from douzero.server.orm import Model, Battle, Baseline from douzero.server.battle import tick from flask import Flask, jsonify, request from flask_cors import CORS from datetime import datetime from concurrent.futures import ThreadPoolExecutor app = Flask(__name__) CORS(app) Model.create_table() Battle.create_table() Baseline.create_table() positions = ['landlord', 'landlord_up', 'landlord_front', 'landlord_down'] threadpool = ThreadPoolExecutor(1) @app.route('/upload', methods=['POST']) def upload(): type = request.form.get('type') if type not in ['lite_resnet', 'lite_vanilla', 'legacy_vanilla']: return jsonify({'status': -1, 'message': 'illegal type'}) position = request.form.get("position") if position not in positions: return jsonify({'status': -2, 'message': 'illegal position'}) frame = int(request.form.get("frame")) model_file = request.files.get('model_file') if model_file is None: return jsonify({'status': -3, 'message': 'illegal model_file'}) path = "baselines_server/%s_%s_%d.ckpt" % (type, position, frame) model = Model.get_or_none(Model.path == path) if model is None: model_file.save(path) Model.create(path=path, position=position,type=type,frame=frame,create_time=datetime.now()) Battle.create(challenger_path=path, challenger_position=position, status=0) threadpool.submit(tick) return jsonify({'status': 0, 'message': 'success', 'result': ''}) @app.route('/battle_tick', methods=['POST']) def battle_tick(): tick() return jsonify({'status': 0, 'message': 'success', 'result': ''}) @app.route('/metrics', methods=['GET']) def metrics(): type = request.args.get('type') baselines = Baseline.select().order_by(Baseline.rank.desc()).limit(3) end_time = datetime.now() metrics = {} for i in range(len(baselines)): baseline = baselines[i] baseline_metric = { 'landlord': {}, 'landlord_up': {}, 'landlord_front': {}, 'landlord_down': {} } models = Model.select(Model.frame, Model.path).where( Model.type == type, Model.create_time >= baseline.create_time, Model.create_time <= end_time ).order_by(Model.create_time.asc()) end_time = baseline.create_time for model in models: battle = Battle.get_or_none(Battle.challenger_path == model.path, Battle.status > 0, Battle.status != 3) if battle is not None: baseline_metric[str(battle.challenger_position)][model.frame] = { 'wp': '%.4f' % float(battle.challenger_wp), 'adp': '%.4f' % float(battle.challenger_adp) } metrics[baseline.rank] = baseline_metric return jsonify({'status': 0, 'message': 'success', 'result': metrics}) if __name__ == '__main__': import argparse parser = argparse.ArgumentParser(description='DouZero evaluation backend') parser.add_argument('--debug', action='store_true') args = parser.parse_args() app.run(debug=args.debug, host="0.0.0.0")