Spaces:
Sleeping
Sleeping
Trae Assistant
commited on
Commit
·
6c4d394
0
Parent(s):
Initial commit: Enhanced Queue Strategy Lab with Import/Export and Error Handling
Browse files- .gitignore +6 -0
- Dockerfile +16 -0
- README.md +40 -0
- app.py +163 -0
- requirements.txt +4 -0
- templates/index.html +661 -0
.gitignore
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__pycache__/
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*.pyc
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.DS_Store
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venv/
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.env
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.git
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Dockerfile
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FROM python:3.11-slim
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WORKDIR /app
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COPY requirements.txt .
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RUN pip install --no-cache-dir -r requirements.txt
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COPY . .
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# Create a non-root user for security (good practice for HF Spaces)
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RUN useradd -m -u 1000 user
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USER user
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ENV HOME=/home/user \
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PATH=/home/user/.local/bin:$PATH
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CMD ["gunicorn", "-b", "0.0.0.0:7860", "app:app"]
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README.md
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---
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title: 智能排队策略实验室 (Queue Strategy Lab)
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emoji: 🚦
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colorFrom: indigo
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colorTo: blue
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sdk: docker
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pinned: false
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short_description: 基于SimPy的离散事件仿真工具,优化服务窗口配置与成本分析。
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---
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# 智能排队策略实验室 (Queue Strategy Lab)
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这是一个专业的离散事件仿真(Discrete Event Simulation, DES)工具,旨在帮助服务型企业(如银行、医院、客服中心、零售店)优化服务窗口配置,平衡客户等待时间和运营成本。
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## 核心功能
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1. **多场景仿真引擎**:基于 `SimPy` 强大的离散事件仿真能力,精确模拟排队过程(M/M/c 模型及其变体)。
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2. **成本优化分析**:输入“客户等待时间成本”和“服务员时薪”,自动计算最优服务窗口数量,绘制成本曲线。
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3. **实时动态可视化**:通过 Vue 3 + Canvas 实时展示排队动画,直观感受拥堵情况。
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4. **数据洞察仪表盘**:提供平均等待时间、服务员利用率、队列长度分布等关键指标。
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5. **资产管理**:支持保存和加载不同的仿真场景配置(如“早高峰”、“周末促销”)。
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## 技术栈
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- **Backend**: Python 3.11, Flask, SimPy (Simulation), NumPy (Stats)
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- **Frontend**: Vue 3, Tailwind CSS, ECharts, Canvas
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- **Deployment**: Docker
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## 使用说明
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1. 在左侧面板设置仿真参数(到达率、服务时间、成本参数等)。
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2. 点击“开始仿真”查看动画和实时数据。
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3. 点击“运行优化分析”获取基于成本的最佳配置建议。
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## 商业应用场景
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- **零售门店**:决定收银台开放数量。
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- **银行网点**:优化柜员排班。
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- **呼叫中心**:预测坐席需求与SLA达标率。
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- **主题公园**:设施吞吐量评估。
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app.py
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import os
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import random
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import simpy
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import numpy as np
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from flask import Flask, render_template, jsonify, request, send_from_directory
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app = Flask(__name__, template_folder='templates')
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# Configuration
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MAX_SIM_TIME = 480 # 8 hours in minutes for analysis
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SEED = 42
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@app.route('/')
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def index():
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return render_template('index.html')
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@app.errorhandler(404)
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def page_not_found(e):
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return render_template('index.html'), 404
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@app.errorhandler(500)
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def internal_server_error(e):
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return jsonify(error="Internal Server Error", message=str(e)), 500
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@app.route('/api/upload_config', methods=['POST'])
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def upload_config():
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try:
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if 'file' not in request.files:
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return jsonify({'error': 'No file part'}), 400
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file = request.files['file']
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if file.filename == '':
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return jsonify({'error': 'No selected file'}), 400
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if file:
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import json
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content = json.load(file)
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return jsonify({'message': 'Config uploaded successfully', 'config': content})
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except Exception as e:
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return jsonify({'error': str(e)}), 500
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class CallCenter:
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def __init__(self, env, num_employees, service_time_avg, service_time_std):
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self.env = env
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self.staff = simpy.Resource(env, num_employees)
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self.service_time_avg = service_time_avg
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self.service_time_std = service_time_std
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self.wait_times = []
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self.service_times = []
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self.utilization_log = []
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self.events_trace = [] # For visualization: {'time': t, 'type': '...', 'id': ...}
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def support(self, customer):
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arrival_time = self.env.now
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self.events_trace.append({'time': arrival_time, 'type': 'arrival', 'id': customer})
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with self.staff.request() as request:
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yield request
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wait = self.env.now - arrival_time
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self.wait_times.append(wait)
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self.events_trace.append({'time': self.env.now, 'type': 'start', 'id': customer, 'wait': wait})
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# Service time (Normal distribution, clipped at 0.5 min)
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service_duration = max(0.5, random.gauss(self.service_time_avg, self.service_time_std))
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yield self.env.timeout(service_duration)
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self.service_times.append(service_duration)
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self.events_trace.append({'time': self.env.now, 'type': 'finish', 'id': customer})
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def customer_generator(env, center, arrival_rate):
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"""
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arrival_rate: Customers per hour
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"""
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i = 0
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while True:
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# Inter-arrival time (Exponential distribution)
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yield env.timeout(random.expovariate(arrival_rate / 60.0))
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i += 1
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env.process(center.support(f'C{i}'))
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@app.route('/api/simulate', methods=['POST'])
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def simulate():
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data = request.json
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# Parameters
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arrival_rate = float(data.get('arrival_rate', 60)) # Cust/hr
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service_time = float(data.get('service_time', 5)) # Avg min
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service_std = float(data.get('service_std', 1)) # Std Dev min
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num_servers = int(data.get('num_servers', 3))
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duration = float(data.get('duration', 60)) # Minutes to simulate
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random.seed(SEED)
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env = simpy.Environment()
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center = CallCenter(env, num_servers, service_time, service_std)
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env.process(customer_generator(env, center, arrival_rate))
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env.run(until=duration)
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# Calculate stats
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avg_wait = np.mean(center.wait_times) if center.wait_times else 0
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max_wait = np.max(center.wait_times) if center.wait_times else 0
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served_count = len(center.service_times)
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# Utilization estimate (Total Service Time / (Num Servers * Duration))
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total_service = sum(center.service_times)
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utilization = (total_service / (num_servers * duration)) * 100 if num_servers > 0 else 0
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return jsonify({
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'metrics': {
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'avg_wait': round(avg_wait, 2),
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'max_wait': round(max_wait, 2),
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'served': served_count,
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'utilization': round(utilization, 2)
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},
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'trace': center.events_trace
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})
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@app.route('/api/optimize', methods=['POST'])
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def optimize():
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data = request.json
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arrival_rate = float(data.get('arrival_rate', 60))
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service_time = float(data.get('service_time', 5))
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service_std = float(data.get('service_std', 1))
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cost_per_server_hr = float(data.get('cost_server', 20)) # $20/hr
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cost_per_wait_hr = float(data.get('cost_wait', 50)) # $50/hr (Value of customer time/frustration)
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results = []
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| 129 |
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# Test 1 to 15 servers
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for n in range(1, 16):
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random.seed(SEED) # Reset seed for fair comparison
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env = simpy.Environment()
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center = CallCenter(env, n, service_time, service_std)
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env.process(customer_generator(env, center, arrival_rate))
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env.run(until=480) # 8 hours
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| 137 |
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| 138 |
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avg_wait_min = np.mean(center.wait_times) if center.wait_times else 0
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| 139 |
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total_wait_hours = sum(center.wait_times) / 60.0
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| 140 |
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| 141 |
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# Total Cost = (Server Cost * 8h) + (Total Wait Hours * Wait Cost)
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server_cost = n * cost_per_server_hr * 8
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| 143 |
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wait_cost = total_wait_hours * cost_per_wait_hr
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| 144 |
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total_cost = server_cost + wait_cost
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| 145 |
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| 146 |
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utilization = (sum(center.service_times) / (n * 480)) * 100
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| 147 |
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| 148 |
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results.append({
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| 149 |
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'servers': n,
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'total_cost': round(total_cost, 2),
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| 151 |
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'server_cost': round(server_cost, 2),
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| 152 |
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'wait_cost': round(wait_cost, 2),
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| 153 |
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'avg_wait': round(avg_wait_min, 2),
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| 154 |
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'utilization': round(utilization, 1)
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| 155 |
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})
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| 156 |
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| 157 |
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# Optimization: if cost starts increasing significantly and wait is low, we can stop,
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# but let's run all 15 for the chart.
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| 159 |
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| 160 |
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return jsonify({'results': results})
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| 161 |
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| 162 |
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if __name__ == '__main__':
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| 163 |
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app.run(host='0.0.0.0', port=7860, debug=True)
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requirements.txt
ADDED
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flask
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simpy
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numpy
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gunicorn
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templates/index.html
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|
| 1 |
+
<!DOCTYPE html>
|
| 2 |
+
<html lang="zh-CN">
|
| 3 |
+
<head>
|
| 4 |
+
<meta charset="UTF-8">
|
| 5 |
+
<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
| 6 |
+
<title>智能排队策略实验室 | Queue Strategy Lab</title>
|
| 7 |
+
<script src="https://cdn.tailwindcss.com"></script>
|
| 8 |
+
<script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
|
| 9 |
+
<script src="https://cdn.jsdelivr.net/npm/echarts@5.4.3/dist/echarts.min.js"></script>
|
| 10 |
+
<!-- Font Awesome -->
|
| 11 |
+
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
|
| 12 |
+
<style>
|
| 13 |
+
/* Glassmorphism */
|
| 14 |
+
.glass {
|
| 15 |
+
background: rgba(30, 41, 59, 0.7);
|
| 16 |
+
backdrop-filter: blur(10px);
|
| 17 |
+
border: 1px solid rgba(255, 255, 255, 0.1);
|
| 18 |
+
}
|
| 19 |
+
body {
|
| 20 |
+
background-color: #0f172a; /* Slate 900 */
|
| 21 |
+
color: #e2e8f0;
|
| 22 |
+
}
|
| 23 |
+
.input-group label {
|
| 24 |
+
display: block;
|
| 25 |
+
font-size: 0.875rem;
|
| 26 |
+
color: #94a3b8;
|
| 27 |
+
margin-bottom: 0.25rem;
|
| 28 |
+
}
|
| 29 |
+
.input-group input {
|
| 30 |
+
width: 100%;
|
| 31 |
+
background: #1e293b;
|
| 32 |
+
border: 1px solid #334155;
|
| 33 |
+
color: white;
|
| 34 |
+
padding: 0.5rem;
|
| 35 |
+
border-radius: 0.375rem;
|
| 36 |
+
}
|
| 37 |
+
.btn-primary {
|
| 38 |
+
background: #4f46e5;
|
| 39 |
+
color: white;
|
| 40 |
+
padding: 0.5rem 1rem;
|
| 41 |
+
border-radius: 0.375rem;
|
| 42 |
+
font-weight: 600;
|
| 43 |
+
transition: all 0.2s;
|
| 44 |
+
}
|
| 45 |
+
.btn-primary:hover {
|
| 46 |
+
background: #4338ca;
|
| 47 |
+
}
|
| 48 |
+
.btn-secondary {
|
| 49 |
+
background: #334155;
|
| 50 |
+
color: white;
|
| 51 |
+
padding: 0.5rem 1rem;
|
| 52 |
+
border-radius: 0.375rem;
|
| 53 |
+
font-weight: 600;
|
| 54 |
+
}
|
| 55 |
+
.btn-secondary:hover {
|
| 56 |
+
background: #475569;
|
| 57 |
+
}
|
| 58 |
+
canvas {
|
| 59 |
+
width: 100%;
|
| 60 |
+
height: 300px;
|
| 61 |
+
background: #1e293b;
|
| 62 |
+
border-radius: 0.5rem;
|
| 63 |
+
}
|
| 64 |
+
</style>
|
| 65 |
+
</head>
|
| 66 |
+
<body>
|
| 67 |
+
<div id="app" class="min-h-screen flex flex-col">
|
| 68 |
+
<!-- Header -->
|
| 69 |
+
<header class="glass p-4 border-b border-gray-700 flex justify-between items-center z-10">
|
| 70 |
+
<div class="flex items-center gap-3">
|
| 71 |
+
<div class="w-10 h-10 bg-indigo-600 rounded-lg flex items-center justify-center text-xl">🚦</div>
|
| 72 |
+
<h1 class="text-xl font-bold bg-clip-text text-transparent bg-gradient-to-r from-indigo-400 to-cyan-400">
|
| 73 |
+
智能排队策略实验室
|
| 74 |
+
</h1>
|
| 75 |
+
</div>
|
| 76 |
+
<div class="flex gap-2">
|
| 77 |
+
<input type="file" ref="fileInput" @change="handleFileUpload" class="hidden" accept=".json">
|
| 78 |
+
<button @click="triggerUpload" class="btn-secondary text-sm" title="导入配置">
|
| 79 |
+
<i class="fas fa-file-upload mr-1"></i> 导入
|
| 80 |
+
</button>
|
| 81 |
+
<button @click="exportConfig" class="btn-secondary text-sm" title="导出配置">
|
| 82 |
+
<i class="fas fa-file-download mr-1"></i> 导出
|
| 83 |
+
</button>
|
| 84 |
+
<button @click="showSaveModal = true" class="btn-secondary text-sm">
|
| 85 |
+
<i class="fas fa-save mr-1"></i> 保存
|
| 86 |
+
</button>
|
| 87 |
+
<button @click="showLoadModal = true" class="btn-secondary text-sm">
|
| 88 |
+
<i class="fas fa-folder-open mr-1"></i> 加载
|
| 89 |
+
</button>
|
| 90 |
+
</div>
|
| 91 |
+
</header>
|
| 92 |
+
|
| 93 |
+
<main class="flex-1 flex overflow-hidden">
|
| 94 |
+
<!-- Sidebar Controls -->
|
| 95 |
+
<aside class="w-80 glass border-r border-gray-700 flex flex-col overflow-y-auto p-4 gap-6">
|
| 96 |
+
|
| 97 |
+
<!-- Section: Simulation Params -->
|
| 98 |
+
<div>
|
| 99 |
+
<h3 class="text-lg font-semibold text-indigo-400 mb-3"><i class="fas fa-sliders-h mr-2"></i>仿真参数</h3>
|
| 100 |
+
<div class="space-y-3">
|
| 101 |
+
<div class="input-group">
|
| 102 |
+
<label>客户到达率 (人/小时)</label>
|
| 103 |
+
<input type="number" v-model.number="params.arrival_rate" min="1" max="1000">
|
| 104 |
+
</div>
|
| 105 |
+
<div class="input-group">
|
| 106 |
+
<label>平均服务时间 (分钟)</label>
|
| 107 |
+
<input type="number" v-model.number="params.service_time" min="0.1" step="0.1">
|
| 108 |
+
</div>
|
| 109 |
+
<div class="input-group">
|
| 110 |
+
<label>服务时间波动 (标准差)</label>
|
| 111 |
+
<input type="number" v-model.number="params.service_std" min="0" step="0.1">
|
| 112 |
+
</div>
|
| 113 |
+
<div class="input-group">
|
| 114 |
+
<label>服务窗口数量</label>
|
| 115 |
+
<input type="number" v-model.number="params.num_servers" min="1" max="50">
|
| 116 |
+
</div>
|
| 117 |
+
<div class="input-group">
|
| 118 |
+
<label>仿真时长 (分钟)</label>
|
| 119 |
+
<input type="number" v-model.number="params.duration" min="10" max="1440">
|
| 120 |
+
</div>
|
| 121 |
+
</div>
|
| 122 |
+
<button @click="runSimulation" class="btn-primary w-full mt-4">
|
| 123 |
+
<i class="fas fa-play mr-2"></i> 开始仿真演示
|
| 124 |
+
</button>
|
| 125 |
+
</div>
|
| 126 |
+
|
| 127 |
+
<!-- Section: Cost Params -->
|
| 128 |
+
<div class="border-t border-gray-700 pt-4">
|
| 129 |
+
<h3 class="text-lg font-semibold text-green-400 mb-3"><i class="fas fa-chart-line mr-2"></i>成本优化</h3>
|
| 130 |
+
<div class="space-y-3">
|
| 131 |
+
<div class="input-group">
|
| 132 |
+
<label>服务员时薪 ($/小时)</label>
|
| 133 |
+
<input type="number" v-model.number="params.cost_server" min="1">
|
| 134 |
+
</div>
|
| 135 |
+
<div class="input-group">
|
| 136 |
+
<label>客户等待成本 ($/小时)</label>
|
| 137 |
+
<input type="number" v-model.number="params.cost_wait" min="1">
|
| 138 |
+
<p class="text-xs text-gray-500 mt-1">客户因等待产生的隐性损失或不满折现</p>
|
| 139 |
+
</div>
|
| 140 |
+
</div>
|
| 141 |
+
<button @click="runOptimization" class="btn-primary w-full mt-4 bg-green-600 hover:bg-green-700">
|
| 142 |
+
<i class="fas fa-calculator mr-2"></i> 运行优化分析
|
| 143 |
+
</button>
|
| 144 |
+
</div>
|
| 145 |
+
</aside>
|
| 146 |
+
|
| 147 |
+
<!-- Main Content -->
|
| 148 |
+
<div class="flex-1 flex flex-col overflow-y-auto bg-slate-900 p-6 gap-6">
|
| 149 |
+
|
| 150 |
+
<!-- Top: Animation & Live Stats -->
|
| 151 |
+
<div class="grid grid-cols-1 lg:grid-cols-3 gap-6 h-[350px]">
|
| 152 |
+
<!-- Visualizer -->
|
| 153 |
+
<div class="lg:col-span-2 glass rounded-xl p-4 flex flex-col relative">
|
| 154 |
+
<div class="flex justify-between items-center mb-2">
|
| 155 |
+
<h3 class="font-semibold text-gray-300">实时队列视图</h3>
|
| 156 |
+
<div class="text-sm text-indigo-400">
|
| 157 |
+
时间: <span class="font-mono">${ currentTime.toFixed(1) }</span> min
|
| 158 |
+
</div>
|
| 159 |
+
</div>
|
| 160 |
+
<canvas ref="simCanvas" class="flex-1 w-full rounded bg-slate-800 border border-slate-700"></canvas>
|
| 161 |
+
<!-- Legend -->
|
| 162 |
+
<div class="absolute bottom-6 left-6 flex gap-4 text-xs text-gray-400">
|
| 163 |
+
<div class="flex items-center gap-1"><div class="w-3 h-3 rounded-full bg-blue-500"></div> 排队中</div>
|
| 164 |
+
<div class="flex items-center gap-1"><div class="w-3 h-3 rounded-full bg-green-500"></div> 服务中</div>
|
| 165 |
+
<div class="flex items-center gap-1"><div class="w-3 h-3 rounded-full bg-gray-500"></div> 空闲窗口</div>
|
| 166 |
+
</div>
|
| 167 |
+
</div>
|
| 168 |
+
|
| 169 |
+
<!-- Live Stats -->
|
| 170 |
+
<div class="glass rounded-xl p-4 flex flex-col justify-center gap-4">
|
| 171 |
+
<h3 class="font-semibold text-gray-300 border-b border-gray-700 pb-2">仿真统计结果</h3>
|
| 172 |
+
|
| 173 |
+
<div class="grid grid-cols-2 gap-4">
|
| 174 |
+
<div class="bg-slate-800 p-3 rounded-lg text-center">
|
| 175 |
+
<div class="text-xs text-gray-500">平均等待</div>
|
| 176 |
+
<div class="text-2xl font-bold text-indigo-400">${ metrics.avg_wait } <span class="text-xs">min</span></div>
|
| 177 |
+
</div>
|
| 178 |
+
<div class="bg-slate-800 p-3 rounded-lg text-center">
|
| 179 |
+
<div class="text-xs text-gray-500">最大等待</div>
|
| 180 |
+
<div class="text-2xl font-bold text-red-400">${ metrics.max_wait } <span class="text-xs">min</span></div>
|
| 181 |
+
</div>
|
| 182 |
+
<div class="bg-slate-800 p-3 rounded-lg text-center">
|
| 183 |
+
<div class="text-xs text-gray-500">已服务人数</div>
|
| 184 |
+
<div class="text-2xl font-bold text-green-400">${ metrics.served }</div>
|
| 185 |
+
</div>
|
| 186 |
+
<div class="bg-slate-800 p-3 rounded-lg text-center">
|
| 187 |
+
<div class="text-xs text-gray-500">窗口利用率</div>
|
| 188 |
+
<div class="text-2xl font-bold text-yellow-400">${ metrics.utilization }<span class="text-sm">%</span></div>
|
| 189 |
+
</div>
|
| 190 |
+
</div>
|
| 191 |
+
|
| 192 |
+
<div v-if="loading" class="text-center text-indigo-400 animate-pulse">
|
| 193 |
+
<i class="fas fa-circle-notch fa-spin mr-2"></i> 计算中...
|
| 194 |
+
</div>
|
| 195 |
+
</div>
|
| 196 |
+
</div>
|
| 197 |
+
|
| 198 |
+
<!-- Bottom: Charts -->
|
| 199 |
+
<div class="glass rounded-xl p-4 flex-1 min-h-[400px]">
|
| 200 |
+
<h3 class="font-semibold text-gray-300 mb-4">成本优化分析 (服务窗口数 vs 总成本)</h3>
|
| 201 |
+
<div ref="chartContainer" class="w-full h-[350px]"></div>
|
| 202 |
+
</div>
|
| 203 |
+
|
| 204 |
+
</div>
|
| 205 |
+
</main>
|
| 206 |
+
|
| 207 |
+
<!-- Save Modal -->
|
| 208 |
+
<div v-if="showSaveModal" class="fixed inset-0 bg-black/50 backdrop-blur flex items-center justify-center z-50">
|
| 209 |
+
<div class="glass p-6 rounded-xl w-96">
|
| 210 |
+
<h3 class="text-xl font-bold mb-4">保存配置</h3>
|
| 211 |
+
<input v-model="saveName" placeholder="输入配置名称 (如: 早高峰)" class="w-full bg-slate-800 p-2 rounded mb-4 text-white">
|
| 212 |
+
<div class="flex justify-end gap-2">
|
| 213 |
+
<button @click="showSaveModal = false" class="btn-secondary">取消</button>
|
| 214 |
+
<button @click="saveConfig" class="btn-primary">保存</button>
|
| 215 |
+
</div>
|
| 216 |
+
</div>
|
| 217 |
+
</div>
|
| 218 |
+
|
| 219 |
+
<!-- Load Modal -->
|
| 220 |
+
<div v-if="showLoadModal" class="fixed inset-0 bg-black/50 backdrop-blur flex items-center justify-center z-50">
|
| 221 |
+
<div class="glass p-6 rounded-xl w-96">
|
| 222 |
+
<h3 class="text-xl font-bold mb-4">加载配置</h3>
|
| 223 |
+
<ul class="space-y-2 max-h-60 overflow-y-auto mb-4">
|
| 224 |
+
<li v-for="(cfg, name) in savedConfigs" :key="name" class="flex justify-between items-center bg-slate-800 p-2 rounded hover:bg-slate-700 cursor-pointer" @click="loadConfig(name)">
|
| 225 |
+
<span>${ name }</span>
|
| 226 |
+
<button @click.stop="deleteConfig(name)" class="text-red-400 hover:text-red-300"><i class="fas fa-trash"></i></button>
|
| 227 |
+
</li>
|
| 228 |
+
<li v-if="Object.keys(savedConfigs).length === 0" class="text-gray-500 text-center">暂无保存的配置</li>
|
| 229 |
+
</ul>
|
| 230 |
+
<div class="flex justify-end gap-2">
|
| 231 |
+
<button @click="showLoadModal = false" class="btn-secondary">关闭</button>
|
| 232 |
+
</div>
|
| 233 |
+
</div>
|
| 234 |
+
</div>
|
| 235 |
+
|
| 236 |
+
</div>
|
| 237 |
+
|
| 238 |
+
<script>
|
| 239 |
+
const { createApp, ref, onMounted, reactive, watch, nextTick } = Vue;
|
| 240 |
+
|
| 241 |
+
createApp({
|
| 242 |
+
delimiters: ['${', '}'],
|
| 243 |
+
setup() {
|
| 244 |
+
// State
|
| 245 |
+
const params = reactive({
|
| 246 |
+
arrival_rate: 120,
|
| 247 |
+
service_time: 2.0,
|
| 248 |
+
service_std: 0.5,
|
| 249 |
+
num_servers: 5,
|
| 250 |
+
duration: 60,
|
| 251 |
+
cost_server: 20,
|
| 252 |
+
cost_wait: 60
|
| 253 |
+
});
|
| 254 |
+
|
| 255 |
+
const metrics = reactive({ avg_wait: 0, max_wait: 0, served: 0, utilization: 0 });
|
| 256 |
+
const loading = ref(false);
|
| 257 |
+
const currentTime = ref(0);
|
| 258 |
+
|
| 259 |
+
// Modals
|
| 260 |
+
const showSaveModal = ref(false);
|
| 261 |
+
const showLoadModal = ref(false);
|
| 262 |
+
const saveName = ref('');
|
| 263 |
+
const savedConfigs = ref({});
|
| 264 |
+
const fileInput = ref(null);
|
| 265 |
+
|
| 266 |
+
// Canvas & Chart Refs
|
| 267 |
+
const simCanvas = ref(null);
|
| 268 |
+
const chartContainer = ref(null);
|
| 269 |
+
let chartInstance = null;
|
| 270 |
+
let animationFrame = null;
|
| 271 |
+
|
| 272 |
+
// Simulation State
|
| 273 |
+
let traceData = [];
|
| 274 |
+
let playbackSpeed = 1; // Multiplier
|
| 275 |
+
let customers = []; // { id, state: 'queue'|'service', serverIdx, x, y, targetX, targetY }
|
| 276 |
+
let servers = []; // { id, busy: false, customerId: null }
|
| 277 |
+
|
| 278 |
+
// --- Methods ---
|
| 279 |
+
|
| 280 |
+
const runSimulation = async () => {
|
| 281 |
+
loading.value = true;
|
| 282 |
+
try {
|
| 283 |
+
const res = await fetch('/api/simulate', {
|
| 284 |
+
method: 'POST',
|
| 285 |
+
headers: {'Content-Type': 'application/json'},
|
| 286 |
+
body: JSON.stringify(params)
|
| 287 |
+
});
|
| 288 |
+
const data = await res.json();
|
| 289 |
+
|
| 290 |
+
// Update metrics
|
| 291 |
+
Object.assign(metrics, data.metrics);
|
| 292 |
+
|
| 293 |
+
// Start Visualization
|
| 294 |
+
traceData = data.trace;
|
| 295 |
+
startAnimation();
|
| 296 |
+
|
| 297 |
+
} catch (e) {
|
| 298 |
+
console.error(e);
|
| 299 |
+
alert('仿真请求失败');
|
| 300 |
+
} finally {
|
| 301 |
+
loading.value = false;
|
| 302 |
+
}
|
| 303 |
+
};
|
| 304 |
+
|
| 305 |
+
const runOptimization = async () => {
|
| 306 |
+
loading.value = true;
|
| 307 |
+
try {
|
| 308 |
+
const res = await fetch('/api/optimize', {
|
| 309 |
+
method: 'POST',
|
| 310 |
+
headers: {'Content-Type': 'application/json'},
|
| 311 |
+
body: JSON.stringify(params)
|
| 312 |
+
});
|
| 313 |
+
const data = await res.json();
|
| 314 |
+
renderChart(data.results);
|
| 315 |
+
} catch (e) {
|
| 316 |
+
console.error(e);
|
| 317 |
+
alert('优化请求失败');
|
| 318 |
+
} finally {
|
| 319 |
+
loading.value = false;
|
| 320 |
+
}
|
| 321 |
+
};
|
| 322 |
+
|
| 323 |
+
// --- Visualization Logic ---
|
| 324 |
+
|
| 325 |
+
const startAnimation = () => {
|
| 326 |
+
if (animationFrame) cancelAnimationFrame(animationFrame);
|
| 327 |
+
|
| 328 |
+
// Reset
|
| 329 |
+
currentTime.value = 0;
|
| 330 |
+
customers = [];
|
| 331 |
+
servers = Array.from({length: params.num_servers}, (_, i) => ({ id: i, busy: false, customerId: null }));
|
| 332 |
+
|
| 333 |
+
// Canvas Setup
|
| 334 |
+
const canvas = simCanvas.value;
|
| 335 |
+
const ctx = canvas.getContext('2d');
|
| 336 |
+
const dpr = window.devicePixelRatio || 1;
|
| 337 |
+
const rect = canvas.getBoundingClientRect();
|
| 338 |
+
canvas.width = rect.width * dpr;
|
| 339 |
+
canvas.height = rect.height * dpr;
|
| 340 |
+
ctx.scale(dpr, dpr);
|
| 341 |
+
|
| 342 |
+
const width = rect.width;
|
| 343 |
+
const height = rect.height;
|
| 344 |
+
|
| 345 |
+
let lastFrameTime = performance.now();
|
| 346 |
+
let traceIndex = 0;
|
| 347 |
+
|
| 348 |
+
const animate = (now) => {
|
| 349 |
+
const dt = (now - lastFrameTime) / 1000; // seconds
|
| 350 |
+
lastFrameTime = now;
|
| 351 |
+
|
| 352 |
+
// Advance simulation time (1 real sec = 1 sim min * speed)
|
| 353 |
+
// Let's make it fast: 1 real sec = 10 sim mins
|
| 354 |
+
const simSpeed = 5.0;
|
| 355 |
+
currentTime.value += dt * simSpeed;
|
| 356 |
+
|
| 357 |
+
// Process events up to currentTime
|
| 358 |
+
while (traceIndex < traceData.length && traceData[traceIndex].time <= currentTime.value) {
|
| 359 |
+
const event = traceData[traceIndex];
|
| 360 |
+
processEvent(event);
|
| 361 |
+
traceIndex++;
|
| 362 |
+
}
|
| 363 |
+
|
| 364 |
+
// Draw
|
| 365 |
+
drawScene(ctx, width, height);
|
| 366 |
+
|
| 367 |
+
if (currentTime.value < params.duration || customers.length > 0) {
|
| 368 |
+
animationFrame = requestAnimationFrame(animate);
|
| 369 |
+
}
|
| 370 |
+
};
|
| 371 |
+
|
| 372 |
+
requestAnimationFrame(animate);
|
| 373 |
+
};
|
| 374 |
+
|
| 375 |
+
const processEvent = (event) => {
|
| 376 |
+
if (event.type === 'arrival') {
|
| 377 |
+
customers.push({
|
| 378 |
+
id: event.id,
|
| 379 |
+
state: 'queue',
|
| 380 |
+
x: 50, // Start left
|
| 381 |
+
y: 150,
|
| 382 |
+
color: '#3b82f6' // Blue
|
| 383 |
+
});
|
| 384 |
+
} else if (event.type === 'start') {
|
| 385 |
+
// Find customer
|
| 386 |
+
const cust = customers.find(c => c.id === event.id);
|
| 387 |
+
if (cust) {
|
| 388 |
+
cust.state = 'service';
|
| 389 |
+
cust.color = '#22c55e'; // Green
|
| 390 |
+
// Find free server
|
| 391 |
+
const server = servers.find(s => !s.busy);
|
| 392 |
+
if (server) {
|
| 393 |
+
server.busy = true;
|
| 394 |
+
server.customerId = cust.id;
|
| 395 |
+
cust.serverIdx = server.id;
|
| 396 |
+
}
|
| 397 |
+
}
|
| 398 |
+
} else if (event.type === 'finish') {
|
| 399 |
+
const cust = customers.find(c => c.id === event.id);
|
| 400 |
+
if (cust) {
|
| 401 |
+
// Mark for removal or move to exit
|
| 402 |
+
cust.state = 'exit';
|
| 403 |
+
// Free server
|
| 404 |
+
if (cust.serverIdx !== undefined) {
|
| 405 |
+
const server = servers[cust.serverIdx];
|
| 406 |
+
if (server) {
|
| 407 |
+
server.busy = false;
|
| 408 |
+
server.customerId = null;
|
| 409 |
+
}
|
| 410 |
+
}
|
| 411 |
+
}
|
| 412 |
+
}
|
| 413 |
+
};
|
| 414 |
+
|
| 415 |
+
const drawScene = (ctx, w, h) => {
|
| 416 |
+
ctx.clearRect(0, 0, w, h);
|
| 417 |
+
|
| 418 |
+
// Draw Server Booths (Right side)
|
| 419 |
+
const serverX = w - 100;
|
| 420 |
+
const serverGap = h / (params.num_servers + 1);
|
| 421 |
+
|
| 422 |
+
servers.forEach((s, i) => {
|
| 423 |
+
const y = (i + 1) * serverGap;
|
| 424 |
+
ctx.fillStyle = s.busy ? '#1e293b' : '#334155'; // Darker if busy (occupied)
|
| 425 |
+
ctx.strokeStyle = s.busy ? '#22c55e' : '#64748b';
|
| 426 |
+
ctx.lineWidth = 2;
|
| 427 |
+
ctx.beginPath();
|
| 428 |
+
ctx.roundRect(serverX, y - 15, 60, 30, 5);
|
| 429 |
+
ctx.fill();
|
| 430 |
+
ctx.stroke();
|
| 431 |
+
|
| 432 |
+
ctx.fillStyle = '#94a3b8';
|
| 433 |
+
ctx.font = '12px sans-serif';
|
| 434 |
+
ctx.fillText(`窗口 ${i+1}`, serverX + 10, y + 5);
|
| 435 |
+
});
|
| 436 |
+
|
| 437 |
+
// Draw Queue Area (Left)
|
| 438 |
+
ctx.fillStyle = 'rgba(255, 255, 255, 0.05)';
|
| 439 |
+
ctx.fillRect(20, 20, w - 150, h - 40);
|
| 440 |
+
|
| 441 |
+
// Draw Customers
|
| 442 |
+
// Queue positions logic: organize them in lines
|
| 443 |
+
let queueIdx = 0;
|
| 444 |
+
|
| 445 |
+
// Remove exited customers smoothly
|
| 446 |
+
customers = customers.filter(c => !(c.state === 'exit' && c.x > w));
|
| 447 |
+
|
| 448 |
+
customers.forEach(c => {
|
| 449 |
+
let targetX, targetY;
|
| 450 |
+
|
| 451 |
+
if (c.state === 'queue') {
|
| 452 |
+
// Simple wrapping queue
|
| 453 |
+
const col = Math.floor(queueIdx / 10);
|
| 454 |
+
const row = queueIdx % 10;
|
| 455 |
+
targetX = 50 + col * 20;
|
| 456 |
+
targetY = 50 + row * 20;
|
| 457 |
+
queueIdx++;
|
| 458 |
+
} else if (c.state === 'service') {
|
| 459 |
+
// Move to assigned server
|
| 460 |
+
const sY = (c.serverIdx + 1) * serverGap;
|
| 461 |
+
targetX = serverX + 30;
|
| 462 |
+
targetY = sY;
|
| 463 |
+
} else if (c.state === 'exit') {
|
| 464 |
+
targetX = w + 50;
|
| 465 |
+
targetY = c.y; // Keep current Y
|
| 466 |
+
}
|
| 467 |
+
|
| 468 |
+
// Lerp position (smooth movement)
|
| 469 |
+
c.x += (targetX - c.x) * 0.1;
|
| 470 |
+
c.y += (targetY - c.y) * 0.1;
|
| 471 |
+
|
| 472 |
+
// Draw
|
| 473 |
+
ctx.beginPath();
|
| 474 |
+
ctx.arc(c.x, c.y, 6, 0, Math.PI * 2);
|
| 475 |
+
ctx.fillStyle = c.color;
|
| 476 |
+
ctx.fill();
|
| 477 |
+
});
|
| 478 |
+
};
|
| 479 |
+
|
| 480 |
+
const renderChart = (results) => {
|
| 481 |
+
if (!chartInstance) {
|
| 482 |
+
chartInstance = echarts.init(chartContainer.value);
|
| 483 |
+
}
|
| 484 |
+
|
| 485 |
+
const xData = results.map(r => r.servers);
|
| 486 |
+
const costData = results.map(r => r.total_cost);
|
| 487 |
+
const waitData = results.map(r => r.avg_wait);
|
| 488 |
+
|
| 489 |
+
// Find min cost
|
| 490 |
+
const minCost = Math.min(...costData);
|
| 491 |
+
const optimalServers = results.find(r => r.total_cost === minCost).servers;
|
| 492 |
+
|
| 493 |
+
const option = {
|
| 494 |
+
backgroundColor: 'transparent',
|
| 495 |
+
tooltip: {
|
| 496 |
+
trigger: 'axis',
|
| 497 |
+
axisPointer: { type: 'cross' }
|
| 498 |
+
},
|
| 499 |
+
legend: {
|
| 500 |
+
data: ['总成本 ($)', '平均等待 (min)'],
|
| 501 |
+
textStyle: { color: '#94a3b8' }
|
| 502 |
+
},
|
| 503 |
+
xAxis: {
|
| 504 |
+
type: 'category',
|
| 505 |
+
data: xData,
|
| 506 |
+
name: '服务窗口数',
|
| 507 |
+
axisLine: { lineStyle: { color: '#475569' } },
|
| 508 |
+
axisLabel: { color: '#94a3b8' }
|
| 509 |
+
},
|
| 510 |
+
yAxis: [
|
| 511 |
+
{
|
| 512 |
+
type: 'value',
|
| 513 |
+
name: '总成本 ($)',
|
| 514 |
+
position: 'left',
|
| 515 |
+
axisLine: { lineStyle: { color: '#22c55e' } },
|
| 516 |
+
axisLabel: { color: '#22c55e' },
|
| 517 |
+
splitLine: { lineStyle: { color: '#334155' } }
|
| 518 |
+
},
|
| 519 |
+
{
|
| 520 |
+
type: 'value',
|
| 521 |
+
name: '平均等待 (min)',
|
| 522 |
+
position: 'right',
|
| 523 |
+
axisLine: { lineStyle: { color: '#3b82f6' } },
|
| 524 |
+
axisLabel: { color: '#3b82f6' },
|
| 525 |
+
splitLine: { show: false }
|
| 526 |
+
}
|
| 527 |
+
],
|
| 528 |
+
series: [
|
| 529 |
+
{
|
| 530 |
+
name: '总成本 ($)',
|
| 531 |
+
type: 'line',
|
| 532 |
+
data: costData,
|
| 533 |
+
smooth: true,
|
| 534 |
+
lineStyle: { color: '#22c55e', width: 3 },
|
| 535 |
+
itemStyle: { color: '#22c55e' },
|
| 536 |
+
markPoint: {
|
| 537 |
+
data: [
|
| 538 |
+
{ type: 'min', name: '最佳配置', itemStyle: { color: '#f59e0b' } }
|
| 539 |
+
]
|
| 540 |
+
}
|
| 541 |
+
},
|
| 542 |
+
{
|
| 543 |
+
name: '平均等待 (min)',
|
| 544 |
+
type: 'line',
|
| 545 |
+
yAxisIndex: 1,
|
| 546 |
+
data: waitData,
|
| 547 |
+
smooth: true,
|
| 548 |
+
lineStyle: { color: '#3b82f6', width: 2, type: 'dashed' },
|
| 549 |
+
itemStyle: { color: '#3b82f6' }
|
| 550 |
+
}
|
| 551 |
+
]
|
| 552 |
+
};
|
| 553 |
+
chartInstance.setOption(option);
|
| 554 |
+
window.addEventListener('resize', () => chartInstance.resize());
|
| 555 |
+
};
|
| 556 |
+
|
| 557 |
+
// --- Storage Logic ---
|
| 558 |
+
|
| 559 |
+
const loadSaved = () => {
|
| 560 |
+
const saved = localStorage.getItem('queue_sim_configs');
|
| 561 |
+
if (saved) savedConfigs.value = JSON.parse(saved);
|
| 562 |
+
};
|
| 563 |
+
|
| 564 |
+
const saveConfig = () => {
|
| 565 |
+
if (!saveName.value) return;
|
| 566 |
+
savedConfigs.value[saveName.value] = { ...params };
|
| 567 |
+
localStorage.setItem('queue_sim_configs', JSON.stringify(savedConfigs.value));
|
| 568 |
+
showSaveModal.value = false;
|
| 569 |
+
saveName.value = '';
|
| 570 |
+
alert('配置已保存');
|
| 571 |
+
};
|
| 572 |
+
|
| 573 |
+
const loadConfig = (name) => {
|
| 574 |
+
Object.assign(params, savedConfigs.value[name]);
|
| 575 |
+
showLoadModal.value = false;
|
| 576 |
+
};
|
| 577 |
+
|
| 578 |
+
const deleteConfig = (name) => {
|
| 579 |
+
delete savedConfigs.value[name];
|
| 580 |
+
localStorage.setItem('queue_sim_configs', JSON.stringify(savedConfigs.value));
|
| 581 |
+
};
|
| 582 |
+
|
| 583 |
+
// --- Import/Export Logic ---
|
| 584 |
+
const triggerUpload = () => {
|
| 585 |
+
fileInput.value.click();
|
| 586 |
+
};
|
| 587 |
+
|
| 588 |
+
const handleFileUpload = async (event) => {
|
| 589 |
+
const file = event.target.files[0];
|
| 590 |
+
if (!file) return;
|
| 591 |
+
|
| 592 |
+
// Client-side read for immediate update
|
| 593 |
+
const reader = new FileReader();
|
| 594 |
+
reader.onload = (e) => {
|
| 595 |
+
try {
|
| 596 |
+
const config = JSON.parse(e.target.result);
|
| 597 |
+
Object.assign(params, config);
|
| 598 |
+
alert('配置导入成功');
|
| 599 |
+
} catch (err) {
|
| 600 |
+
alert('无效的配置文件');
|
| 601 |
+
console.error(err);
|
| 602 |
+
}
|
| 603 |
+
};
|
| 604 |
+
reader.readAsText(file);
|
| 605 |
+
|
| 606 |
+
// Optional: Send to server to verify server-side logic (as requested)
|
| 607 |
+
const formData = new FormData();
|
| 608 |
+
formData.append('file', file);
|
| 609 |
+
try {
|
| 610 |
+
await fetch('/api/upload_config', {
|
| 611 |
+
method: 'POST',
|
| 612 |
+
body: formData
|
| 613 |
+
});
|
| 614 |
+
} catch (e) {
|
| 615 |
+
console.error("Server upload check failed, but client side worked:", e);
|
| 616 |
+
}
|
| 617 |
+
|
| 618 |
+
// Reset input
|
| 619 |
+
event.target.value = '';
|
| 620 |
+
};
|
| 621 |
+
|
| 622 |
+
const exportConfig = () => {
|
| 623 |
+
const dataStr = "data:text/json;charset=utf-8," + encodeURIComponent(JSON.stringify(params, null, 2));
|
| 624 |
+
const downloadAnchorNode = document.createElement('a');
|
| 625 |
+
downloadAnchorNode.setAttribute("href", dataStr);
|
| 626 |
+
downloadAnchorNode.setAttribute("download", "queue_config.json");
|
| 627 |
+
document.body.appendChild(downloadAnchorNode);
|
| 628 |
+
downloadAnchorNode.click();
|
| 629 |
+
downloadAnchorNode.remove();
|
| 630 |
+
};
|
| 631 |
+
|
| 632 |
+
onMounted(() => {
|
| 633 |
+
loadSaved();
|
| 634 |
+
});
|
| 635 |
+
|
| 636 |
+
return {
|
| 637 |
+
params,
|
| 638 |
+
metrics,
|
| 639 |
+
loading,
|
| 640 |
+
currentTime,
|
| 641 |
+
simCanvas,
|
| 642 |
+
chartContainer,
|
| 643 |
+
runSimulation,
|
| 644 |
+
runOptimization,
|
| 645 |
+
showSaveModal,
|
| 646 |
+
showLoadModal,
|
| 647 |
+
saveName,
|
| 648 |
+
savedConfigs,
|
| 649 |
+
saveConfig,
|
| 650 |
+
loadConfig,
|
| 651 |
+
deleteConfig,
|
| 652 |
+
fileInput,
|
| 653 |
+
triggerUpload,
|
| 654 |
+
handleFileUpload,
|
| 655 |
+
exportConfig
|
| 656 |
+
};
|
| 657 |
+
}
|
| 658 |
+
}).mount('#app');
|
| 659 |
+
</script>
|
| 660 |
+
</body>
|
| 661 |
+
</html>
|