{"id":3110,"date":"2026-08-31T01:53:22","date_gmt":"2026-08-30T17:53:22","guid":{"rendered":"https:\/\/wanluu.com\/?p=3110"},"modified":"2026-08-31T01:53:22","modified_gmt":"2026-08-30T17:53:22","slug":"deepseek-v3-1-%e7%bc%96%e7%a8%8b%e6%99%ba%e8%83%bd%e4%bd%93%e5%ae%9e%e6%88%98%ef%bc%9a%e4%bb%8e%e9%9b%b6%e9%85%8d%e7%bd%ae%e5%88%b0%e8%87%aa%e5%8a%a8%e5%8c%96%e4%bb%a3%e7%a0%81%e7%94%9f%e6%88%90","status":"publish","type":"post","link":"https:\/\/wanluu.com\/index.php\/2026\/08\/31\/deepseek-v3-1-%e7%bc%96%e7%a8%8b%e6%99%ba%e8%83%bd%e4%bd%93%e5%ae%9e%e6%88%98%ef%bc%9a%e4%bb%8e%e9%9b%b6%e9%85%8d%e7%bd%ae%e5%88%b0%e8%87%aa%e5%8a%a8%e5%8c%96%e4%bb%a3%e7%a0%81%e7%94%9f%e6%88%90\/","title":{"rendered":"DeepSeek V3.1 \u7f16\u7a0b\u667a\u80fd\u4f53\u5b9e\u6218\uff1a\u4ece\u96f6\u914d\u7f6e\u5230\u81ea\u52a8\u5316\u4ee3\u7801\u751f\u6210"},"content":{"rendered":"<div class=\"wanlu-ai-article wanlu-ai-blog-style wanlu-ai-tutorial\">\n<div class=\"wanlu-ai-summary wanlu-ai-summary-blog\"><span>\u672c\u6587\u8981\u70b9<\/span><\/p>\n<p>\u672c\u6587\u8be6\u7ec6\u8bb2\u89e3 DeepSeek V3.1 \u7f16\u7a0b\u667a\u80fd\u4f53\u7684\u5b8c\u6574\u914d\u7f6e\u4e0e\u5b9e\u6218\u6d41\u7a0b\uff0c\u6db5\u76d6\u73af\u5883\u51c6\u5907\u3001API \u8c03\u7528\u3001\u591a\u6587\u4ef6\u91cd\u6784\u3001\u81ea\u52a8\u5316\u6d4b\u8bd5\u751f\u6210\u7b49\u5b9e\u64cd\u5185\u5bb9\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u642d\u5efa AI \u7f16\u7a0b\u8f85\u52a9\u5de5\u4f5c\u6d41\u3002<\/p>\n<\/div>\n<nav class=\"wanlu-ai-guide\" aria-label=\"\u5b9e\u7528\u6587\u7ae0\u9605\u8bfb\u8def\u5f84\"><strong>\u8ddf\u7740\u5b8c\u6210<\/strong><span>\u5148\u770b\u7ed3\u8bba<\/span><span>\u51c6\u5907\u4e0e\u64cd\u4f5c<\/span><span>\u68c0\u67e5\u7ed3\u679c<\/span><span>\u907f\u5751\u4e0e\u603b\u7ed3<\/span><\/nav>\n<h2>\u770b\u5b8c\u4f60\u80fd\u638c\u63e1\u4ec0\u4e48<\/h2>\n<p>\u672c\u6587\u624b\u628a\u624b\u5e26\u4f60\u5b8c\u6210 DeepSeek V3.1 \u7f16\u7a0b\u667a\u80fd\u4f53\u7684\u5b8c\u6574\u914d\u7f6e\u4e0e\u5b9e\u6218\u3002\u4f60\u5c06\u5b66\u4f1a\uff1a\u5982\u4f55\u901a\u8fc7\u5b98\u65b9\u6e20\u9053\u83b7\u53d6\u8bbf\u95ee\u6743\u9650\u5e76\u5b8c\u6210\u9996\u6b21\u5bf9\u8bdd\uff1b\u5982\u4f55\u8bbe\u7f6e API \u5bc6\u94a5\u4e0e\u57fa\u7840\u53c2\u6570\uff1b\u5982\u4f55\u7f16\u5199\u81ea\u52a8\u5316\u4ee3\u7801\u751f\u6210\u811a\u672c\u5e76\u5904\u7406\u5b9e\u9645\u9879\u76ee\u4e2d\u7684\u591a\u6587\u4ef6\u91cd\u6784\u4efb\u52a1\uff1b\u5982\u4f55\u6392\u67e5\u8fde\u63a5\u5931\u8d25\u3001\u54cd\u5e94\u8d85\u65f6\u3001\u8f93\u51fa\u683c\u5f0f\u5f02\u5e38\u7b49\u5e38\u89c1\u95ee\u9898\u3002\u6700\u7ec8\u4f60\u80fd\u72ec\u7acb\u642d\u5efa\u4e00\u5957\u7a33\u5b9a\u53ef\u7528\u7684 AI \u7f16\u7a0b\u8f85\u52a9\u5de5\u4f5c\u6d41\u3002<\/p>\n<h2>\u9002\u5408\u4eba\u7fa4<\/h2>\n<ul>\n<li>\u5e0c\u671b\u901a\u8fc7 AI \u63d0\u5347\u7f16\u7a0b\u6548\u7387\u7684\u540e\u7aef\u3001\u524d\u7aef\u3001\u5168\u6808\u5f00\u53d1\u8005<\/li>\n<li>\u9700\u8981\u81ea\u52a8\u5316\u751f\u6210\u811a\u624b\u67b6\u4ee3\u7801\u3001\u6d4b\u8bd5\u7528\u4f8b\u6216\u6587\u6863\u7684\u6280\u672f\u4eba\u5458<\/li>\n<li>\u5bf9 API \u8c03\u7528\u548c\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u6709\u4e00\u5b9a\u5174\u8da3\u4f46\u4e0d\u719f\u6089\u914d\u7f6e\u6d41\u7a0b\u7684\u521d\u5b66\u8005<\/li>\n<\/ul>\n<p>\u4e0d\u63a8\u8350\u5b8c\u5168\u96f6\u57fa\u7840\u3001\u65e0\u4efb\u4f55\u7f16\u7a0b\u6982\u5ff5\u7684\u7528\u6237\u76f4\u63a5\u9605\u8bfb\uff0c\u5efa\u8bae\u5148\u4e86\u89e3 Python \u57fa\u7840\u8bed\u6cd5\u548c HTTP \u8bf7\u6c42\u6982\u5ff5\u3002<\/p>\n<h2>\u8def\u7ebf\u603b\u89c8<\/h2>\n<ol>\n<li>\u73af\u5883\u51c6\u5907\uff1a\u5b89\u88c5 Python \u4f9d\u8d56\u4e0e\u914d\u7f6e API \u5bc6\u94a5<\/li>\n<li>\u5b98\u65b9\u7f51\u9875\u7aef\u6d4b\u8bd5\uff1a\u9a8c\u8bc1\u6a21\u578b\u80fd\u529b\u4e0e\u4ea4\u4e92\u65b9\u5f0f<\/li>\n<li>API \u96c6\u6210\u5b9e\u6218\uff1a\u7f16\u5199\u81ea\u52a8\u5316\u811a\u672c\u5b8c\u6210\u4ee3\u7801\u751f\u6210\u4efb\u52a1<\/li>\n<li>\u751f\u4ea7\u73af\u5883\u6ce8\u610f\u4e8b\u9879\uff1a\u6210\u672c\u7ba1\u63a7\u3001\u5b89\u5168\u5ba1\u67e5\u4e0e\u6548\u679c\u4f18\u5316<\/li>\n<\/ol>\n<figure class=\"wanlu-ai-figure wanlu-ai-figure-1\"><span class=\"wanlu-ai-tape\" aria-hidden=\"true\"><\/span><img decoding=\"async\" src=\"https:\/\/wanluu.com\/wp-content\/uploads\/2026\/08\/wanlu-ai-body-3110-1-RpNjA4.png\" alt=\"\u8def\u7ebf\u603b\u89c8\uff1b\u73af\u5883\u51c6\u5907\uff1a\u5b89\u88c5 Python \u4f9d\u8d56\u4e0e\u914d\u7f6e API \u5bc6\u94a5\u5b98\u65b9\u7f51\u9875\u7aef\u6d4b\u8bd5\uff1a\u9a8c\u8bc1\u6a21\u578b\u80fd\u529b\u4e0e\u4ea4\u4e92\u65b9\u5f0fAPI \u96c6\u6210\u5b9e\u6218\uff1a\u7f16\u5199\u81ea\u52a8\u5316\u811a\u672c\u5b8c\u6210\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u751f\u4ea7\u73af\u5883\u6ce8\u610f\u4e8b\u9879\uff1a\u6210\u672c\u7ba1\u63a7\u3001\u5b89\u5168\u5ba1\u67e5\u4e0e\u6548\u679c\u4f18\u5316\" loading=\"eager\"><figcaption>\u914d\u56fe\uff1a\u633d\u9e7f\u8d44\u8baf\u7f51 \u00b7 \u672c\u7ad9\u539f\u521b\u64cd\u4f5c\u6d41\u7a0b\u56fe<\/figcaption><\/figure>\n<h2>\u7b2c\u4e00\u6b65\uff1a\u73af\u5883\u51c6\u5907<\/h2>\n<h3>\u64cd\u4f5c\u4f4d\u7f6e<\/h3>\n<p>\u672c\u5730\u5f00\u53d1\u673a\uff08Windows 11 \u6216 macOS\uff09<\/p>\n<h3>\u5177\u4f53\u52a8\u4f5c<\/h3>\n<p>1. \u6253\u5f00\u7ec8\u7aef\u6216 PowerShell\uff0c\u521b\u5efa\u9879\u76ee\u76ee\u5f55\u3002<br \/>2. \u4f7f\u7528 pip \u5b89\u88c5\u5fc5\u8981\u4f9d\u8d56\u3002<br \/>3. \u914d\u7f6e\u73af\u5883\u53d8\u91cf\u4fdd\u5b58 API \u5bc6\u94a5\u3002<\/p>\n<aside class=\"wanlu-tool-links wanlu-context-tool-link\">\n<div class=\"wanlu-tool-title\"><span>\u4e0b\u8f7d\u4e0e\u8bbf\u95ee<\/span><strong>DeepSeek<\/strong><\/div>\n<div class=\"wanlu-tool-actions\"><a class=\"wanlu-tool-official\" href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\" rel=\"noopener nofollow external\"><span>\u5b98\u65b9\u5730\u5740<\/span><strong>\u8bbf\u95ee\u5b98\u7f51 \u2192<\/strong><small>www.deepseek.com \u00b7 \u53ef\u8bbf\u95ee<\/small><\/a><a class=\"wanlu-tool-domestic\" href=\"https:\/\/chat.deepseek.com\/\" target=\"_blank\" rel=\"noopener nofollow external\"><span>\u56fd\u5185\u5907\u7528\u5730\u5740<\/span><strong>\u5907\u7528\u4e0b\u8f7d \u2192<\/strong><small>chat.deepseek.com \u00b7 \u53ef\u8bbf\u95ee<\/small><\/a><\/div>\n<p class=\"wanlu-tool-warning\">\u94fe\u63a5\u5df2\u6838\u9a8c\uff1b\u4f18\u5148\u4f7f\u7528\u5b98\u65b9\u5730\u5740\uff0c\u5907\u7528\u5730\u5740\u4ec5\u5728\u5b98\u65b9\u7ebf\u8def\u8bbf\u95ee\u56f0\u96be\u65f6\u4f7f\u7528\u3002<\/p>\n<\/aside>\n<figure class=\"wanlu-ai-figure wanlu-ai-figure-2\"><span class=\"wanlu-ai-tape\" aria-hidden=\"true\"><\/span><img decoding=\"async\" src=\"https:\/\/wanluu.com\/wp-content\/uploads\/2026\/08\/wanlu-ai-body-3110-1-YMiCKe.png\" alt=\"\u5177\u4f53\u52a8\u4f5c\uff1b1. \u6253\u5f00\u7ec8\u7aef\u6216 PowerShell\uff0c\u521b\u5efa\u9879\u76ee\u76ee\u5f55\u30022. \u4f7f\u7528 pip \u5b89\u88c5\u5fc5\u8981\u4f9d\u8d56\u30023. \u914d\u7f6e\u73af\u5883\u53d8\u91cf\u4fdd\u5b58 API \u5bc6\u94a5\u3002\" loading=\"lazy\"><figcaption>\u914d\u56fe\uff1a\u633d\u9e7f\u8d44\u8baf\u7f51 \u00b7 \u672c\u7ad9\u539f\u521b\u64cd\u4f5c\u6d41\u7a0b\u56fe<\/figcaption><\/figure>\n<h3>\u793a\u4f8b\u8f93\u5165<\/h3>\n<pre><code>mkdir deepseek-v3.1-project\ncd deepseek-v3.1-project\npip install openai requests python-dotenv\necho \"DEEPSEEK_API_KEY=\u4f60\u7684\u5bc6\u94a5\" &gt; .env<\/code><\/pre>\n<h3>\u9884\u671f\u7ed3\u679c<\/h3>\n<p>\u9879\u76ee\u76ee\u5f55\u521b\u5efa\u6210\u529f\uff0c\u4f9d\u8d56\u5b89\u88c5\u5b8c\u6bd5\uff0c.env \u6587\u4ef6\u5305\u542b\u5bc6\u94a5\u914d\u7f6e\u3002<\/p>\n<figure class=\"wanlu-ai-figure wanlu-ai-figure-3\"><span class=\"wanlu-ai-tape\" aria-hidden=\"true\"><\/span><img decoding=\"async\" src=\"https:\/\/wanluu.com\/wp-content\/uploads\/2026\/08\/wanlu-ai-body-3110-1-j1aGUB.png\" alt=\"\u9884\u671f\u7ed3\u679c\uff1b\u9879\u76ee\u76ee\u5f55\u521b\u5efa\u6210\u529f\uff0c\u4f9d\u8d56\u5b89\u88c5\u5b8c\u6bd5\uff0c.env \u6587\u4ef6\u5305\u542b\u5bc6\u94a5\u914d\u7f6e\u3002\" loading=\"lazy\"><figcaption>\u914d\u56fe\uff1a\u633d\u9e7f\u8d44\u8baf\u7f51 \u00b7 \u672c\u7ad9\u539f\u521b\u64cd\u4f5c\u6d41\u7a0b\u56fe<\/figcaption><\/figure>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<p>API \u5bc6\u94a5\u8bf7\u52ff\u786c\u7f16\u7801\u5728\u6e90\u4ee3\u7801\u4e2d\u3002\u4f7f\u7528 .env \u6587\u4ef6\u914d\u5408 python-dotenv \u5e93\u7ba1\u7406\u5bc6\u94a5\uff0c\u907f\u514d\u63d0\u4ea4\u5230 Git \u4ed3\u5e93\u3002\u4ee5\u5b98\u7f51\u5f53\u524d\u4e0b\u8f7d\u9875\u4e3a\u51c6\uff0c\u786e\u8ba4\u6700\u65b0\u4f9d\u8d56\u7248\u672c\u3002<\/p>\n<h2>\u7b2c\u4e8c\u6b65\uff1a\u5b98\u65b9\u7f51\u9875\u7aef\u6d4b\u8bd5<\/h2>\n<h3>\u64cd\u4f5c\u4f4d\u7f6e<\/h3>\n<p>\u6d4f\u89c8\u5668\u8bbf\u95ee DeepSeek \u5b98\u65b9\u5e73\u53f0<\/p>\n<h3>\u5177\u4f53\u52a8\u4f5c<\/h3>\n<p>1. \u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u8bbf\u95ee DeepSeek \u5b98\u65b9\u7f51\u7ad9\u5e76\u6ce8\u518c\u8d26\u53f7\u3002<br \/>2. \u767b\u5f55\u540e\u8fdb\u5165\u5bf9\u8bdd\u754c\u9762\uff0c\u5207\u6362\u81f3 DeepSeek V3.1 \u6a21\u578b\u3002<br \/>3. \u8f93\u5165\u7f16\u7a0b\u4efb\u52a1\u63d0\u793a\u8bcd\uff0c\u89c2\u5bdf\u8f93\u51fa\u8d28\u91cf\u3002<\/p>\n<figure class=\"wanlu-ai-figure wanlu-ai-figure-4\"><span class=\"wanlu-ai-tape\" aria-hidden=\"true\"><\/span><img decoding=\"async\" src=\"https:\/\/wanluu.com\/wp-content\/uploads\/2026\/08\/wanlu-ai-body-3110-1-HRykJH.png\" alt=\"\u5177\u4f53\u52a8\u4f5c\uff1b1. \u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u8bbf\u95ee DeepSeek \u5b98\u65b9\u7f51\u7ad9\u5e76\u6ce8\u518c\u8d26\u53f7\u30022. \u767b\u5f55\u540e\u8fdb\u5165\u5bf9\u8bdd\u754c\u9762\uff0c\u5207\u6362\u81f3 DeepSeek V3.1 \u6a21\u578b\u30023. \u8f93\u5165\u7f16\u7a0b\u4efb\u52a1\u63d0\u793a\u8bcd\uff0c\u89c2\u5bdf\u8f93\u51fa\u8d28\u91cf\u3002\" loading=\"lazy\"><figcaption>\u914d\u56fe\uff1a\u633d\u9e7f\u8d44\u8baf\u7f51 \u00b7 \u672c\u7ad9\u539f\u521b\u64cd\u4f5c\u6d41\u7a0b\u56fe<\/figcaption><\/figure>\n<h3>\u793a\u4f8b\u8f93\u5165<\/h3>\n<pre><code>\u8bf7\u5e2e\u6211\u5199\u4e00\u4e2a Python \u51fd\u6570\uff0c\u63a5\u6536\u4e00\u4e2a\u5217\u8868\u5e76\u8fd4\u56de\u53bb\u91cd\u540e\u7684\u7ed3\u679c\uff0c\u4fdd\u6301\u539f\u59cb\u987a\u5e8f\u3002\u8981\u6c42\u6dfb\u52a0\u7c7b\u578b\u6ce8\u89e3\u548c\u6587\u6863\u5b57\u7b26\u4e32\u3002<\/code><\/pre>\n<h3>\u9884\u671f\u7ed3\u679c<\/h3>\n<p>\u6a21\u578b\u8fd4\u56de\u5305\u542b\u5b8c\u6574\u7c7b\u578b\u6ce8\u89e3\u3001\u6587\u6863\u5b57\u7b26\u4e32\u7684\u6b63\u786e\u5b9e\u73b0\u4ee3\u7801\uff0c\u8f93\u51fa\u7ed3\u6784\u6e05\u6670\u3002<\/p>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<p>\u7f51\u9875\u7aef\u514d\u8d39\u7248\u53ef\u80fd\u6709\u5e76\u53d1\u9650\u5236\u3002\u5982\u9047\u300c\u8fbe\u5230\u4f7f\u7528\u9650\u989d\u300d\u63d0\u793a\uff0c\u53ef\u67e5\u770b\u5b98\u65b9\u5b9a\u4ef7\u9875\u9762\u6216\u7b49\u5f85\u989d\u5ea6\u5237\u65b0\u3002\u5b98\u65b9\u5e73\u53f0\u53ef\u80fd\u968f\u65f6\u8c03\u6574\u514d\u8d39\u989d\u5ea6\u7b56\u7565\uff0c\u4ee5\u5b98\u7f51\u5f53\u524d\u4e0b\u8f7d\u9875\u4e3a\u51c6\u3002<\/p>\n<h2>\u7b2c\u4e09\u6b65\uff1aAPI \u96c6\u6210\u5b9e\u6218<\/h2>\n<h3>\u64cd\u4f5c\u4f4d\u7f6e<\/h3>\n<p>\u672c\u5730\u4ee3\u7801\u7f16\u8f91\u5668<\/p>\n<h3>\u5177\u4f53\u52a8\u4f5c<\/h3>\n<p>1. \u521b\u5efa Python \u811a\u672c\u8c03\u7528 API\u3002<br \/>2. \u8bbe\u7f6e\u6b63\u786e\u7684\u6a21\u578b\u540d\u79f0\u548c\u53c2\u6570\u3002<br \/>3. \u5904\u7406\u54cd\u5e94\u5e76\u4fdd\u5b58\u8f93\u51fa\u3002<\/p>\n<h3>\u793a\u4f8b\u8f93\u5165<\/h3>\n<pre><code>import os\nimport openai\nfrom dotenv import load_dotenv\n\nload_dotenv()\nclient = openai.OpenAI(\n    api_key=os.getenv(\"DEEPSEEK_API_KEY\"),\n    base_url=\"https:\/\/api.deepseek.com\"\n)\n\nresponse = client.chat.completions.create(\n    model=\"deepseek-coder\",\n    messages=[\n        {\"role\": \"system\", \"content\": \"\u4f60\u662f\u4e00\u540d\u8d44\u6df1 Python \u5de5\u7a0b\u5e08\"},\n        {\"role\": \"user\", \"content\": \"\u8bf7\u4e3a FastAPI \u9879\u76ee\u5199\u4e00\u4e2a\u5e26 CORS \u914d\u7f6e\u7684\u4e3b\u5e94\u7528\u6587\u4ef6\"}\n    ],\n    max_tokens=1500,\n    temperature=0.2\n)\nprint(response.choices[0].message.content)<\/code><\/pre>\n<h3>\u9884\u671f\u7ed3\u679c<\/h3>\n<p>\u7ec8\u7aef\u8f93\u51fa\u5b8c\u6574\u7684 FastAPI \u5e94\u7528\u4ee3\u7801\uff0c\u5305\u542b\u6b63\u786e\u914d\u7f6e\u7684 CORS \u4e2d\u95f4\u4ef6\u3002<\/p>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<p>\u786e\u4fdd\u4f7f\u7528\u6b63\u786e\u7684 base_url \u548c\u6a21\u578b\u540d\u79f0\u3002\u4e0d\u540c\u5e73\u53f0\u7684\u6a21\u578b\u6807\u8bc6\u7b26\u53ef\u80fd\u4e0d\u540c\uff0c\u8bf7\u6838\u5bf9\u5b98\u65b9\u6587\u6863\u3002temperature \u503c\u8d8a\u4f4e\u8f93\u51fa\u8d8a\u7a33\u5b9a\uff0c\u9002\u5408\u4ee3\u7801\u751f\u6210\u573a\u666f\u3002<\/p>\n<h2>\u7b2c\u56db\u6b65\uff1a\u591a\u6587\u4ef6\u91cd\u6784\u4efb\u52a1<\/h2>\n<h3>\u64cd\u4f5c\u4f4d\u7f6e<\/h3>\n<p>\u672c\u5730\u4ee3\u7801\u7f16\u8f91\u5668 + API \u8c03\u7528<\/p>\n<h3>\u5177\u4f53\u52a8\u4f5c<\/h3>\n<p>1. \u51c6\u5907\u4e00\u4e2a\u5c0f\u578b\u9879\u76ee\u76ee\u5f55\u3002<br \/>2. \u7f16\u5199\u811a\u672c\u8bfb\u53d6\u9879\u76ee\u6587\u4ef6\u5e76\u53d1\u9001\u91cd\u6784\u8bf7\u6c42\u3002<br \/>3. \u89e3\u6790\u54cd\u5e94\u5e76\u66f4\u65b0\u6587\u4ef6\u3002<\/p>\n<h3>\u793a\u4f8b\u8f93\u5165<\/h3>\n<pre><code>import json\nimport os\nfrom pathlib import Path\nfrom openai import OpenAI\n\nclient = OpenAI(api_key=os.getenv(\"DEEPSEEK_API_KEY\"), base_url=\"https:\/\/api.deepseek.com\")\nproject_dir = Path(\".\/my-project\")\n\nfiles_content = \"\"\nfor file in project_dir.rglob(\"*.py\"):\n    files_content += f\"n--- {file.relative_to(project_dir)} ---n\"\n    files_content += file.read_text()\n\nresponse = client.chat.completions.create(\n    model=\"deepseek-coder\",\n    messages=[{\"role\": \"user\", \"content\": f\"\u8bf7\u5206\u6790\u4ee5\u4e0b\u9879\u76ee\u4ee3\u7801\uff0c\u627e\u51fa\u6f5c\u5728\u7684\u6027\u80fd\u95ee\u9898\u5e76\u7ed9\u51fa\u91cd\u6784\u5efa\u8bae\uff1an{files_content}\"}],\n    max_tokens=2000\n)\nprint(response.choices[0].message.content)<\/code><\/pre>\n<h3>\u9884\u671f\u7ed3\u679c<\/h3>\n<p>\u6a21\u578b\u8fd4\u56de\u5305\u542b\u5177\u4f53\u6587\u4ef6\u8def\u5f84\u3001\u95ee\u9898\u63cf\u8ff0\u548c\u91cd\u6784\u5efa\u8bae\u7684\u8be6\u7ec6\u62a5\u544a\u3002<\/p>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<p>\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u53ef\u80fd\u4ea7\u751f\u8f83\u9ad8 token \u6d88\u8017\uff0c\u5efa\u8bae\u63a7\u5236\u8f93\u5165\u6587\u4ef6\u5927\u5c0f\u3002\u5982\u9700\u5904\u7406\u5927\u578b\u9879\u76ee\uff0c\u53ef\u5206\u6279\u53d1\u9001\u6216\u4f7f\u7528\u6d41\u5f0f\u8f93\u51fa\u3002<\/p>\n<h2>\u7ed3\u679c\u9a8c\u8bc1<\/h2>\n<p>\u5b8c\u6210\u4e0a\u8ff0\u56db\u6b65\u540e\uff0c\u8bf7\u68c0\u67e5\u4ee5\u4e0b\u6307\u6807\u786e\u8ba4\u914d\u7f6e\u6210\u529f\uff1a<br \/>1. \u7f51\u9875\u7aef\u80fd\u6b63\u5e38\u53d1\u9001\u6d88\u606f\u5e76\u6536\u5230\u4ee3\u7801\u8f93\u51fa\u3002<br \/>2. API \u811a\u672c\u6267\u884c\u65e0\u62a5\u9519\uff0c\u7ec8\u7aef\u6253\u5370\u5b8c\u6574\u4ee3\u7801\u5757\u3002<br \/>3. \u591a\u6587\u4ef6\u5206\u6790\u811a\u672c\u80fd\u6b63\u786e\u8bfb\u53d6\u9879\u76ee\u6587\u4ef6\u5e76\u8fd4\u56de\u7ed3\u6784\u5316\u5efa\u8bae\u3002<br \/>4. .env \u6587\u4ef6\u4e2d\u5bc6\u94a5\u672a\u88ab\u610f\u5916\u63d0\u4ea4\u5230\u7248\u672c\u63a7\u5236\u3002<\/p>\n<figure class=\"wanlu-ai-figure wanlu-ai-figure-5\"><span class=\"wanlu-ai-tape\" aria-hidden=\"true\"><\/span><img decoding=\"async\" src=\"https:\/\/wanluu.com\/wp-content\/uploads\/2026\/08\/wanlu-ai-body-3110-1-Opr5q5.png\" alt=\"\u7ed3\u679c\u9a8c\u8bc1\uff1b\u5b8c\u6210\u4e0a\u8ff0\u56db\u6b65\u540e\uff0c\u8bf7\u68c0\u67e5\u4ee5\u4e0b\u6307\u6807\u786e\u8ba4\u914d\u7f6e\u6210\u529f\uff1a1. \u7f51\u9875\u7aef\u80fd\u6b63\u5e38\u53d1\u9001\u6d88\u606f\u5e76\u6536\u5230\u4ee3\u7801\u8f93\u51fa\u30022. API \u811a\u672c\u6267\u884c\u65e0\u62a5\u9519\uff0c\u7ec8\u7aef\u6253\u5370\u5b8c\u6574\u4ee3\u7801\u5757\u30023. \u591a\u6587\u4ef6\u5206\u6790\u811a\u672c\u80fd\u6b63\u786e\u8bfb\u53d6\u9879\u76ee\u6587\u4ef6\u5e76\u8fd4\u56de\u7ed3\u6784\u5316\u5efa\u8bae\u30024. .env \u6587\u4ef6\u4e2d\u5bc6\u94a5\u672a\u88ab\u610f\u5916\u63d0\u4ea4\u5230\u7248\u672c\u63a7\u5236\u3002\" loading=\"lazy\"><figcaption>\u914d\u56fe\uff1a\u633d\u9e7f\u8d44\u8baf\u7f51 \u00b7 \u672c\u7ad9\u539f\u521b\u64cd\u4f5c\u6d41\u7a0b\u56fe<\/figcaption><\/figure>\n<h2>\u5e38\u89c1\u5751\u4e0e\u907f\u5751\u6307\u5357<\/h2>\n<h3>\u5751\u4e00\uff1a\u6a21\u578b\u540d\u79f0\u62fc\u5199\u9519\u8bef<\/h3>\n<p>\u75c7\u72b6\uff1aAPI \u8fd4\u56de 400 \u9519\u8bef\uff0c\u63d0\u793a\u6a21\u578b\u4e0d\u5b58\u5728\u3002<br \/>\u539f\u56e0\uff1a\u6df7\u6dc6\u4e86 deepseek-chat \u4e0e deepseek-coder \u4e24\u4e2a\u6a21\u578b\u6807\u8bc6\u3002<br \/>\u89e3\u51b3\uff1a\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4f7f\u7528 deepseek-coder\uff0c\u901a\u7528\u5bf9\u8bdd\u4f7f\u7528 deepseek-chat\u3002<\/p>\n<h3>\u5751\u4e8c\uff1aAPI \u5bc6\u94a5\u6cc4\u9732<\/h3>\n<p>\u75c7\u72b6\uff1a\u8d26\u6237\u51fa\u73b0\u5f02\u5e38\u8c03\u7528\u8bb0\u5f55\uff0c\u6216\u6536\u5230\u8d39\u7528\u63d0\u9192\u3002<br \/>\u539f\u56e0\uff1a\u5bc6\u94a5\u88ab\u786c\u7f16\u7801\u63d0\u4ea4\u5230 GitHub \u7b49\u516c\u5f00\u4ed3\u5e93\u3002<br \/>\u89e3\u51b3\uff1a\u7acb\u5373\u5728\u63a7\u5236\u53f0\u8f6e\u6362\u5bc6\u94a5\uff0c\u4f7f\u7528 .gitignore \u6392\u9664 .env \u6587\u4ef6\uff0c\u5f00\u542f API \u8c03\u7528\u9650\u989d\u544a\u8b66\u3002<\/p>\n<h3>\u5751\u4e09\uff1a\u8f93\u51fa\u88ab\u622a\u65ad<\/h3>\n<p>\u75c7\u72b6\uff1a\u4ee3\u7801\u8f93\u51fa\u4e0d\u5b8c\u6574\uff0c\u7f3a\u5c11\u7ed3\u5c3e\u62ec\u53f7\u6216\u51fd\u6570\u5b9a\u4e49\u3002<br \/>\u539f\u56e0\uff1amax_tokens \u8bbe\u7f6e\u8fc7\u5c0f\u6216\u8f93\u51fa\u81ea\u7136\u7ed3\u675f\u3002<br \/>\u89e3\u51b3\uff1a\u5c06 max_tokens \u8c03\u6574\u4e3a 2000 \u4ee5\u4e0a\uff0c\u6216\u5bf9\u622a\u65ad\u90e8\u5206\u8ffd\u52a0\u7eed\u5199\u8bf7\u6c42\u3002<\/p>\n<h3>\u5751\u56db\uff1a\u8d85\u65f6\u9519\u8bef<\/h3>\n<p>\u75c7\u72b6\uff1arequests \u629b\u51fa ConnectionError \u6216 Timeout\u3002<br \/>\u539f\u56e0\uff1a\u7f51\u7edc\u4e0d\u7a33\u5b9a\u6216\u670d\u52a1\u5668\u54cd\u5e94\u7f13\u6162\u3002<br \/>\u89e3\u51b3\uff1a\u8bbe\u7f6e retry \u673a\u5236\uff0c\u589e\u52a0 timeout \u53c2\u6570\u81f3 60 \u79d2\uff0c\u6216\u9519\u5cf0\u4f7f\u7528\u3002<\/p>\n<h2>\u5b89\u5168\u63d0\u9192<\/h2>\n<ul>\n<li>\u6c38\u8fdc\u4e0d\u8981\u5c06 API \u5bc6\u94a5\u63d0\u4ea4\u5230\u516c\u5171\u4ee3\u7801\u4ed3\u5e93\u3002<\/li>\n<li>AI \u751f\u6210\u7684\u4ee3\u7801\u5fc5\u987b\u7ecf\u8fc7\u4eba\u5de5\u5ba1\u67e5\uff0c\u5c24\u5176\u662f\u6d89\u53ca\u6570\u636e\u5e93\u64cd\u4f5c\u3001\u7f51\u7edc\u8bf7\u6c42\u6216\u654f\u611f\u903b\u8f91\u7684\u90e8\u5206\u3002<\/li>\n<li>\u5728\u751f\u4ea7\u73af\u5883\u90e8\u7f72\u524d\uff0c\u5bf9 AI \u751f\u6210\u7684\u4ee3\u7801\u8fdb\u884c\u5b8c\u6574\u7684\u5355\u5143\u6d4b\u8bd5\u548c\u5b89\u5168\u6027\u626b\u63cf\u3002<\/li>\n<li>\u6ce8\u610f\u9075\u5b88 DeepSeek \u670d\u52a1\u6761\u6b3e\uff0c\u7981\u6b62\u7528\u4e8e\u8fdd\u6cd5\u8fdd\u89c4\u5185\u5bb9\u751f\u6210\u3002<\/li>\n<li>AI \u5de5\u5177\u53ef\u80fd\u5b58\u5728\u5e7b\u89c9\u95ee\u9898\uff0c\u751f\u6210\u7684\u4ee3\u7801\u4e0d\u4fdd\u8bc1\u5b8c\u5168\u6b63\u786e\uff0c\u52a1\u5fc5\u8fdb\u884c\u6d4b\u8bd5\u9a8c\u8bc1\u3002<\/li>\n<li>\u4e0d\u8981\u5c06\u654f\u611f\u4e1a\u52a1\u903b\u8f91\u5b8c\u5168\u4f9d\u8d56 AI \u751f\u6210\uff0c\u5173\u952e\u4ee3\u7801\u4ecd\u9700\u4e13\u4e1a\u4eba\u5458\u5ba1\u6838\u3002<\/li>\n<li>\u5b9a\u671f\u8f6e\u6362 API \u5bc6\u94a5\uff0c\u542f\u7528 IP \u767d\u540d\u5355\u548c\u8c03\u7528\u9650\u989d\u4ee5\u9632\u6b62\u6ee5\u7528\u3002<\/li>\n<\/ul>\n<h2>\u68c0\u67e5\u6e05\u5355<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u68c0\u67e5\u9879<\/th>\n<th>\u72b6\u6001<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>API \u5bc6\u94a5\u5df2\u4fdd\u5b58\u5230 .env \u6587\u4ef6<\/td>\n<td>\u25a1<\/td>\n<\/tr>\n<tr>\n<td>openai \u548c python-dotenv \u4f9d\u8d56\u5df2\u5b89\u88c5<\/td>\n<td>\u25a1<\/td>\n<\/tr>\n<tr>\n<td>\u7f51\u9875\u7aef\u6d4b\u8bd5\u6210\u529f\uff0c\u6536\u5230\u6b63\u786e\u8f93\u51fa<\/td>\n<td>\u25a1<\/td>\n<\/tr>\n<tr>\n<td>API \u811a\u672c\u80fd\u6b63\u5e38\u8fd0\u884c\u5e76\u6253\u5370\u4ee3\u7801<\/td>\n<td>\u25a1<\/td>\n<\/tr>\n<tr>\n<td>.env \u5df2\u52a0\u5165 .gitignore<\/td>\n<td>\u25a1<\/td>\n<\/tr>\n<tr>\n<td>\u5df2\u8bbe\u7f6e API \u8c03\u7528\u9650\u989d\u544a\u8b66<\/td>\n<td>\u25a1<\/td>\n<\/tr>\n<tr>\n<td>AI \u751f\u6210\u4ee3\u7801\u5df2\u901a\u8fc7\u4eba\u5de5\u5ba1\u67e5<\/td>\n<td>\u25a1<\/td>\n<\/tr>\n<tr>\n<td>\u5df2\u5b8c\u6210\u5355\u5143\u6d4b\u8bd5\u9a8c\u8bc1<\/td>\n<td>\u25a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u5206\u5c42\u4e0b\u4e00\u6b65\u884c\u52a8<\/h2>\n<p><strong>\u521d\u7ea7\u7528\u6237\uff1a<\/strong>\u5de9\u56fa\u7f51\u9875\u7aef\u4f7f\u7528\uff0c\u719f\u6089\u63d0\u793a\u8bcd\u7f16\u5199\u6280\u5de7\uff0c\u6bcf\u65e5\u5b8c\u6210 3 \u4e2a\u5c0f\u578b\u4ee3\u7801\u4efb\u52a1\u7ec3\u4e60\u3002<br \/><strong>\u4e2d\u7ea7\u7528\u6237\uff1a<\/strong>\u5c06 API \u96c6\u6210\u5230\u73b0\u6709\u5f00\u53d1\u5de5\u4f5c\u6d41\uff0c\u7f16\u5199\u81ea\u52a8\u5316\u811a\u672c\u5b8c\u6210\u91cd\u590d\u6027\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u3002<br \/><strong>\u9ad8\u7ea7\u7528\u6237\uff1a<\/strong>\u63a2\u7d22\u51fd\u6570\u8c03\u7528\uff08Function Calling\uff09\u80fd\u529b\uff0c\u6784\u5efa\u5b8c\u6574\u7684 AI \u7f16\u7a0b\u667a\u80fd\u4f53\uff0c\u96c6\u6210\u5230 CI\/CD \u6d41\u7a0b\u4e2d\u3002<\/p>\n<h2>\u5b8c\u6574\u5b9e\u6218\u6848\u4f8b\uff1a\u6784\u5efa\u81ea\u52a8\u5316\u6d4b\u8bd5\u751f\u6210\u5668<\/h2>\n<p>\u4ee5\u4e0b\u6848\u4f8b\u6f14\u793a\u5982\u4f55\u5c06 DeepSeek V3.1 \u96c6\u6210\u5230\u4e00\u4e2a\u5b9e\u9645\u7684\u81ea\u52a8\u5316\u6d4b\u8bd5\u751f\u6210\u5de5\u5177\u4e2d\u3002<\/p>\n<h3>\u573a\u666f\u63cf\u8ff0<\/h3>\n<p>\u4f60\u6709\u4e00\u4e2a Python \u9879\u76ee\uff0c\u5e0c\u671b\u81ea\u52a8\u751f\u6210\u5355\u5143\u6d4b\u8bd5\u6587\u4ef6\uff0c\u51cf\u5c11\u91cd\u590d\u52b3\u52a8\u3002<\/p>\n<h3>\u5b9e\u73b0\u6b65\u9aa4<\/h3>\n<p>1. \u8bfb\u53d6\u6e90\u6587\u4ef6\u4ee3\u7801\u3002<br \/>2. \u53d1\u9001\u7ed9 DeepSeek API \u8bf7\u6c42\u751f\u6210\u6d4b\u8bd5\u7528\u4f8b\u3002<br \/>3. \u5c06\u8f93\u51fa\u5199\u5165\u5bf9\u5e94\u7684\u6d4b\u8bd5\u6587\u4ef6\u3002<\/p>\n<h3>\u6838\u5fc3\u4ee3\u7801<\/h3>\n<pre><code>def generate_tests(source_file, output_file):\n    source_code = Path(source_file).read_text()\n    prompt = f\"\u8bf7\u4e3a\u4ee5\u4e0b Python \u51fd\u6570\u751f\u6210\u5b8c\u6574\u7684 pytest \u6d4b\u8bd5\u7528\u4f8b\uff0c\u8986\u76d6\u6b63\u5e38\u8def\u5f84\u548c\u8fb9\u754c\u6761\u4ef6\uff1an{source_code}\"\n    response = client.chat.completions.create(\n        model=\"deepseek-coder\",\n        messages=[{\"role\": \"user\", \"content\": prompt}],\n        max_tokens=1500\n    )\n    test_code = response.choices[0].message.content\n    Path(output_file).write_text(test_code)\n    print(f\"\u6d4b\u8bd5\u6587\u4ef6\u5df2\u751f\u6210\uff1a{output_file}\")\n\ngenerate_tests(\".\/src\/calculator.py\", \".\/tests\/test_calculator.py\")<\/code><\/pre>\n<h3>\u9a8c\u8bc1\u65b9\u6cd5<\/h3>\n<p>\u8fd0\u884c pytest \u547d\u4ee4\u6267\u884c\u751f\u6210\u7684\u6d4b\u8bd5\u6587\u4ef6\uff0c\u786e\u8ba4\u6240\u6709\u7528\u4f8b\u901a\u8fc7\u3002\u5982\u6709\u5931\u8d25\uff0c\u6839\u636e\u9519\u8bef\u4fe1\u606f\u8c03\u6574\u63d0\u793a\u8bcd\u6216\u624b\u52a8\u4fee\u6b63\u6d4b\u8bd5\u903b\u8f91\u3002<\/p>\n<h2>AI \u5de5\u5177\u4f7f\u7528\u89c4\u8303<\/h2>\n<p>\u5728\u4f7f\u7528 DeepSeek V3.1 \u7b49 AI \u7f16\u7a0b\u5de5\u5177\u65f6\uff0c\u8bf7\u9075\u5faa\u4ee5\u4e0b\u89c4\u8303\uff1a<\/p>\n<h3>\u4f7f\u7528\u539f\u5219<\/h3>\n<ul>\n<li>AI \u751f\u6210\u4ee3\u7801\u4ec5\u4f5c\u4e3a\u53c2\u8003\uff0c\u5fc5\u987b\u7ecf\u8fc7\u4eba\u5de5\u5ba1\u67e5\u540e\u624d\u80fd\u4f7f\u7528<\/li>\n<li>\u91cd\u8981\u4e1a\u52a1\u903b\u8f91\u9700\u8981\u7ed3\u5408\u56e2\u961f\u4ee3\u7801\u89c4\u8303\u8fdb\u884c\u8c03\u6574<\/li>\n<li>\u5b9a\u671f\u5bf9\u6bd4 AI \u8f93\u51fa\u4e0e\u6700\u4f73\u5b9e\u8df5\uff0c\u6301\u7eed\u4f18\u5316\u63d0\u793a\u8bcd<\/li>\n<li>\u6ce8\u610f AI \u5de5\u5177\u7684\u5c40\u9650\u6027\uff0c\u590d\u6742\u573a\u666f\u53ef\u80fd\u9700\u8981\u591a\u6b21\u8fed\u4ee3<\/li>\n<\/ul>\n<h3>\u5178\u578b\u9650\u5236<\/h3>\n<ul>\n<li>AI \u53ef\u80fd\u65e0\u6cd5\u5b8c\u5168\u7406\u89e3\u9879\u76ee\u4e0a\u4e0b\u6587\u548c\u67b6\u6784\u7ea6\u675f<\/li>\n<li>\u751f\u6210\u7684\u4ee3\u7801\u53ef\u80fd\u5b58\u5728\u6027\u80fd\u95ee\u9898\u6216\u5b89\u5168\u9690\u60a3<\/li>\n<li>\u5bf9\u4e8e\u65b0\u5174\u6280\u672f\u6808\uff0cAI \u7684\u77e5\u8bc6\u53ef\u80fd\u5b58\u5728\u6ede\u540e<\/li>\n<li>\u591a\u6587\u4ef6\u91cd\u6784\u4efb\u52a1\u9700\u8981\u5206\u6279\u5904\u7406\uff0c\u907f\u514d\u8d85\u51fa\u4e0a\u4e0b\u6587\u7a97\u53e3<\/li>\n<\/ul>\n<div class=\"wanlu-ai-ending wanlu-ai-ending-blog\"><span>WANLU PRACTICAL GUIDE<\/span><\/p>\n<p>\u4ee5\u5b9e\u9645\u7ed3\u679c\u4e3a\u51c6\uff0c\u64cd\u4f5c\u524d\u8bf7\u6838\u5bf9\u5b98\u7f51\u7248\u672c\u3001\u6388\u6743\u548c\u5b89\u5168\u63d0\u793a\u3002<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u8be6\u7ec6\u8bb2\u89e3 DeepSeek V3.1 \u7f16\u7a0b\u667a\u80fd\u4f53\u7684\u5b8c\u6574\u914d\u7f6e\u4e0e\u5b9e\u6218\u6d41\u7a0b\uff0c\u6db5\u76d6\u73af\u5883\u51c6\u5907\u3001API \u8c03\u7528\u3001\u591a\u6587\u4ef6\u91cd\u6784\u3001\u81ea\u52a8\u5316\u6d4b\u8bd5\u751f\u6210\u7b49\u5b9e\u64cd\u5185\u5bb9\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u642d\u5efa AI \u7f16\u7a0b\u8f85\u52a9\u5de5\u4f5c\u6d41\u3002<\/p>\n","protected":false},"author":0,"featured_media":3113,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[41],"tags":[],"class_list":["post-3110","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/posts\/3110","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/comments?post=3110"}],"version-history":[{"count":2,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/posts\/3110\/revisions"}],"predecessor-version":[{"id":3120,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/posts\/3110\/revisions\/3120"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/media\/3113"}],"wp:attachment":[{"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/media?parent=3110"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/categories?post=3110"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/tags?post=3110"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}