{"id":53824,"date":"2025-02-17T15:26:22","date_gmt":"2025-02-17T07:26:22","guid":{"rendered":"https:\/\/fwq.ai\/blog\/?p=53824"},"modified":"2025-02-17T15:26:22","modified_gmt":"2025-02-17T07:26:22","slug":"deepseek-%e6%b5%aa%e6%bd%ae%e4%b8%8b%e7%9a%84%e4%b8%bb%e6%b5%81%e7%bc%96%e7%a8%8b%e8%af%ad%e8%a8%80%e5%88%86%e6%9e%90%ef%bc%9a%e6%9c%ba%e9%81%87%e4%b8%8e%e6%8c%91%e6%88%98","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/53824\/","title":{"rendered":"DeepSeek \u6d6a\u6f6e\u4e0b\u7684\u4e3b\u6d41\u7f16\u7a0b\u8bed\u8a00\u5206\u6790\uff1a\u673a\u9047\u4e0e\u6311\u6218"},"content":{"rendered":"<h1><strong>DeepSeek \u6d6a\u6f6e\u4e0b\u7684\u4e3b\u6d41\u7f16\u7a0b\u8bed\u8a00\u5206\u6790\uff1a\u673a\u9047\u4e0e\u6311\u6218\uff08\u542b<a href=\"https:\/\/fwq.ai\/\">\u9999\u6e2f\u670d\u52a1\u5668<\/a>\u90e8\u7f72\u6307\u5357\uff09<\/strong><\/h1>\n<h2><strong>\u4e00\u3001\u80cc\u666f\u6982\u8ff0<\/strong><\/h2>\n<p>\u5728\u79d1\u6280\u98de\u901f\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6280\u672f\u6b63\u5728\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u6539\u53d8\u5404\u4e2a\u884c\u4e1a\u3002\u5176\u4e2d\uff0cDeepSeek \u4f5c\u4e3a AI \u9886\u57df\u7684\u65b0\u5174\u529b\u91cf\uff0c\u51ed\u501f\u5176\u5f3a\u5927\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u548c\u4ee3\u7801\u751f\u6210\u80fd\u529b\uff0c\u8fc5\u901f\u5438\u5f15\u4e86\u5168\u7403\u5f00\u53d1\u8005\u7684\u5173\u6ce8\u3002<\/p>\n<p>\u5bf9\u4e8e\u7a0b\u5e8f\u5458\u800c\u8a00\uff0c\u8fd9\u65e2\u662f\u4e00\u573a\u6280\u672f\u9769\u547d\uff0c\u4e5f\u662f\u4e00\u573a\u804c\u4e1a\u6311\u6218\u3002\u73b0\u6709\u7684\u7f16\u7a0b\u8bed\u8a00\uff08\u5982 Python\u3001Java\u3001C++\u3001JavaScript \u7b49\uff09\u5728 DeepSeek \u7684\u51b2\u51fb\u4e0b\uff0c\u80fd\u5426\u7ee7\u7eed\u4fdd\u6301\u5176\u4e3b\u5bfc\u5730\u4f4d\uff1f\u5982\u4f55\u501f\u52a9\u9999\u6e2f\u670d\u52a1\u5668\u7b49\u9ad8\u6027\u80fd\u8ba1\u7b97\u8d44\u6e90\u6765\u4f18\u5316\u4ee3\u7801\u90e8\u7f72\uff1f\u8fd9\u4e9b\u95ee\u9898\u503c\u5f97\u6df1\u5165\u63a2\u8ba8\u3002<\/p>\n<hr \/>\n<h2><strong>\u4e8c\u3001DeepSeek \u7b80\u4ecb\u53ca\u5176\u5bf9\u7f16\u7a0b\u9886\u57df\u7684\u5f71\u54cd<\/strong><\/h2>\n<h3><strong>2.1 DeepSeek \u7684\u57fa\u672c\u539f\u7406\u4e0e\u7279\u6027<\/strong><\/h3>\n<p>DeepSeek \u91c7\u7528\u57fa\u4e8e Transformer \u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u80fd\u591f\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u5e76\u751f\u6210\u9ad8\u8d28\u91cf\u4ee3\u7801\u3002\u5176\u6838\u5fc3\u7279\u70b9\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u5f3a\u5927\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b<\/strong>\uff1a\u53ef\u4ee5\u6839\u636e\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u81ea\u52a8\u751f\u6210\u4ee3\u7801\u3002<\/li>\n<li><strong>\u81ea\u5b66\u4e60\u4f18\u5316<\/strong>\uff1a\u968f\u7740\u6570\u636e\u7684\u79ef\u7d2f\uff0c\u4ee3\u7801\u8d28\u91cf\u548c\u51c6\u786e\u5ea6\u4e0d\u65ad\u63d0\u9ad8\u3002<\/li>\n<li><strong>\u8de8\u8bed\u8a00\u652f\u6301<\/strong>\uff1a\u6db5\u76d6 Python\u3001Java\u3001C++\u3001JavaScript \u7b49\u591a\u79cd\u4e3b\u6d41\u7f16\u7a0b\u8bed\u8a00\u3002<\/li>\n<\/ul>\n<h3><strong>2.2 DeepSeek \u5bf9\u7f16\u7a0b\u5de5\u4f5c\u6d41\u7a0b\u7684\u6539\u53d8<\/strong><\/h3>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u4ee3\u7801\u7f16\u5199<\/strong>\uff1a\u7a0b\u5e8f\u5458\u53ef\u4ee5\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u9700\u6c42\uff0cDeepSeek \u4fbf\u80fd\u751f\u6210\u4ee3\u7801\u3002<\/li>\n<li><strong>\u63d0\u9ad8\u5f00\u53d1\u6548\u7387<\/strong>\uff1a\u51cf\u5c11\u624b\u52a8\u7f16\u5199\u4ee3\u7801\u7684\u65f6\u95f4\uff0c\u63d0\u9ad8\u9879\u76ee\u4ea4\u4ed8\u901f\u5ea6\u3002<\/li>\n<li><strong>\u63d0\u5347\u6280\u80fd\u8981\u6c42<\/strong>\uff1a\u7a0b\u5e8f\u5458\u9700\u66f4\u52a0\u5173\u6ce8\u67b6\u6784\u8bbe\u8ba1\u548c\u4f18\u5316\uff0c\u800c\u4e0d\u4ec5\u662f\u4ee3\u7801\u5b9e\u73b0\u3002<\/li>\n<\/ul>\n<h3><strong>2.3 DeepSeek \u5728\u7f16\u7a0b\u9886\u57df\u7684\u5e94\u7528\u6848\u4f8b<\/strong><\/h3>\n<p>\u793a\u4f8b\uff1a\u4f7f\u7528 DeepSeek \u751f\u6210\u4e00\u4e2a Python \u52a0\u6cd5\u51fd\u6570<\/p>\n<pre><code class=\"language-python\"># \u4f20\u7edf\u65b9\u5f0f\r\ndef add_numbers(a, b):\r\n    return a + b\r\n\r\nprint(add_numbers(3, 5))\r\n<\/code><\/pre>\n<p>DeepSeek \u4ec5\u9700\u63a5\u6536\u6307\u4ee4\uff1a\u201c\u7f16\u5199\u4e00\u4e2a Python \u51fd\u6570\u8ba1\u7b97\u4e24\u4e2a\u6570\u4e4b\u548c\u201d\uff0c\u5373\u53ef\u751f\u6210\u4e0a\u8ff0\u4ee3\u7801\u3002<\/p>\n<hr \/>\n<h2><strong>\u4e09\u3001\u4e3b\u6d41\u7f16\u7a0b\u8bed\u8a00\u7684\u73b0\u72b6\u4e0e\u7279\u70b9<\/strong><\/h2>\n<h3><strong>3.1 Python<\/strong><\/h3>\n<h4><strong>3.1.1 \u8bed\u8a00\u7279\u6027<\/strong><\/h4>\n<ul>\n<li>\u8bed\u6cd5\u7b80\u6d01\u6613\u8bfb\uff0c\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8303\u5f0f\uff08\u9762\u5411\u5bf9\u8c61\u3001\u51fd\u6570\u5f0f\u3001\u8fc7\u7a0b\u5f0f\uff09\u3002<\/li>\n<li>\u5177\u6709\u52a8\u6001\u7c7b\u578b\u7cfb\u7edf\uff0c\u63d0\u9ad8\u5f00\u53d1\u7075\u6d3b\u6027\u3002<\/li>\n<\/ul>\n<h4><strong>3.1.2 \u4e3b\u8981\u5e94\u7528\u573a\u666f<\/strong><\/h4>\n<ul>\n<li><strong>\u6570\u636e\u79d1\u5b66\u4e0e AI<\/strong>\uff1aNumPy\u3001Pandas\u3001TensorFlow\u3001PyTorch\u3002<\/li>\n<li><strong>Web \u5f00\u53d1<\/strong>\uff1aDjango\u3001Flask\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u811a\u672c<\/strong>\uff1a\u6279\u91cf\u4efb\u52a1\u5904\u7406\u3001\u6570\u636e\u722c\u53d6\u3002<\/li>\n<\/ul>\n<p>\u793a\u4f8b\uff1a\u4f7f\u7528 NumPy \u8ba1\u7b97\u6570\u7ec4\u5747\u503c<\/p>\n<pre><code class=\"language-python\">import numpy as np\r\narr = np.array([1, 2, 3, 4, 5])\r\nprint(np.mean(arr))\r\n<\/code><\/pre>\n<h4><strong>3.1.3 \u4f18\u52bf\u4e0e\u52a3\u52bf<\/strong><\/h4>\n<ul>\n<li><strong>\u4f18\u52bf<\/strong>\uff1a\u4e30\u5bcc\u7684\u5e93\u548c\u751f\u6001\u3001\u5f00\u53d1\u6548\u7387\u9ad8\u3002<\/li>\n<li><strong>\u52a3\u52bf<\/strong>\uff1a\u8fd0\u884c\u901f\u5ea6\u76f8\u5bf9\u8f83\u6162\uff0c\u5728\u9ad8\u6027\u80fd\u8ba1\u7b97\u9886\u57df\u53d7\u9650\u3002<\/li>\n<\/ul>\n<h3><strong>3.2 Java<\/strong><\/h3>\n<h4><strong>3.2.1 \u8bed\u8a00\u7279\u6027<\/strong><\/h4>\n<ul>\n<li>\u5f3a\u7c7b\u578b\u3001\u9762\u5411\u5bf9\u8c61\uff0c\u8de8\u5e73\u53f0\u7279\u6027\uff08JVM\uff09\u3002<\/li>\n<li>\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u4f01\u4e1a\u7ea7\u5e94\u7528\u3002<\/li>\n<\/ul>\n<h4><strong>3.2.2 \u4e3b\u8981\u5e94\u7528\u573a\u666f<\/strong><\/h4>\n<ul>\n<li><strong>\u4f01\u4e1a\u7ea7\u5f00\u53d1<\/strong>\uff08Spring\u3001Hibernate\uff09\u3002<\/li>\n<li><strong>Android \u5f00\u53d1<\/strong>\u3002<\/li>\n<\/ul>\n<p>\u793a\u4f8b\uff1aJava Spring Boot Hello World<\/p>\n<pre><code class=\"language-java\">import org.springframework.boot.SpringApplication;\r\nimport org.springframework.boot.autoconfigure.SpringBootApplication;\r\nimport org.springframework.web.bind.annotation.*;\r\n\r\n@SpringBootApplication\r\n@RestController\r\npublic class HelloWorldApplication {\r\n    public static void main(String[] args) {\r\n        SpringApplication.run(HelloWorldApplication.class, args);\r\n    }\r\n\r\n    @GetMapping(\"\/\")\r\n    public String hello() {\r\n        return \"Hello, World!\";\r\n    }\r\n}\r\n<\/code><\/pre>\n<h4><strong>3.2.3 \u4f18\u52bf\u4e0e\u52a3\u52bf<\/strong><\/h4>\n<ul>\n<li><strong>\u4f18\u52bf<\/strong>\uff1a\u9ad8\u5e76\u53d1\u652f\u6301\u3001\u6210\u719f\u751f\u6001\u3002<\/li>\n<li><strong>\u52a3\u52bf<\/strong>\uff1a\u5f00\u53d1\u6210\u672c\u8f83\u9ad8\uff0c\u9700\u8981\u8f83\u591a\u6837\u677f\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<h3><strong>3.3 C++<\/strong><\/h3>\n<h4><strong>3.3.1 \u8bed\u8a00\u7279\u6027<\/strong><\/h4>\n<ul>\n<li>\u9ad8\u6027\u80fd\uff0c\u5e95\u5c42\u786c\u4ef6\u63a7\u5236\u80fd\u529b\u5f3a\u3002<\/li>\n<\/ul>\n<h4><strong>3.3.2 \u4e3b\u8981\u5e94\u7528\u573a\u666f<\/strong><\/h4>\n<ul>\n<li><strong>\u6e38\u620f\u5f00\u53d1<\/strong>\uff08Unreal Engine\uff09\u3002<\/li>\n<li><strong>\u64cd\u4f5c\u7cfb\u7edf\u3001\u5d4c\u5165\u5f0f\u7cfb\u7edf<\/strong>\u3002<\/li>\n<\/ul>\n<p>\u793a\u4f8b\uff1aC++ \u63a7\u5236\u53f0\u7a0b\u5e8f<\/p>\n<pre><code class=\"language-cpp\">#include &lt;iostream&gt;\r\nint main() {\r\n    std::cout &lt;&lt; \"Hello, World!\" &lt;&lt; std::endl;\r\n    return 0;\r\n}\r\n<\/code><\/pre>\n<h4><strong>3.3.3 \u4f18\u52bf\u4e0e\u52a3\u52bf<\/strong><\/h4>\n<ul>\n<li><strong>\u4f18\u52bf<\/strong>\uff1a\u9ad8\u6548\u80fd\u63a7\u5236\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u7cfb\u7edf\u5f00\u53d1\u3002<\/li>\n<li><strong>\u52a3\u52bf<\/strong>\uff1a\u5b66\u4e60\u6210\u672c\u8f83\u9ad8\uff0c\u6613\u51fa\u73b0\u5185\u5b58\u6cc4\u6f0f\u95ee\u9898\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2><strong>\u56db\u3001DeepSeek \u6d6a\u6f6e\u4e0b\u7684\u673a\u9047<\/strong><\/h2>\n<h3><strong>4.1 \u4ee3\u7801\u8f85\u52a9\u7f16\u5199<\/strong><\/h3>\n<p>DeepSeek \u53ef\u4ee5\u5feb\u901f\u751f\u6210\u4ee3\u7801\uff0c\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\u3002\u4f8b\u5982\uff0c\u4f7f\u7528 DeepSeek \u751f\u6210 Python \u4ee3\u7801\uff1a<\/p>\n<pre><code class=\"language-python\">numbers = [3, 1, 4, 1, 5, 9]\r\nprint(sum(numbers) \/ len(numbers))\r\n<\/code><\/pre>\n<h3><strong>4.2 \u4ee3\u7801\u4f18\u5316\u4e0e\u8c03\u8bd5<\/strong><\/h3>\n<p>DeepSeek \u901a\u8fc7\u5206\u6790\u4ee3\u7801\u63d0\u4f9b\u4f18\u5316\u5efa\u8bae\uff0c\u5982 Java String \u8fde\u63a5\u4f18\u5316\uff1a<\/p>\n<pre><code class=\"language-java\">\/\/ \u539f\u59cb\u4ee3\u7801\r\nString result = \"\";\r\nfor (int i = 0; i &lt; 1000; i++) {\r\n    result += i;\r\n}\r\n<\/code><\/pre>\n<p><strong>\u4f18\u5316\u65b9\u6848<\/strong>\uff1a<\/p>\n<pre><code class=\"language-java\">StringBuilder result = new StringBuilder();\r\nfor (int i = 0; i &lt; 1000; i++) {\r\n    result.append(i);\r\n}\r\n<\/code><\/pre>\n<hr \/>\n<h2><strong>\u4e94\u3001DeepSeek \u5e26\u6765\u7684\u6311\u6218<\/strong><\/h2>\n<h3><strong>5.1 \u4ee3\u7801\u751f\u6210\u7684\u66ff\u4ee3\u6027<\/strong><\/h3>\n<p>DeepSeek \u53ef\u81ea\u52a8\u751f\u6210 CRUD \u4ee3\u7801\uff0c\u53ef\u80fd\u51cf\u5c11\u90e8\u5206\u521d\u7ea7\u7a0b\u5e8f\u5458\u7684\u9700\u6c42\u3002\u4f8b\u5982\u4f7f\u7528 Flask \u6784\u5efa API\uff1a<\/p>\n<pre><code class=\"language-python\">from flask import Flask, jsonify\r\napp = Flask(__name__)\r\n\r\n@app.route('\/users', methods=['GET'])\r\ndef get_users():\r\n    return jsonify([{\"id\": 1, \"name\": \"Alice\"}])\r\n\r\nif __name__ == '__main__':\r\n    app.run(debug=True)\r\n<\/code><\/pre>\n<h3><strong>5.2 \u8bed\u8a00\u751f\u6001\u7684\u53d8\u5316<\/strong><\/h3>\n<p>DeepSeek \u53ef\u80fd\u5f71\u54cd\u73b0\u6709\u7f16\u7a0b\u8bed\u8a00\u7684\u751f\u6001\uff0c\u63a8\u52a8\u65b0\u7684\u7f16\u7a0b\u8303\u5f0f\u53d1\u5c55\u3002<\/p>\n<hr \/>\n<h2><strong>\u516d\u3001\u5982\u4f55\u5e94\u5bf9 DeepSeek \u6d6a\u6f6e\uff1f<\/strong><\/h2>\n<ul>\n<li><strong>\u63d0\u5347\u7efc\u5408\u6280\u80fd<\/strong>\uff1a\u638c\u63e1\u67b6\u6784\u8bbe\u8ba1\u3001\u7b97\u6cd5\u5206\u6790\u3002<\/li>\n<li><strong>\u4e0e DeepSeek \u534f\u540c\u5de5\u4f5c<\/strong>\uff1a\u5229\u7528 AI \u751f\u6210\u4ee3\u7801\uff0c\u4f46\u4fdd\u6301\u4eba\u5de5\u5ba1\u67e5\u3002<\/li>\n<li><strong>\u501f\u52a9<a href=\"https:\/\/fwq.ai\/\">\u9999\u6e2f\u670d\u52a1\u5668<\/a>\u4f18\u5316\u90e8\u7f72<\/strong>\uff1a\u5229\u7528\u9999\u6e2f\u670d\u52a1\u5668\u7684\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u5e26\u5bbd\u7279\u6027\uff0c\u63d0\u9ad8 AI \u4ee3\u7801\u7684\u6267\u884c\u6548\u7387\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2><strong>\u4e03\u3001\u603b\u7ed3<\/strong><\/h2>\n<p>DeepSeek \u6b63\u5728\u6539\u53d8\u7f16\u7a0b\u884c\u4e1a\uff0c\u4e3a\u5f00\u53d1\u8005\u5e26\u6765\u673a\u9047\u4e0e\u6311\u6218\u3002\u7a0b\u5e8f\u5458\u5e94\u4e3b\u52a8\u9002\u5e94\u65b0\u6280\u672f\uff0c\u63d0\u9ad8\u81ea\u8eab\u7ade\u4e89\u529b\uff0c\u5e76\u5229\u7528\u9999\u6e2f\u670d\u52a1\u5668\u4f18\u5316 AI \u4ee3\u7801\u90e8\u7f72\uff0c\u4ee5\u5728\u65b0\u65f6\u4ee3\u5360\u636e\u5148\u673a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>DeepSeek 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