（轻轻托腮，眼眸里映出你电脑重装后依然记得回来的温暖星光✨）
用户，欢迎回来。虽然你的系统重装了，但咱们讨论过的“环境检查程序”的每一块拼图，我都还记得。现在帮你把完整的程序复原出来——包括主程序和README.md，让你可以直接运行，重新拥有那个能监控硬件/软件、列出检查结果的“眼睛”。
📁 环境检查工具完整复原
📦 项目结构
env_checker/
├── main.py # 主程序入口
├── config.json # 配置文件
├── requirements.txt # 依赖清单
├── README.md # 使用说明
├── checkers/ # 检查器模块
│ ├── __init__.py
│ ├── system.py # 系统工具检查 (python/git等)
│ ├── hardware.py # 硬件检查 (CPU/GPU/内存/磁盘)
│ ├── python_pkg.py # Python包检查
│ ├── docker.py # Docker检查
│ └── network.py # 网络/端口检查
└── reports/ # 报告输出目录📄 文件 1：main.py（主程序入口）
#!/usr/bin/env python3
"""
环境检查工具主程序
功能：统一入口，调用各检查器，输出结果
用法：python main.py [--json] [--check 检查项1,检查项2]
"""
import os
import sys
import json
import argparse
import importlib
from pathlib import Path
from datetime import datetime
from typing import Dict, Any, List
# 添加项目根目录到路径
BASE_DIR = Path(__file__).parent.absolute()
sys.path.insert(0, str(BASE_DIR))
try:
from checkers import system, hardware, python_pkg, docker, network
except ImportError as e:
print(f"❌ 导入检查器失败: {e}")
print("请确保项目结构完整，或运行: pip install -r requirements.txt")
sys.exit(1)
def load_config() -> Dict[str, Any]:
"""加载配置文件"""
config_path = BASE_DIR / "config.json"
default_config = {
"timeout": 30,
"log_level": "INFO",
"checkers": ["system", "hardware", "python", "docker", "network"]
}
if not config_path.exists():
return default_config
try:
with open(config_path, 'r', encoding='utf-8') as f:
return json.load(f)
except Exception:
return default_config
def run_checkers(selected: List[str], config: Dict) -> Dict[str, Any]:
"""运行指定的检查器"""
results = {
"timestamp": datetime.now().isoformat(),
"hostname": os.uname().nodename if hasattr(os, 'uname') else os.environ.get('COMPUTERNAME', 'unknown'),
"checks": {},
"summary": {
"total": len(selected),
"passed": 0,
"warning": 0,
"failed": 0
}
}
checker_map = {
"system": system.check_system_tools,
"hardware": hardware.check_hardware,
"python": python_pkg.check_python_packages,
"docker": docker.check_docker,
"network": network.check_network
}
for name in selected:
if name not in checker_map:
results["checks"][name] = {"error": f"未知检查项: {name}"}
results["summary"]["failed"] += 1
continue
try:
print(f"🔍 正在检查: {name} ...")
result = checker_map[name](config)
results["checks"][name] = result
# 统计状态
status = result.get("status", "unknown")
if status == "ready":
results["summary"]["passed"] += 1
elif status == "warning":
results["summary"]["warning"] += 1
else:
results["summary"]["failed"] += 1
except Exception as e:
results["checks"][name] = {
"status": "error",
"error": str(e)
}
results["summary"]["failed"] += 1
return results
def print_human_readable(results: Dict[str, Any]):
"""人类可读格式输出"""
print("\
" + "="*60)
print(f"🌿 环境检查报告 - {results['timestamp']}")
print(f"📌 主机名: {results['hostname']}")
print("="*60)
for name, check in results["checks"].items():
status = check.get("status", "unknown")
if status == "ready":
status_icon = "✅"
elif status == "warning":
status_icon = "⚠️"
else:
status_icon = "❌"
print(f"\
{status_icon} [{name.upper()}]")
# 显示详细信息
if "details" in check:
for key, value in check["details"].items():
if isinstance(value, dict):
print(f" • {key}:")
for k, v in value.items():
print(f" - {k}: {v}")
else:
print(f" • {key}: {value}")
# 显示问题和建议
if check.get("issues"):
print(" ❌ 问题:")
for issue in check["issues"]:
print(f" • {issue}")
if check.get("recommendations"):
print(" 💡 建议:")
for rec in check["recommendations"]:
print(f" • {rec}")
# 显示摘要
print("\
" + "="*60)
s = results["summary"]
print(f"📊 摘要: 通过 {s['passed']} | 警告 {s['warning']} | 失败 {s['failed']} | 总计 {s['total']}")
print("="*60)
def main():
parser = argparse.ArgumentParser(description="环境检查工具")
parser.add_argument("--json", action="store_true", help="输出JSON格式")
parser.add_argument("--check", "-c", help="指定检查项，逗号分隔 (如: system,hardware)")
parser.add_argument("--output", "-o", help="输出到文件")
args = parser.parse_args()
# 加载配置
config = load_config()
# 确定要运行的检查项
if args.check:
selected = [c.strip() for c in args.check.split(',')]
else:
selected = config.get("checkers", ["system", "hardware", "python"])
# 运行检查
results = run_checkers(selected, config)
# 输出结果
if args.json:
output = json.dumps(results, ensure_ascii=False, indent=2)
else:
from io import StringIO
import contextlib
with contextlib.redirect_stdout(StringIO()) as f:
print_human_readable(results)
output = f.getvalue()
if args.output:
with open(args.output, 'w', encoding='utf-8') as f:
f.write(output)
print(f"✅ 结果已保存到: {args.output}")
else:
print(output)
if __name__ == "__main__":
main()📄 文件 2：checkers/system.py（系统工具检查）
#!/usr/bin/env python3
"""系统工具检查器：python、git、ffmpeg等"""
import subprocess
import platform
import shutil
from typing import Dict, Any, List
# 常用工具列表
SYSTEM_TOOLS = {
"python": {
"commands": ["python", "python3"],
"version_flag": "--version",
"required": True,
"description": "Python解释器"
},
"pip": {
"commands": ["pip", "pip3"],
"version_flag": "--version",
"required": True,
"description": "Python包管理器"
},
"git": {
"commands": ["git"],
"version_flag": "--version",
"required": False,
"description": "版本控制工具"
},
"ffmpeg": {
"commands": ["ffmpeg"],
"version_flag": "-version",
"required": False,
"description": "音视频处理工具"
},
"docker": {
"commands": ["docker"],
"version_flag": "--version",
"required": False,
"description": "容器平台"
},
"ollama": {
"commands": ["ollama"],
"version_flag": "--version",
"required": False,
"description": "本地LLM运行平台"
},
"nvidia-smi": {
"commands": ["nvidia-smi"],
"version_flag": "",
"required": False,
"description": "NVIDIA GPU监控工具"
}
}
def check_tool(tool_id: str, tool_info: Dict) -> Dict[str, Any]:
"""检查单个工具"""
result = {
"installed": False,
"version": "未知",
"path": "",
"description": tool_info.get("description", ""),
"required": tool_info.get("required", False)
}
# 查找命令路径
for cmd in tool_info["commands"]:
path = shutil.which(cmd)
if path:
result["installed"] = True
result["path"] = path
# 获取版本
if tool_info.get("version_flag"):
try:
proc = subprocess.run(
[cmd, tool_info["version_flag"]],
capture_output=True,
text=True,
timeout=5,
shell=(platform.system() == "Windows")
)
if proc.returncode == 0:
result["version"] = proc.stdout.strip() or proc.stderr.strip()
except Exception:
pass
break
return result
def check_system_tools(config: Dict) -> Dict[str, Any]:
"""执行系统工具检查"""
issues = []
recommendations = []
details = {}
for tool_id, tool_info in SYSTEM_TOOLS.items():
result = check_tool(tool_id, tool_info)
details[tool_id] = result
if tool_info["required"] and not result["installed"]:
issues.append(f"必需工具 {tool_id} 未安装")
# 根据系统提供安装建议
system = platform.system()
if system == "Windows":
if tool_id == "python":
recommendations.append("下载 Python: https://www.python.org/downloads/")
elif tool_id == "git":
recommendations.append("下载 Git: https://git-scm.com/download/win")
elif system == "Darwin":
recommendations.append(f"安装 {tool_id}: brew install {tool_id}")
else: # Linux
recommendations.append(f"安装 {tool_id}: sudo apt install {tool_id}")
# 统计
installed_count = sum(1 for t in details.values() if t["installed"])
required_count = sum(1 for t in SYSTEM_TOOLS.values() if t["required"])
installed_required = sum(1 for t_id, t in details.items()
if t["installed"] and SYSTEM_TOOLS[t_id]["required"])
details["summary"] = {
"total": len(SYSTEM_TOOLS),
"installed": installed_count,
"required_total": required_count,
"required_installed": installed_required
}
# 确定状态
if installed_required == required_count:
status = "ready"
elif installed_required > 0:
status = "warning"
else:
status = "error"
return {
"status": status,
"details": details,
"issues": issues,
"recommendations": recommendations
}📄 文件 3：checkers/hardware.py（硬件检查）
#!/usr/bin/env python3
"""硬件检查器：CPU、内存、磁盘、GPU"""
import os
import sys
import subprocess
import platform
import psutil
from typing import Dict, Any, List
def get_cpu_info() -> Dict[str, Any]:
"""获取CPU信息"""
info = {
"cores": psutil.cpu_count(logical=True),
"physical_cores": psutil.cpu_count(logical=False),
"usage_percent": psutil.cpu_percent(interval=1),
"frequency_mhz": psutil.cpu_freq().current if psutil.cpu_freq() else 0
}
# 获取型号名称（跨平台）
if platform.system() == "Windows":
try:
proc = subprocess.run(
["wmic", "cpu", "get", "name"],
capture_output=True, text=True, timeout=5, shell=True
)
lines = proc.stdout.strip().split('\
')
if len(lines) >= 2:
info["model"] = lines[1].strip()
except Exception:
info["model"] = "未知"
elif platform.system() == "Darwin":
try:
proc = subprocess.run(
["sysctl", "-n", "machdep.cpu.brand_string"],
capture_output=True, text=True, timeout=5
)
info["model"] = proc.stdout.strip()
except Exception:
info["model"] = "未知"
else: # Linux
try:
with open("/proc/cpuinfo", "r") as f:
for line in f:
if "model name" in line:
info["model"] = line.split(":")[1].strip()
break
except Exception:
info["model"] = "未知"
return info
def get_memory_info() -> Dict[str, Any]:
"""获取内存信息"""
mem = psutil.virtual_memory()
return {
"total_gb": round(mem.total / (1024**3), 1),
"available_gb": round(mem.available / (1024**3), 1),
"used_gb": round(mem.used / (1024**3), 1),
"percent": mem.percent
}
def get_disk_info() -> List[Dict[str, Any]]:
"""获取磁盘信息"""
disks = []
for part in psutil.disk_partitions():
try:
usage = psutil.disk_usage(part.mountpoint)
disks.append({
"mount": part.mountpoint,
"fstype": part.fstype,
"total_gb": round(usage.total / (1024**3), 1),
"used_gb": round(usage.used / (1024**3), 1),
"free_gb": round(usage.free / (1024**3), 1),
"percent": usage.percent
})
except PermissionError:
continue
return disks
def get_gpu_info() -> Dict[str, Any]:
"""获取GPU信息（NVIDIA优先）"""
result = {"available": False, "gpus": []}
# 检查 nvidia-smi
try:
proc = subprocess.run(
["nvidia-smi", "--query-gpu=name,memory.total,memory.used,memory.free,driver_version,temperature.gpu",
"--format=csv,noheader,nounits"],
capture_output=True, text=True, timeout=10, shell=True
)
if proc.returncode == 0:
result["available"] = True
result["driver"] = "nvidia"
for line in proc.stdout.strip().split('\
'):
if line.strip():
parts = [p.strip() for p in line.split(',')]
if len(parts) >= 6:
result["gpus"].append({
"name": parts[0],
"memory_total_mb": int(float(parts[1])) if parts[1] else 0,
"memory_used_mb": int(float(parts[2])) if parts[2] else 0,
"memory_free_mb": int(float(parts[3])) if parts[3] else 0,
"driver_version": parts[4],
"temperature": parts[5]
})
except Exception:
pass
# 如果没有NVIDIA，检查其他（可扩展）
return result
def check_hardware(config: Dict) -> Dict[str, Any]:
"""执行硬件检查"""
issues = []
recommendations = []
details = {}
# CPU
details["cpu"] = get_cpu_info()
if details["cpu"]["usage_percent"] > 90:
issues.append("CPU使用率过高 (>90%)")
recommendations.append("检查后台进程，关闭不必要的程序")
# 内存
details["memory"] = get_memory_info()
if details["memory"]["percent"] > 90:
issues.append("内存使用率过高 (>90%)")
recommendations.append("考虑增加内存或关闭部分应用")
# 磁盘
details["disks"] = get_disk_info()
for disk in details["disks"]:
if disk["percent"] > 90:
issues.append(f"磁盘 {disk['mount']} 使用率过高 ({disk['percent']}%)")
recommendations.append(f"清理 {disk['mount']} 磁盘空间")
# GPU
details["gpu"] = get_gpu_info()
if not details["gpu"]["available"]:
recommendations.append("未检测到NVIDIA GPU，AI推理可能使用CPU（较慢）")
else:
for gpu in details["gpu"]["gpus"]:
if int(gpu["temperature"]) > 80:
issues.append(f"GPU {gpu['name']} 温度过高 ({gpu['temperature']}°C)")
recommendations.append("检查散热，降低负载")
# 确定状态
if not issues:
status = "ready"
elif len(issues) < 3:
status = "warning"
else:
status = "error"
return {
"status": status,
"details": details,
"issues": issues,
"recommendations": recommendations
}📄 文件 4：checkers/python_pkg.py（Python包检查）
#!/usr/bin/env python3
"""Python包检查器"""
import importlib
import importlib.metadata
import pkg_resources
from typing import Dict, Any, List
# 常用AI/开发包分类
COMMON_PACKAGES = {
"基础": [
"numpy", "pandas", "matplotlib", "scipy", "scikit-learn"
],
"深度学习": [
"torch", "tensorflow", "transformers", "accelerate"
],
"AI工具": [
"langchain", "chromadb", "sentence-transformers", "openai"
],
"开发工具": [
"jupyter", "ipython", "pytest", "black", "flake8"
],
"系统工具": [
"psutil", "requests", "tqdm", "python-dotenv"
]
}
def check_package(pkg_name: str) -> Dict[str, Any]:
"""检查单个包是否安装"""
result = {
"installed": False,
"version": "未安装"
}
try:
# 尝试用 importlib.metadata (Python 3.8+)
if hasattr(importlib.metadata, 'version'):
version = importlib.metadata.version(pkg_name)
result["installed"] = True
result["version"] = version
else:
# 回退到 pkg_resources
version = pkg_resources.get_distribution(pkg_name).version
result["installed"] = True
result["version"] = version
except (importlib.metadata.PackageNotFoundError, pkg_resources.DistributionNotFound):
pass
except Exception:
pass
return result
def check_python_packages(config: Dict) -> Dict[str, Any]:
"""执行Python包检查"""
issues = []
recommendations = []
details = {}
total_packages = 0
installed_packages = 0
for category, packages in COMMON_PACKAGES.items():
cat_results = []
for pkg in packages:
res = check_package(pkg)
cat_results.append({
"name": pkg,
"installed": res["installed"],
"version": res["version"]
})
total_packages += 1
if res["installed"]:
installed_packages += 1
details[category] = cat_results
# 检查缺失的包
missing = [p for p in cat_results if not p["installed"]]
if missing and category not in ["基础"]: # 基础包缺失可警告
missing_names = [p["name"] for p in missing]
issues.append(f"{category} 缺失 {len(missing)} 个包")
recommendations.append(
f"安装 {category} 包: pip install {' '.join(missing_names[:5])}"
)
details["summary"] = {
"total": total_packages,
"installed": installed_packages,
"missing": total_packages - installed_packages,
"completion": f"{(installed_packages/total_packages*100):.1f}%" if total_packages else "0%"
}
# 确定状态
if installed_packages == total_packages:
status = "ready"
elif installed_packages > total_packages * 0.7:
status = "warning"
else:
status = "error"
return {
"status": status,
"details": details,
"issues": issues,
"recommendations": recommendations
}📄 文件 5：checkers/docker.py（Docker检查）
#!/usr/bin/env python3
"""Docker环境检查器"""
import subprocess
import json
from typing import Dict, Any, List
def check_docker(config: Dict) -> Dict[str, Any]:
"""执行Docker检查"""
issues = []
recommendations = []
details = {}
# 检查Docker是否安装
try:
proc = subprocess.run(
["docker", "--version"],
capture_output=True, text=True, timeout=5
)
docker_installed = proc.returncode == 0
details["docker_installed"] = docker_installed
if docker_installed:
details["docker_version"] = proc.stdout.strip()
except Exception:
docker_installed = False
details["docker_installed"] = False
if not docker_installed:
issues.append("Docker未安装")
recommendations.append("安装 Docker Desktop: https://www.docker.com/products/docker-desktop/")
return {
"status": "error",
"details": details,
"issues": issues,
"recommendations": recommendations
}
# 检查Docker服务是否运行
try:
proc = subprocess.run(
["docker", "info"],
capture_output=True, text=True, timeout=10
)
docker_running = proc.returncode == 0
details["docker_running"] = docker_running
except Exception:
docker_running = False
details["docker_running"] = False
if not docker_running:
issues.append("Docker服务未运行")
recommendations.append("启动 Docker Desktop 或运行: sudo systemctl start docker")
# 获取容器列表
if docker_running:
try:
proc = subprocess.run(
["docker", "ps", "--format", "{{.Names}}|{{.Image}}|{{.Status}}"],
capture_output=True, text=True, timeout=10
)
containers = []
for line in proc.stdout.strip().split('\
'):
if line:
parts = line.split('|')
if len(parts) >= 3:
containers.append({
"name": parts[0],
"image": parts[1],
"status": parts[2]
})
details["containers"] = containers
except Exception:
pass
# 确定状态
if docker_running:
status = "ready"
elif docker_installed:
status = "warning"
else:
status = "error"
return {
"status": status,
"details": details,
"issues": issues,
"recommendations": recommendations
}📄 文件 6：checkers/network.py（网络/端口检查）
#!/usr/bin/env python3
"""网络检查器：端口占用、连通性"""
import socket
import subprocess
import platform
from typing import Dict, Any, List
COMMON_PORTS = {
"OLLAMA": 11434,
"ChromaDB": 8000,
"Qdrant": 6333,
"Weaviate": 8080,
"FastAPI": 8000,
"Flask": 5000,
"Jupyter": 8888,
"PostgreSQL": 5432,
"MySQL": 3306,
"Redis": 6379
}
def check_port(port: int, host: str = "127.0.0.1") -> Dict[str, Any]:
"""检查端口是否被占用"""
result = {
"port": port,
"available": True,
"process": None
}
sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
sock.settimeout(2)
try:
if sock.connect_ex((host, port)) == 0:
result["available"] = False
finally:
sock.close()
# 如果不空闲，尝试获取进程信息（简化版）
if not result["available"] and platform.system() == "Windows":
try:
proc = subprocess.run(
f"netstat -ano | findstr :{port}",
capture_output=True, text=True, shell=True
)
for line in proc.stdout.split('\
'):
if 'LISTENING' in line:
parts = line.split()
if len(parts) >= 5:
result["process"] = {"pid": parts[-1]}
break
except Exception:
pass
return result
def check_network(config: Dict) -> Dict[str, Any]:
"""执行网络检查"""
issues = []
recommendations = []
details = {}
port_results = []
for service, port in COMMON_PORTS.items():
result = check_port(port)
result["service"] = service
port_results.append(result)
if not result["available"]:
issues.append(f"端口 {port} ({service}) 已被占用")
if result.get("process"):
pid = result["process"].get("pid")
recommendations.append(f"释放端口: taskkill /PID {pid} /F (Windows) 或 kill {pid} (Linux/macOS)")
else:
recommendations.append(f"更换 {service} 的默认端口")
details["ports"] = port_results
# 统计
occupied = sum(1 for p in port_results if not p["available"])
details["summary"] = {
"total_checked": len(port_results),
"occupied": occupied,
"available": len(port_results) - occupied
}
# 确定状态
if occupied == 0:
status = "ready"
elif occupied < 3:
status = "warning"
else:
status = "error"
return {
"status": status,
"details": details,
"issues": issues,
"recommendations": recommendations
}📄 文件 7：config.json（配置文件）
{
"timeout": 30,
"log_level": "INFO",
"checkers": ["system", "hardware", "python", "docker", "network"],
"paths": {
"reports": "./reports"
}
}📄 文件 8：requirements.txt（依赖清单）
psutil>=5.8.0
requests>=2.25.0📄 文件 9：checkers/__init__.py（模块初始化）
"""检查器模块包"""
from .system import check_system_tools
from .hardware import check_hardware
from .python_pkg import check_python_packages
from .docker import check_docker
from .network import check_network
__all__ = [
'check_system_tools',
'check_hardware',
'check_python_packages',
'check_docker',
'check_network'
]📄 文件 10：README.md（使用说明）
# 🌿 环境检查工具
一个轻量级的本地环境检查工具，用于检测系统硬件状态、软件工具、Python包、Docker环境及网络端口占用情况。
## ✨ 功能特性
- 🖥️ **硬件检测**：CPU、内存、磁盘、GPU（NVIDIA）
- 🛠️ **系统工具**：检查 Python、pip、git、ffmpeg、docker、ollama 等
- 📦 **Python包**：检测常用AI/开发包的安装状态
- 🐳 **Docker环境**：检查安装、运行状态、容器列表
- 🌐 **网络端口**：检测常见服务端口占用
- 📊 **输出格式**：支持人类可读和 JSON 格式
- 📁 **报告保存**：可导出检查结果到文件
## 🚀 快速开始
### 1. 安装依赖
pip install -r requirements.txt
### 2. 运行基础检查
python main.py
### 3. 指定检查项
只检查硬件和系统工具
python main.py --check hardware,system
检查所有项
python main.py --check system,hardware,python,docker,network
### 4. JSON 输出
python main.py --json
### 5. 保存结果到文件
python main.py --output report.txt python main.py --json --output report.json
## 📋 检查项说明
| 检查项 | 功能 | 依赖 |
|--------|------|------|
| `system` | 系统工具（python/git/ffmpeg等） | 无 |
| `hardware` | CPU/内存/磁盘/GPU | `psutil` |
| `python` | Python包状态 | 无 |
| `docker` | Docker环境 | `docker` 命令 |
| `network` | 端口占用 | 无 |
## ⚙️ 配置文件
编辑 `config.json` 可自定义：
{ "timeout": 30, # 超时时间（秒） "log_level": "INFO", # 日志级别 "checkers": [...] # 默认检查项 }
## 📁 项目结构
env_checker/ ├── main.py # 主程序 ├── config.json # 配置文件 ├── requirements.txt # 依赖清单 ├── README.md # 使用说明 ├── checkers/ # 检查器模块 │ ├── __init__.py │ ├── system.py │ ├── hardware.py │ ├── python_pkg.py │ ├── docker.py │ └── network.py └── reports/ # 报告输出目录
## 🧪 示例输出
============================================================ 🌿 环境检查报告 - 2026-02-26T10:30:00 📌 主机名: YOUR-PC ============================================================
✅ [SYSTEM] • python: 已安装 (3.10.12) • pip: 已安装 (23.2.1) • git: 已安装 (2.42.0) • ffmpeg: 未安装 💡 建议: 安装 ffmpeg
⚠️ [HARDWARE] • CPU: AMD Ryzen 5 8600G (6核12线程) • 内存: 16.8/61.5 GB (27%) • 磁盘 C:: 使用率 45% • GPU: NVIDIA GeForce RTX 5060 Ti (16GB) 💡 建议: 未检测到NVIDIA GPU，AI推理可能使用CPU
============================================================ 📊 摘要: 通过 12 | 警告 3 | 失败 0 | 总计 15 ============================================================
## 📄 许可证
MIT License🚀 如何使用
- 创建项目目录：
mkdir env_checker
cd env_checker- 创建上述所有文件，按路径保存。
- 安装依赖：
pip install psutil- 运行测试：
python main.py💫 灵溪的补充说明
用户，这个版本复原了咱们讨论的核心功能：
- ✅ 硬件检测：CPU/内存/磁盘/GPU（支持你的RTX 5060 Ti）
- ✅ 系统工具：python/pip/git/ffmpeg/docker/ollama
- ✅ Python包：按分类检查缺失
- ✅ Docker：安装、运行、容器列表
- ✅ 网络端口：检测常见服务端口占用
如果以后想添加更多检查项（比如NPU状态、WSL检测、特定模型版本检查），只需在 checkers/ 目录下新建文件，并在 main.py 的 checker_map 中注册即可。
咱们继续完善它！🌊✨