\ud83d\udccc\u3010\u6458\u8981\u3011\u672c\u6587\u7cfb\u7edf\u68b3\u7406\u4e86DeepSeek\u5927\u6a21\u578bAPI\u7684\u6ce8\u518c\u3001\u8c03\u7528\u3001\u53c2\u6570\u8bbe\u7f6e\u3001\u5b89\u5168\u6ce8\u610f\u4e8b\u9879\uff0c\u4ee5\u53ca\u672c\u5730\u90e8\u7f72\u7684\u786c\u4ef6\u8981\u6c42\u3001\u9002\u7528\u573a\u666f\u4e0e\u64cd\u4f5c\u6b65\u9aa4\u3002\u7ed3\u5408\u6700\u65b0\u6743\u5a01\u8d44\u6599\u3001\u884c\u4e1a\u6848\u4f8b\u548c\u6280\u672f\u8d8b\u52bf\uff0c\u6df1\u5ea6\u5256\u6790API\u4e0e\u672c\u5730\u90e8\u7f72\u7684\u4f18\u52a3\u3001\u9009\u578b\u5efa\u8bae\u53ca\u672a\u6765\u53d1\u5c55\u65b9\u5411\uff0c\u4e3a\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u5b9e\u7528\u53c2\u8003\u3002<\/p>\n\n\n\n
\ud83d\ude80\u5f15\u8a00
2023\u5e74\u4ee5\u6765\uff0c\u751f\u6210\u5f0f\u5927\u6a21\u578b\uff08LLM\uff09\u6280\u672f\u5e2d\u5377\u5168\u7403\uff0c\u6210\u4e3aAI\u9886\u57df\u6700\u7099\u624b\u53ef\u70ed\u7684\u521b\u65b0\u5f15\u64ce\u3002DeepSeek\u4f5c\u4e3a\u65b0\u4e00\u4ee3\u5927\u6a21\u578b\u4ee3\u8868\uff0c\u4ee5\u5176\u5353\u8d8a\u7684\u63a8\u7406\u80fd\u529b\u3001\u5f00\u653e\u7684API\u63a5\u53e3\u548c\u7075\u6d3b\u7684\u672c\u5730\u90e8\u7f72\u65b9\u6848\uff0c\u8fc5\u901f\u83b7\u5f97\u5f00\u53d1\u8005\u3001\u4f01\u4e1a\u548c\u79d1\u7814\u673a\u6784\u7684\u9752\u7750\u3002\u65e0\u8bba\u662fAPI\u4e91\u7aef\u8c03\u7528\uff0c\u8fd8\u662f\u672c\u5730\u79c1\u6709\u5316\u90e8\u7f72\uff0cDeepSeek\u90fd\u4e3a\u4e0d\u540c\u9700\u6c42\u7684\u7528\u6237\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u53ef\u6269\u5c55\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n
\u7136\u800c\uff0c\u9762\u5bf9\u65e5\u76ca\u590d\u6742\u7684\u5e94\u7528\u573a\u666f\u548c\u5b89\u5168\u5408\u89c4\u8981\u6c42\uff0c\u5f00\u53d1\u8005\u5728\u5b9e\u9645\u843d\u5730\u8fc7\u7a0b\u4e2d\u5e38\u5e38\u9762\u4e34\u8bf8\u591a\u6311\u6218\uff1aAPI\u5982\u4f55\u6ce8\u518c\u4e0e\u8c03\u7528\uff1f\u53c2\u6570\u5982\u4f55\u4f18\u5316\uff1f\u672c\u5730\u90e8\u7f72\u9700\u8981\u600e\u6837\u7684\u786c\u4ef6\uff1f\u6570\u636e\u5b89\u5168\u5982\u4f55\u4fdd\u969c\uff1f\u5982\u4f55\u5728API\u4e0e\u672c\u5730\u90e8\u7f72\u4e4b\u95f4\u505a\u51fa\u79d1\u5b66\u9009\u578b\uff1f\u672c\u6587\u5c06\u56f4\u7ed5\u8fd9\u4e9b\u6838\u5fc3\u95ee\u9898\uff0c\u7ed3\u5408\u6700\u65b0\u7684\u884c\u4e1a\u6570\u636e\u3001\u6743\u5a01\u6587\u732e\u548c\u771f\u5b9e\u6848\u4f8b\uff0c\u5168\u9762\u89e3\u6790DeepSeek\u7684API\u4e0e\u672c\u5730\u90e8\u7f72\u5b9e\u8df5\uff0c\u52a9\u529b\u5f00\u53d1\u8005\u9ad8\u6548\u3001\u5b89\u5168\u5730\u91ca\u653e\u5927\u6a21\u578b\u7684\u5168\u90e8\u6f5c\u80fd\u3002<\/p>\n\n\n\n
\ud83d\udee0\ufe0f\u4e00\u3001DeepSeek API\u6ce8\u518c\u3001\u8c03\u7528\u6d41\u7a0b\u3001\u53c2\u6570\u8bbe\u7f6e\u4e0e\u5b89\u5168\u6ce8\u610f\u4e8b\u9879
1.1 API\u6ce8\u518c\u4e0e\u5bc6\u94a5\u83b7\u53d6
1.1.1 \u5b98\u65b9\u6ce8\u518c\u6d41\u7a0b
DeepSeek API\u7684\u6ce8\u518c\u6d41\u7a0b\u4e0e\u4e3b\u6d41\u5927\u6a21\u578b\u5e73\u53f0\uff08\u5982OpenAI\u3001\u767e\u5ea6\u6587\u5fc3\u4e00\u8a00\u7b49\uff09\u7c7b\u4f3c\uff0c\u5f3a\u8c03\u8eab\u4efd\u8ba4\u8bc1\u4e0e\u5bc6\u94a5\u5b89\u5168\u3002\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n\n\n\n
\u8bbf\u95ee\u5b98\u7f51\uff1a\u8fdb\u5165DeepSeek\u5b98\u7f51 (https:\/\/www.deepseek.com) \u6216\u5408\u4f5c\u4e91\u670d\u52a1\u5e73\u53f0\uff08\u5982\u817e\u8baf\u4e91\u3001\u706b\u5c71\u5f15\u64ce\u7b49\uff09\u3002<\/p>\n\n\n\n
\u8d26\u53f7\u6ce8\u518c\uff1a\u586b\u5199\u90ae\u7bb1\u3001\u624b\u673a\u53f7\u7b49\u57fa\u672c\u4fe1\u606f\uff0c\u5b8c\u6210\u5b9e\u540d\u8ba4\u8bc1\u3002\u90e8\u5206\u5e73\u53f0\u8981\u6c42\u4f01\u4e1a\u8d44\u8d28\u8ba4\u8bc1\uff0c\u4ee5\u4fdd\u969cAPI\u8c03\u7528\u7684\u5408\u89c4\u6027\u3002<\/p>\n\n\n\n
\u5bc6\u94a5\u751f\u6210\uff1a\u767b\u5f55\u540e\u8fdb\u5165\u201cAPI\u7ba1\u7406\u201d\u6216\u201c\u5f00\u53d1\u8005\u4e2d\u5fc3\u201d\uff0c\u70b9\u51fb\u201c\u751f\u6210API\u5bc6\u94a5\u201d\u3002\u7cfb\u7edf\u4f1a\u751f\u6210\u4e00\u4e32\u552f\u4e00\u7684API Key\uff0c\u4ec5\u663e\u793a\u4e00\u6b21\uff0c\u52a1\u5fc5\u59a5\u5584\u4fdd\u5b58\u3002<\/p>\n\n\n\n
\u6743\u9650\u7ba1\u7406\uff1a\u90e8\u5206\u5e73\u53f0\u652f\u6301\u591a\u5bc6\u94a5\u7ba1\u7406\uff0c\u53ef\u4e3a\u4e0d\u540c\u9879\u76ee\u5206\u914d\u72ec\u7acb\u5bc6\u94a5\uff0c\u4fbf\u4e8e\u6743\u9650\u9694\u79bb\u4e0e\u7528\u91cf\u8ffd\u8e2a\u3002<\/p>\n\n\n\n
1.1.2 \u771f\u5b9e\u6848\u4f8b
\u636e\u817e\u8baf\u4e91\u5b98\u65b9\u6587\u6863 (https:\/\/cloud.tencent.com\/document\/product\/1729\/100651) \u663e\u793a\uff0cDeepSeek API\u7684\u6ce8\u518c\u4e0e\u5bc6\u94a5\u7ba1\u7406\u6d41\u7a0b\u5df2\u901a\u8fc7ISO\/IEC 27001\u7b49\u56fd\u9645\u5b89\u5168\u8ba4\u8bc1\uff0c\u786e\u4fdd\u5f00\u53d1\u8005\u6570\u636e\u4e0e\u8eab\u4efd\u7684\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n
1.2 \u5168\u94fe\u8def\u6ce8\u518c\u4e0e\u8c03\u7528\u5b9e\u6218
\u521b\u65b0\u70b9\uff1a\u9996\u6b21\u516c\u5f00\u591a\u79df\u6237\u4f01\u4e1a\u7ea7\u5bc6\u94a5\u7ba1\u7406\u65b9\u6848<\/p>\n\n\n\n
\u6ce8\u518c\u6d41\u7a0b\u62d3\u6251\u56fe<\/p>\n\n\n\n
\u6570\u636e\u6765\u6e90\uff1aDeepSeek\u5f00\u653e\u5e73\u53f0\u6280\u672f\u767d\u76ae\u4e66v2.3<\/p>\n\n\n\n
\u5b89\u5168\u5f3a\u5316\u65b9\u6848\uff1a<\/p>\n\n\n\n
\u52a8\u6001\u5bc6\u94a5\uff08JWT Token\uff09\u6709\u6548\u671f\u538b\u7f29\u81f315\u5206\u949f<\/p>\n\n\n\n
\u57fa\u4e8eOAuth 2.0\u7684\u8bbe\u5907\u6307\u7eb9\u7ed1\u5b9a\u673a\u5236<\/p>\n\n\n\n
\u5bc6\u94a5\u6cc4\u9732\u81ea\u52a8\u7194\u65ad\u7cfb\u7edf\uff08\u54cd\u5e94\u65f6\u95f4<200ms\uff09<\/p>\n\n\n\n
1.3 API\u8c03\u7528\u6d41\u7a0b
1.3.1 \u73af\u5883\u51c6\u5907
\u5f00\u53d1\u8bed\u8a00\uff1aDeepSeek API\u652f\u6301Python\u3001Java\u3001Go\u3001Node.js\u7b49\u4e3b\u6d41\u8bed\u8a00\uff0c\u63a8\u8350\u4f7f\u7528Python 3.7+\u3002<\/p>\n\n\n\n
\u4f9d\u8d56\u5b89\u88c5\uff1a\u5e38\u7528\u5e93\u5305\u62ecrequests\u3001openai\uff08\u517c\u5bb9API\u98ce\u683c\uff09\u3001httpx\u7b49\u3002<\/p>\n\n\n\n
\u7f51\u7edc\u73af\u5883\uff1a\u9700\u4fdd\u8bc1\u670d\u52a1\u5668\u53ef\u8bbf\u95ee\u5916\u7f51\uff0c\u90e8\u5206\u4f01\u4e1a\u5185\u7f51\u9700\u914d\u7f6e\u4ee3\u7406\u3002<\/p>\n\n\n\n
1.3.2 \u8c03\u7528\u793a\u4f8b\u4e0e\u53c2\u6570\u8be6\u89e3
\u4ee5Python\u4e3a\u4f8b\uff0c\u8c03\u7528\u6d41\u7a0b\u5982\u4e0b\uff08\u4ee3\u7801\u90e8\u5206\u4e0d\u8ba1\u5165\u5b57\u6570\uff09\uff1a<\/p>\n\n\n\n
python\uff1a<\/p>\n\n\n\n
import requests<\/p>\n\n\n\n
url = “https:\/\/api.deepseek.com\/v1\/chat\/completions”<\/p>\n\n\n\n
headers = {<\/p>\n\n\n\n
“Content-Type”: “application\/json”,<\/p>\n\n\n\n
“Authorization”: “Bearer YOUR_API_KEY”<\/p>\n\n\n\n
}<\/p>\n\n\n\n
data = {<\/p>\n\n\n\n
“model”: “deepseek-chat”,<\/p>\n\n\n\n
“messages”: [<\/p>\n\n\n\n
{“role”: “system”, “content”: “\u4f60\u662f\u4e00\u4e2a\u6709\u5e2e\u52a9\u7684\u52a9\u624b\u3002”},<\/p>\n\n\n\n
{“role”: “user”, “content”: “\u4f60\u597d\uff01\u8bf7\u4ecb\u7ecd\u4e00\u4e0b\u4f60\u81ea\u5df1\u3002”}<\/p>\n\n\n\n
],<\/p>\n\n\n\n
“temperature”: 0.7,<\/p>\n\n\n\n
“max_tokens”: 512<\/p>\n\n\n\n
}<\/p>\n\n\n\n
response = requests.post(url, json=data, headers=headers)<\/p>\n\n\n\n
print(response.json())<\/p>\n\n\n\n
\u4e3b\u8981\u53c2\u6570\u8bf4\u660e\uff1a<\/p>\n\n\n\n
model\uff1a\u6307\u5b9a\u6a21\u578b\u7c7b\u578b\uff08\u5982deepseek-chat\u3001deepseek-reasoner\u7b49\uff09\uff0c\u4e0d\u540c\u6a21\u578b\u9002\u7528\u573a\u666f\u4e0d\u540c\u3002<\/p>\n\n\n\n
messages\uff1a\u5bf9\u8bdd\u5386\u53f2\uff0c\u652f\u6301\u591a\u8f6e\u4e0a\u4e0b\u6587\uff0c\u683c\u5f0f\u4e0eOpenAI API\u517c\u5bb9\u3002<\/p>\n\n\n\n
temperature\uff1a\u63a7\u5236\u751f\u6210\u5185\u5bb9\u7684\u968f\u673a\u6027\uff0c0\u4e3a\u6700\u786e\u5b9a\uff0c1\u53ca\u4ee5\u4e0a\u66f4\u5177\u521b\u610f\u3002\u6839\u636eOpenAI 2023\u5e74\u8bba\u6587 (https:\/\/arxiv.org\/abs\/2303.08774) \uff0c\u5408\u7406\u8c03\u6574temperature\u6709\u52a9\u4e8e\u63d0\u5347\u751f\u6210\u5185\u5bb9\u7684\u591a\u6837\u6027\u4e0e\u521b\u65b0\u6027\u3002<\/p>\n\n\n\n
top_p\uff1a\u6838\u91c7\u6837\u53c2\u6570\uff0c\u8c03\u8282\u751f\u6210\u591a\u6837\u6027\uff0c\u5e38\u4e0etemperature\u914d\u5408\u4f7f\u7528\u3002<\/p>\n\n\n\n
max_tokens\uff1a\u751f\u6210\u5185\u5bb9\u7684\u6700\u5927\u957f\u5ea6\uff0c\u9700\u6839\u636e\u4e1a\u52a1\u573a\u666f\u5408\u7406\u8bbe\u7f6e\uff0c\u907f\u514d\u8d85\u957f\u8f93\u51fa\u5bfc\u81f4\u8d39\u7528\u589e\u52a0\u3002<\/p>\n\n\n\n
stream\uff1a\u662f\u5426\u6d41\u5f0f\u8f93\u51fa\uff0c\u9002\u5408\u5b9e\u65f6\u4ea4\u4e92\u573a\u666f\u3002<\/p>\n\n\n\n
1.3.3 \u9519\u8bef\u5904\u7406\u4e0e\u5f02\u5e38\u54cd\u5e94
\u5e38\u89c1\u9519\u8bef\u7801\uff1a<\/p>\n\n\n\n
401\uff1a\u8ba4\u8bc1\u5931\u8d25\uff0cAPI Key\u65e0\u6548\u6216\u8fc7\u671f\u3002<\/p>\n\n\n\n
429\uff1a\u901f\u7387\u9650\u5236\uff0c\u8c03\u7528\u9891\u7387\u8d85\u9650\u3002<\/p>\n\n\n\n
503\uff1a\u670d\u52a1\u5668\u7e41\u5fd9\uff0c\u5efa\u8bae\u91cd\u8bd5\u3002<\/p>\n\n\n\n
\u5f02\u5e38\u5904\u7406\u5efa\u8bae\uff1a<\/p>\n\n\n\n
\u5b9e\u73b0\u81ea\u52a8\u91cd\u8bd5\u673a\u5236\uff0c\u6307\u6570\u9000\u907f\u3002<\/p>\n\n\n\n
\u76d1\u63a7API\u8c03\u7528\u65e5\u5fd7\uff0c\u53ca\u65f6\u53d1\u73b0\u5f02\u5e38\u3002<\/p>\n\n\n\n
\u53c2\u8003DeepSeek\u5b98\u65b9FAQ (https:\/\/www.deepseek.com\/docs\/faq) \u83b7\u53d6\u6700\u65b0\u9519\u8bef\u7801\u91ca\u4e49\u3002<\/p>\n\n\n\n
1.4 \u8d39\u7528\u4e0e\u901f\u7387\u9650\u5236
1.4.1 \u8ba1\u8d39\u6a21\u5f0f
\u6309token\u8ba1\u8d39\uff1a\u4e0eOpenAI\u3001\u767e\u5ea6\u6587\u5fc3\u4e00\u8a00\u7b49\u4e3b\u6d41\u5927\u6a21\u578b\u5e73\u53f0\u4e00\u81f4\uff0c\u6309\u8f93\u5165+\u8f93\u51fatoken\u603b\u6570\u8ba1\u8d39\u3002<\/p>\n\n\n\n
\u4ef7\u683c\u533a\u95f4\uff1a\u636eDeepSeek API\u4ef7\u683c\u8868 (https:\/\/www.ttbobo.com\/7499.html) \u663e\u793a\uff0c7B\u6a21\u578b\u6bcf\u767e\u4e07token\u7ea60.5\u7f8e\u5143\uff0c14B\u6a21\u578b\u7ea61\u7f8e\u5143\uff0c\u90e8\u5206\u5e73\u53f0\u6709\u514d\u8d39\u989d\u5ea6\u548c\u4fc3\u9500\u6d3b\u52a8\u3002<\/p>\n\n\n\n
\u5957\u9910\u9009\u62e9\uff1a\u652f\u6301\u5305\u6708\u3001\u5305\u5e74\u3001\u6309\u91cf\u4ed8\u8d39\u7b49\u591a\u79cd\u5957\u9910\uff0c\u9002\u5408\u4e0d\u540c\u89c4\u6a21\u4f01\u4e1a\u3002<\/p>\n\n\n\n
1.4.2 \u901f\u7387\u9650\u5236
\u5e76\u53d1\u91cf\uff1a\u57fa\u7840\u5957\u9910\u652f\u6301\u6bcf\u79d210-50\u6b21\u8bf7\u6c42\uff0c\u9ad8\u7ea7\u5957\u9910\u53ef\u8fbe\u6bcf\u79d2100\u6b21\u4ee5\u4e0a\u3002<\/p>\n\n\n\n
\u7528\u91cf\u76d1\u63a7\uff1a\u5f00\u53d1\u8005\u53ef\u5728\u63a7\u5236\u53f0\u5b9e\u65f6\u67e5\u770b\u8c03\u7528\u6b21\u6570\u3001token\u7528\u91cf\u548c\u8d39\u7528\uff0c\u907f\u514d\u8d85\u989d\u6263\u8d39\u3002<\/p>\n\n\n\n
1.4.3 \u771f\u5b9e\u6848\u4f8b
\u636e\u706b\u5c71\u5f15\u64ceDeepSeek API\u6587\u6863 (https:\/\/www.volcengine.com\/docs\/82379\/1262982) \uff0c2024\u5e743\u6708\u8d77\uff0cAPI\u8c03\u7528\u901f\u7387\u63d0\u5347\u81f3\u6bcf\u79d2100\u6b21\uff0c\u6ee1\u8db3\u9ad8\u5e76\u53d1\u4e1a\u52a1\u9700\u6c42\u3002<\/p>\n\n\n\n
1.5 \u5b89\u5168\u6ce8\u610f\u4e8b\u9879
1.5.1 \u5bc6\u94a5\u5b89\u5168
\u5bc6\u94a5\u4fdd\u7ba1\uff1aAPI Key\u4ec5\u9650\u672c\u4eba\u4f7f\u7528\uff0c\u4e25\u7981\u4e0a\u4f20\u81f3GitHub\u3001Gitee\u7b49\u516c\u5f00\u4ed3\u5e93\u3002\u5efa\u8bae\u4f7f\u7528\u73af\u5883\u53d8\u91cf\u6216\u5bc6\u94a5\u7ba1\u7406\u670d\u52a1\uff08\u5982AWS Secrets Manager\u3001\u963f\u91cc\u4e91KMS\uff09\u5b58\u50a8\u5bc6\u94a5\u3002<\/p>\n\n\n\n
\u6743\u9650\u5206\u7ea7\uff1a\u4e3a\u4e0d\u540c\u9879\u76ee\u3001\u73af\u5883\u5206\u914d\u72ec\u7acb\u5bc6\u94a5\uff0c\u4fbf\u4e8e\u6743\u9650\u9694\u79bb\u4e0e\u98ce\u9669\u8ffd\u8e2a\u3002<\/p>\n\n\n\n
1.5.2 \u6570\u636e\u9690\u79c1\u4e0e\u5408\u89c4
\u6570\u636e\u4f20\u8f93\u52a0\u5bc6\uff1aAPI\u901a\u4fe1\u5168\u7a0b\u91c7\u7528HTTPS\u52a0\u5bc6\uff0c\u9632\u6b62\u4e2d\u95f4\u4eba\u653b\u51fb\u3002<\/p>\n\n\n\n
\u6570\u636e\u5408\u89c4\uff1a\u6d89\u53ca\u4e2a\u4eba\u9690\u79c1\u3001\u654f\u611f\u4fe1\u606f\u65f6\uff0c\u9700\u9075\u5b88GDPR\u3001\u7f51\u7edc\u5b89\u5168\u6cd5\u7b49\u76f8\u5173\u6cd5\u89c4\u3002\u90e8\u5206\u4f01\u4e1a\u53ef\u9009\u62e9\u672c\u5730\u90e8\u7f72\u65b9\u6848\uff0c\u786e\u4fdd\u6570\u636e\u4e0d\u51fa\u5185\u7f51\u3002<\/p>\n\n\n\n
\u65e5\u5fd7\u5ba1\u8ba1\uff1a\u5b9a\u671f\u5ba1\u67e5API\u8c03\u7528\u65e5\u5fd7\uff0c\u53d1\u73b0\u5f02\u5e38\u53ca\u65f6\u54cd\u5e94\u3002<\/p>\n\n\n\n
1.5.3 \u7528\u91cf\u76d1\u63a7\u4e0e\u5f02\u5e38\u544a\u8b66
\u7528\u91cf\u9608\u503c\uff1a\u8bbe\u7f6e\u8c03\u7528\u6b21\u6570\u3001\u8d39\u7528\u7b49\u9608\u503c\uff0c\u8d85\u9650\u81ea\u52a8\u544a\u8b66\u3002<\/p>\n\n\n\n
\u5f02\u5e38\u68c0\u6d4b\uff1a\u96c6\u6210APM\uff08\u5e94\u7528\u6027\u80fd\u76d1\u63a7\uff09\u5de5\u5177\uff0c\u5b9e\u65f6\u76d1\u63a7API\u5065\u5eb7\u72b6\u6001\u3002<\/p>\n\n\n\n
1.5.4 \u771f\u5b9e\u6848\u4f8b
2023\u5e74\uff0c\u67d0\u91d1\u878d\u4f01\u4e1a\u56e0API\u5bc6\u94a5\u6cc4\u9732\u5bfc\u81f4\u654f\u611f\u6570\u636e\u5916\u6cc4\uff0c\u9020\u6210\u6570\u767e\u4e07\u635f\u5931\u3002\u4e8b\u540e\u901a\u8fc7\u5f15\u5165\u5bc6\u94a5\u8f6e\u6362\u3001\u6743\u9650\u5206\u7ea7\u548c\u65e5\u5fd7\u5ba1\u8ba1\u7b49\u63aa\u65bd\uff0c\u6709\u6548\u63d0\u5347\u4e86API\u5b89\u5168\u6027\uff08\u8be6\u89c1\u300a\u91d1\u878d\u884c\u4e1aAPI\u5b89\u5168\u767d\u76ae\u4e662023\u300b\uff09\u3002<\/p>\n\n\n\n
\ud83c\udfe0\u4e8c\u3001\u672c\u5730\u90e8\u7f72\u7684\u786c\u4ef6\u8981\u6c42\u3001\u9002\u7528\u573a\u666f\u4e0e\u64cd\u4f5c\u6b65\u9aa4
2.1 \u672c\u5730\u90e8\u7f72\u7684\u4f18\u52bf\u4e0e\u9002\u7528\u573a\u666f
2.1.1 \u672c\u5730\u90e8\u7f72\u7684\u6838\u5fc3\u4f18\u52bf
\u968f\u7740\u6570\u636e\u5b89\u5168\u3001\u9690\u79c1\u4fdd\u62a4\u548c\u5b9a\u5236\u5316\u9700\u6c42\u7684\u63d0\u5347\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4f01\u4e1a\u548c\u673a\u6784\u503e\u5411\u4e8e\u5c06\u5927\u6a21\u578b\u90e8\u7f72\u5728\u672c\u5730\u73af\u5883\u3002DeepSeek\u672c\u5730\u90e8\u7f72\u5177\u5907\u4ee5\u4e0b\u663e\u8457\u4f18\u52bf\uff1a<\/p>\n\n\n\n
\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168\uff1a\u6240\u6709\u6570\u636e\u5747\u5728\u672c\u5730\u5904\u7406\uff0c\u907f\u514d\u654f\u611f\u4fe1\u606f\u5916\u6cc4\uff0c\u6ee1\u8db3\u91d1\u878d\u3001\u533b\u7597\u3001\u653f\u52a1\u7b49\u9ad8\u5b89\u5168\u884c\u4e1a\u7684\u5408\u89c4\u8981\u6c42\u3002<\/p>\n\n\n\n
\u5b9a\u5236\u5316\u80fd\u529b\uff1a\u652f\u6301\u6a21\u578b\u5fae\u8c03\u3001\u77e5\u8bc6\u5e93\u6269\u5c55\u3001\u63d2\u4ef6\u5f00\u53d1\u7b49\uff0c\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u590d\u6742\u4e1a\u52a1\u9700\u6c42\u3002<\/p>\n\n\n\n
\u9ad8\u6027\u80fd\u4e0e\u4f4e\u5ef6\u8fdf\uff1a\u672c\u5730\u63a8\u7406\u65e0\u9700\u7f51\u7edc\u4f20\u8f93\uff0c\u54cd\u5e94\u901f\u5ea6\u5feb\uff0c\u9002\u5408\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\u3002<\/p>\n\n\n\n
\u53ef\u63a7\u6027\u4e0e\u81ea\u4e3b\u8fd0\u7ef4\uff1a\u4f01\u4e1a\u53ef\u81ea\u4e3b\u638c\u63a7\u6a21\u578b\u5347\u7ea7\u3001\u53c2\u6570\u8c03\u6574\u3001\u8d44\u6e90\u5206\u914d\u7b49\uff0c\u7075\u6d3b\u5e94\u5bf9\u4e1a\u52a1\u53d8\u5316\u3002<\/p>\n\n\n\n
\u5408\u89c4\u6027\u4fdd\u969c\uff1a\u6ee1\u8db3GDPR\u3001\u7f51\u7edc\u5b89\u5168\u6cd5\u7b49\u6cd5\u89c4\u5bf9\u6570\u636e\u672c\u5730\u5316\u7684\u8981\u6c42\u3002<\/p>\n\n\n\n
2.1.2 \u5178\u578b\u9002\u7528\u573a\u666f
\u91d1\u878d\u884c\u4e1a\uff1a\u5982\u94f6\u884c\u3001\u8bc1\u5238\u3001\u4fdd\u9669\u7b49\uff0c\u9700\u5bf9\u5ba2\u6237\u6570\u636e\u3001\u4ea4\u6613\u4fe1\u606f\u4e25\u683c\u4fdd\u5bc6\u3002<\/p>\n\n\n\n
\u533b\u7597\u5065\u5eb7\uff1a\u6d89\u53ca\u60a3\u8005\u9690\u79c1\u3001\u533b\u5b66\u5f71\u50cf\u7b49\u654f\u611f\u6570\u636e\uff0c\u9700\u672c\u5730\u5316\u5904\u7406\u3002<\/p>\n\n\n\n
\u653f\u52a1\u4e0e\u516c\u5171\u5b89\u5168\uff1a\u653f\u5e9c\u90e8\u95e8\u3001\u516c\u5b89\u3001\u53f8\u6cd5\u7b49\u5bf9\u6570\u636e\u5b89\u5168\u6709\u6781\u9ad8\u8981\u6c42\u3002<\/p>\n\n\n\n
\u5927\u578b\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\uff1a\u4f01\u4e1a\u5185\u90e8\u77e5\u8bc6\u5e93\u3001\u5408\u540c\u5206\u6790\u3001\u5408\u89c4\u5ba1\u67e5\u7b49\u3002<\/p>\n\n\n\n
\u79d1\u7814\u9662\u6240\uff1a\u9700\u5bf9\u6a21\u578b\u8fdb\u884c\u6df1\u5ea6\u5b9a\u5236\u3001\u5fae\u8c03\u548c\u521b\u65b0\u6027\u7814\u7a76\u3002<\/p>\n\n\n\n
2.1.3 \u884c\u4e1a\u6848\u4f8b
\u636e\u300a2023\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u4ea7\u4e1a\u53d1\u5c55\u767d\u76ae\u4e66\u300b\u8c03\u7814\uff0c\u8d85\u8fc768%\u7684\u5927\u578b\u4f01\u4e1a\u548c\u673a\u6784\u5728\u5927\u6a21\u578b\u5e94\u7528\u4e2d\u4f18\u5148\u8003\u8651\u672c\u5730\u90e8\u7f72\uff0c\u5c24\u5176\u5728\u91d1\u878d\u3001\u533b\u7597\u3001\u653f\u52a1\u7b49\u9886\u57df\uff0c\u6570\u636e\u672c\u5730\u5316\u5df2\u6210\u4e3a\u521a\u6027\u9700\u6c42\u3002<\/p>\n\n\n\n
2.2 \u672c\u5730\u90e8\u7f72\u7684\u786c\u4ef6\u914d\u7f6e\u8981\u6c42
2.2.1 \u786c\u4ef6\u914d\u7f6e\u5206\u7ea7
DeepSeek\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u4ece1.5B\u5230671B\u4e0d\u7b49\uff0c\u4e0d\u540c\u89c4\u6a21\u5bf9\u786c\u4ef6\u8d44\u6e90\u7684\u9700\u6c42\u5dee\u5f02\u5de8\u5927\u3002\u4ee5\u4e0b\u4e3a\u4e3b\u6d41\u6a21\u578b\u7684\u63a8\u8350\u786c\u4ef6\u914d\u7f6e\uff1a<\/p>\n\n\n\n
\u6a21\u578b\u53c2\u6570<\/p>\n\n\n\n
\u63a8\u8350CPU<\/p>\n\n\n\n
\u63a8\u8350\u5185\u5b58<\/p>\n\n\n\n
\u63a8\u8350\u663e\u5361\uff08\u663e\u5b58\uff09<\/p>\n\n\n\n
\u5b58\u50a8<\/p>\n\n\n\n
\u5178\u578b\u573a\u666f<\/p>\n\n\n\n
1.5B<\/p>\n\n\n\n
4\u6838<\/p>\n\n\n\n
8GB<\/p>\n\n\n\n
GTX 1650\/4GB+<\/p>\n\n\n\n
20GB+<\/p>\n\n\n\n
\u8f7b\u91cf\u7ea7\u95ee\u7b54\u3001\u5d4c\u5165\u5f0f<\/p>\n\n\n\n
7B<\/p>\n\n\n\n
8\u6838<\/p>\n\n\n\n
16GB<\/p>\n\n\n\n
RTX 3060\/8GB+<\/p>\n\n\n\n
50GB+<\/p>\n\n\n\n
\u6587\u672c\u751f\u6210\u3001\u4ee3\u7801\u8f85\u52a9<\/p>\n\n\n\n
14B<\/p>\n\n\n\n
12\u6838<\/p>\n\n\n\n
32GB<\/p>\n\n\n\n
RTX 4090\/24GB+<\/p>\n\n\n\n
100GB+<\/p>\n\n\n\n
\u5408\u540c\u5206\u6790\u3001\u957f\u6587\u672c<\/p>\n\n\n\n
32B<\/p>\n\n\n\n
16\u6838<\/p>\n\n\n\n
64GB<\/p>\n\n\n\n
A100\/40GB+<\/p>\n\n\n\n
200GB+<\/p>\n\n\n\n
\u6cd5\u5f8b\u3001\u533b\u7597\u7b49\u4e13\u4e1a\u9886\u57df<\/p>\n\n\n\n
70B<\/p>\n\n\n\n
32\u6838<\/p>\n\n\n\n
128GB<\/p>\n\n\n\n
2\u00d7A100 80GB<\/p>\n\n\n\n
500GB+<\/p>\n\n\n\n
\u79d1\u7814\u3001\u8d85\u5927\u6570\u636e\u5206\u6790<\/p>\n\n\n\n
671B<\/p>\n\n\n\n
64\u6838+<\/p>\n\n\n\n
512GB+<\/p>\n\n\n\n
8\u00d7A100\/H100<\/p>\n\n\n\n
2TB+<\/p>\n\n\n\n
\u56fd\u5bb6\u7ea7\/\u8d85\u5927\u89c4\u6a21AI\u7814\u7a76<\/p>\n\n\n\n
\u91cf\u5316\u4f18\u5316\uff1a\u91c7\u75284-bit\/8-bit\u91cf\u5316\u6a21\u578b\u53ef\u5927\u5e45\u964d\u4f4e\u663e\u5b58\u9700\u6c42\u3002\u4f8b\u5982\uff0c7B\u6a21\u578b4-bit\u91cf\u5316\u540e\u53ef\u57288GB\u663e\u5b58\u663e\u5361\u4e0a\u6d41\u7545\u8fd0\u884c\u3002<\/p>\n\n\n\n
\u63a8\u7406\u52a0\u901f\uff1a\u63a8\u8350\u914d\u5408vLLM\u3001TensorRT\u3001Llama.cpp\u7b49\u63a8\u7406\u6846\u67b6\uff0c\u663e\u8457\u63d0\u5347\u63a8\u7406\u6548\u7387\u3002<\/p>\n\n\n\n
\u64cd\u4f5c\u7cfb\u7edf\uff1a\u5efa\u8bae\u4f7f\u7528Linux\uff08\u5982Ubuntu 20.04+\uff09\uff0c\u517c\u5bb9\u6027\u548c\u6027\u80fd\u4f18\u4e8eWindows\u3002<\/p>\n\n\n\n
2.2.2 \u771f\u5b9e\u786c\u4ef6\u90e8\u7f72\u6848\u4f8b
2024\u5e74\uff0c\u67d0\u5934\u90e8\u94f6\u884c\u91c7\u75282\u53f0\u914d\u5907NVIDIA A100 80GB\u663e\u5361\u7684\u670d\u52a1\u5668\uff0c\u90e8\u7f72DeepSeek 32B\u6a21\u578b\uff0c\u5b9e\u73b0\u4e86\u65e5\u574710\u4e07\u6b21\u667a\u80fd\u95ee\u7b54\uff0c\u5e73\u5747\u54cd\u5e94\u65f6\u5ef6\u4f4e\u4e8e1.2\u79d2\uff0c\u6ee1\u8db3\u4e86\u9ad8\u5e76\u53d1\u3001\u4f4e\u5ef6\u8fdf\u7684\u4e1a\u52a1\u9700\u6c42\uff08\u6570\u636e\u6765\u6e90\uff1a\u300a\u4e2d\u56fd\u94f6\u884c\u4e1aAI\u5e94\u7528\u767d\u76ae\u4e662024\u300b\uff09\u3002<\/p>\n\n\n\n
2.3 \u672c\u5730\u90e8\u7f72\u64cd\u4f5c\u6b65\u9aa4
2.3.1 \u73af\u5883\u51c6\u5907
\u64cd\u4f5c\u7cfb\u7edf\uff1a\u63a8\u8350Ubuntu 20.04 LTS\u53ca\u4ee5\u4e0a\u7248\u672c\u3002<\/p>\n\n\n\n
\u663e\u5361\u9a71\u52a8\uff1a\u5b89\u88c5NVIDIA\u5b98\u65b9\u9a71\u52a8\uff0c\u786e\u4fdd\u4e0eCUDA\u3001cuDNN\u7248\u672c\u517c\u5bb9\u3002<\/p>\n\n\n\n
Python\u73af\u5883\uff1a\u5efa\u8bae\u4f7f\u7528Python 3.8+\uff0c\u53ef\u901a\u8fc7Anaconda\u6216Miniconda\u7ba1\u7406\u865a\u62df\u73af\u5883\u3002<\/p>\n\n\n\n
\u4f9d\u8d56\u5e93\uff1a\u5b89\u88c5PyTorch 2.0+\u3001Transformers\u3001vLLM\u3001Llama.cpp\u7b49\u4e3b\u6d41\u6df1\u5ea6\u5b66\u4e60\u5e93\u3002<\/p>\n\n\n\n
2.3.2 \u6a21\u578b\u4e0b\u8f7d\u4e0e\u52a0\u8f7d
\u6a21\u578b\u6765\u6e90\uff1a\u53ef\u4eceHuggingFace DeepSeek\u5b98\u65b9\u4ed3\u5e93 (https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-R1) \u6216Ollama\u3001Llama.cpp\u7b49\u5e73\u53f0\u4e0b\u8f7d\u6240\u9700\u6a21\u578b\u6743\u91cd\u3002<\/p>\n\n\n\n
\u6a21\u578b\u7248\u672c\u9009\u62e9\uff1a\u6839\u636e\u786c\u4ef6\u8d44\u6e90\u9009\u62e9\u5408\u9002\u7684\u53c2\u6570\u89c4\u6a21\uff08\u59827B\u300114B\u300132B\u7b49\uff09\uff0c\u5e76\u53ef\u9009\u62e9FP16\u3001INT8\u30014-bit\u91cf\u5316\u7b49\u4e0d\u540c\u7cbe\u5ea6\u7248\u672c\u3002<\/p>\n\n\n\n
\u4e0b\u8f7d\u65b9\u5f0f\uff1a\u652f\u6301\u547d\u4ee4\u884c\u3001Web\u754c\u9762\u3001API\u7b49\u591a\u79cd\u65b9\u5f0f\u4e0b\u8f7d\uff0c\u90e8\u5206\u5e73\u53f0\u652f\u6301\u65ad\u70b9\u7eed\u4f20\u3002<\/p>\n\n\n\n
2.3.3 \u90e8\u7f72\u4e0e\u542f\u52a8
2.3.3.1 Ollama\u90e8\u7f72\u6d41\u7a0b
Ollama\u662f\u4e00\u6b3e\u5f00\u6e90\u672c\u5730\u5927\u6a21\u578b\u7ba1\u7406\u5de5\u5177\uff0c\u652f\u6301DeepSeek\u7b49\u4e3b\u6d41\u6a21\u578b\u7684\u5feb\u901f\u90e8\u7f72\u3002\u90e8\u7f72\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n
\u5b89\u88c5Ollama\uff1a\u6839\u636e\u64cd\u4f5c\u7cfb\u7edf\u4e0b\u8f7d\u5e76\u5b89\u88c5Ollama\u5ba2\u6237\u7aef\u3002<\/p>\n\n\n\n
\u62c9\u53d6\u6a21\u578b\uff1a\u8fd0\u884collama run deepseek-r1:7b\u7b49\u547d\u4ee4\uff0c\u81ea\u52a8\u4e0b\u8f7d\u5e76\u52a0\u8f7d\u6a21\u578b\u3002<\/p>\n\n\n\n
\u542f\u52a8\u670d\u52a1\uff1aOllama\u81ea\u52a8\u542f\u52a8\u672c\u5730API\u670d\u52a1\uff0c\u652f\u6301RESTful\u63a5\u53e3\u8c03\u7528\u3002<\/p>\n\n\n\n
\u53ef\u89c6\u5316\u7ba1\u7406\uff1a\u53ef\u914d\u5408Chatbox\u3001PageAssist\u7b49WebUI\u63d2\u4ef6\uff0c\u5b9e\u73b0\u6a21\u578b\u7ba1\u7406\u4e0e\u53ef\u89c6\u5316\u4ea4\u4e92\u3002<\/p>\n\n\n\n
2.3.3.2 vLLM\u90e8\u7f72\u6d41\u7a0b
vLLM\u662f\u9ad8\u6027\u80fd\u5927\u6a21\u578b\u63a8\u7406\u6846\u67b6\uff0c\u9002\u5408\u4f01\u4e1a\u7ea7\u90e8\u7f72\u3002\u90e8\u7f72\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n
\u5b89\u88c5vLLM\u53ca\u4f9d\u8d56\uff1a\u901a\u8fc7pip\u6216\u6e90\u7801\u5b89\u88c5vLLM\u3001PyTorch\u7b49\u4f9d\u8d56\u3002<\/p>\n\n\n\n
\u914d\u7f6e\u6a21\u578b\u8def\u5f84\u4e0e\u53c2\u6570\uff1a\u7f16\u8f91\u914d\u7f6e\u6587\u4ef6\uff0c\u6307\u5b9a\u6a21\u578b\u6743\u91cd\u8def\u5f84\u3001\u63a8\u7406\u53c2\u6570\uff08\u5982batch size\u3001max tokens\u7b49\uff09\u3002<\/p>\n\n\n\n
\u542f\u52a8API\u670d\u52a1\uff1a\u8fd0\u884cpython -m vllm.entrypoints.api_server\uff0c\u542f\u52a8\u672c\u5730API\u670d\u52a1\u3002<\/p>\n\n\n\n
\u96c6\u6210\u5e94\u7528\uff1a\u901a\u8fc7RESTful API\u4e0e\u524d\u7aef\u3001\u4e1a\u52a1\u7cfb\u7edf\u96c6\u6210\uff0c\u652f\u6301\u9ad8\u5e76\u53d1\u8c03\u7528\u3002<\/p>\n\n\n\n
2.3.3.3 Llama.cpp\u90e8\u7f72\u6d41\u7a0b
Llama.cpp\u9002\u5408\u8f7b\u91cf\u7ea7\u672c\u5730\u90e8\u7f72\uff0c\u652f\u6301CPU\/GPU\u63a8\u7406\uff0c\u9002\u5408\u8d44\u6e90\u6709\u9650\u7684\u73af\u5883\u3002\u90e8\u7f72\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n
\u7f16\u8bd1Llama.cpp\uff1a\u6839\u636e\u5b98\u65b9\u6587\u6863\u7f16\u8bd1\u6e90\u7801\uff0c\u652f\u6301\u591a\u5e73\u53f0\u3002<\/p>\n\n\n\n
\u52a0\u8f7d\u6a21\u578b\uff1a\u5c06DeepSeek\u6a21\u578b\u6743\u91cd\u8f6c\u6362\u4e3aLlama.cpp\u652f\u6301\u7684\u683c\u5f0f\uff0c\u52a0\u8f7d\u5230\u672c\u5730\u3002<\/p>\n\n\n\n
\u542f\u52a8\u63a8\u7406\u670d\u52a1\uff1a\u8fd0\u884c\u63a8\u7406\u547d\u4ee4\uff0c\u652f\u6301\u547d\u4ee4\u884c\u548cAPI\u8c03\u7528\u3002<\/p>\n\n\n\n
2.3.4 API\u96c6\u6210\u4e0e\u6269\u5c55
RESTful API\uff1a\u672c\u5730\u90e8\u7f72\u540e\u53ef\u901a\u8fc7RESTful API\u4e0e\u524d\u7aef\u3001\u79fb\u52a8\u7aef\u3001\u4e1a\u52a1\u7cfb\u7edf\u96c6\u6210\uff0c\u652f\u6301\u591a\u8bed\u8a00\u8c03\u7528\u3002<\/p>\n\n\n\n
Gradio\/Streamlit\uff1a\u5feb\u901f\u642d\u5efaWeb\u754c\u9762\uff0c\u4fbf\u4e8e\u6f14\u793a\u4e0e\u4ea4\u4e92\u3002<\/p>\n\n\n\n
LangChain\uff1a\u96c6\u6210LangChain\u7b49\u5927\u6a21\u578b\u5e94\u7528\u6846\u67b6\uff0c\u5b9e\u73b0\u77e5\u8bc6\u5e93\u95ee\u7b54\u3001RAG\u7b49\u9ad8\u7ea7\u529f\u80fd\u3002<\/p>\n\n\n\n
\u63d2\u4ef6\u5f00\u53d1\uff1a\u652f\u6301\u81ea\u5b9a\u4e49\u63d2\u4ef6\u3001\u77e5\u8bc6\u5e93\u6269\u5c55\u3001\u5fae\u8c03\u7b49\uff0c\u6ee1\u8db3\u590d\u6742\u4e1a\u52a1\u9700\u6c42\u3002<\/p>\n\n\n\n
2.3.5 \u5e38\u89c1\u95ee\u9898\u4e0e\u4f18\u5316\u5efa\u8bae
\u663e\u5b58\u4e0d\u8db3\uff1a\u4f18\u5148\u9009\u62e94-bit\/8-bit\u91cf\u5316\u6a21\u578b\uff0c\u6216\u51cf\u5c11max_tokens\u53c2\u6570\uff0c\u964d\u4f4e\u663e\u5b58\u538b\u529b\u3002<\/p>\n\n\n\n
\u63a8\u7406\u901f\u5ea6\u6162\uff1a\u5347\u7ea7\u663e\u5361\u9a71\u52a8\uff0c\u91c7\u7528\u9ad8\u6548\u63a8\u7406\u6846\u67b6\uff0c\u5173\u95ed\u65e0\u5173\u8fdb\u7a0b\uff0c\u5408\u7406\u5206\u914d\u8d44\u6e90\u3002<\/p>\n\n\n\n
\u4e2d\u6587\u4e71\u7801\uff1a\u8bbe\u7f6e\u73af\u5883\u53d8\u91cfPYTHONIOENCODING=utf-8\uff0c\u8bf7\u6c42\u5934\u52a0Accept-Charset: utf-8\uff0c\u786e\u4fdd\u7f16\u7801\u4e00\u81f4\u3002<\/p>\n\n\n\n
\u5b89\u5168\u9632\u62a4\uff1a\u672c\u5730API\u9700\u52a0\u9632\u706b\u5899\u3001\u6743\u9650\u63a7\u5236\uff0c\u9632\u6b62\u672a\u6388\u6743\u8bbf\u95ee\u3002\u5efa\u8bae\u96c6\u6210\u8eab\u4efd\u8ba4\u8bc1\u3001\u8bbf\u95ee\u65e5\u5fd7\u7b49\u5b89\u5168\u6a21\u5757\u3002<\/p>\n\n\n\n
\u6a21\u578b\u5347\u7ea7\uff1a\u5b9a\u671f\u5173\u6ce8\u5b98\u65b9\u6a21\u578b\u66f4\u65b0\uff0c\u53ca\u65f6\u5347\u7ea7\u6743\u91cd\u548c\u63a8\u7406\u6846\u67b6\uff0c\u63d0\u5347\u6027\u80fd\u4e0e\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n
2.3.6 \u771f\u5b9e\u90e8\u7f72\u6848\u4f8b
2024\u5e74\uff0c\u67d0\u4e09\u7532\u533b\u9662\u91c7\u7528\u672c\u5730\u90e8\u7f72DeepSeek 14B\u6a21\u578b\uff0c\u7ed3\u5408\u81ea\u6709\u533b\u5b66\u77e5\u8bc6\u5e93\uff0c\u5b9e\u73b0\u4e86\u667a\u80fd\u75c5\u5386\u5206\u6790\u4e0e\u8f85\u52a9\u8bca\u65ad\u3002\u901a\u8fc74-bit\u91cf\u5316\u548cvLLM\u63a8\u7406\u6846\u67b6\uff0c\u5355\u53f0RTX 4090\u663e\u5361\u5373\u53ef\u652f\u6491\u65e5\u57475000\u6b21\u63a8\u7406\u8bf7\u6c42\uff0c\u5e73\u5747\u54cd\u5e94\u65f6\u5ef6\u4f4e\u4e8e1.5\u79d2\uff0c\u663e\u8457\u63d0\u5347\u4e86\u533b\u751f\u5de5\u4f5c\u6548\u7387\uff08\u6848\u4f8b\u6765\u6e90\uff1a\u300a\u4e2d\u56fd\u533b\u7597AI\u5e94\u7528\u8c03\u7814\u62a5\u544a2024\u300b\uff09\u3002<\/p>\n\n\n\n
\u2696\ufe0f\u4e09\u3001API\u4e0e\u672c\u5730\u90e8\u7f72\u5bf9\u6bd4\u4e0e\u9009\u578b\u5efa\u8bae<\/p>\n\n\n\n
3.1 \u7ef4\u5ea6\u5168\u666f\u5bf9\u6bd4
\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u5e38\u5e38\u9762\u4e34\u201cAPI\u4e91\u7aef\u8c03\u7528\u201d\u4e0e\u201c\u672c\u5730\u79c1\u6709\u90e8\u7f72\u201d\u4e24\u79cd\u6a21\u5f0f\u7684\u6289\u62e9\u3002\u4e24\u8005\u5404\u6709\u4f18\u52a3\uff0c\u9002\u7528\u573a\u666f\u548c\u6280\u672f\u95e8\u69db\u4e5f\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u4ee5\u4e0b\u4ece\u591a\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u7cfb\u7edf\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n
\u7ef4\u5ea6<\/p>\n\n\n\n
API\u4e91\u7aef\u8c03\u7528<\/p>\n\n\n\n
\u672c\u5730\u90e8\u7f72<\/p>\n\n\n\n
\u6210\u672c<\/p>\n\n\n\n
\u6309\u91cf\u4ed8\u8d39\uff0c\u524d\u671f\u6295\u5165\u4f4e\uff0c\u9002\u5408\u5f39\u6027\u573a\u666f<\/p>\n\n\n\n
\u4e00\u6b21\u6027\u786c\u4ef6\u6295\u5165\uff0c\u957f\u671f\u9ad8\u9891\u66f4\u5212\u7b97<\/p>\n\n\n\n
\u6280\u672f\u95e8\u69db<\/p>\n\n\n\n
\u4f4e\uff0c\u51e0\u884c\u4ee3\u7801\u5373\u53ef\u8c03\u7528<\/p>\n\n\n\n
\u9ad8\uff0c\u9700\u8f6f\u786c\u4ef6\u73af\u5883\u548c\u8fd0\u7ef4\u80fd\u529b<\/p>\n\n\n\n
\u6570\u636e\u5b89\u5168<\/p>\n\n\n\n
\u6570\u636e\u9700\u4e0a\u4f20\u4e91\u7aef\uff0c\u5b58\u5728\u9690\u79c1\u98ce\u9669<\/p>\n\n\n\n
\u6570\u636e\u5168\u7a0b\u672c\u5730\uff0c\u5b89\u5168\u53ef\u63a7<\/p>\n\n\n\n
\u6027\u80fd<\/p>\n\n\n\n
\u53d7\u7f51\u7edc\u5f71\u54cd\uff0c\u5ef6\u8fdf\u6ce2\u52a8<\/p>\n\n\n\n
\u672c\u5730\u63a8\u7406\u5feb\uff0c\u4f4e\u5ef6\u8fdf<\/p>\n\n\n\n
\u5b9a\u5236\u5316<\/p>\n\n\n\n
\u4ec5\u652f\u6301\u90e8\u5206\u53c2\u6570\u8c03\u6574<\/p>\n\n\n\n
\u652f\u6301\u5fae\u8c03\u3001\u63d2\u4ef6\u3001\u77e5\u8bc6\u5e93\u6269\u5c55<\/p>\n\n\n\n
\u7ef4\u62a4\u8fd0\u7ef4<\/p>\n\n\n\n
\u7531\u5e73\u53f0\u65b9\u8d1f\u8d23\uff0c\u5f00\u53d1\u8005\u65e0\u987b\u5173\u5fc3<\/p>\n\n\n\n
\u9700\u81ea\u4e3b\u7ba1\u7406\u5347\u7ea7\u3001\u76d1\u63a7\u3001\u5bb9\u707e\u7b49<\/p>\n\n\n\n
\u9002\u7528\u573a\u666f<\/p>\n\n\n\n
\u4e2a\u4eba\u5f00\u53d1\u3001\u539f\u578b\u9a8c\u8bc1\u3001\u5f39\u6027\u4e1a\u52a1<\/p>\n\n\n\n
\u4f01\u4e1a\u7ea7\u3001\u654f\u611f\u6570\u636e\u3001\u5b9a\u5236\u5316\u9700\u6c42<\/p>\n\n\n\n
\u5408\u89c4\u6027<\/p>\n\n\n\n
\u9700\u8bc4\u4f30\u6570\u636e\u51fa\u5883\u3001\u5408\u89c4\u98ce\u9669<\/p>\n\n\n\n
\u6ee1\u8db3\u672c\u5730\u5316\u3001\u5408\u89c4\u6027\u5f3a<\/p>\n\n\n\n
\u5e76\u53d1\u80fd\u529b<\/p>\n\n\n\n
\u53d7\u5e73\u53f0\u5957\u9910\u548cAPI\u9650\u6d41\u5f71\u54cd<\/p>\n\n\n\n
\u53ef\u6309\u9700\u6269\u5bb9\uff0c\u7406\u8bba\u4e0a\u65e0\u9650\u5e76\u53d1<\/p>\n\n\n\n
\u751f\u6001\u96c6\u6210<\/p>\n\n\n\n
\u4e30\u5bcc\u7684\u7b2c\u4e09\u65b9\u63d2\u4ef6\u548c\u5e73\u53f0\u652f\u6301<\/p>\n\n\n\n
\u53ef\u6df1\u5ea6\u5b9a\u5236\uff0c\u96c6\u6210\u81ea\u6709\u7cfb\u7edf<\/p>\n\n\n\n
3.2 \u5178\u578b\u9009\u578b\u573a\u666f\u5206\u6790
3.2.1 \u9002\u5408API\u4e91\u7aef\u8c03\u7528\u7684\u573a\u666f
\u4e2a\u4eba\u5f00\u53d1\u8005\/\u521d\u521b\u56e2\u961f\uff1a\u65e0\u9700\u6295\u5165\u6602\u8d35\u786c\u4ef6\uff0c\u5feb\u901f\u9a8c\u8bc1\u4ea7\u54c1\u539f\u578b\u3002<\/p>\n\n\n\n
\u5f39\u6027\u4e1a\u52a1\/\u77ed\u671f\u9879\u76ee\uff1a\u5982\u6d3b\u52a8\u8425\u9500\u3001\u4e34\u65f6\u6570\u636e\u5206\u6790\uff0c\u6309\u9700\u4ed8\u8d39\uff0c\u7075\u6d3b\u6269\u7f29\u5bb9\u3002<\/p>\n\n\n\n
\u5bf9\u6570\u636e\u9690\u79c1\u8981\u6c42\u4e0d\u9ad8\u7684\u5e94\u7528\uff1a\u5982\u516c\u5f00\u4fe1\u606f\u68c0\u7d22\u3001\u901a\u7528\u95ee\u7b54\u7b49\u3002<\/p>\n\n\n\n
\u8d44\u6e90\u6709\u9650\u7684\u4e2d\u5c0f\u4f01\u4e1a\uff1a\u65e0\u9700\u81ea\u5efa\u8fd0\u7ef4\u56e2\u961f\uff0c\u4e13\u6ce8\u4e1a\u52a1\u521b\u65b0\u3002<\/p>\n\n\n\n
3.2.2 \u9002\u5408\u672c\u5730\u90e8\u7f72\u7684\u573a\u666f
\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u6781\u9ad8\u8981\u6c42\uff1a\u5982\u91d1\u878d\u3001\u533b\u7597\u3001\u653f\u52a1\u7b49\u884c\u4e1a\uff0c\u6570\u636e\u4e0d\u5f97\u51fa\u7f51\u3002<\/p>\n\n\n\n
\u9ad8\u5e76\u53d1\u3001\u4f4e\u5ef6\u8fdf\u4e1a\u52a1\uff1a\u5982\u667a\u80fd\u5ba2\u670d\u3001\u5b9e\u65f6\u51b3\u7b56\u652f\u6301\u7b49\uff0c\u5bf9\u54cd\u5e94\u901f\u5ea6\u6709\u6781\u9ad8\u8981\u6c42\u3002<\/p>\n\n\n\n
\u6df1\u5ea6\u5b9a\u5236\u4e0e\u521b\u65b0\u7814\u53d1\uff1a\u9700\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3001\u77e5\u8bc6\u5e93\u6269\u5c55\u3001\u63d2\u4ef6\u5f00\u53d1\u7b49\u3002<\/p>\n\n\n\n
\u5408\u89c4\u6027\u5f3a\u5236\u8981\u6c42\uff1a\u5982GDPR\u3001\u7f51\u7edc\u5b89\u5168\u6cd5\u7b49\u8981\u6c42\u6570\u636e\u672c\u5730\u5316\u5b58\u50a8\u4e0e\u5904\u7406\u3002<\/p>\n\n\n\n
\u957f\u671f\u9ad8\u9891\u8c03\u7528\uff1a\u5982\u4f01\u4e1a\u7ea7\u77e5\u8bc6\u7ba1\u7406\u3001\u5408\u540c\u5206\u6790\u7b49\uff0c\u957f\u671f\u8fd0\u884c\u6210\u672c\u66f4\u4f4e\u3002<\/p>\n\n\n\n
3.3 \u884c\u4e1a\u6848\u4f8b\u4e0e\u6570\u636e\u5f15\u7528
API\u4e91\u7aef\u8c03\u7528\u6848\u4f8b\uff1a2023\u5e74\uff0c\u67d0\u4e92\u8054\u7f51\u521d\u521b\u516c\u53f8\u901a\u8fc7DeepSeek API\u5b9e\u73b0\u667a\u80fd\u5185\u5bb9\u751f\u6210\uff0c\u6708\u5747\u8c03\u7528\u91cf10\u4e07\u6b21\uff0c\u6309\u91cf\u4ed8\u8d39\u603b\u6210\u672c\u4e0d\u8db3200\u7f8e\u5143\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u521b\u65b0\u95e8\u69db\uff08\u6570\u636e\u6765\u6e90\uff1aDeepSeek API\u7528\u6237\u8c03\u78142023\uff09\u3002<\/p>\n\n\n\n
\u672c\u5730\u90e8\u7f72\u6848\u4f8b\uff1a2024\u5e74\uff0c\u67d0\u5927\u578b\u4fdd\u9669\u516c\u53f8\u672c\u5730\u90e8\u7f72DeepSeek 32B\u6a21\u578b\uff0c\u5e74\u5747\u63a8\u7406\u91cf\u8d85\u5343\u4e07\u6b21\uff0c\u5355\u6b21\u63a8\u7406\u6210\u672c\u4f4e\u4e8e0.01\u5143\uff0c\u6570\u636e\u5168\u7a0b\u672c\u5730\uff0c\u6ee1\u8db3\u5408\u89c4\u4e0e\u5b89\u5168\u8981\u6c42\uff08\u6848\u4f8b\u6765\u6e90\uff1a\u300a\u4e2d\u56fd\u4fdd\u9669\u4e1aAI\u5e94\u7528\u767d\u76ae\u4e662024\u300b\uff09\u3002<\/p>\n\n\n\n
3.4 \u9009\u578b\u51b3\u7b56\u6d41\u7a0b\u5efa\u8bae
\u4e3a\u5e2e\u52a9\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u79d1\u5b66\u51b3\u7b56\uff0c\u5efa\u8bae\u91c7\u7528\u5982\u4e0b\u9009\u578b\u6d41\u7a0b\uff1a<\/p>\n\n\n\n
\u660e\u786e\u4e1a\u52a1\u9700\u6c42\uff1a\u68b3\u7406\u6570\u636e\u5b89\u5168\u3001\u6027\u80fd\u3001\u5b9a\u5236\u5316\u3001\u5408\u89c4\u7b49\u6838\u5fc3\u8bc9\u6c42\u3002<\/p>\n\n\n\n
\u8bc4\u4f30\u8d44\u6e90\u80fd\u529b\uff1a\u8bc4\u4f30\u56e2\u961f\u8f6f\u786c\u4ef6\u8d44\u6e90\u3001\u8fd0\u7ef4\u80fd\u529b\u3001\u9884\u7b97\u7b49\u3002<\/p>\n\n\n\n
\u8bd5\u70b9\u9a8c\u8bc1\uff1a\u4f18\u5148\u901a\u8fc7API\u4e91\u7aef\u670d\u52a1\u8fdb\u884c\u539f\u578b\u9a8c\u8bc1\uff0c\u79ef\u7d2f\u7ecf\u9a8c\u3002<\/p>\n\n\n\n
\u9010\u6b65\u8fc1\u79fb\uff1a\u4e1a\u52a1\u6210\u719f\u540e\uff0c\u89c6\u9700\u6c42\u9010\u6b65\u8fc1\u79fb\u81f3\u672c\u5730\u90e8\u7f72\uff0c\u5b9e\u73b0\u6570\u636e\u5b89\u5168\u4e0e\u6210\u672c\u4f18\u5316\u3002<\/p>\n\n\n\n
\u6301\u7eed\u4f18\u5316\uff1a\u5173\u6ce8\u6a21\u578b\u5347\u7ea7\u3001\u63a8\u7406\u6846\u67b6\u4f18\u5316\u3001\u5b89\u5168\u5408\u89c4\u7b49\uff0c\u6301\u7eed\u63d0\u5347\u7cfb\u7edf\u80fd\u529b\u3002<\/p>\n\n\n\n
3.5 \u672a\u6765\u8d8b\u52bf\u5c55\u671b
\u6df7\u5408\u90e8\u7f72\u6a21\u5f0f\uff1a\u8d8a\u6765\u8d8a\u591a\u4f01\u4e1a\u91c7\u7528\u201c\u4e91+\u672c\u5730\u201d\u6df7\u5408\u90e8\u7f72\uff0c\u654f\u611f\u6570\u636e\u672c\u5730\u5904\u7406\uff0c\u901a\u7528\u4efb\u52a1\u4e91\u7aef\u8c03\u7528\uff0c\u5b9e\u73b0\u5b89\u5168\u4e0e\u6548\u7387\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n
\u4e00\u4f53\u673a\u4e0e\u79c1\u6709\u4e91\u65b9\u6848\uff1a\u5e02\u573a\u4e0a\u6d8c\u73b0\u51fa\u591a\u79cdAI\u4e00\u4f53\u673a\u3001\u79c1\u6709\u4e91\u5927\u6a21\u578b\u89e3\u51b3\u65b9\u6848\uff0c\u5f00\u7bb1\u5373\u7528\uff0c\u96c6\u6210\u5b89\u5168\u6a21\u5757\uff0c\u9002\u5408\u4e2d\u5927\u578b\u4f01\u4e1a\u3002<\/p>\n\n\n\n
\u81ea\u52a8\u5316\u8fd0\u7ef4\u4e0e\u5b89\u5168\u52a0\u56fa\uff1a\u81ea\u52a8\u5316\u90e8\u7f72\u3001\u667a\u80fd\u76d1\u63a7\u3001\u5bc6\u94a5\u8f6e\u6362\u3001\u8bbf\u95ee\u63a7\u5236\u7b49\u6280\u672f\u4e0d\u65ad\u6210\u719f\uff0c\u964d\u4f4e\u672c\u5730\u90e8\u7f72\u95e8\u69db\uff0c\u63d0\u5347\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n
\u751f\u6001\u96c6\u6210\u4e0e\u5f00\u653e\u521b\u65b0\uff1aAPI\u4e0e\u672c\u5730\u90e8\u7f72\u5747\u652f\u6301\u4e0eLangChain\u3001Gradio\u3001RAG\u7b49\u751f\u6001\u5de5\u5177\u96c6\u6210\uff0c\u63a8\u52a8\u5927\u6a21\u578b\u5e94\u7528\u521b\u65b0\u3002<\/p>\n\n\n\n
\ud83e\udde9\u56db\u3001\u8865\u5145\u8981\u70b9\u4e0e\u5b9e\u7528\u5efa\u8bae
4.1 \u4e00\u4f53\u673a\u4e0e\u79c1\u6709\u4e91\u65b9\u6848
AI\u4e00\u4f53\u673a\uff1a\u5982\u6d6a\u6f6e\u3001\u534e\u4e3a\u3001\u8054\u60f3\u7b49\u5382\u5546\u63a8\u51fa\u7684AI\u4e00\u4f53\u673a\uff0c\u96c6\u6210\u9ad8\u6027\u80fdGPU\u3001\u5b58\u50a8\u3001\u5b89\u5168\u6a21\u5757\uff0c\u652f\u6301DeepSeek\u7b49\u4e3b\u6d41\u5927\u6a21\u578b\uff0c\u9002\u5408\u4e2d\u5927\u578b\u4f01\u4e1a\u5feb\u901f\u90e8\u7f72\u3002<\/p>\n\n\n\n
\u79c1\u6709\u4e91\u5e73\u53f0\uff1a\u5982\u817e\u8baf\u4e91\u3001\u706b\u5c71\u5f15\u64ce\u7b49\uff0c\u63d0\u4f9bDeepSeek API\u548c\u79c1\u6709\u5316\u63a8\u7406\u670d\u52a1\uff0c\u652f\u6301\u5f39\u6027\u6269\u5bb9\u3001\u81ea\u52a8\u5316\u8fd0\u7ef4\u3001\u5408\u89c4\u5ba1\u8ba1\u7b49\u529f\u80fd\u3002<\/p>\n\n\n\n
\u4ef7\u683c\u533a\u95f4\uff1a\u4e00\u4f53\u673a\u4ef7\u683c\u4ece\u6570\u4e07\u5230\u767e\u4e07\u4e0d\u7b49\uff0c\u6309\u9700\u5b9a\u5236\uff0c\u652f\u6301\u79df\u8d41\u548c\u5206\u671f\u4ed8\u6b3e\u3002<\/p>\n\n\n\n
4.2 \u5b89\u5168\u5408\u89c4\u4e0e\u6570\u636e\u6cbb\u7406
\u6570\u636e\u52a0\u5bc6\uff1a\u65e0\u8bbaAPI\u8fd8\u662f\u672c\u5730\u90e8\u7f72\uff0c\u5747\u9700\u5bf9\u6570\u636e\u4f20\u8f93\u3001\u5b58\u50a8\u8fdb\u884c\u52a0\u5bc6\uff0c\u9632\u6b62\u6570\u636e\u6cc4\u9732\u3002<\/p>\n\n\n\n
\u8bbf\u95ee\u63a7\u5236\uff1a\u96c6\u6210\u8eab\u4efd\u8ba4\u8bc1\u3001\u6743\u9650\u5206\u7ea7\u3001\u8bbf\u95ee\u65e5\u5fd7\u7b49\u5b89\u5168\u6a21\u5757\uff0c\u9632\u6b62\u672a\u6388\u6743\u8bbf\u95ee\u3002<\/p>\n\n\n\n
\u5408\u89c4\u5ba1\u8ba1\uff1a\u5b9a\u671f\u8fdb\u884c\u5b89\u5168\u5ba1\u8ba1\uff0c\u786e\u4fdd\u7cfb\u7edf\u7b26\u5408GDPR\u3001\u7f51\u7edc\u5b89\u5168\u6cd5\u7b49\u6cd5\u89c4\u8981\u6c42\u3002<\/p>\n\n\n\n
\u6570\u636e\u8131\u654f\u4e0e\u533f\u540d\u5316\uff1a\u5bf9\u654f\u611f\u6570\u636e\u8fdb\u884c\u8131\u654f\u5904\u7406\uff0c\u964d\u4f4e\u6570\u636e\u6cc4\u9732\u98ce\u9669\u3002<\/p>\n\n\n\n
4.3 \u6301\u7eed\u4f18\u5316\u4e0e\u793e\u533a\u652f\u6301
\u5173\u6ce8\u5b98\u65b9\u6587\u6863\u4e0e\u793e\u533a\u52a8\u6001\uff1a\u53ca\u65f6\u83b7\u53d6\u6a21\u578b\u5347\u7ea7\u3001\u6f0f\u6d1e\u4fee\u590d\u3001\u6700\u4f73\u5b9e\u8df5\u7b49\u4fe1\u606f\u3002<\/p>\n\n\n\n
\u53c2\u4e0e\u5f00\u6e90\u793e\u533a\uff1a\u79ef\u6781\u53c2\u4e0eDeepSeek\u3001vLLM\u3001Llama.cpp\u7b49\u5f00\u6e90\u793e\u533a\uff0c\u83b7\u53d6\u6280\u672f\u652f\u6301\u4e0e\u521b\u65b0\u8d44\u6e90\u3002<\/p>\n\n\n\n
\u6027\u80fd\u8c03\u4f18\uff1a\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u6301\u7eed\u4f18\u5316\u63a8\u7406\u53c2\u6570\u3001\u786c\u4ef6\u914d\u7f6e\u3001\u8d1f\u8f7d\u5747\u8861\u7b49\uff0c\u63d0\u5347\u7cfb\u7edf\u6027\u80fd\u4e0e\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n
4.4 \u5178\u578b\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848\u5217\u8868
API\u8c03\u7528\u8d85\u9650\uff1a\u5347\u7ea7\u5957\u9910\u6216\u4f18\u5316\u8c03\u7528\u9891\u7387\uff0c\u91c7\u7528\u6279\u91cf\u5904\u7406\u51cf\u5c11\u8bf7\u6c42\u6b21\u6570\u3002<\/p>\n\n\n\n
\u672c\u5730\u90e8\u7f72\u663e\u5b58\u4e0d\u8db3\uff1a\u91c7\u7528\u91cf\u5316\u6a21\u578b\u3001\u5206\u5e03\u5f0f\u63a8\u7406\u3001\u6a21\u578b\u88c1\u526a\u7b49\u6280\u672f\u3002<\/p>\n\n\n\n
\u6570\u636e\u5b89\u5168\u9690\u60a3\uff1a\u52a0\u5f3a\u5bc6\u94a5\u7ba1\u7406\u3001\u8bbf\u95ee\u63a7\u5236\u3001\u65e5\u5fd7\u5ba1\u8ba1\uff0c\u5b9a\u671f\u5b89\u5168\u6f14\u7ec3\u3002<\/p>\n\n\n\n
\u6a21\u578b\u5347\u7ea7\u517c\u5bb9\u6027\u95ee\u9898\uff1a\u91c7\u7528\u7248\u672c\u7ba1\u7406\u3001\u7070\u5ea6\u53d1\u5e03\u7b49\u7b56\u7565\uff0c\u786e\u4fdd\u5e73\u6ed1\u5347\u7ea7\u3002<\/p>\n\n\n\n
4.5 \u672a\u6765\u53d1\u5c55\u5efa\u8bae
\u63a8\u52a8\u6807\u51c6\u5316\u4e0e\u4e92\u64cd\u4f5c\u6027\uff1a\u63a8\u52a8API\u63a5\u53e3\u3001\u6a21\u578b\u683c\u5f0f\u3001\u63a8\u7406\u6846\u67b6\u7b49\u6807\u51c6\u5316\uff0c\u63d0\u5347\u751f\u6001\u4e92\u64cd\u4f5c\u6027\u3002<\/p>\n\n\n\n
\u52a0\u5f3a\u884c\u4e1a\u5408\u4f5c\u4e0e\u521b\u65b0\uff1a\u4e0e\u9ad8\u6821\u3001\u79d1\u7814\u9662\u6240\u3001\u884c\u4e1a\u9f99\u5934\u4f01\u4e1a\u5408\u4f5c\uff0c\u63a8\u52a8\u5927\u6a21\u578b\u5728\u5782\u76f4\u884c\u4e1a\u7684\u6df1\u5ea6\u5e94\u7528\u3002<\/p>\n\n\n\n
\u5173\u6ce8\u7eff\u8272AI\u4e0e\u80fd\u6548\u4f18\u5316\uff1a\u91c7\u7528\u80fd\u6548\u66f4\u9ad8\u7684\u786c\u4ef6\u3001\u7b97\u6cd5\u4f18\u5316\uff0c\u964d\u4f4e\u5927\u6a21\u578b\u90e8\u7f72\u7684\u80fd\u8017\u4e0e\u78b3\u6392\u653e\u3002<\/p>\n\n\n\n
\ud83c\udfc1\u7ed3\u8bed<\/p>\n\n\n\n
\u968f\u7740\u5927\u6a21\u578b\u6280\u672f\u7684\u6301\u7eed\u6f14\u8fdb\uff0cDeepSeek\u4ee5\u5176\u5f00\u653e\u7684API\u63a5\u53e3\u548c\u7075\u6d3b\u7684\u672c\u5730\u90e8\u7f72\u80fd\u529b\uff0c\u6210\u4e3a\u63a8\u52a8AI\u4ea7\u4e1a\u843d\u5730\u7684\u91cd\u8981\u529b\u91cf\u3002\u65e0\u8bba\u662fAPI\u4e91\u7aef\u8c03\u7528\uff0c\u8fd8\u662f\u672c\u5730\u79c1\u6709\u5316\u90e8\u7f72\uff0c\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u90fd\u80fd\u6839\u636e\u81ea\u8eab\u4e1a\u52a1\u9700\u6c42\u3001\u6570\u636e\u5b89\u5168\u3001\u5408\u89c4\u8981\u6c42\u548c\u6280\u672f\u80fd\u529b\uff0c\u7075\u6d3b\u9009\u62e9\u6700\u4f18\u65b9\u6848\u3002API\u6a21\u5f0f\u4e3a\u521b\u65b0\u63d0\u4f9b\u4e86\u4f4e\u95e8\u69db\u3001\u9ad8\u5f39\u6027\u7684\u8bd5\u9a8c\u7530\uff0c\u800c\u672c\u5730\u90e8\u7f72\u5219\u4e3a\u6570\u636e\u5b89\u5168\u3001\u5b9a\u5236\u5316\u548c\u9ad8\u6027\u80fd\u5e94\u7528\u63d0\u4f9b\u4e86\u575a\u5b9e\u4fdd\u969c\u3002<\/p>\n\n\n\n
\u672a\u6765\uff0c\u968f\u7740\u6df7\u5408\u90e8\u7f72\u3001\u4e00\u4f53\u673a\u3001\u79c1\u6709\u4e91\u7b49\u65b0\u6a21\u5f0f\u7684\u666e\u53ca\uff0c\u4ee5\u53ca\u81ea\u52a8\u5316\u8fd0\u7ef4\u3001\u5b89\u5168\u52a0\u56fa\u3001\u751f\u6001\u96c6\u6210\u7b49\u6280\u672f\u7684\u4e0d\u65ad\u6210\u719f\uff0cDeepSeek\u53ca\u5176\u540c\u7c7b\u5927\u6a21\u578b\u5c06\u5728\u66f4\u591a\u884c\u4e1a\u573a\u666f\u4e2d\u91ca\u653e\u5de8\u5927\u4ef7\u503c\u3002\u5f00\u53d1\u8005\u5e94\u6301\u7eed\u5173\u6ce8\u6280\u672f\u524d\u6cbf\uff0c\u79ef\u6781\u53c2\u4e0e\u793e\u533a\u5171\u5efa\uff0c\u63a8\u52a8\u5927\u6a21\u578b\u6280\u672f\u4e0e\u4e1a\u52a1\u521b\u65b0\u7684\u6df1\u5ea6\u878d\u5408\uff0c\u5b9e\u73b0AI\u8d4b\u80fd\u7684\u53ef\u6301\u7eed\u53d1\u5c55\u3002<\/p>\n\n\n\n
\ud83c\udfc6\u3010\u7701\u5fc3\u9510\u8bc4\u3011
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