def next_test(): | |
| """Serve the next test item""" | |
| if 'current_index' not in session or 'test_data' not in session: | |
| return jsonify({"message": "Session data missing"}), 400 | |
| current_index = session['current_index'] | |
| test_data = session['test_data'] | |
| if current_index >= len(test_data): | |
| return jsonify({"message": "Test completed"}), 200 | |
| # 使用 EloRank 的 sample_next_match 来选择两款模型 | |
| selected_models = elo_rank_system.sample_next_match() | |
| if not selected_models or len(selected_models) != 2: | |
| return jsonify({"message": "Error selecting models"}), 500 | |
| # Serve test data with the two selected models | |
| current_test = test_data[current_index] | |
| session['selected_models'] = selected_models | |
| session['current_index'] += 1 | |
| return jsonify({ | |
| "text": current_test["text"], | |
| "input_path": current_test["input_path"], | |
| "model_a": selected_models[0], | |
| "model_b": selected_models[1], | |
| "audio_a": current_test[selected_models[0]], | |
| "audio_b": current_test[selected_models[1]] | |
| }) | |
| def submit_result(): | |
| """Submit the user's result and save it""" | |
| data = request.json | |
| chosen_model = data['chosen_model'] | |
| username = session.get('username') | |
| task = session.get('task') | |
| current_index = session.get('current_index') - 1 | |
| session_id = session.get('session_id') | |
| if not username or not task or current_index < 0: | |
| return jsonify({"message": "No active test found"}), 400 | |
| selected_models = session['selected_models'] | |
| model_a = selected_models[0] | |
| model_b = selected_models[1] | |
| result = { | |
| "name": username, | |
| "chosen_model": chosen_model, | |
| "model_a": model_a, | |
| "model_b": model_b, | |
| "result": { | |
| model_a: 1 if chosen_model == 'A' else 0, | |
| model_b: 1 if chosen_model == 'B' else 0 | |
| } | |
| } | |
| test_data = session['test_data'][current_index] | |
| result_data = {**test_data, **result} | |
| save_result(task, username, result_data, session_id) | |
| # 更新 Elo 排名系统 | |
| if chosen_model == 'A': | |
| elo_rank_system.record_match(model_a, model_b) | |
| else: | |
| elo_rank_system.record_match(model_b, model_a) | |
| return jsonify({ | |
| "message": "Result submitted", | |
| "model_a": model_a, | |
| "model_b": model_b, | |
| "chosen_model": chosen_model | |
| }) | |
| def end_test(): | |
| """End the test session""" | |
| session.clear() | |
| return jsonify({"message": "Test completed"}) | |
| def index(): | |
| return render_template('index.html') | |
| if __name__ == '__main__': | |
| if not os.path.exists(RESULTS_DIR): | |
| os.makedirs(RESULTS_DIR) | |
| app.run(host="0.0.0.0", debug=True, port=8080) | |