common update

examples/run_sample_flow.py

@@ -0,0 +1,89 @@
+#!/usr/bin/env python3
+"""
+一键运行的小样流程脚本
+- 生成示例数据
+- 训练模型
+- 评估模型
+"""
+import os
+import sys
+import subprocess
+import time
+
+# 添加项目根目录到 Python 路径
+sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+
+def run_command(cmd, cwd=None):
+    """运行命令并打印输出"""
+    print(f"\n运行命令: {' '.join(cmd)}")
+    result = subprocess.run(cmd, cwd=cwd, capture_output=True, text=True)
+    print("输出:")
+    print(result.stdout)
+    if result.stderr:
+        print("错误:")
+        print(result.stderr)
+    if result.returncode != 0:
+        print(f"命令执行失败，返回码: {result.returncode}")
+        sys.exit(1)
+    return result
+
+def generate_sample_data():
+    """生成示例数据"""
+    print("\n=== 步骤 1: 生成示例数据 ===")
+    script_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), "generate_sample_data.py")
+    run_command([sys.executable, script_path])
+    return os.path.join(os.path.dirname(os.path.abspath(__file__)), "processed_data")
+
+def train_model(data_dir):
+    """训练模型"""
+    print("\n=== 步骤 2: 训练模型 ===")
+    main_script = os.path.join(os.path.dirname(os.path.dirname(os.path.abspath(__file__))), "main.py")
+    config_file = os.path.join(os.path.dirname(os.path.dirname(os.path.abspath(__file__))), "configs", "hotspot_detection.yaml")
+    
+    # 运行训练命令
+    cmd = [
+        sys.executable, main_script,
+        "--config-file", config_file,
+        "--mode", "train",
+        "--data-dir", data_dir
+    ]
+    run_command(cmd)
+
+def evaluate_model(data_dir):
+    """评估模型"""
+    print("\n=== 步骤 3: 评估模型 ===")
+    main_script = os.path.join(os.path.dirname(os.path.dirname(os.path.abspath(__file__))), "main.py")
+    config_file = os.path.join(os.path.dirname(os.path.dirname(os.path.abspath(__file__))), "configs", "hotspot_detection.yaml")
+    
+    # 运行评估命令
+    cmd = [
+        sys.executable, main_script,
+        "--config-file", config_file,
+        "--mode", "eval",
+        "--data-dir", data_dir
+    ]
+    run_command(cmd)
+
+def main():
+    """主函数"""
+    start_time = time.time()
+    
+    print("Geo-Layout Transformer 小样流程")
+    print("==============================")
+    
+    # 步骤 1: 生成示例数据
+    data_dir = generate_sample_data()
+    
+    # 步骤 2: 训练模型
+    train_model(data_dir)
+    
+    # 步骤 3: 评估模型
+    evaluate_model(data_dir)
+    
+    total_time = time.time() - start_time
+    print(f"\n=== 流程完成 ===")
+    print(f"总耗时: {total_time:.2f} 秒")
+    print("示例流程已成功运行!")
+
+if __name__ == "__main__":
+    main()