{"id":88438,"date":"2026-08-01T08:09:06","date_gmt":"2026-08-01T00:09:06","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/88438.html"},"modified":"2026-08-01T08:09:06","modified_gmt":"2026-08-01T00:09:06","slug":"%e7%ac%ac8%e7%ab%a0%ef%bc%9apython%e5%ad%97%e7%ac%a6%e4%b8%b2%e3%80%81%e6%ad%a3%e5%88%99%e4%b8%8e%e6%96%87%e4%bb%b6-i-o-%e5%af%b9%e8%b4%a6%e6%96%87%e4%bb%b6%e6%97%a5%e6%b8%85","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/88438.html","title":{"rendered":"\u7b2c8\u7ae0\uff1aPython\u5b57\u7b26\u4e32\u3001\u6b63\u5219\u4e0e\u6587\u4ef6 I\/O\u2014\u2014\u5bf9\u8d26\u6587\u4ef6\u65e5\u6e05"},"content":{"rendered":"<h3>1. \u9879\u76ee\u80cc\u666f<\/h3>\n<h4>\u4e1a\u52a1\u573a\u666f<\/h4>\n<p>\u98df\u5149\u96c6\u5e02\u6bcf\u5929\u65e9\u4e0a 8 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CSV&#xff0c;\u7528 open(&#039;duizhang.csv&#039;) \u6253\u5f00&#xff0c;Python \u5c31\u62a5\u7f16\u7801\u9519\u8bef\u3002\u6211\u8bd5\u4e86 UTF-8 \u4e0d\u884c&#xff0c;\u52a0\u4e86 encoding&#061;&#039;gbk&#039; \u53c8\u62a5\u53e6\u4e00\u4e2a\u9519\u2014\u2014\u6211\u5230\u5e95\u600e\u4e48\u77e5\u9053\u6587\u4ef6\u7528\u4ec0\u4e48\u7f16\u7801&#xff1f;\u201d<\/p>\n<p>\u5c0f\u767d&#xff1a;\u201c\u8fd9\u662f\u4e00\u4e2a\u5f88\u5b9e\u9645\u7684\u95ee\u9898\u3002Python \u6ca1\u6709\u5185\u7f6e\u7684\u7f16\u7801\u68c0\u6d4b\u529f\u80fd&#xff0c;\u4f46\u6709\u4e2a chardet \u5e93\u53ef\u4ee5\u505a\u3002\u4f46\u6211\u60f3\u95ee\u4e2a\u66f4\u6839\u672c\u7684\u95ee\u9898\u2014\u2014\u4e3a\u4ec0\u4e48\u6211\u4eec\u5141\u8bb8\u6bcf\u4e2a\u652f\u4ed8\u6e20\u9053\u8fd4\u56de\u4e0d\u540c\u7f16\u7801\u7684\u6587\u4ef6&#xff1f;\u670d\u52a1\u7aef\u7684 API \u5951\u7ea6\u4e0d\u5e94\u8be5\u7edf\u4e00\u6210 UTF-8 \u5417&#xff1f;\u201d<\/p>\n<p>\u5927\u5e08&#xff1a;\u201c\u5c0f\u767d\u8bf4\u5230\u4e86\u67b6\u6784\u5c42\u9762\u2014\u2014\u4ece\u6e90\u5934\u7edf\u4e00\u7f16\u7801\u662f\u6700\u4f18\u89e3\u3002\u4f46\u73b0\u5b9e\u662f&#xff1a;\u4f60\u8fd9\u5468\u5c31\u8981\u4e0a\u7ebf&#xff0c;\u94f6\u8054\u90a3\u8fb9\u6539\u63a5\u53e3\u6392\u671f\u5230\u4e24\u4e2a\u6708\u540e\u3002\u6240\u4ee5\u6211\u4eec\u9700\u8981\u5bb9\u5fcd\u6df7\u4e71&#xff0c;\u4f46\u4fdd\u6301\u81ea\u5df1\u7684\u8fb9\u754c\u3002\u201d<\/p>\n<p>&#034;\u7f16\u7801\u95ee\u9898\u4e0a&#xff0c;\u6709\u4e09\u4e2a\u9632\u5b88\u7b56\u7565&#xff1a;<\/p>\n<li>open(path, encoding&#061;&#039;utf-8-sig&#039;)\u2014\u2014\u5904\u7406 UTF-8 BOM&#xff0c;-sig \u540e\u7f00\u544a\u8bc9 Python \u81ea\u52a8\u8df3\u8fc7\u5f00\u5934\u7684 \\\\ufeff\u3002<\/li>\n<li>errors&#061;&#039;replace&#039; \u6216 errors&#061;&#039;ignore&#039;\u2014\u2014\u9047\u5230\u65e0\u6cd5\u89e3\u7801\u7684\u5b57\u8282&#xff0c;\u7528 &#xfffd; \u66ff\u4ee3\u6216\u8df3\u8fc7\u3002\u9002\u7528\u4e8e\u2019\u5148\u8dd1\u901a\u518d\u5b8c\u5584\u2019\u7684\u573a\u666f&#xff0c;\u4f46\u8981\u6ce8\u610f\u53ef\u80fd\u4e22\u6570\u636e\u3002<\/li>\n<li>\u7528 chardet \u6216 cchardet \u63a2\u6d4b\u7f16\u7801\u2014\u2014\u5bf9\u4e8e\u6765\u6e90\u5b8c\u5168\u4e0d\u786e\u5b9a\u7684\u6587\u4ef6&#xff0c;\u5148\u8bfb 10KB \u5b57\u8282&#xff0c;\u731c\u51fa\u7f16\u7801\u518d\u6253\u5f00\u3002<\/li>\n<p>\u6700\u597d\u7684\u65b9\u6848&#xff1a;API \u51fa\u53e3\u7edf\u4e00 UTF-8&#xff0c;\u6587\u4ef6\u5165\u53e3\u5bb9\u9519\u5904\u7406\u3002&#034;<\/p>\n<p>\u6280\u672f\u6620\u5c04&#xff1a;\u7f16\u7801\u95ee\u9898 &#061; \u4f60\u5728\u56fd\u5916\u6536\u5230\u4e00\u5c01\u624b\u5199\u4fe1\u2014\u2014\u770b\u7740\u662f\u4e2d\u6587&#xff08;GBK&#xff09;&#xff0c;\u4f46\u90ae\u9012\u5458&#xff08;Python&#xff09;\u6309\u82f1\u6587&#xff08;UTF-8&#xff09;\u89e3\u8bfb\u5c31\u6210\u4e71\u7801\u3002\u4f60\u5f97\u5148\u8ba4\u51fa\u8fd9\u662f\u4e2d\u6587&#xff0c;\u518d\u7528\u4e2d\u6587\u8bcd\u5178\u8bfb\u3002<\/p>\n<hr \/>\n<p>\u5c0f\u80d6&#xff1a;\u201c\u7f16\u7801\u6211\u641e\u5b9a\u4e86\u3002\u4f46\u8bfb\u5199\u5927\u6587\u4ef6\u65f6&#xff0c;\u6211\u5199\u4e86 data &#061; f.read() \u7136\u540e\u670d\u52a1\u5668\u5185\u5b58\u5c31\u7206\u4e86\u2014\u20142GB \u7684\u5bf9\u8d26\u6587\u4ef6\u554a&#xff01;\u201d<\/p>\n<p>\u5c0f\u767d&#xff1a;\u201c\u8fd9\u4e2a\u6211\u77e5\u9053\u2014\u2014\u7528 for line in f: \u9010\u884c\u8bfb&#xff0c;Python \u7684\u6587\u4ef6\u5bf9\u8c61\u672c\u8eab\u5c31\u662f\u8fed\u4ee3\u5668\u3002\u4f46\u6211\u9047\u5230\u8fc7\u4e00\u4e2a\u60c5\u51b5&#xff1a;\u6587\u4ef6\u91cc\u6709\u5b57\u6bb5\u672c\u8eab\u5305\u542b\u6362\u884c\u7b26&#xff08;CSV \u4e2d\u88ab\u53cc\u5f15\u53f7\u5305\u88f9\u7684\u591a\u884c\u5b57\u6bb5&#xff09;&#xff0c;\u9010\u884c\u8bfb\u5c31\u65ad\u4e86\u3002\u8fd9\u4e2a\u600e\u4e48\u5904\u7406&#xff1f;\u201d<\/p>\n<p>\u5927\u5e08&#xff1a;\u201c\u597d\u95ee\u9898\u3002\u9010\u884c\u8bfb\u53d6 for line in f \u9002\u7528\u4e8e\u6bcf\u884c\u5bf9\u5e94\u4e00\u6761\u903b\u8f91\u8bb0\u5f55\u7684\u573a\u666f\u3002\u5bf9\u4e8e CSV \u4e2d\u6709\u8f6c\u4e49\u6362\u884c\u7684\u573a\u666f&#xff0c;\u7528 csv.reader \u800c\u4e0d\u662f\u624b\u5199\u89e3\u6790\u2014\u2014csv \u6a21\u5757\u5df2\u7ecf\u5904\u7406\u597d\u4e86\u5f15\u53f7\u5185\u7684\u6362\u884c\u3002\u201d<\/p>\n<p>&#034;\u5927\u6587\u4ef6\u5904\u7406\u7684\u4e09\u677f\u65a7&#xff1a;<\/p>\n<li>for line in f\u2014\u2014\u5185\u5b58\u4e2d\u53ea\u6709\u5f53\u524d\u884c&#xff0c;\u6700\u7701\u5185\u5b58\u3002\u9002\u5408\u7eaf\u884c\u7ea7\u5904\u7406\u3002<\/li>\n<li>f.read(chunk_size)\u2014\u2014\u6309\u5757\u8bfb\u53d6&#xff0c;\u9002\u5408\u9700\u8981\u8de8\u884c\u89e3\u6790\u7684\u573a\u666f&#xff08;\u5982 XML&#xff09;\u3002<\/li>\n<li>csv.reader(f)\u2014\u2014\u6807\u51c6\u7684 CSV \u9010\u884c\u8fed\u4ee3\u5668&#xff0c;\u81ea\u52a8\u5904\u7406\u5f15\u53f7\u548c\u6362\u884c\u3002&#034;<\/li>\n<p>\u201c\u4f46\u6709\u4e00\u4e2a\u91cd\u8981\u7684\u5751\u2014\u2014Windows \u548c Linux \u7684\u6362\u884c\u7b26\u4e0d\u540c\u3002Python 3 \u7684 open() \u9ed8\u8ba4\u542f\u7528\u901a\u7528\u6362\u884c\u6a21\u5f0f&#xff08;universal newlines&#xff09;&#xff0c;\u8bfb\u5165\u65f6 \\\\r\\\\n\u3001\\\\r\u3001\\\\n \u90fd\u7edf\u4e00\u8f6c\u6362\u4e3a \\\\n\u3002\u8fd9\u5728\u4f60\u505a\u591a\u5e73\u53f0\u6587\u4ef6\u5904\u7406\u65f6\u662f\u6551\u547d\u7684\u7279\u6027&#xff0c;\u4f46\u8981\u6ce8\u610f&#xff1a;\u7528 open(path, newline&#061;&#039;&#039;) \u53ef\u4ee5\u7981\u7528\u8fd9\u4e2a\u884c\u4e3a\u2014\u2014\u6bd4\u5982\u4f60\u9700\u8981\u4fdd\u7559\u539f\u59cb\u6362\u884c\u7b26\u5199\u5165\u65f6\u3002\u201d<\/p>\n<p>\u6280\u672f\u6620\u5c04&#xff1a;\u9010\u884c\u8bfb\u53d6 &#061; \u5403\u6d41\u6c34\u9762\u2014\u2014\u6765\u4e00\u7897\u5403\u4e00\u7897&#xff0c;\u4e0d\u9700\u8981\u4e00\u5f20\u80fd\u653e 100 \u7897\u9762\u7684\u684c\u5b50\u3002csv.reader &#061; \u5bff\u53f8\u4f20\u9001\u5e26\u2014\u2014\u4e0d\u4ec5\u9010\u76d8\u62ff&#xff0c;\u8fd8\u628a\u6bcf\u4e2a\u5bff\u53f8\u7684\u914d\u6599&#xff08;\u5b57\u6bb5&#xff09;\u5206\u597d\u4e86\u3002<\/p>\n<hr \/>\n<p>\u5c0f\u80d6&#xff1a;\u201c\u6b63\u5219\u5462&#xff1f;\u6211\u8981\u4ece\u4e00\u5806\u652f\u4ed8\u56de\u6267\u91cc\u63d0\u53d6\u8ba2\u5355\u53f7&#xff0c;\u6709\u7684\u53eb ORDER_ID&#061;ABC-123&#xff0c;\u6709\u7684\u53eb orderId&#061;ABC-123&#xff0c;\u6709\u7684\u662f &#034;\u8ba2\u5355\u53f7&#034;:&#034;ABC-123&#034;\u3002\u2014\u2014\u8fd9\u600e\u4e48\u5199\u4e00\u4e2a\u6b63\u5219\u5168\u90e8\u5339\u914d&#xff1f;\u201d<\/p>\n<p>\u5c0f\u767d&#xff1a;\u201c\u6b63\u5219\u662f\u4e2a\u597d\u5de5\u5177&#xff0c;\u4f46\u4e5f\u662f\u53cc\u5203\u5251\u3002\u6211\u89c1\u8fc7\u4e00\u4e2a\u6b63\u5219\u6709 200 \u4e2a\u5b57\u7b26&#xff0c;\u5199\u7684\u4eba\u81ea\u5df1\u4e00\u5468\u540e\u90fd\u770b\u4e0d\u61c2\u3002\u600e\u4e48\u5224\u65ad\u4e00\u4e2a\u6b63\u5219\u662f\u2019\u591f\u7528\u2019\u8fd8\u662f\u2019\u8fc7\u5ea6\u2019\u4e86&#xff1f;\u8fd8\u6709 re.match\u3001re.search\u3001re.fullmatch \u7684\u533a\u522b&#xff0c;\u5f88\u591a\u4eba\u641e\u4e0d\u6e05\u3002\u201d<\/p>\n<p>\u5927\u5e08&#xff1a;\u201c\u6b63\u5219\u7684\u6838\u5fc3\u601d\u60f3\u662f\u63cf\u8ff0\u6a21\u5f0f\u800c\u975e\u5217\u4e3e\u60c5\u51b5\u3002\u4ee5\u8ba2\u5355\u53f7\u63d0\u53d6\u4e3a\u4f8b\u2014\u2014\u8ba2\u5355\u53f7\u7684\u672c\u8d28\u662f\u2019\u4ee5 ABC- \u5f00\u5934&#xff0c;\u540e\u8ddf\u4e09\u4f4d\u6570\u5b57\u2019\u3002\u4e0d\u7ba1\u4f60\u524d\u9762\u7684\u6807\u7b7e\u53eb ORDER_ID \u8fd8\u662f orderId \u8fd8\u662f \u8ba2\u5355\u53f7&#xff0c;\u8ba2\u5355\u53f7\u7684\u56fa\u6709\u6a21\u5f0f\u662f ABC-\\\\d{3}\u3002\u201d<\/p>\n<p><span class=\"token keyword\">import<\/span> re<\/p>\n<p>ORDER_ID_PATTERN <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;ABC-\\\\d{3}&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u4e09\u79cd\u90fd\u80fd\u5339\u914d\u7684\u6587\u672c<\/span><br \/>\ntexts <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token string\">&#039;ORDER_ID&#061;ABC-123&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#039;&#034;orderId&#034;:&#034;ABC-456&#034;&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#039;\u8ba2\u5355\u53f7:ABC-789&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token keyword\">for<\/span> text <span class=\"token keyword\">in<\/span> texts<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">match<\/span> <span class=\"token operator\">&#061;<\/span> ORDER_ID_PATTERN<span class=\"token punctuation\">.<\/span>search<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># search \u67e5\u627e\u4efb\u610f\u4f4d\u7f6e<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">match<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">match<\/span><span class=\"token punctuation\">.<\/span>group<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># ABC-123, ABC-456, ABC-789<\/span><\/p>\n<p>&#034;\u5173\u4e8e\u4e09\u4e2a\u51fd\u6570\u7684\u533a\u522b&#xff1a;<\/p>\n<ul>\n<li>re.match()\u2014\u2014\u4ece\u5b57\u7b26\u4e32\u5f00\u5934\u5f00\u59cb\u5339\u914d&#xff0c;\u76f8\u5f53\u4e8e\u5728 pattern \u524d\u81ea\u52a8\u52a0\u4e86 ^\u3002\u9002\u5408\u6821\u9a8c\u6574\u4f53\u683c\u5f0f\u3002<\/li>\n<li>re.search()\u2014\u2014\u5728\u5b57\u7b26\u4e32\u4efb\u610f\u4f4d\u7f6e\u641c\u7d22\u7b2c\u4e00\u4e2a\u5339\u914d\u3002\u9002\u5408\u63d0\u53d6\u4fe1\u606f\u3002<\/li>\n<li>re.fullmatch()\u2014\u2014\u6574\u4e2a\u5b57\u7b26\u4e32\u5fc5\u987b\u5b8c\u5168\u5339\u914d\u3002\u9002\u5408\u7cbe\u786e\u6821\u9a8c\u3002<\/li>\n<\/ul>\n<p>\u9009\u62e9\u76f4\u89c9&#xff1a;\u5982\u679c\u4f60\u5728\u8bf4\u2019\u8fd9\u4e2a\u5b57\u7b26\u4e32\u662f\u4e0d\u662f\u4e00\u4e2a\u5408\u6cd5\u7684\u624b\u673a\u53f7\u2019\u2192 \u7528 fullmatch\u3002\u5982\u679c\u4f60\u5728\u8bf4\u2019\u8fd9\u4e2a\u5b57\u7b26\u4e32\u91cc\u6709\u6ca1\u6709\u624b\u673a\u53f7\u2019\u2192 \u7528 search\u3002\u5982\u679c\u4f60\u5728\u8bf4\u2019\u8fd9\u4e2a\u5b57\u7b26\u4e32\u5f00\u5934\u7684\u90e8\u5206\u662f\u4e0d\u662f\u5408\u6cd5\u624b\u673a\u53f7\u2019\u2192 \u7528 match\u3002&#034;<\/p>\n<p>\u201c\u81f3\u4e8e\u6b63\u5219\u662f\u5426\u8fc7\u5ea6\u2014\u2014\u4e00\u4e2a\u7b80\u5355\u7684\u5224\u65ad\u6807\u51c6&#xff1a;\u5982\u679c\u4e00\u4e2a\u6b63\u5219\u91cc\u51fa\u73b0\u4e86 3 \u4e2a\u4ee5\u4e0a\u7684\u5d4c\u5957\u5206\u7ec4 ((&#8230;))&#xff0c;\u6216\u8005\u9700\u8981\u6ce8\u91ca\u624d\u80fd\u8bfb\u61c2\u7684 (?&lt;&#061;&#8230;) \u96f6\u5bbd\u65ad\u8a00&#xff0c;\u8003\u8651\u62c6\u6210\u591a\u6b65\u5904\u7406\u3002\u5148\u63d0\u53d6\u7c97\u7c92\u5ea6\u7684\u6587\u672c\u5757&#xff0c;\u518d\u7528\u7b80\u5355\u7684\u5b57\u7b26\u4e32\u65b9\u6cd5\u505a\u7ec6\u7c92\u5ea6\u89e3\u6790\u3002\u201d<\/p>\n<p>\u6280\u672f\u6620\u5c04&#xff1a;\u6b63\u5219 &#061; \u901a\u7f09\u4ee4\u2014\u2014\u4f60\u4e0d\u63cf\u8ff0\u5177\u4f53\u957f\u4ec0\u4e48\u6837&#xff08;\u9ad8\u77ee\u80d6\u7626&#xff09;&#xff0c;\u800c\u662f\u63cf\u8ff0\u6a21\u5f0f&#xff08;\u5de6\u8138\u6709\u75a4\u3001\u6234\u773c\u955c&#xff09;\u3002search &#061; \u5168\u57ce\u641c\u6355&#xff0c;fullmatch &#061; \u5728\u95e8\u53e3\u5835\u7740\u67e5\u9a8c\u8eab\u4efd\u8bc1\u3002<\/p>\n<hr \/>\n<h3>3. \u9879\u76ee\u5b9e\u6218&#xff1a;\u81ea\u52a8\u5bf9\u8d26\u5de5\u5177<\/h3>\n<h4>\u73af\u5883\u51c6\u5907<\/h4>\n<table>\n<tr>\u4f9d\u8d56\u7248\u672c\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>Python<\/td>\n<td>3.13.14<\/td>\n<td>\u57fa\u51c6\u7248\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u65e0\u9700\u7b2c\u4e09\u65b9\u5e93<\/td>\n<td>\u2014<\/td>\n<td>re\u3001csv\u3001json\u3001pathlib \u5747\u4e3a\u6807\u51c6\u5e93<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span class=\"token function\">mkdir<\/span> foodmarket-ch08 <span class=\"token operator\">&amp;&amp;<\/span> <span class=\"token builtin class-name\">cd<\/span> foodmarket-ch08<br \/>\npython <span class=\"token parameter variable\">-m<\/span> venv .venv<br \/>\n.venv<span class=\"token punctuation\">\\\\<\/span>Scripts<span class=\"token punctuation\">\\\\<\/span>activate<\/p>\n<h4>\u5206\u6b65\u5b9e\u73b0<\/h4>\n<h5>\u6b65\u9aa41&#xff1a;\u7f16\u5199\u7f16\u7801\u81ea\u9002\u5e94\u6587\u4ef6\u8bfb\u53d6\u5668&#xff08;\u76ee\u6807&#xff1a;\u5904\u7406 UTF-8\/GBK\/BOM \u6df7\u5408\u7f16\u7801&#xff09;<\/h5>\n<p>src\/file_reader.py&#xff1a;<\/p>\n<p><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7f16\u7801\u81ea\u9002\u5e94\u6587\u4ef6\u8bfb\u53d6\u5668&#034;&#034;&#034;<\/span><\/p>\n<p><span class=\"token keyword\">import<\/span> csv<br \/>\n<span class=\"token keyword\">import<\/span> json<br \/>\n<span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Iterator<span class=\"token punctuation\">,<\/span> Any<\/p>\n<p>ENCODINGS_TO_TRY <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;utf-8-sig&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;gbk&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;gb2312&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;latin-1&#034;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">detect_encoding<\/span><span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">:<\/span> Path<span class=\"token punctuation\">,<\/span> sample_size<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">10240<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5c1d\u8bd5\u591a\u4e2a\u7f16\u7801\u6253\u5f00\u6587\u4ef6&#xff0c;\u8fd4\u56de\u7b2c\u4e00\u4e2a\u6210\u529f\u7684\u7f16\u7801&#034;&#034;&#034;<\/span><br \/>\n    raw_bytes <span class=\"token operator\">&#061;<\/span> file_path<span class=\"token punctuation\">.<\/span>read_bytes<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span>sample_size<span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token comment\"># \u7b80\u5355\u542f\u53d1\u5f0f&#xff1a;\u5982\u679c\u524d 3 \u5b57\u8282\u662f BOM&#xff0c;\u9009 utf-8-sig<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> raw_bytes<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">b&#034;\\\\xef\\\\xbb\\\\xbf&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;utf-8-sig&#034;<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6309\u987a\u5e8f\u5c1d\u8bd5<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> enc <span class=\"token keyword\">in<\/span> ENCODINGS_TO_TRY<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            raw_bytes<span class=\"token punctuation\">.<\/span>decode<span class=\"token punctuation\">(<\/span>enc<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> enc<br \/>\n        <span class=\"token keyword\">except<\/span> <span class=\"token punctuation\">(<\/span>UnicodeDecodeError<span class=\"token punctuation\">,<\/span> LookupError<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">continue<\/span><\/p>\n<p>    <span class=\"token comment\"># \u515c\u5e95&#xff1a;latin-1 \u6c38\u8fdc\u4e0d\u4f1a\u5931\u8d25&#xff08;0x00-0xFF \u90fd\u6709\u5bf9\u5e94\u5b57\u7b26&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;latin-1&#034;<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">safe_read_lines<\/span><span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">|<\/span> Path<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Iterator<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5b89\u5168\u9010\u884c\u8bfb\u53d6\u2014\u2014\u81ea\u52a8\u68c0\u6d4b\u7f16\u7801 &#043; \u8df3\u8fc7\u7a7a\u884c&#034;&#034;&#034;<\/span><br \/>\n    path <span class=\"token operator\">&#061;<\/span> Path<span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> path<span class=\"token punctuation\">.<\/span>exists<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> FileNotFoundError<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5bf9\u8d26\u6587\u4ef6\u4e0d\u5b58\u5728: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>file_path<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    encoding <span class=\"token operator\">&#061;<\/span> detect_encoding<span class=\"token punctuation\">(<\/span>path<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[\u6587\u4ef6] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>path<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u2192 \u68c0\u6d4b\u7f16\u7801: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>encoding<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span>path<span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span>encoding<span class=\"token punctuation\">,<\/span> errors<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;replace&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> line <span class=\"token keyword\">in<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n            stripped <span class=\"token operator\">&#061;<\/span> line<span class=\"token punctuation\">.<\/span>rstrip<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n\\\\r&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> stripped<span class=\"token punctuation\">:<\/span>  <span class=\"token comment\"># \u8df3\u8fc7\u7a7a\u884c<\/span><br \/>\n                <span class=\"token keyword\">yield<\/span> stripped<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">read_csv_records<\/span><span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">|<\/span> Path<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8bfb\u53d6 CSV \u5bf9\u8d26\u6587\u4ef6\u4e3a\u5b57\u5178\u5217\u8868&#034;&#034;&#034;<\/span><br \/>\n    path <span class=\"token operator\">&#061;<\/span> Path<span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">)<\/span><br \/>\n    encoding <span class=\"token operator\">&#061;<\/span> detect_encoding<span class=\"token punctuation\">(<\/span>path<span class=\"token punctuation\">)<\/span><\/p>\n<p>    rows <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span>path<span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span>encoding<span class=\"token punctuation\">,<\/span> errors<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;replace&#034;<\/span><span class=\"token punctuation\">,<\/span> newline<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n        reader <span class=\"token operator\">&#061;<\/span> csv<span class=\"token punctuation\">.<\/span>DictReader<span class=\"token punctuation\">(<\/span>f<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> row <span class=\"token keyword\">in<\/span> reader<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u53bb\u9664\u5b57\u6bb5\u540d\u548c\u503c\u7684\u9996\u5c3e\u7a7a\u683c<\/span><br \/>\n            cleaned <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span>k<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span> v<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> k<span class=\"token punctuation\">,<\/span> v <span class=\"token keyword\">in<\/span> row<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> k<span class=\"token punctuation\">}<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span>cleaned<span class=\"token punctuation\">.<\/span>values<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>  <span class=\"token comment\"># \u8df3\u8fc7\u5168\u7a7a\u884c<\/span><br \/>\n                rows<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>cleaned<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> rows<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">read_json_records<\/span><span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">|<\/span> Path<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8bfb\u53d6 JSON \u5bf9\u8d26\u6587\u4ef6\u2014\u2014\u81ea\u52a8\u5904\u7406 JSONL&#xff08;\u6bcf\u884c\u4e00\u4e2a JSON&#xff09;&#034;&#034;&#034;<\/span><br \/>\n    path <span class=\"token operator\">&#061;<\/span> Path<span class=\"token punctuation\">(<\/span>file_path<span class=\"token punctuation\">)<\/span><br \/>\n    encoding <span class=\"token operator\">&#061;<\/span> detect_encoding<span class=\"token punctuation\">(<\/span>path<span class=\"token punctuation\">)<\/span><\/p>\n<p>    raw_text <span class=\"token operator\">&#061;<\/span> path<span class=\"token punctuation\">.<\/span>read_text<span class=\"token punctuation\">(<\/span>encoding<span class=\"token operator\">&#061;<\/span>encoding<span class=\"token punctuation\">,<\/span> errors<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;replace&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u5c1d\u8bd5\u89e3\u6790\u4e3a JSON \u6570\u7ec4<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        data <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>raw_text<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> data<br \/>\n    <span class=\"token keyword\">except<\/span> json<span class=\"token punctuation\">.<\/span>JSONDecodeError<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<p>    <span class=\"token comment\"># \u5c1d\u8bd5 JSONL \u683c\u5f0f&#xff08;\u6bcf\u884c\u4e00\u4e2a JSON \u5bf9\u8c61&#xff09;<\/span><br \/>\n    records <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> line <span class=\"token keyword\">in<\/span> raw_text<span class=\"token punctuation\">.<\/span>split<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        line <span class=\"token operator\">&#061;<\/span> line<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> line<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                records<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>line<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">except<\/span> json<span class=\"token punctuation\">.<\/span>JSONDecodeError<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[\u8b66\u544a] \u8df3\u8fc7\u65e0\u6cd5\u89e3\u6790\u7684\u884c: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>line<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">80]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#8230;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> records<\/p>\n<h5>\u6b65\u9aa42&#xff1a;\u5b9e\u73b0\u8ba2\u5355\u53f7\u6b63\u5219\u63d0\u53d6\u4e0e\u91d1\u989d\u6807\u51c6\u5316&#xff08;\u76ee\u6807&#xff1a;\u6b63\u5219\u5b9e\u6218 &#043; \u5b57\u7b26\u4e32\u5904\u7406&#xff09;<\/h5>\n<p>src\/normalizer.py&#xff1a;<\/p>\n<p><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8ba2\u5355\u53f7\u63d0\u53d6\u4e0e\u91d1\u989d\u6807\u51c6\u5316&#034;&#034;&#034;<\/span><\/p>\n<p><span class=\"token keyword\">import<\/span> re<br \/>\n<span class=\"token keyword\">from<\/span> decimal <span class=\"token keyword\">import<\/span> Decimal<span class=\"token punctuation\">,<\/span> InvalidOperation<\/p>\n<p><span class=\"token comment\"># \u2500\u2500 \u8ba2\u5355\u53f7\u63d0\u53d6 \u2500\u2500<\/span><\/p>\n<p><span class=\"token comment\"># \u98df\u5149\u96c6\u5e02\u8ba2\u5355\u53f7\u683c\u5f0f&#xff1a;SG-\u5e74\u6708\u65e5-\u5e8f\u53f7&#xff0c;\u4f8b\u5982 SG-20250315-00123<\/span><br \/>\nORDER_ID_PATTERN <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;SG-\\\\d{8}-\\\\d{5}&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">extract_order_id<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">|<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4ece\u4efb\u610f\u6587\u672c\u4e2d\u63d0\u53d6\u98df\u5149\u96c6\u5e02\u8ba2\u5355\u53f7&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">match<\/span> <span class=\"token operator\">&#061;<\/span> ORDER_ID_PATTERN<span class=\"token punctuation\">.<\/span>search<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">match<\/span><span class=\"token punctuation\">.<\/span>group<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">match<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p><span class=\"token comment\"># \u2500\u2500 \u91d1\u989d\u6807\u51c6\u5316 \u2500\u2500<\/span><\/p>\n<p>AMOUNT_CLEAN_PATTERN <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;[^\\\\d.-]&#034;<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u79fb\u9664\u975e\u91d1\u989d\u5b57\u7b26<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">normalize_amount<\/span><span class=\"token punctuation\">(<\/span>raw<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Decimal <span class=\"token operator\">|<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5c06\u5404\u79cd\u91d1\u989d\u683c\u5f0f\u6807\u51c6\u5316\u4e3a Decimal<\/p>\n<p>    \u652f\u6301\u8f93\u5165&#xff1a;&#039;19.90&#039;, &#039;1990&#039;&#xff08;\u5206&#xff09;, &#039;19.90 CNY&#039;, &#039;&#xffe5;19.90&#039;, &#039;19,90&#039;<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> raw <span class=\"token keyword\">or<\/span> <span class=\"token keyword\">not<\/span> raw<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p>    cleaned <span class=\"token operator\">&#061;<\/span> raw<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u4e2d\u6587\u91d1\u989d\u7b26\u53f7<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;&#xffe5;&#034;<\/span> <span class=\"token keyword\">in<\/span> cleaned <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;\u00a5&#034;<\/span> <span class=\"token keyword\">in<\/span> cleaned<span class=\"token punctuation\">:<\/span><br \/>\n        cleaned <span class=\"token operator\">&#061;<\/span> cleaned<span class=\"token punctuation\">.<\/span>replace<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#xffe5;&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>replace<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u00a5&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u68c0\u6d4b\u662f\u5426\u4e3a&#034;\u5206&#034;\u5355\u4f4d&#xff08;\u7eaf\u6574\u6570\u4e14\u5927\u4e8e 100 \u7684\u53ef\u80fd\u662f\u5206&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        int_val <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>cleaned<span class=\"token punctuation\">.<\/span>replace<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;,&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token comment\"># \u5982\u679c\u6574\u6570 &gt; 1000 \u4e14\u4e0d\u662f\u6807\u51c6\u4ef7\u683c\u8303\u56f4&#xff0c;\u5047\u8bbe\u662f&#034;\u5206&#034;<\/span><br \/>\n        <span class=\"token comment\"># \u6ce8\u610f&#xff1a;\u8fd9\u4e2a\u542f\u53d1\u5f0f\u9700\u8981\u4e1a\u52a1\u6821\u51c6<\/span><br \/>\n    <span class=\"token keyword\">except<\/span> ValueError<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<p>    <span class=\"token comment\"># \u79fb\u9664\u8d27\u5e01\u540e\u7f00\u548c\u591a\u4f59\u5b57\u7b26<\/span><br \/>\n    cleaned <span class=\"token operator\">&#061;<\/span> AMOUNT_CLEAN_PATTERN<span class=\"token punctuation\">.<\/span>sub<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span> cleaned<span class=\"token punctuation\">.<\/span>replace<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;,&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;.&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    cleaned <span class=\"token operator\">&#061;<\/span> cleaned<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> Decimal<span class=\"token punctuation\">(<\/span>cleaned<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>quantize<span class=\"token punctuation\">(<\/span>Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0.01&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">except<\/span> InvalidOperation<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p><span class=\"token comment\"># \u2500\u2500 \u624b\u673a\u53f7\u4e0e\u8054\u7cfb\u65b9\u5f0f\u63d0\u53d6 \u2500\u2500<\/span><\/p>\n<p>PHONE_PATTERN <span class=\"token operator\">&#061;<\/span> re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#034;1[3-9]\\\\d{9}&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">extract_phone<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">|<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u63d0\u53d6\u6587\u672c\u4e2d\u7684\u624b\u673a\u53f7&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">match<\/span> <span class=\"token operator\">&#061;<\/span> PHONE_PATTERN<span class=\"token punctuation\">.<\/span>search<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">match<\/span><span class=\"token punctuation\">.<\/span>group<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">match<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p><span class=\"token comment\"># \u2500\u2500 \u652f\u4ed8\u65b9\u5f0f\u6807\u51c6\u5316 \u2500\u2500<\/span><\/p>\n<p>PAYMENT_METHOD_MAP <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;\u5fae\u4fe1&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;\u5fae\u4fe1\u652f\u4ed8&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;\u652f\u4ed8\u5b9d&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;alipay&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;alipay&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;alipay&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;\u94f6\u8054&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;unionpay&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;unionpay&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;unionpay&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;\u4e91\u95ea\u4ed8&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;unionpay&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">normalize_payment_method<\/span><span class=\"token punctuation\">(<\/span>raw<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6807\u51c6\u5316\u652f\u4ed8\u65b9\u5f0f&#034;&#034;&#034;<\/span><br \/>\n    cleaned <span class=\"token operator\">&#061;<\/span> raw<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> PAYMENT_METHOD_MAP<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>cleaned<span class=\"token punctuation\">,<\/span> cleaned<span class=\"token punctuation\">)<\/span><\/p>\n<h5>\u6b65\u9aa43&#xff1a;\u5b9e\u73b0\u5bf9\u8d26\u6bd4\u5bf9\u5f15\u64ce&#xff08;\u76ee\u6807&#xff1a;\u5b57\u5178\u6bd4\u5bf9 &#043; \u5dee\u5f02\u62a5\u544a\u751f\u6210&#xff09;<\/h5>\n<p>src\/reconciler.py&#xff1a;<\/p>\n<p><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5bf9\u8d26\u6bd4\u5bf9\u5f15\u64ce\u2014\u2014\u5185\u90e8\u8ba2\u5355 \u2194 \u5916\u90e8\u6e20\u9053\u5bf9\u8d26&#034;&#034;&#034;<\/span><\/p>\n<p><span class=\"token keyword\">import<\/span> json<br \/>\n<span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> datetime<br \/>\n<span class=\"token keyword\">from<\/span> decimal <span class=\"token keyword\">import<\/span> Decimal<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Any<\/p>\n<p><span class=\"token keyword\">from<\/span> src<span class=\"token punctuation\">.<\/span>normalizer <span class=\"token keyword\">import<\/span> extract_order_id<span class=\"token punctuation\">,<\/span> normalize_amount<span class=\"token punctuation\">,<\/span> normalize_payment_method<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">normalize_channel_record<\/span><span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5c06\u5916\u90e8\u6e20\u9053\u8bb0\u5f55\u6807\u51c6\u5316\u4e3a\u5185\u90e8\u5bf9\u8d26\u683c\u5f0f<\/p>\n<p>    \u6bcf\u4e2a\u6e20\u9053\u7684\u5b57\u6bb5\u540d\u4e0d\u540c&#xff0c;\u9700\u8981\u6620\u5c04\u5230\u7edf\u4e00 schema<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token comment\"># \u8bc6\u522b\u6e20\u9053<\/span><br \/>\n    raw_text <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>dumps<span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">,<\/span> ensure_ascii<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u63d0\u53d6\u8ba2\u5355\u53f7<\/span><br \/>\n    order_id <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> key <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;orderId&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;out_trade_no&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;transaction_id&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u8ba2\u5355\u53f7&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> key <span class=\"token keyword\">in<\/span> record<span class=\"token punctuation\">:<\/span><br \/>\n            order_id <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">break<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> order_id<span class=\"token punctuation\">:<\/span><br \/>\n        order_id <span class=\"token operator\">&#061;<\/span> extract_order_id<span class=\"token punctuation\">(<\/span>raw_text<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u63d0\u53d6\u91d1\u989d<\/span><br \/>\n    amount <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> key <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;total_fee&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;totalFee&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u4ea4\u6613\u91d1\u989d&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> key <span class=\"token keyword\">in<\/span> record<span class=\"token punctuation\">:<\/span><br \/>\n            amount <span class=\"token operator\">&#061;<\/span> normalize_amount<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">break<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">:<\/span> order_id<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">:<\/span> amount<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;payment_method&#034;<\/span><span class=\"token punctuation\">:<\/span> normalize_payment_method<span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;method&#034;<\/span><span class=\"token punctuation\">,<\/span> record<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;channel&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> record<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">,<\/span> record<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;trade_state&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;source_raw&#034;<\/span><span class=\"token punctuation\">:<\/span> record<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">normalize_internal_record<\/span><span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6807\u51c6\u5316\u5185\u90e8\u8ba2\u5355\u8bb0\u5f55&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">:<\/span> normalize_amount<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;0&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;payment_method&#034;<\/span><span class=\"token punctuation\">:<\/span> normalize_payment_method<span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;payment_method&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> record<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DiffRecord<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5dee\u5f02\u8bb0\u5f55&#034;&#034;&#034;<\/span><br \/>\n    order_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    diff_type<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>  <span class=\"token comment\"># &#034;amount_mismatch&#034; | &#034;missing_in_channel&#034; | &#034;missing_internal&#034; | &#034;status_mismatch&#034;<\/span><br \/>\n    internal_value<span class=\"token punctuation\">:<\/span> Any<br \/>\n    channel_value<span class=\"token punctuation\">:<\/span> Any<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">reconcile<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    internal_records<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    channel_records<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    channel_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6267\u884c\u5355\u6e20\u9053\u5bf9\u8d26<\/p>\n<p>    Returns:<br \/>\n        dict: {<br \/>\n            &#034;channel&#034;: \u6e20\u9053\u540d,<br \/>\n            &#034;matched&#034;: \u5339\u914d\u6570\u91cf,<br \/>\n            &#034;differences&#034;: \u5dee\u5f02\u5217\u8868,<br \/>\n            &#034;summary&#034;: \u6c47\u603b\u4fe1\u606f,<br \/>\n        }<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token comment\"># \u6807\u51c6\u5316\u5e76\u5efa\u7d22\u5f15<\/span><br \/>\n    internal_map<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> rec <span class=\"token keyword\">in<\/span> internal_records<span class=\"token punctuation\">:<\/span><br \/>\n        norm <span class=\"token operator\">&#061;<\/span> normalize_internal_record<span class=\"token punctuation\">(<\/span>rec<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> norm<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            internal_map<span class=\"token punctuation\">[<\/span>norm<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> norm<\/p>\n<p>    channel_map<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> rec <span class=\"token keyword\">in<\/span> channel_records<span class=\"token punctuation\">:<\/span><br \/>\n        norm <span class=\"token operator\">&#061;<\/span> normalize_channel_record<span class=\"token punctuation\">(<\/span>rec<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> norm<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            channel_map<span class=\"token punctuation\">[<\/span>norm<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> norm<\/p>\n<p>    internal_ids <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span>internal_map<span class=\"token punctuation\">)<\/span><br \/>\n    channel_ids <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span>channel_map<span class=\"token punctuation\">)<\/span><br \/>\n    common_ids <span class=\"token operator\">&#061;<\/span> internal_ids <span class=\"token operator\">&amp;<\/span> channel_ids<\/p>\n<p>    differences <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    total_amount_diff <span class=\"token operator\">&#061;<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;0&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 1. \u5171\u540c\u8ba2\u5355\u2014\u2014\u6bd4\u5bf9\u91d1\u989d\u548c\u72b6\u6001<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> oid <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">sorted<\/span><span class=\"token punctuation\">(<\/span>common_ids<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        internal <span class=\"token operator\">&#061;<\/span> internal_map<span class=\"token punctuation\">[<\/span>oid<span class=\"token punctuation\">]<\/span><br \/>\n        channel <span class=\"token operator\">&#061;<\/span> channel_map<span class=\"token punctuation\">[<\/span>oid<span class=\"token punctuation\">]<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> internal<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">and<\/span> channel<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> internal<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">!&#061;<\/span> channel<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                diff_amount <span class=\"token operator\">&#061;<\/span> internal<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#8211;<\/span> channel<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n                total_amount_diff <span class=\"token operator\">&#043;&#061;<\/span> diff_amount<br \/>\n                differences<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">:<\/span> oid<span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;amount_mismatch&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;internal_amount&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>internal<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;channel_amount&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>channel<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;diff&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>diff_amount<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> internal<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">and<\/span> channel<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> internal<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">!&#061;<\/span> channel<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                differences<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">:<\/span> oid<span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;status_mismatch&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;internal_status&#034;<\/span><span class=\"token punctuation\">:<\/span> internal<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;channel_status&#034;<\/span><span class=\"token punctuation\">:<\/span> channel<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 2. \u5185\u90e8\u6709\u3001\u6e20\u9053\u65e0<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> oid <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">sorted<\/span><span class=\"token punctuation\">(<\/span>internal_ids <span class=\"token operator\">&#8211;<\/span> channel_ids<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        differences<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">:<\/span> oid<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;missing_in_channel&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;internal_amount&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>internal_map<span class=\"token punctuation\">[<\/span>oid<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># 3. \u6e20\u9053\u6709\u3001\u5185\u90e8\u65e0<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> oid <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">sorted<\/span><span class=\"token punctuation\">(<\/span>channel_ids <span class=\"token operator\">&#8211;<\/span> internal_ids<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        differences<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">:<\/span> oid<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;missing_internal&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;channel_amount&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>channel_map<span class=\"token punctuation\">[<\/span>oid<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;channel&#034;<\/span><span class=\"token punctuation\">:<\/span> channel_name<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;generated_at&#034;<\/span><span class=\"token punctuation\">:<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>isoformat<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;internal_total&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>internal_ids<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;channel_total&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>channel_ids<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;matched&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>common_ids<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token number\">1<\/span> <span class=\"token keyword\">for<\/span> d <span class=\"token keyword\">in<\/span> differences <span class=\"token keyword\">if<\/span> d<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;amount_mismatch&#034;<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;amount_mismatches&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">for<\/span> d <span class=\"token keyword\">in<\/span> differences <span class=\"token keyword\">if<\/span> d<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;amount_mismatch&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;missing_in_channel&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">for<\/span> d <span class=\"token keyword\">in<\/span> differences <span class=\"token keyword\">if<\/span> d<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;missing_in_channel&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;missing_internal&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">for<\/span> d <span class=\"token keyword\">in<\/span> differences <span class=\"token keyword\">if<\/span> d<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;missing_internal&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;total_amount_diff&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>total_amount_diff<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;differences&#034;<\/span><span class=\"token punctuation\">:<\/span> differences<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">format_report<\/span><span class=\"token punctuation\">(<\/span>report<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u683c\u5f0f\u5316\u5dee\u5f02\u62a5\u544a\u4e3a\u53ef\u8bfb\u6587\u672c&#034;&#034;&#034;<\/span><br \/>\n    lines <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token string\">&#034;&#061;&#034;<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">60<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  \u98df\u5149\u96c6\u5e02 \u00b7 \u65e5\u5bf9\u8d26\u62a5\u544a&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  \u6e20\u9053: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;channel&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  \u751f\u6210\u65f6\u95f4: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;generated_at&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;&#061;&#034;<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">60<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  \u5185\u90e8\u8ba2\u5355\u603b\u6570: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;internal_total&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  \u6e20\u9053\u8ba2\u5355\u603b\u6570: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;channel_total&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  \u5b8c\u5168\u5339\u914d: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;matched&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  \u91d1\u989d\u4e0d\u4e00\u81f4: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;amount_mismatches&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  \u6e20\u9053\u7f3a\u5931: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;missing_in_channel&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  \u5185\u90e8\u7f3a\u5931: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;missing_internal&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  \u91d1\u989d\u603b\u5dee\u5f02: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;total_amount_diff&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5143&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;differences&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;-&#034;<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">60<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;  \u5dee\u5f02\u660e\u7ec6:&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;-&#034;<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">60<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> diff <span class=\"token keyword\">in<\/span> report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;differences&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            oid <span class=\"token operator\">&#061;<\/span> diff<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            dtype <span class=\"token operator\">&#061;<\/span> diff<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> dtype <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;amount_mismatch&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><br \/>\n                    <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  [<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>dtype<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>oid<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">: \u5185\u90e8 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>diff<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;internal_amount&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> vs &#034;<\/span><\/span><br \/>\n                    <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u6e20\u9053 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>diff<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;channel_amount&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> (\u5dee <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>diff<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;diff&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">)&#034;<\/span><\/span><br \/>\n                <span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">elif<\/span> dtype <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;missing_in_channel&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  [<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>dtype<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>oid<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">: \u5185\u90e8 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>diff<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;internal_amount&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u4f46\u6e20\u9053\u65e0\u8bb0\u5f55&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">elif<\/span> dtype <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;missing_internal&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  [<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>dtype<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>oid<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">: \u6e20\u9053 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>diff<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;channel_amount&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u4f46\u5185\u90e8\u65e0\u8bb0\u5f55&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">elif<\/span> dtype <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;status_mismatch&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><br \/>\n                    <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  [<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>dtype<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>oid<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">: \u5185\u90e8 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>diff<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;internal_status&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> vs &#034;<\/span><\/span><br \/>\n                    <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u6e20\u9053 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>diff<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;channel_status&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n                <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;  \u2713 \u5168\u90e8\u5339\u914d&#xff0c;\u65e0\u5dee\u5f02&#xff01;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>lines<span class=\"token punctuation\">)<\/span><\/p>\n<h5>\u6b65\u9aa44&#xff1a;\u7f16\u5199\u7aef\u5230\u7aef\u6d4b\u8bd5&#xff08;\u76ee\u6807&#xff1a;\u7528\u6a21\u62df\u6570\u636e\u9a8c\u8bc1\u5168\u6d41\u7a0b&#xff09;<\/h5>\n<p>tests\/test_reconcile.py&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> json<br \/>\n<span class=\"token keyword\">import<\/span> pytest<br \/>\n<span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path<br \/>\n<span class=\"token keyword\">from<\/span> src<span class=\"token punctuation\">.<\/span>file_reader <span class=\"token keyword\">import<\/span> safe_read_lines<span class=\"token punctuation\">,<\/span> read_csv_records<br \/>\n<span class=\"token keyword\">from<\/span> src<span class=\"token punctuation\">.<\/span>normalizer <span class=\"token keyword\">import<\/span> extract_order_id<span class=\"token punctuation\">,<\/span> normalize_amount<span class=\"token punctuation\">,<\/span> normalize_payment_method<br \/>\n<span class=\"token keyword\">from<\/span> src<span class=\"token punctuation\">.<\/span>reconciler <span class=\"token keyword\">import<\/span> reconcile<span class=\"token punctuation\">,<\/span> normalize_channel_record<\/p>\n<p>FIXTURES <span class=\"token operator\">&#061;<\/span> Path<span class=\"token punctuation\">(<\/span>__file__<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>parent <span class=\"token operator\">\/<\/span> <span class=\"token string\">&#034;fixtures&#034;<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TestOrderIdExtraction<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_standard_format<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> extract_order_id<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8ba2\u5355 SG-20250315-00123 \u5df2\u652f\u4ed8&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;SG-20250315-00123&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_json_format<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        text <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#039;&#034;orderId&#034;: &#034;SG-20250315-00456&#034;&#039;<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> extract_order_id<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;SG-20250315-00456&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_no_match<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> extract_order_id<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8ba2\u5355\u53f7 ABC-123 \u5df2\u652f\u4ed8&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TestAmountNormalization<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_decimal_format<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> normalize_amount<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;19.90&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;19.90&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_with_currency<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> normalize_amount<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;19.90 CNY&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;19.90&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_chinese_yuan<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> normalize_amount<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#xffe5;19.90&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> Decimal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;19.90&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_empty<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> normalize_amount<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> normalize_amount<span class=\"token punctuation\">(<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_invalid<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> normalize_amount<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;not-a-number&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TestPaymentMethod<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_wechat_variants<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> normalize_payment_method<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5fae\u4fe1&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> normalize_payment_method<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5fae\u4fe1\u652f\u4ed8&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> normalize_payment_method<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TestReconcileEngine<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_perfect_match<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        internal <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;SG-20250315-00001&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;50.00&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;payment_method&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;paid&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><br \/>\n        channel <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;orderId&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;SG-20250315-00001&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;total_fee&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;50.00&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;method&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;paid&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><br \/>\n        report <span class=\"token operator\">&#061;<\/span> reconcile<span class=\"token punctuation\">(<\/span>internal<span class=\"token punctuation\">,<\/span> channel<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount_mismatches&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;matched&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_amount_mismatch<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        internal <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;SG-20250315-00001&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;50.00&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;payment_method&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;paid&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><br \/>\n        channel <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;orderId&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;SG-20250315-00001&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;total_fee&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;49.99&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;method&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;paid&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><br \/>\n        report <span class=\"token operator\">&#061;<\/span> reconcile<span class=\"token punctuation\">(<\/span>internal<span class=\"token punctuation\">,<\/span> channel<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;amount_mismatches&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_missing_in_channel<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        internal <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;SG-20250315-00001&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;50.00&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;payment_method&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;paid&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><br \/>\n        report <span class=\"token operator\">&#061;<\/span> reconcile<span class=\"token punctuation\">(<\/span>internal<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;wechat&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;missing_in_channel&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_missing_internal<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        channel <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;orderId&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;SG-20250315-00099&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;total_fee&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;30.00&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;method&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;alipay&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;paid&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><br \/>\n        report <span class=\"token operator\">&#061;<\/span> reconcile<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> channel<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;alipay&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> report<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;missing_internal&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TestEncodingEdgeCases<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">test_utf8_bom_handling<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u6a21\u62df UTF-8 BOM \u5185\u5bb9<\/span><br \/>\n        content <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\\\\ufefforder_id,amount\\\\nSG-001,50.00\\\\n&#034;<\/span><br \/>\n        path <span class=\"token operator\">&#061;<\/span> FIXTURES <span class=\"token operator\">\/<\/span> <span class=\"token string\">&#034;test_bom.csv&#034;<\/span><br \/>\n        path<span class=\"token punctuation\">.<\/span>parent<span class=\"token punctuation\">.<\/span>mkdir<span class=\"token punctuation\">(<\/span>parents<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> exist_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        path<span class=\"token punctuation\">.<\/span>write_text<span class=\"token punctuation\">(<\/span>content<span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8-sig&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        records <span class=\"token operator\">&#061;<\/span> read_csv_records<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">assert<\/span> records<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;SG-001&#034;<\/span><br \/>\n        path<span class=\"token punctuation\">.<\/span>unlink<span class=\"token punctuation\">(<\/span>missing_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u521b\u5efa\u6d4b\u8bd5 fixtures \u76ee\u5f55&#xff1a;<\/p>\n<p><span class=\"token function\">mkdir<\/span> tests<span class=\"token punctuation\">\\\\<\/span>fixtures<\/p>\n<p>\u8fd0\u884c&#xff1a;<\/p>\n<p>python <span class=\"token parameter variable\">-m<\/span> pytest tests\/ <span class=\"token parameter variable\">-v<\/span><\/p>\n<h4>\u5b8c\u6574\u4ee3\u7801\u6e05\u5355<\/h4>\n<p>foodmarket-ch08\/<br \/>\n\u251c\u2500\u2500 src\/<br \/>\n\u2502   \u251c\u2500\u2500 __init__.py<br \/>\n\u2502   \u251c\u2500\u2500 file_reader.py       # \u7f16\u7801\u81ea\u9002\u5e94\u8bfb\u53d6<br \/>\n\u2502   \u251c\u2500\u2500 normalizer.py        # \u6b63\u5219\u63d0\u53d6 &#043; \u91d1\u989d\u6807\u51c6\u5316<br \/>\n\u2502   \u2514\u2500\u2500 reconciler.py        # \u5bf9\u8d26\u6bd4\u5bf9\u5f15\u64ce<br \/>\n\u251c\u2500\u2500 tests\/<br \/>\n\u2502   \u251c\u2500\u2500 __init__.py<br \/>\n\u2502   \u251c\u2500\u2500 fixtures\/            # \u6d4b\u8bd5\u6570\u636e<br \/>\n\u2502   \u2514\u2500\u2500 test_reconcile.py<br \/>\n\u2514\u2500\u2500 requirements.txt<\/p>\n<h4>\u6d4b\u8bd5\u9a8c\u8bc1<\/h4>\n<p>python <span class=\"token parameter variable\">-m<\/span> pytest tests\/ <span class=\"token parameter variable\">-v<\/span><br \/>\npython src\/file_reader.py      <span class=\"token comment\"># \u7f16\u7801\u68c0\u6d4b\u6f14\u793a<\/span><br \/>\npython src\/normalizer.py       <span class=\"token comment\"># \u6b63\u5219\u63d0\u53d6\u6f14\u793a<\/span><\/p>\n<hr \/>\n<h3>4. \u9879\u76ee\u603b\u7ed3<\/h3>\n<h4>\u4f18\u70b9 &amp; \u7f3a\u70b9<\/h4>\n<table>\n<tr>\u7ef4\u5ea6Python \u5b57\u7b26\u4e32\/\u6587\u4ef6JavaGo<\/tr>\n<tbody>\n<tr>\n<td>Unicode \u652f\u6301<\/td>\n<td>\u2605\u2605\u2605\u2605\u2605 \u539f\u751f str&#061;Unicode<\/td>\n<td>\u2605\u2605\u2605\u2605 char&#061;16bit<\/td>\n<td>\u2605\u2605\u2605 rune \u663e\u5f0f\u5904\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u6b63\u5219 API<\/td>\n<td>\u2605\u2605\u2605\u2605 re \u6a21\u5757\u7b80\u6d01<\/td>\n<td>\u2605\u2605\u2605\u2605\u2605 \u4e30\u5bcc<\/td>\n<td>\u2605\u2605\u2605\u2605 regexp \u5305<\/td>\n<\/tr>\n<tr>\n<td>\u5927\u6587\u4ef6\u5904\u7406<\/td>\n<td>\u2605\u2605\u2605\u2605\u2605 \u8fed\u4ee3\u5668\u539f\u751f<\/td>\n<td>\u2605\u2605\u2605\u2605<\/td>\n<td>\u2605\u2605\u2605\u2605<\/td>\n<\/tr>\n<tr>\n<td>\u7f16\u7801\u68c0\u6d4b<\/td>\n<td>\u2605\u2605 \u9700\u7b2c\u4e09\u65b9\u5e93<\/td>\n<td>\u2605\u2605\u2605<\/td>\n<td>\u2605\u2605\u2605<\/td>\n<\/tr>\n<tr>\n<td>\u8def\u5f84\u8de8\u5e73\u53f0<\/td>\n<td>\u2605\u2605\u2605\u2605\u2605 pathlib<\/td>\n<td>\u2605\u2605\u2605\u2605 Path\/Files<\/td>\n<td>\u2605\u2605\u2605\u2605 filepath<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u9002\u7528\u573a\u666f<\/h4>\n<li>\u65e5\u5fd7\u89e3\u6790&#xff1a;\u7528 for line in f &#043; \u6b63\u5219\u63d0\u53d6\u7ed3\u6784\u5316\u5b57\u6bb5&#xff0c;\u5199\u5165\u65f6\u5e8f\u6570\u636e\u5e93\u3002<\/li>\n<li>\u591a\u6e90\u6570\u636e\u6e05\u6d17&#xff1a;\u63a5\u6536\u4e0d\u540c\u7f16\u7801\/\u683c\u5f0f\u7684\u6587\u4ef6&#xff0c;\u7edf\u4e00\u5904\u7406\u3002<\/li>\n<li>\u65e5\u7ec8\/\u65e5\u521d\u5bf9\u8d26&#xff1a;\u91d1\u878d\/\u7535\u5546\u7684\u5b9a\u65f6\u5bf9\u8d26\u4efb\u52a1&#xff0c;\u672c\u7ae0\u5b9e\u6218\u53ef\u76f4\u63a5\u590d\u7528\u3002<\/li>\n<li>CSV\/TSV \u62a5\u8868\u751f\u6210&#xff1a;csv.DictWriter \u4e00\u884c\u5199\u51fa\u5e26\u8868\u5934\u7684\u6807\u51c6\u6587\u4ef6\u3002<\/li>\n<li>\u914d\u7f6e\u8fc1\u79fb&#xff1a;\u4ece\u65e7\u7684 .ini\/.conf \u683c\u5f0f\u8fc1\u79fb\u5230 YAML\/TOML \u65f6&#xff0c;\u6b63\u5219\u505a\u4e2d\u95f4\u63d0\u53d6\u3002<\/li>\n<h4>\u4e0d\u9002\u7528\u573a\u666f<\/h4>\n<li>\u8d85\u5927 XML\/JSON \u89e3\u6790&#xff1a;\u51e0\u767e MB \u7684 XML \u4e0d\u9002\u5408\u6b63\u5219&#xff0c;\u7528 iterparse&#xff08;xml.etree.ElementTree \u7684\u589e\u91cf\u89e3\u6790&#xff09;\u3002<\/li>\n<li>\u4e8c\u8fdb\u5236\u6587\u4ef6\u64cd\u4f5c&#xff1a;\u56fe\u7247\u3001\u89c6\u9891\u3001protobuf\u2014\u2014\u7528 struct \u6a21\u5757\u6216\u4e13\u95e8\u7684\u89e3\u6790\u5e93\u3002<\/li>\n<h4>\u6ce8\u610f\u4e8b\u9879<\/h4>\n<ul>\n<li>open() \u7684 encoding \u53c2\u6570\u4e00\u5b9a\u8981\u663e\u5f0f\u6307\u5b9a&#xff1a;\u4e0d\u8981\u4f9d\u8d56\u7cfb\u7edf\u9ed8\u8ba4\u7f16\u7801&#xff08;Windows \u4e0a\u662f GBK&#xff0c;Linux \u4e0a\u662f UTF-8&#xff09;\u3002<\/li>\n<li>pathlib \u4f18\u4e8e os.path&#xff1a;Path(&#034;data&#034;) \/ &#034;2025&#034; \/ &#034;03.csv&#034; \u6bd4 os.path.join(&#034;data&#034;, &#034;2025&#034;, &#034;03.csv&#034;) \u76f4\u89c2\u4e14\u8de8\u5e73\u53f0\u3002<\/li>\n<li>\u6b63\u5219\u7f16\u8bd1\u540e\u590d\u7528&#xff1a;re.compile(pattern) \u4e00\u6b21\u7f16\u8bd1&#xff0c;\u591a\u6b21\u4f7f\u7528\u3002\u5728\u5faa\u73af\u4e2d\u76f4\u63a5 re.search(pattern, text) \u6bcf\u6b21\u90fd\u4f1a\u91cd\u65b0\u7f16\u8bd1\u3002<\/li>\n<li>errors&#061;&#039;replace&#039; \u4f1a\u4e22\u4fe1\u606f&#xff1a;&#xfffd; \u66ff\u6362\u4e86\u539f\u672c\u7684\u5b57\u7b26\u540e\u65e0\u6cd5\u8fd8\u539f\u3002\u5982\u679c\u6570\u636e\u7279\u522b\u91cd\u8981&#xff0c;\u8bb0\u5f55\u4e0b\u54ea\u4e9b\u6587\u4ef6\u7684\u54ea\u4e9b\u884c\u6709\u7f16\u7801\u95ee\u9898&#xff0c;\u4eba\u5de5\u590d\u6838\u3002<\/li>\n<\/ul>\n<h4>\u5e38\u89c1\u8e29\u5751\u7ecf\u9a8c<\/h4>\n<h5>\u6545\u969c\u6848\u4f8b1&#xff1a;Windows \u8def\u5f84\u4e2d\u7684\u53cd\u659c\u6760<\/h5>\n<p>\u73b0\u8c61&#xff1a;\u4ee3\u7801\u5199 open(&#034;data\\\\output.csv&#034;)&#xff0c;Linux \u4e0a\u62a5 FileNotFoundError\u3002 \u6839\u56e0&#xff1a;\\\\o \u5728 Python \u5b57\u7b26\u4e32\u4e2d\u88ab\u89e3\u91ca\u4e3a\u8f6c\u4e49\u5b57\u7b26\u3002Windows \u78b0\u5de7\u80fd\u5de5\u4f5c&#xff08;\u56e0\u4e3a \\\\ \u662f\u8def\u5f84\u5206\u9694\u7b26&#xff09;\u3002 \u4fee\u590d&#xff1a;\u7528\u6b63\u659c\u6760 &#034;data\/output.csv&#034;&#xff08;Python \u5728\u6240\u6709\u5e73\u53f0\u90fd\u63a5\u53d7&#xff09;&#xff0c;\u6216\u7528 pathlib.Path(&#034;data&#034;) \/ &#034;output.csv&#034;\u3002<\/p>\n<h5>\u6545\u969c\u6848\u4f8b2&#xff1a;csv.reader \u5728\u542b\u5f15\u53f7\u884c\u4e0a\u884c\u4e3a\u5f02\u5e38<\/h5>\n<p>\u73b0\u8c61&#xff1a;CSV \u91cc\u6709\u4e00\u884c &#034;\u5f20\u4e09&#034;,&#034;\u4f60\u597d,&#034;\u4e16\u754c&#034;&#034;&#xff0c;\u89e3\u6790\u540e \u4e16\u754c \u88ab\u5408\u5e76\u5230\u4e00\u4e2a\u5b57\u6bb5\u3002 \u6839\u56e0&#xff1a;CSV \u7684\u5f15\u53f7\u8f6c\u4e49\u89c4\u5219\u662f &#034;&#034; \u8868\u793a\u4e00\u4e2a\u5b57\u9762\u5f15\u53f7\u3002&#034;\u4f60\u597d,&#034;\u4e16\u754c&#034;&#034; \u5b9e\u9645\u4e0a\u5305\u542b\u4e00\u4e2a\u9017\u53f7\u3002\u5982\u679c\u539f\u59cb\u6570\u636e\u4e0d\u662f\u6807\u51c6 CSV&#xff0c;\u9700\u8981\u81ea\u5b9a\u4e49\u89e3\u6790\u5668\u3002 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