init datamate

runtime/ops/mapper/ip_address_cleaner/__init__.py

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+# -*- coding: utf-8 -*-
+
+from datamate.core.base_op import OPERATORS
+
+OPERATORS.register_module(module_name='AnonymizedIpAddress',
+                          module_path="ops.mapper.ip_address_cleaner.process")

runtime/ops/mapper/ip_address_cleaner/metadata.yml

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+name: 'IP地址匿名化'
+name_en: 'IP Address Anonymization'
+description: 'IP地址匿名化'
+description_en: 'Anonymizes IP addresses.'
+language: 'python'
+vendor: 'huawei'
+raw_id: 'AnonymizedIpAddress'
+version: '1.0.0'
+types:
+  - 'cleanse'
+modal: 'text'
+effect:
+  before: '这个是IP地址：10.x.x.10'
+  after: '这个是IP地址：<ip>'
+inputs: 'text'
+outputs: 'text'

runtime/ops/mapper/ip_address_cleaner/process.py

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+#!/user/bin/python
+# -*- coding: utf-8 -*-
+
+"""
+Description: 身份证号码匿名化插件
+Create: 2024/12/26 15:43
+"""
+import ipaddress
+import re
+import time
+from typing import Dict, Any
+
+from loguru import logger
+
+from datamate.core.base_op import Mapper
+
+
+class AnonymizedIpAddress(Mapper):
+    def __init__(self, *args, **kwargs):
+        # IP地址校验
+        # X.X.X.X与四级目录格式相同，避免误清洗，该格式的IP地址必须匹配 IP/IP地址等字样
+        super().__init__(*args, **kwargs)
+        self.ipv4_1_and_prefix_pattern = r'ip(地址| address|v4)?( |:|：)*(?<![\.\d])'
+        # X.X.X.X
+        self.ipv4_pattern = r'(?<![\.\d])\d\.\d\.\d\.\d(?![\.\d])'
+        self.ipv4_re_compile = re.compile(r"(?<![\d.])(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})(?![.\d])")
+        self.ipv6_re_compile = re.compile(r"(?<![0-9a-fA-F:])(([0-9a-fA-F]{0,4}:)+[0-9a-fA-F]{0,4})(?![0-9a-fA-F:])")
+
+    @staticmethod
+    def verify_ip_address(ip):
+        """验证字符串是否为合法ip地址"""
+        try:
+            ipaddress.ip_address(ip)
+        except ValueError:
+            return False
+        return True
+
+    def execute(self, sample: Dict[str, Any]) -> Dict[str, Any]:
+        start = time.time()
+        sample[self.text_key] = self._ip_address_filter(sample[self.text_key])
+        logger.info(f"fileName: {sample[self.filename_key]}, method: IPAddressCleaner costs {time.time() - start:6f} s")
+        return sample
+
+    def filter_ipv4(self, ipv4, line):
+        """ipv4地址匿名化"""
+        if not self.verify_ip_address(ipv4):
+            return line
+        ipv4_format = ipv4.replace(".", "\\.")
+        # 非单字节ip地址直接匿名化
+        if not re.search(self.ipv4_pattern, "【" + ipv4 + "】"):
+            line = re.compile(r"(?<![\d.])" + ipv4_format + r"(?![.\d])").sub("<ip>", line)
+        elif re.search(self.ipv4_1_and_prefix_pattern + ipv4_format + r"(?![.\d])", line, re.IGNORECASE):
+            # 单字节ip地址需搜索关键字眼，有关键字眼则段落中单字节ip地址匿名化
+            line = re.compile(self.ipv4_pattern).sub("<ip>", line)
+        return line
+
+    def _ip_address_filter(self, input_data: str):
+        """ IPv4、IPv6地址匿名化"""
+        lines = input_data.split("\n")
+        line_list = []
+        for line in lines:
+            # 为防止IP地址处于段落开头或结尾不能被匹配，需要在字符串首尾加占位符
+            line = ''.join(['【', line, '】'])
+            ipv4_groups = self.ipv4_re_compile.findall(line)
+            for ipv4 in ipv4_groups:
+                line = self.filter_ipv4(ipv4, line)
+            ipv6_groups = self.ipv6_re_compile.findall(line)
+            for group in ipv6_groups:
+                ipv6 = group[0]
+                if ipv6 and self.verify_ip_address(ipv6):
+                    line = re.compile(r"(?<![0-9a-fA-F:])" + ipv6 + "(?![0-9a-fA-F:])").sub("<ip>", line)
+            line_list.append(line[1:-1])
+        text = "\n".join([line.strip() for line in line_list])
+        return text