{"id":31436,"date":"2026-07-04T16:51:15","date_gmt":"2026-07-04T08:51:15","guid":{"rendered":"https:\/\/cn.hostease.com\/blog\/uncategorized\/vps-self-host-ai-model-guide\/"},"modified":"2026-07-04T16:51:15","modified_gmt":"2026-07-04T08:51:15","slug":"vps-self-host-ai-model-guide","status":"publish","type":"post","link":"https:\/\/cn.hostease.com\/blog\/guides\/vps-self-host-ai-model-guide\/","title":{"rendered":"\u5728 VPS \u4e0a\u81ea\u6258\u7ba1 AI \u5927\u6a21\u578b\uff1a\u786c\u4ef6\u9700\u6c42\u3001\u6210\u672c\u4e0e\u90e8\u7f72\u65b9\u6848"},"content":{"rendered":"

\"VPS\u81ea\u6258\u7ba1AI\u5927\u6a21\u578b\u5c01\u9762\u56fe\"<\/p>\n

\u4e3a\u4ec0\u4e48\u8d8a\u6765\u8d8a\u591a\u7684\u56e2\u961f\u5f00\u59cb\u8003\u8651\u5728\u81ea\u5df1\u7684 VPS\uff08\u865a\u62df\u4e13\u7528\u670d\u52a1\u5668\uff09\u4e0a\u8dd1 AI \u5927\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u4e00\u76f4\u4f9d\u8d56\u7b2c\u4e09\u65b9 API\uff1f\u539f\u56e0\u5f88\u76f4\u63a5\uff1a\u6570\u636e\u9690\u79c1\u5408\u89c4\u8981\u6c42\u8d8a\u6765\u8d8a\u4e25\uff0c\u957f\u671f\u8c03\u7528 API \u7684\u8d39\u7528\u5728\u9ad8\u9891\u573a\u666f\u4e0b\u4f1a\u8fc5\u901f\u81a8\u80c0\uff0c\u800c\u672c\u5730\u90e8\u7f72\u80fd\u8ba9\u4f60\u5b8c\u5168\u638c\u63a7\u6570\u636e\u6d41\u5411\u548c\u63a8\u7406\u8282\u594f\u3002\u8fd9\u7bc7\u6307\u5357\u4f1a\u5e2e\u4f60\u7406\u6e05\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\u2014\u2014\u9700\u8981\u4ec0\u4e48\u786c\u4ef6\u3001\u82b1\u591a\u5c11\u94b1\u3001\u4ee5\u53ca\u600e\u4e48\u4e00\u6b65\u6b65\u628a\u6a21\u578b\u8dd1\u8d77\u6765\u3002<\/p>\n

\u81ea\u6258\u7ba1 AI \u5927\u6a21\u578b\uff1a\u5230\u5e95\u5728\u505a\u4ec0\u4e48<\/h2>\n

\u6240\u8c13”\u81ea\u6258\u7ba1”\uff0c\u5c31\u662f\u628a\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 Llama\u3001Qwen\u3001Mistral \u7b49\uff09\u4e0b\u8f7d\u5230\u81ea\u5df1\u79df\u7528\u6216\u8d2d\u4e70\u7684\u670d\u52a1\u5668\u4e0a\uff0c\u901a\u8fc7\u672c\u5730\u63a8\u7406\u5f15\u64ce\u5bf9\u5916\u63d0\u4f9b\u670d\u52a1\u3002\u548c\u8c03\u7528\u4e91\u7aef API \u4e0d\u540c\uff0c\u4f60\u7684\u6570\u636e\u4e0d\u4f1a\u79bb\u5f00\u670d\u52a1\u5668\uff0c\u63a8\u7406\u5ef6\u8fdf\u53d6\u51b3\u4e8e\u786c\u4ef6\u800c\u975e\u7f51\u7edc\uff0c\u6210\u672c\u7ed3\u6784\u4e5f\u4ece”\u6309\u8c03\u7528\u8ba1\u8d39”\u53d8\u6210”\u6309\u8d44\u6e90\u79df\u8d41\u8ba1\u8d39”\u3002<\/p>\n

\u5bf9\u4e8e\u65e5\u5747\u8bf7\u6c42\u91cf\u5728 1 \u4e07\u6b21\u4ee5\u4e0a\u3001\u6216\u6d89\u53ca\u654f\u611f\u6570\u636e\u7684\u573a\u666f\uff0c\u81ea\u6258\u7ba1\u7684\u7efc\u5408\u6210\u672c\u901a\u5e38\u5728 3-6 \u4e2a\u6708\u5185\u4f4e\u4e8e API \u8c03\u7528\u65b9\u6848\u3002\u800c\u5982\u679c\u4f60\u7684\u4e1a\u52a1\u5bf9\u54cd\u5e94\u901f\u5ea6\u6709\u786c\u6027\u8981\u6c42\uff08\u6bd4\u5982\u5ba2\u670d\u673a\u5668\u4eba\u9700\u8981 500ms \u5185\u8fd4\u56de\uff09\uff0c\u672c\u5730\u63a8\u7406\u7684\u5ef6\u8fdf\u4f18\u52bf\u5c31\u66f4\u660e\u663e\u4e86\u3002\u5982\u679c\u4f60\u6b63\u5728\u8bc4\u4f30\u670d\u52a1\u5668\u9009\u578b\uff0c\u53ef\u4ee5\u53c2\u8003 VPS \u4e3b\u673a\u65b9\u6848<\/a> \u4e86\u89e3\u4e0d\u540c\u914d\u7f6e\u6863\u4f4d\u7684\u6027\u4ef7\u6bd4\u3002<\/p>\n

\u786c\u4ef6\u9700\u6c42\uff1a\u54ea\u4e9b\u914d\u7f6e\u51b3\u5b9a\u4e86\u6a21\u578b\u80fd\u4e0d\u80fd\u8dd1<\/h2>\n

\u81ea\u6258\u7ba1 AI \u6a21\u578b\u7684\u786c\u4ef6\u74f6\u9888\u4e3b\u8981\u96c6\u4e2d\u5728\u4e09\u4e2a\u7ef4\u5ea6\uff1aGPU\uff08\u56fe\u5f62\u5904\u7406\u5668\uff09\u663e\u5b58\u3001\u7cfb\u7edf\u5185\u5b58\u548c\u5b58\u50a8\u3002\u4e0d\u540c\u89c4\u6a21\u7684\u6a21\u578b\u5bf9\u914d\u7f6e\u7684\u8981\u6c42\u5dee\u5f02\u5f88\u5927\uff0c\u4e0b\u9762\u6309\u6a21\u578b\u53c2\u6570\u91cf\u62c6\u89e3\u3002<\/p>\n

7B \u53c2\u6570\u6a21\u578b\uff1a\u5165\u95e8\u95e8\u69db<\/h3>\n

7B\uff0870 \u4ebf\u53c2\u6570\uff09\u662f\u76ee\u524d\u6700\u5bb9\u6613\u4e0a\u624b\u7684\u6a21\u578b\u89c4\u6a21\u3002\u4ee5 Qwen2.5-7B \u4e3a\u4f8b\uff0c\u4f7f\u7528 4-bit \u91cf\u5316\u540e\u6a21\u578b\u6587\u4ef6\u7ea6 4.5GB\uff0c\u63a8\u7406\u65f6\u663e\u5b58\u5360\u7528\u7ea6 6-8GB\u3002\u4e00\u53f0\u914d\u5907 NVIDIA T4\uff0816GB \u663e\u5b58\uff09\u7684 GPU \u670d\u52a1\u5668\u5c31\u80fd\u6d41\u7545\u8fd0\u884c\uff0c\u63a8\u7406\u901f\u5ea6\u7ea6 30-50 tokens\/s\u3002<\/p>\n

\u63a8\u8350\u914d\u7f6e<\/strong>\uff1a4 \u6838 CPU\u300116GB \u7cfb\u7edf\u5185\u5b58\u300150GB SSD\uff08\u56fa\u6001\u786c\u76d8\uff09\u5b58\u50a8\u3001NVIDIA T4 16GB\u3002\u8fd9\u662f\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u5165\u95e8\u65b9\u6848\uff0c\u9002\u5408\u4e2a\u4eba\u5f00\u53d1\u8005\u6216\u5c0f\u578b\u56e2\u961f\u505a\u539f\u578b\u9a8c\u8bc1\u3002\u66f4\u591a\u5173\u4e8e\u670d\u52a1\u5668\u914d\u7f6e\u4e0e\u4f18\u5316<\/a>\u7684\u5185\u5bb9\u53ef\u4ee5\u53c2\u8003\u6211\u4eec\u7684\u4e13\u9898\u6587\u7ae0\u3002<\/p>\n

13B-14B \u53c2\u6570\u6a21\u578b\uff1a\u6027\u80fd\u4e0e\u6210\u672c\u7684\u5e73\u8861\u70b9<\/h3>\n

\u5f53\u6a21\u578b\u53c2\u6570\u91cf\u4e0a\u5347\u5230 13B-14B\uff0c4-bit \u91cf\u5316\u540e\u7684\u663e\u5b58\u9700\u6c42\u7ea6 10-14GB\u3002T4 \u7684 16GB \u663e\u5b58\u5f00\u59cb\u6349\u895f\u89c1\u8098\uff0c\u9700\u8981\u5347\u7ea7\u5230 NVIDIA A10\uff0824GB \u663e\u5b58\uff09\u6216\u540c\u7ea7\u522b GPU\u3002\u63a8\u7406\u901f\u5ea6\u5728 20-35 tokens\/s \u4e4b\u95f4\uff0c\u80fd\u6ee1\u8db3\u591a\u6570\u751f\u4ea7\u573a\u666f\u3002<\/p>\n

\u63a8\u8350\u914d\u7f6e<\/strong>\uff1a8 \u6838 CPU\u300132GB \u7cfb\u7edf\u5185\u5b58\u3001100GB SSD\u3001NVIDIA A10 24GB\u3002\u9002\u5408\u9700\u8981\u66f4\u9ad8\u751f\u6210\u8d28\u91cf\u3001\u540c\u65f6\u63a7\u5236\u6210\u672c\u7684\u4e2d\u578b\u9879\u76ee\u3002<\/p>\n

70B \u53c2\u6570\u6a21\u578b\uff1a\u91cd\u5ea6\u63a8\u7406\u573a\u666f<\/h3>\n

70B \u6a21\u578b\u5373\u4f7f\u7ecf\u8fc7 4-bit \u91cf\u5316\u4e5f\u9700\u8981\u7ea6 40GB \u663e\u5b58\u3002\u5355\u5f20\u6d88\u8d39\u7ea7\u663e\u5361\u5df2\u7ecf\u65e0\u6cd5\u627f\u8f7d\uff0c\u9700\u8981\u4f7f\u7528 A100 80GB \u6216\u591a\u5361\u5e76\u884c\u65b9\u6848\u3002\u8fd9\u7c7b\u914d\u7f6e\u7684\u6708\u79df\u91d1\u901a\u5e38\u5728 5000-15000 \u5143\u4e4b\u95f4\uff0c\u4e3b\u8981\u9762\u5411\u6709\u660e\u786e\u5546\u4e1a\u5316\u9700\u6c42\u7684\u4f01\u4e1a\u3002<\/p>\n

\u63a8\u8350\u914d\u7f6e<\/strong>\uff1a16 \u6838 CPU\u300164GB \u7cfb\u7edf\u5185\u5b58\u3001200GB SSD\u3001NVIDIA A100 80GB\uff08\u6216\u591a\u5361\u65b9\u6848\uff09\u3002\u5728\u9009\u62e9\u8fd9\u7c7b\u914d\u7f6e\u65f6\uff0c\u5efa\u8bae\u4f18\u5148\u8003\u8651\u72ec\u7acb\u670d\u52a1\u5668<\/a>\uff0c\u56e0\u4e3a GPU \u670d\u52a1\u5668\u7684\u5e26\u5bbd\uff08\u6570\u636e\u4f20\u8f93\u901f\u7387\uff09\u548c\u7f51\u7edc\u7a33\u5b9a\u6027\u5bf9\u5927\u89c4\u6a21\u63a8\u7406\u4efb\u52a1\u5f71\u54cd\u663e\u8457\u3002<\/p>\n

\u6210\u672c\u5bf9\u6bd4\uff1aAPI \u8c03\u7528 vs \u81ea\u6258\u7ba1<\/h2>\n\n\n\n\n\n\n\n\n\n
\u7ef4\u5ea6<\/th>\nAPI \u8c03\u7528<\/th>\nVPS \u81ea\u6258\u7ba1<\/th>\n<\/tr>\n<\/thead>\n
\u521d\u59cb\u6210\u672c<\/td>\n\u51e0\u4e4e\u4e3a\u96f6<\/td>\n\u9996\u6708\u670d\u52a1\u5668\u79df\u91d1<\/td>\n<\/tr>\n
\u6708\u5747\u6210\u672c\uff081 \u4e07\u6b21\/\u5929\uff09<\/td>\n3000-8000 \u5143<\/td>\n800-3000 \u5143\uff087B-13B\uff09<\/td>\n<\/tr>\n
\u6570\u636e\u9690\u79c1<\/td>\n\u6570\u636e\u7ecf\u8fc7\u7b2c\u4e09\u65b9<\/td>\n\u5b8c\u5168\u672c\u5730\u53ef\u63a7<\/td>\n<\/tr>\n
\u6a21\u578b\u7075\u6d3b\u6027<\/td>\n\u53d7\u9650\u4e8e\u670d\u52a1\u5546\u63d0\u4f9b\u7684\u6a21\u578b<\/td>\n\u53ef\u81ea\u7531\u5207\u6362\u4efb\u4f55\u5f00\u6e90\u6a21\u578b<\/td>\n<\/tr>\n
\u8fd0\u7ef4\u8d1f\u62c5<\/td>\n\u65e0<\/td>\n\u9700\u8981\u81ea\u884c\u7ef4\u62a4\u66f4\u65b0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4ece\u6210\u672c\u89d2\u5ea6\u770b\uff0c\u5f53\u65e5\u5747\u8bf7\u6c42\u91cf\u8d85\u8fc7 5000 \u6b21\u65f6\uff0c\u81ea\u6258\u7ba1 7B \u6a21\u578b\u7684\u6708\u6210\u672c\u5c31\u5f00\u59cb\u4f4e\u4e8e\u540c\u7b49\u8d28\u91cf\u7684 API \u8c03\u7528\u3002\u8fd9\u4e2a\u9608\u503c\u4f1a\u968f\u7740\u5f00\u6e90\u6a21\u578b\u80fd\u529b\u7684\u63d0\u5347\u800c\u7ee7\u7eed\u964d\u4f4e\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8868\u4e2d\u7684\u4ef7\u683c\u4ec5\u4e3a\u53c2\u8003\uff0c\u5b9e\u9645\u8d39\u7528\u4f1a\u56e0\u670d\u52a1\u5546\u548c\u533a\u57df\u4e0d\u540c\u800c\u6709\u5dee\u5f02\u3002<\/p>\n

\u4e09\u79cd\u90e8\u7f72\u65b9\u6848\uff1a\u4ece\u7b80\u5355\u5230\u590d\u6742<\/h2>\n

\u65b9\u6848\u4e00\uff1aOllama \u4e00\u952e\u90e8\u7f72\uff08\u63a8\u8350\u65b0\u624b\uff09<\/h3>\n

Ollama \u662f\u76ee\u524d\u6700\u7b80\u5355\u7684\u672c\u5730\u6a21\u578b\u90e8\u7f72\u5de5\u5177\uff0c\u4e00\u6761\u547d\u4ee4\u5c31\u80fd\u62c9\u8d77\u6a21\u578b\u670d\u52a1\u3002<\/p>\n

\n# \u5b89\u88c5 Ollama\ncurl -fsSL https:\/\/ollama.com\/install.sh | sh\n\n# \u62c9\u53d6\u5e76\u8fd0\u884c Qwen2.5-7B \u6a21\u578b\nollama run qwen2.5:7b\n<\/pre>\n
\u5b89\u88c5\u5b8c\u6210\u540e\uff0cOllama \u4f1a\u5728\u672c\u5730\u542f\u52a8\u4e00\u4e2a OpenAI \u517c\u5bb9\u7684 API \u7aef\u53e3\uff08\u9ed8\u8ba4 11434\uff09\uff0c\u4f60\u53ef\u4ee5\u76f4\u63a5\u7528\u6807\u51c6\u7684 OpenAI SDK \u8c03\u7528\u3002\u8fd9\u79cd\u65b9\u5f0f\u9002\u5408\u5feb\u901f\u9a8c\u8bc1\u6548\u679c\uff0c\u4f46\u5982\u679c\u9700\u8981\u9ad8\u5e76\u53d1\u6216\u81ea\u5b9a\u4e49\u8def\u7531\uff0c\u8fd8\u9700\u8981\u989d\u5916\u914d\u7f6e\u53cd\u5411\u4ee3\u7406\u3002<\/p>\n
\u65b9\u6848\u4e8c\uff1avLLM \u9ad8\u6027\u80fd\u63a8\u7406\uff08\u63a8\u8350\u751f\u4ea7\u73af\u5883\uff09<\/h3>\n
vLLM \u662f\u4e13\u4e3a\u5927\u6a21\u578b\u63a8\u7406\u4f18\u5316\u7684\u5f15\u64ce\uff0c\u652f\u6301\u8fde\u7eed\u6279\u5904\u7406\uff08continuous batching\uff09\uff0c\u5728\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u541e\u5410\u91cf\u662f Ollama \u7684 2-3 \u500d\u3002<\/p>\n
\n# \u5b89\u88c5 vLLM\npip install vllm\n\n# \u542f\u52a8\u63a8\u7406\u670d\u52a1\uff08\u4ee5 Qwen2.5-7B \u4e3a\u4f8b\uff09\npython -m vllm.entrypoints.openai.api_server \\\n  --model Qwen\/Qwen2.5-7B-Instruct \\\n  --max-model-len 4096 \\\n  --gpu-memory-utilization 0.9\n<\/pre>\n
vLLM \u7684\u4f18\u52bf\u5728\u4e8e\u663e\u5b58\u5229\u7528\u7387\u9ad8\u3001\u652f\u6301\u591a\u5361\u5e76\u884c\uff0c\u4f46\u914d\u7f6e\u590d\u6742\u5ea6\u4e5f\u66f4\u9ad8\u3002\u5982\u679c\u4f60\u7684\u4e1a\u52a1\u9700\u8981\u540c\u65f6\u670d\u52a1 50 \u4e2a\u4ee5\u4e0a\u5e76\u53d1\u8bf7\u6c42\uff0cvLLM \u662f\u66f4\u5408\u9002\u7684\u9009\u62e9\u3002\u90e8\u7f72\u5b8c\u6210\u540e\uff0c\u522b\u5fd8\u4e86\u505a\u597d\u7f51\u7ad9\u6027\u80fd\u4f18\u5316<\/a>\uff0c\u786e\u4fdd\u63a8\u7406\u670d\u52a1\u7684\u7f51\u7edc\u5c42\u4e0d\u4f1a\u6210\u4e3a\u74f6\u9888\u3002<\/p>\n
\u65b9\u6848\u4e09\uff1allama.cpp \u6781\u81f4\u91cf\u5316\uff08\u4f4e\u914d\u65b9\u6848\uff09<\/h3>\n
\u5982\u679c\u4f60\u7684 VPS \u6ca1\u6709 GPU\uff0cllama.cpp \u662f\u552f\u4e00\u53ef\u884c\u7684\u65b9\u6848\u3002\u5b83\u652f\u6301 GGUF \u683c\u5f0f\u7684\u91cf\u5316\u6a21\u578b\uff0c\u80fd\u5728\u7eaf CPU \u73af\u5883\u4e0b\u8fd0\u884c 7B \u6a21\u578b\uff0c\u63a8\u7406\u901f\u5ea6\u7ea6 5-15 tokens\/s\u3002<\/p>\n
\n# \u4e0b\u8f7d\u9884\u7f16\u8bd1\u7248\u672c\ngit clone https:\/\/github.com\/ggerganov\/llama.cpp && cd llama.cpp\nmake -j$(nproc)\n\n# \u8fd0\u884c\u91cf\u5316\u6a21\u578b\uff08Q4_K_M \u7cbe\u5ea6\uff09\n.\/llama-server -m qwen2.5-7b-q4_k_m.gguf -c 2048 --host 0.0.0.0 --port 8080\n<\/pre>\n
\u7eaf CPU \u63a8\u7406\u7684\u901f\u5ea6\u867d\u7136\u6162\uff0c\u4f46\u80dc\u5728\u6210\u672c\u6781\u4f4e\u2014\u2014\u4e00\u53f0 4 \u6838 16GB \u5185\u5b58\u7684\u666e\u901a VPS \u5c31\u80fd\u8dd1\uff0c\u6708\u79df\u91d1\u53ef\u4ee5\u63a7\u5236\u5728 200 \u5143\u4ee5\u5185\u3002\u9002\u5408\u5bf9\u54cd\u5e94\u901f\u5ea6\u8981\u6c42\u4e0d\u9ad8\u3001\u4f46\u9700\u8981\u5b8c\u5168\u79c1\u6709\u5316\u7684\u573a\u666f\u3002<\/p>\n
\u9009\u578b\u5efa\u8bae\u4e0e\u907f\u5751\u6307\u5357<\/h2>\n
\u9009\u62e9\u90e8\u7f72\u65b9\u6848\u65f6\uff0c\u5148\u660e\u786e\u4e09\u4e2a\u95ee\u9898\uff1a\u4f60\u7684\u5e76\u53d1\u91cf\u6709\u591a\u5927\u3001\u5ef6\u8fdf\u8981\u6c42\u662f\u591a\u5c11\u3001\u9884\u7b97\u533a\u95f4\u5728\u54ea\u3002\u5982\u679c\u53ea\u662f\u4e2a\u4eba\u5b9e\u9a8c\u6216\u4f4e\u9891\u5185\u90e8\u5de5\u5177\uff0cOllama + T4 \u662f\u6700\u7701\u5fc3\u7684\u7ec4\u5408\uff1b\u5982\u679c\u662f\u9762\u5411\u7528\u6237\u7684\u4ea7\u54c1\uff0cvLLM + A10 \u7684\u7a33\u5b9a\u6027\u66f4\u503c\u5f97\u6295\u5165\u3002<\/p>\n
\u51e0\u4e2a\u5e38\u89c1\u7684\u5751<\/strong>\uff1a\u4e00\u662f\u5b58\u50a8\u9009\u578b\u2014\u2014\u6a21\u578b\u6587\u4ef6\u52a8\u8f84\u51e0 GB \u5230\u51e0\u5341 GB\uff0c\u52a1\u5fc5\u4f7f\u7528 SSD\uff0c\u673a\u68b0\u786c\u76d8\u7684\u8bfb\u53d6\u901f\u5ea6\u4f1a\u4e25\u91cd\u62d6\u6162\u6a21\u578b\u52a0\u8f7d\uff1b\u4e8c\u662f\u7f51\u7edc\u5e26\u5bbd\uff08\u6570\u636e\u4f20\u8f93\u901f\u7387\uff09\uff0c\u5982\u679c\u4f60\u7684\u5ba2\u6237\u7aef\u548c\u670d\u52a1\u5668\u4e0d\u5728\u540c\u4e00\u533a\u57df\uff0c\u63a8\u7406\u5ef6\u8fdf\u4f1a\u88ab\u7f51\u7edc\u62c9\u9ad8\uff1b\u4e09\u662f\u663e\u5b58\u6ea2\u51fa\u2014\u2014\u4e0d\u8981\u8d2a\u5fc3\u540c\u65f6\u52a0\u8f7d\u591a\u4e2a\u6a21\u578b\uff0c7B \u6a21\u578b\u52a0\u8f7d\u540e\u663e\u5b58\u5360\u7528\u53ef\u80fd\u6bd4\u6a21\u578b\u6587\u4ef6\u5927 1.5-2 \u500d\u3002<\/p>\n
\u603b\u7ed3\u6765\u8bf4\uff0c\u5728 VPS \u4e0a\u81ea\u6258\u7ba1 AI \u5927\u6a21\u578b\u5df2\u7ecf\u4ece”\u6280\u672f\u6781\u5ba2\u7684\u73a9\u5177”\u53d8\u6210\u4e86\u4e2d\u5c0f\u4f01\u4e1a\u53ef\u4ee5\u843d\u5730\u7684\u65b9\u6848\u3002\u5efa\u8bae\u4ece 7B \u6a21\u578b\u8d77\u6b65\uff0c\u7528 Ollama \u8dd1\u901a\u5b8c\u6574\u6d41\u7a0b\u540e\u518d\u6839\u636e\u6027\u80fd\u9700\u6c42\u51b3\u5b9a\u662f\u5426\u5347\u7ea7\u5230 vLLM \u6216\u66f4\u9ad8\u914d\u7f6e\u7684\u670d\u52a1\u5668\u3002\u5982\u679c\u4f60\u6b63\u5728\u5bfb\u627e\u5408\u9002\u7684\u8d77\u6b65\u65b9\u6848\uff0c\u53ef\u4ee5\u8003\u8651\u4ece Hostease \u7684 VPS \u5165\u624b\uff0c\u6309\u9700\u6269\u5c55\u5230\u72ec\u670d\uff08\u72ec\u7acb\u670d\u52a1\u5668\uff09\u7ea7\u522b\u7684 GPU \u914d\u7f6e\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
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