{"id":71064,"date":"2026-02-03T02:24:38","date_gmt":"2026-02-02T18:24:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/71064.html"},"modified":"2026-02-03T02:24:38","modified_gmt":"2026-02-02T18:24:38","slug":"qwen3-4b-instruct%e5%ae%9e%e6%88%98%e6%95%99%e7%a8%8b%ef%bc%9a3%e6%ad%a5%e5%ae%8c%e6%88%90cpu%e6%9c%8d%e5%8a%a1%e5%99%a8ai%e5%86%99%e4%bd%9c%e4%b8%ad%e5%8f%b0%e6%90%ad%e5%bb%ba","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/71064.html","title":{"rendered":"Qwen3-4B-Instruct\u5b9e\u6218\u6559\u7a0b\uff1a3\u6b65\u5b8c\u6210CPU\u670d\u52a1\u5668AI\u5199\u4f5c\u4e2d\u53f0\u642d\u5efa"},"content":{"rendered":"<h2>Qwen3-4B-Instruct\u5b9e\u6218\u6559\u7a0b&#xff1a;3\u6b65\u5b8c\u6210CPU\u670d\u52a1\u5668AI\u5199\u4f5c\u4e2d\u53f0\u642d\u5efa<\/h2>\n<h3>1. \u4e3a\u4ec0\u4e48\u4f60\u9700\u8981\u4e00\u4e2a\u201c\u80fd\u601d\u8003\u201d\u7684AI\u5199\u4f5c\u4e2d\u53f0<\/h3>\n<p>\u4f60\u6709\u6ca1\u6709\u9047\u5230\u8fc7\u8fd9\u4e9b\u60c5\u51b5&#xff1a;<\/p>\n<ul>\n<li>\u5199\u4ea7\u54c1\u6587\u6848\u65f6\u5361\u5728\u7b2c\u4e09\u6bb5&#xff0c;\u53cd\u590d\u5220\u6539\u8fd8\u662f\u4e0d\u6ee1\u610f&#xff1b;<\/li>\n<li>\u7ed9\u5ba2\u6237\u5199\u6280\u672f\u65b9\u6848&#xff0c;\u65e2\u8981\u4e13\u4e1a\u53c8\u8981\u901a\u4fd7&#xff0c;\u534a\u5929\u618b\u4e0d\u51fa\u4e00\u9875&#xff1b;<\/li>\n<li>\u60f3\u7528Python\u505a\u4e2a\u81ea\u52a8\u5316\u5c0f\u5de5\u5177&#xff0c;\u5374\u8fde\u57fa\u7840\u7ed3\u6784\u90fd\u642d\u4e0d\u8d77\u6765&#xff1b;<\/li>\n<li>\u56e2\u961f\u91cc\u6ca1\u4eba\u4f1a\u5199\u63d0\u793a\u8bcd&#xff0c;\u6bcf\u6b21\u8c03\u7528\u5927\u6a21\u578b\u90fd\u50cf\u5728\u78b0\u8fd0\u6c14\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u95ee\u9898\u80cc\u540e&#xff0c;\u5176\u5b9e\u4e0d\u662f\u4eba\u4e0d\u591f\u52aa\u529b&#xff0c;\u800c\u662f\u7f3a\u4e00\u4e2a\u771f\u6b63\u201c\u61c2\u903b\u8f91\u3001\u4f1a\u7ec4\u7ec7\u3001\u80fd\u843d\u5730\u201d\u7684\u5199\u4f5c\u642d\u6863\u3002 Qwen3-4B-Instruct \u5c31\u662f\u4e3a\u8fd9\u4e2a\u573a\u666f\u800c\u751f\u7684\u2014\u2014\u5b83\u4e0d\u662f\u90a3\u79cd\u53ea\u4f1a\u63a5\u8bdd\u7684\u201c\u590d\u8bfb\u673a\u201d&#xff0c;\u800c\u662f\u80fd\u5728CPU\u670d\u52a1\u5668\u4e0a\u72ec\u7acb\u5b8c\u6210\u590d\u6742\u63a8\u7406\u3001\u957f\u6587\u751f\u6210\u548c\u4ee3\u7801\u7f16\u5199\u7684AI\u5199\u4f5c\u4e2d\u53f0\u3002<\/p>\n<p>\u5b83\u4e0d\u4f9d\u8d56\u663e\u5361&#xff0c;\u4e0d\u6311\u786c\u4ef6&#xff0c;\u4e00\u53f08\u683816G\u7684\u65e7\u670d\u52a1\u5668\u5c31\u80fd\u8dd1\u8d77\u6765&#xff1b;\u5b83\u4e0d\u9760\u5806\u53c2\u6570\u7cca\u5f04\u4eba&#xff0c;40\u4ebf\u53c2\u6570\u5e26\u6765\u7684\u771f\u5b9e\u63d0\u5347&#xff0c;\u4f53\u73b0\u5728\u6bcf\u4e00\u6bb5\u903b\u8f91\u4e25\u5bc6\u7684\u5206\u6790\u3001\u6bcf\u4e00\u884c\u53ef\u76f4\u63a5\u8fd0\u884c\u7684\u4ee3\u7801\u3001\u6bcf\u4e00\u4e2a\u6709\u8d77\u627f\u8f6c\u5408\u7684\u6545\u4e8b\u91cc\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u4e0d\u8bb2\u539f\u7406\u3001\u4e0d\u753b\u67b6\u6784\u56fe&#xff0c;\u53ea\u8bf4\u4e09\u4ef6\u4e8b&#xff1a; \u600e\u4e48\u5728\u666e\u901aCPU\u670d\u52a1\u5668\u4e0a3\u5206\u949f\u62c9\u8d77\u670d\u52a1&#xff1b; \u600e\u4e48\u5199\u51fa\u80fd\u8ba9\u5b83\u771f\u6b63\u201c\u5f00\u8111\u6d1e\u201d\u7684\u6307\u4ee4&#xff1b; \u600e\u4e48\u628a\u5b83\u7684\u8f93\u51fa\u76f4\u63a5\u53d8\u6210\u4f60\u624b\u5934\u6b63\u5728\u505a\u7684\u5de5\u4f5c\u6210\u679c\u3002<\/p>\n<p>\u63a5\u4e0b\u6765&#xff0c;\u54b1\u4eec\u5c31\u52a8\u624b\u3002<\/p>\n<h3>2. 3\u6b65\u5b8c\u6210\u90e8\u7f72&#xff1a;\u4ece\u955c\u50cf\u5230\u53ef\u7528\u670d\u52a1<\/h3>\n<h4>2.1 \u7b2c\u4e00\u6b65&#xff1a;\u786e\u8ba4\u73af\u5883&#xff0c;\u51c6\u5907\u5c31\u7eea<\/h4>\n<p>Qwen3-4B-Instruct \u662f\u4e13\u4e3aCPU\u4f18\u5316\u7684\u7248\u672c&#xff0c;\u5bf9\u786c\u4ef6\u8981\u6c42\u975e\u5e38\u53cb\u597d\u3002\u4f60\u4e0d\u9700\u8981GPU&#xff0c;\u4e5f\u4e0d\u9700\u8981\u9ad8\u7aefCPU&#xff0c;\u53ea\u8981\u6ee1\u8db3\u4ee5\u4e0b\u6700\u4f4e\u914d\u7f6e&#xff0c;\u5c31\u80fd\u7a33\u5b9a\u8fd0\u884c&#xff1a;<\/p>\n<table>\n<tr>\u9879\u76ee\u6700\u4f4e\u8981\u6c42\u63a8\u8350\u914d\u7f6e\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>CPU<\/td>\n<td>4\u6838<\/td>\n<td>8\u6838\u6216\u4ee5\u4e0a<\/td>\n<td>\u6838\u5fc3\u8d8a\u591a&#xff0c;\u751f\u6210\u8d8a\u5feb&#xff0c;\u591a\u7ebf\u7a0b\u52a0\u8f7d\u66f4\u7a33<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>16GB<\/td>\n<td>32GB<\/td>\n<td>\u6a21\u578b\u52a0\u8f7d\u7ea6\u5360\u752812GB\u5185\u5b58&#xff0c;\u7559\u8db3\u4f59\u91cf\u9632OOM<\/td>\n<\/tr>\n<tr>\n<td>\u78c1\u76d8<\/td>\n<td>20GB\u7a7a\u95f2\u7a7a\u95f4<\/td>\n<td>50GB<\/td>\n<td>\u5305\u542b\u6a21\u578b\u6743\u91cd\u3001\u7f13\u5b58\u3001\u65e5\u5fd7\u7b49<\/td>\n<\/tr>\n<tr>\n<td>\u7cfb\u7edf<\/td>\n<td>Ubuntu 22.04 \/ CentOS 7&#043;<\/td>\n<td>Docker 24.0&#043;<\/td>\n<td>\u955c\u50cf\u57fa\u4e8e\u6807\u51c6Linux\u5bb9\u5668\u6784\u5efa<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5c0f\u63d0\u9192&#xff1a;\u5982\u679c\u4f60\u7528\u7684\u662fMac\u6216Windows\u672c\u5730\u5f00\u53d1\u673a&#xff0c;\u540c\u6837\u9002\u7528\u2014\u2014\u53ea\u8981\u88c5\u4e86Docker Desktop&#xff0c;\u5c31\u80fd\u4e00\u952e\u542f\u52a8\u3002\u5f88\u591a\u7528\u6237\u53cd\u9988&#xff0c;\u5728M2 MacBook Pro&#xff08;16GB\u5185\u5b58&#xff09;\u4e0a\u8fd0\u884c\u6548\u679c\u6bd4\u67d0\u4e9b\u4f4e\u7aef\u4e91\u670d\u52a1\u5668\u8fd8\u6d41\u7545\u3002<\/p>\n<h4>2.2 \u7b2c\u4e8c\u6b65&#xff1a;\u62c9\u53d6\u5e76\u542f\u52a8\u955c\u50cf&#xff08;3\u6761\u547d\u4ee4\u641e\u5b9a&#xff09;<\/h4>\n<p>\u6253\u5f00\u7ec8\u7aef&#xff0c;\u4f9d\u6b21\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u3002\u5168\u7a0b\u65e0\u9700\u7f16\u8bd1\u3001\u65e0\u9700\u914d\u7f6e\u6587\u4ef6\u3001\u65e0\u9700\u6539\u4efb\u4f55\u8def\u5f84&#xff1a;<\/p>\n<p># 1. \u62c9\u53d6\u955c\u50cf&#xff08;\u56fd\u5185\u7528\u6237\u81ea\u52a8\u8d70\u52a0\u901f\u6e90&#xff0c;\u7ea62\u5206\u949f&#xff09;<br \/>\ndocker pull registry.cn-hangzhou.aliyuncs.com\/csdn-mirror\/qwen3-4b-instruct:cpu-v1.2<\/p>\n<p># 2. \u542f\u52a8\u5bb9\u5668&#xff08;\u81ea\u52a8\u6620\u5c04\u7aef\u53e3&#xff0c;\u540e\u53f0\u8fd0\u884c&#xff09;<br \/>\ndocker run -d &#8211;name qwen3-cpu \\\\<br \/>\n  -p 8080:8080 \\\\<br \/>\n  -m 30g \\\\<br \/>\n  &#8211;cpus&#061;&#034;6&#034; \\\\<br \/>\n  &#8211;restart&#061;always \\\\<br \/>\n  registry.cn-hangzhou.aliyuncs.com\/csdn-mirror\/qwen3-4b-instruct:cpu-v1.2<\/p>\n<p># 3. \u67e5\u770b\u542f\u52a8\u72b6\u6001&#xff08;\u770b\u5230&#034;running&#034;\u5373\u6210\u529f&#xff09;<br \/>\ndocker ps | grep qwen3-cpu<\/p>\n<p>\u6267\u884c\u5b8c\u7b2c\u4e09\u6761\u547d\u4ee4\u540e&#xff0c;\u4f60\u4f1a\u770b\u5230\u7c7b\u4f3c\u8fd9\u6837\u7684\u8f93\u51fa&#xff1a;<\/p>\n<p>a1b2c3d4e5f6   registry.cn-hangzhou&#8230;   &#034;python app.py&#034;   12 seconds ago   Up 11 seconds   0.0.0.0:8080-&gt;8080\/tcp   qwen3-cpu<\/p>\n<p>\u8868\u793a\u670d\u52a1\u5df2\u5c31\u7eea\u3002\u73b0\u5728\u6253\u5f00\u6d4f\u89c8\u5668&#xff0c;\u8bbf\u95ee http:\/\/\u4f60\u7684\u670d\u52a1\u5668IP:8080&#xff0c;\u5c31\u80fd\u770b\u5230\u90a3\u4e2a\u6697\u9ed1\u98ce\u683c\u7684WebUI\u754c\u9762\u4e86\u3002<\/p>\n<p>\u6ce8\u610f&#xff1a;\u9996\u6b21\u52a0\u8f7d\u6a21\u578b\u9700\u898110\u201320\u79d2&#xff08;\u53d6\u51b3\u4e8e\u5185\u5b58\u5e26\u5bbd&#xff09;&#xff0c;\u9875\u9762\u53ef\u80fd\u77ed\u6682\u7a7a\u767d&#xff0c;\u8bf7\u8010\u5fc3\u7b49\u5f85\u3002\u540e\u7eed\u6bcf\u6b21\u91cd\u542f&#xff0c;\u52a0\u8f7d\u65f6\u95f4\u4f1a\u7f29\u77ed\u81f33\u79d2\u5185\u3002<\/p>\n<h4>2.3 \u7b2c\u4e09\u6b65&#xff1a;\u9a8c\u8bc1\u670d\u52a1\u662f\u5426\u771f\u6b63\u53ef\u7528<\/h4>\n<p>\u522b\u6025\u7740\u5199\u5c0f\u8bf4\u6216\u6572\u4ee3\u7801&#xff0c;\u5148\u505a\u4e00\u6b21\u201c\u6700\u5c0f\u95ed\u73af\u9a8c\u8bc1\u201d&#xff1a;<\/p>\n<li>\n<p>\u5728WebUI\u8f93\u5165\u6846\u4e2d\u7c98\u8d34\u8fd9\u53e5\u8bdd&#xff08;\u590d\u5236\u6574\u884c&#xff09;&#xff1a; \u8bf7\u7528Python\u5199\u4e00\u4e2a\u547d\u4ee4\u884c\u7248\u7684\u5f85\u529e\u4e8b\u9879\u7ba1\u7406\u5668&#xff0c;\u652f\u6301\u6dfb\u52a0\u3001\u5217\u51fa\u3001\u6807\u8bb0\u5b8c\u6210\u4e09\u9879\u529f\u80fd&#xff0c;\u4e0d\u8981\u7528\u6570\u636e\u5e93&#xff0c;\u6570\u636e\u5b58\u5728todo.txt\u91cc\u3002<\/p>\n<\/li>\n<li>\n<p>\u70b9\u51fb\u201c\u53d1\u9001\u201d&#xff0c;\u89c2\u5bdf\u54cd\u5e94\u8fc7\u7a0b&#xff1a;<\/p>\n<ul>\n<li>\u6b63\u786e\u8868\u73b0&#xff1a;\u6587\u5b57\u9010\u5b57\u6d41\u5f0f\u8f93\u51fa&#xff0c;3\u20138\u79d2\u540e\u5f00\u59cb\u51fa\u73b0import os&#xff0c;\u63a5\u7740\u662f\u51fd\u6570\u5b9a\u4e49&#xff0c;\u6700\u540e\u7ed9\u51fa\u5b8c\u6574\u53ef\u8fd0\u884c\u4ee3\u7801&#xff1b;<\/li>\n<li>\u274c \u5f02\u5e38\u8868\u73b0&#xff1a;\u957f\u65f6\u95f4\u65e0\u54cd\u5e94\u3001\u62a5\u9519CUDA out of memory&#xff08;\u8bf4\u660e\u8bef\u7528\u4e86GPU\u955c\u50cf&#xff09;\u3001\u6216\u8fd4\u56de\u4e71\u7801\/\u622a\u65ad\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<\/li>\n<p>\u5982\u679c\u8f93\u51fa\u5b8c\u6574\u4e14\u4ee3\u7801\u7ed3\u6784\u6e05\u6670&#xff0c;\u606d\u559c\u4f60\u2014\u2014AI\u5199\u4f5c\u4e2d\u53f0\u5df2\u6b63\u5f0f\u4e0a\u5c97\u3002<\/p>\n<h3>3. \u8ba9\u5b83\u771f\u6b63\u201c\u5f00\u8111\u6d1e\u201d&#xff1a;3\u7c7b\u9ad8\u4ef7\u503c\u6307\u4ee4\u5199\u6cd5<\/h3>\n<p>\u5f88\u591a\u4eba\u7528\u4e0d\u597d\u5927\u6a21\u578b&#xff0c;\u4e0d\u662f\u6a21\u578b\u4e0d\u884c&#xff0c;\u800c\u662f\u6307\u4ee4\u6ca1\u5199\u5bf9\u3002Qwen3-4B-Instruct\u903b\u8f91\u5f3a\u3001\u77e5\u8bc6\u5168&#xff0c;\u4f46\u9700\u8981\u4f60\u7ed9\u5b83\u201c\u660e\u786e\u7684\u601d\u8003\u8def\u5f84\u201d\u3002\u4e0b\u9762\u8fd9\u4e09\u7c7b\u5199\u6cd5&#xff0c;\u662f\u6211\u4eec\u5b9e\u6d4b\u6700\u6709\u6548\u7684\u3002<\/p>\n<h4>3.1 \u573a\u666f\u951a\u5b9a\u6cd5&#xff1a;\u544a\u8bc9\u5b83\u201c\u4f60\u5728\u5e2e\u8c01\u3001\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\u201d<\/h4>\n<p>\u274c \u666e\u901a\u5199\u6cd5&#xff1a; \u5199\u4e00\u7bc7\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u6587\u7ae0<\/p>\n<p>\u9ad8\u6548\u5199\u6cd5&#xff1a; \u4f60\u662f\u4e00\u4f4d\u67095\u5e74\u7ecf\u9a8c\u7684SaaS\u4ea7\u54c1\u7ecf\u7406&#xff0c;\u6b63\u5728\u4e3a\u9500\u552e\u56e2\u961f\u51c6\u5907\u5185\u90e8\u57f9\u8bad\u6750\u6599\u3002\u8bf7\u5199\u4e00\u7bc71200\u5b57\u5de6\u53f3\u7684\u5206\u4eab\u7a3f&#xff0c;\u4e3b\u9898\u662f\u201c\u5982\u4f55\u7528AI\u5de5\u5177\u628a\u5ba2\u6237\u8ddf\u8fdb\u6548\u7387\u63d0\u53473\u500d\u201d&#xff0c;\u8981\u6c42&#xff1a;\u5f00\u5934\u7528\u4e00\u4e2a\u771f\u5b9e\u9500\u552e\u88ab\u5ba2\u6237\u653e\u9e3d\u5b50\u7684\u6848\u4f8b\u5f15\u5165&#xff0c;\u4e2d\u95f4\u5206\u4e09\u70b9\u8bb2\u5177\u4f53\u5de5\u5177\u7ec4\u5408&#xff08;CRM&#043;AI\u6458\u8981&#043;\u81ea\u52a8\u90ae\u4ef6&#xff09;&#xff0c;\u7ed3\u5c3e\u7ed9\u51fa\u53ef\u7acb\u5373\u6267\u884c\u76843\u4e2a\u52a8\u4f5c\u3002\u8bed\u8a00\u53e3\u8bed\u5316&#xff0c;\u907f\u514d\u672f\u8bed\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548&#xff1f; \u5b83\u9501\u5b9a\u4e86\u89d2\u8272&#xff08;SaaS\u4ea7\u54c1\u7ecf\u7406&#xff09;\u3001\u5bf9\u8c61&#xff08;\u9500\u552e\u56e2\u961f&#xff09;\u3001\u76ee\u6807&#xff08;\u63d0\u5347\u8ddf\u8fdb\u6548\u7387&#xff09;\u3001\u7ed3\u6784&#xff08;\u6848\u4f8b\u2192\u65b9\u6cd5\u2192\u884c\u52a8&#xff09;\u3001\u8bed\u6c14&#xff08;\u53e3\u8bed\u5316&#xff09;\u3002\u6a21\u578b\u7acb\u523b\u77e5\u9053\u8be5\u8c03\u7528\u54ea\u90e8\u5206\u77e5\u8bc6\u5e93&#xff0c;\u800c\u4e0d\u662f\u6cdb\u6cdb\u800c\u8c08\u3002<\/p>\n<h4>3.2 \u5206\u6b65\u62c6\u89e3\u6cd5&#xff1a;\u628a\u590d\u6742\u4efb\u52a1\u53d8\u6210\u201c\u53ef\u6267\u884c\u6b65\u9aa4\u201d<\/h4>\n<p>\u274c \u666e\u901a\u5199\u6cd5&#xff1a; \u5e2e\u6211\u505a\u4e00\u4e2a\u6570\u636e\u5206\u6790\u62a5\u544a<\/p>\n<p>\u9ad8\u6548\u5199\u6cd5&#xff1a; &#096;\u6211\u6709\u4e00\u4efdCSV\u683c\u5f0f\u7684\u7535\u5546\u8ba2\u5355\u6570\u636e&#xff08;\u5b57\u6bb5&#xff1a;order_id, user_id, product_name, price, order_time, province&#xff09;&#xff0c;\u8bf7\u6309\u4ee5\u4e0b\u6b65\u9aa4\u5904\u7406&#xff1a;<\/p>\n<li>\u7edf\u8ba1\u6bcf\u4e2a\u7701\u4efd\u7684\u8ba2\u5355\u603b\u6570\u548c\u603b\u9500\u552e\u989d&#xff0c;\u6309\u9500\u552e\u989d\u964d\u5e8f\u6392\u5217&#xff1b;<\/li>\n<li>\u627e\u51fa\u9500\u91cfTOP5\u7684\u5546\u54c1&#xff0c;\u5e76\u5217\u51fa\u5b83\u4eec\u5728\u5404\u7701\u4efd\u7684\u9500\u552e\u5206\u5e03&#xff1b;<\/li>\n<li>\u7528\u4e2d\u6587\u5199\u4e00\u6bb5\u4e0d\u8d85\u8fc7300\u5b57\u7684\u4e1a\u52a1\u6d1e\u5bdf&#xff0c;\u6307\u51fa\u4e24\u4e2a\u6700\u5173\u952e\u7684\u8fd0\u8425\u5efa\u8bae\u3002 \u8bf7\u76f4\u63a5\u8f93\u51fa\u7ed3\u679c&#xff0c;\u4e0d\u8981\u89e3\u91ca\u8fc7\u7a0b&#xff0c;\u8868\u683c\u7528Markdown\u683c\u5f0f\u3002&#096;<\/li>\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548&#xff1f; Qwen3-4B-Instruct 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&#096;\u8bf7\u5199\u4e00\u4e2aPython\u811a\u672c&#xff0c;\u5b9e\u73b0\u4ee5\u4e0b\u529f\u80fd&#xff1a;<\/p>\n<ul>\n<li>\u8f93\u5165&#xff1a;\u4e00\u4e2aExcel\u6587\u4ef6&#xff08;sheet\u540d\u201cdata\u201d&#xff09;&#xff0c;\u542bA\u5217&#xff08;\u65e5\u671f&#xff09;\u3001B\u5217&#xff08;\u9500\u552e\u989d&#xff09;\u3001C\u5217&#xff08;\u5730\u533a&#xff09;&#xff1b;<\/li>\n<li>\u5904\u7406&#xff1a;\u6309\u6708\u805a\u5408\u9500\u552e\u989d&#xff0c;\u540c\u65f6\u7edf\u8ba1\u6bcf\u4e2a\u5730\u533a\u7684\u8ba2\u5355\u6570&#xff1b;<\/li>\n<li>\u8f93\u51fa&#xff1a;\u751f\u6210\u65b0Excel&#xff0c;\u5305\u542b\u4e24\u4e2asheet&#xff1a;\u201cmonthly_summary\u201d&#xff08;\u6708\u5ea6\u6c47\u603b\u8868&#xff09;\u548c\u201cregion_count\u201d&#xff08;\u5730\u533a\u8ba2\u5355\u6570&#xff09;&#xff1b;<\/li>\n<li>\u8981\u6c42&#xff1a;\u4f7f\u7528openpyxl\u6216pandas&#xff0c;\u4ee3\u7801\u5fc5\u987b\u80fd\u76f4\u63a5\u8fd0\u884c&#xff08;\u542b\u5bfc\u5165\u8bed\u53e5\u3001\u6587\u4ef6\u8def\u5f84\u5360\u4f4d\u7b26\u3001\u5f02\u5e38\u5904\u7406&#xff09;&#xff0c;\u6ce8\u91ca\u7528\u4e2d\u6587\u3002&#096;<\/li>\n<\/ul>\n<p>\u4e3a\u4ec0\u4e48\u6709\u6548&#xff1f; 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