\u4f60\u7684\u81ea\u5efa AI \u804a\u5929\u673a\u5668\u4eba\u53ef\u4ee5\u5728\u4e1a\u52a1\u9ad8\u5cf0\u671f\u4f9d\u65e7\u4fdd\u6301\u7a33\u5b9a\u7684\u54cd\u5e94\u65f6\u95f4\uff0c\u4f60\u4e5f\u56e0\u6b64\u83b7\u5f97\u5bf9\u6027\u80fd\u4e0e\u9690\u79c1\u7684\u5b8c\u5168\u638c\u63a7\u3002<\/p>\n

\u5173\u952e\u8981\u70b9<\/strong><\/h2>\n

\n
• \u81ea\u5efa AI \u804a\u5929\u52a9\u624b\u53ef\u4ee5\u4fdd\u62a4\u654f\u611f\u6587\u4ef6\uff0c\u5e76\u6d88\u9664\u6309 token \u8ba1\u8d39\u7684 API \u7ecf\u5e38\u6027\u6210\u672c\u3002<\/li>\n
• \u672c\u5730\u670d\u52a1\u5668\u5728\u7e41\u5fd9\u9ad8\u5cf0\u671f\u4f9d\u7136\u80fd\u63d0\u4f9b\u7a33\u5b9a\u54cd\u5e94\u65f6\u95f4\u4e0e\u53ef\u9884\u671f\u7684\u6027\u80fd\u3002<\/li>\n
• \u5408\u9002\u7684 GPU \u786c\u4ef6\u4e0e Docker \u5bb9\u5668\u80fd\u8ba9\u4f60\u7684\u81ea\u5b9a\u4e49 AI \u6a21\u578b\u6301\u7eed\u5e73\u7a33\u8fd0\u884c\u3002<\/li>\n
• \u672c\u5730\u5411\u91cf\u6570\u636e\u5e93\u8ba9 AI \u5728\u4e0d\u6cc4\u9732\u4f01\u4e1a\u6570\u636e\u7684\u524d\u63d0\u4e0b\u641c\u7d22\u5185\u90e8\u6587\u6863\u3002<\/li>\n<\/ul>\n

  \u7f8e\u56fd\u670d\u52a1\u5668\u73af\u5883\u4e0e AI \u90e8\u7f72<\/strong><\/h2>\n

  \u5728\u8fd0\u884c\u672c\u5730\u8f6f\u4ef6\u4e4b\u524d\uff0c\u4f60\u9700\u8981\u5728\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\u51c6\u5907\u597d\u5408\u9002\u7684\u7269\u7406\u786c\u4ef6\u3002\u5408\u7406\u7684\u914d\u7f6e\u53ef\u4ee5\u8ba9\u4f60\u5b8c\u5168\u638c\u63a7\u8fd0\u7b97\u901f\u5ea6\u4e0e\u7cfb\u7edf\u9690\u79c1\u3002<\/p>\n

  \u786c\u4ef6\u89c4\u683c\u4e0e\u64cd\u4f5c\u7cfb\u7edf\u914d\u7f6e<\/h3>\n

  \u4f60\u76ee\u6807\u6a21\u578b\u7684\u53c2\u6570\u89c4\u6a21\u5c06\u51b3\u5b9a GPU \u663e\u5b58\u4e0e\u6574\u4f53\u7cfb\u7edf\u786c\u4ef6\u8981\u6c42\u3002\u6a21\u578b\u8d8a\u5927\uff0c\u5c31\u8d8a\u9700\u8981\u5f3a\u52b2\u7684\u56fe\u5f62\u5904\u7406\u5668\u6765\u9ad8\u6548\u670d\u52a1\u5728\u7ebf\u667a\u80fd\u4f53\u3002<\/p>\n

  \n\n\n\n<\/colgroup>\n\n\n\n\n\n

  \u6a21\u578b\u89c4\u6a21<\/th>\n	\u63a8\u8350\u786c\u4ef6<\/th>\n<\/tr>\n
  7B \u6a21\u578b<\/strong><\/td>\n	NVIDIA RTX 5060 Ti 16GB \/ RTX 4060 8GB<\/td>\n<\/tr>\n
  13B\u201334B \u6a21\u578b<\/strong><\/td>\n	AMD RX 9070 XT 16GB \/ NVIDIA RTX 5080 16GB<\/td>\n<\/tr>\n
  70B \u6a21\u578b<\/strong><\/td>\n	Mac Studio M4 Max \u6216 Mac Studio M3 Ultra 192GB<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5728 4 \u6bd4\u7279\u7cbe\u5ea6\u4e0b\u8fd0\u884c 700 \u4ebf\u53c2\u6570\u6a21\u578b\u5927\u7ea6\u9700\u8981 40GB \u663e\u5b58\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u4e24\u5f20 RTX 3090 \u663e\u5361\uff0c\u6216\u4e00\u5f20 A100 GPU\u3002\u82e5\u4ec5\u7528 CPU \u6267\u884c\uff0c\u81f3\u5c11\u9700\u8981 64GB \u5185\u5b58\uff0c\u800c 128GB \u5185\u5b58\u5219\u80fd\u5728\u590d\u6742 AI \u5de5\u4f5c\u6d41\u4e0b\u63d0\u4f9b\u66f4\u6d41\u7545\u7684\u7cfb\u7edf\u8868\u73b0\u3002\u8bf7\u52a1\u5fc5\u5c06 Linux \u5b89\u88c5\u5728 NVMe \u786c\u76d8\u4e0a\uff0c\u4ee5\u52a0\u901f\u6587\u6863\u77e5\u8bc6\u68c0\u7d22\u3002<\/p>\n Docker \u5bb9\u5668\u57fa\u7840\u8bbe\u65bd\u642d\u5efa<\/h3>\n \n \ud83d\udca1 \u63d0\u793a\uff1a<\/strong>\u5bb9\u5668\u53ef\u4ee5\u5c06\u8f6f\u4ef6\u4f9d\u8d56\u6e05\u6670\u9694\u79bb\uff0c\u5e76\u7b80\u5316\u6574\u4f53\u73af\u5883\u7684\u5b89\u88c5\u4e0e\u7ba1\u7406\u3002<\/p>\n<\/blockquote>\n \u4f60\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u516d\u4e2a\u6b65\u9aa4\uff0c\u5728 Ubuntu \u4e0a\u914d\u7f6e Docker \u4e0e GPU \u652f\u6301\uff1a<\/p>\n \n \u4f7f\u7528 sudo apt-get remove -y docker docker-engine docker.io containerd runc<\/code> \u79fb\u9664\u65e7\u7248\u672c\u76f8\u5173\u8f6f\u4ef6\u5305\u3002<\/li>\n \u4f7f\u7528 sudo apt-get update && sudo apt-get install -y docker-ce docker-ce-cli containerd.io<\/code> \u5b89\u88c5 Docker\u3002<\/li>\n \u901a\u8fc7 sudo usermod -aG docker $USER<\/code> \u5c06\u666e\u901a\u7528\u6237\u52a0\u5165 Docker \u7ec4\uff0c\u5e76\u4f7f\u7528 newgrp docker<\/code> \u5237\u65b0\u5f53\u524d\u4f1a\u8bdd\u8bbe\u7f6e\u3002<\/li>\n \u5bfc\u5165 NVIDIA keyring \u5e76\u5411 \/etc\/apt\/sources.list.d\/nvidia-container-toolkit.list<\/code> \u4e2d\u6dfb\u52a0\u5bf9\u5e94\u8f6f\u4ef6\u6e90\u3002<\/li>\n \u4f7f\u7528 sudo apt-get update && sudo apt-get install -y nvidia-container-toolkit<\/code> \u5b89\u88c5\u52a0\u901f\u5de5\u5177\u3002<\/li>\n \u901a\u8fc7 sudo nvidia-ctk runtime configure --runtime=docker<\/code> \u914d\u7f6e\u8fd0\u884c\u65f6\u9a71\u52a8\uff0c\u5e76\u4f7f\u7528 sudo systemctl restart docker<\/code> \u91cd\u542f\u670d\u52a1\u3002<\/li>\n<\/ol>\n \u63a5\u4e0b\u6765\uff0c\u8981\u4fdd\u62a4\u4f60\u7684\u7f51\u7edc\u73af\u5883\u3002\u4e3a\u6bcf\u4e2a\u6388\u6743\u7528\u6237\u542f\u7528\u9632\u706b\u5899\u89c4\u5219\uff0c\u963b\u65ad\u672a\u6388\u6743\u8fde\u63a5\u3002\u914d\u7f6e SSH \u5bc6\u94a5\u8ba4\u8bc1\u5e76\u7981\u7528\u5bc6\u7801\u767b\u5f55\u3002\u8fd9\u4e9b\u6b65\u9aa4\u53ef\u4ee5\u4fdd\u62a4\u4f60\u7684\u672c\u5730 AI \u5f15\u64ce\uff0c\u4f7f\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53\u548c\u667a\u80fd\u4ee3\u7406\u5728\u67e5\u8be2\u672c\u5730\u77e5\u8bc6\u5e93\u65f6\u4e0d\u4f1a\u6cc4\u9732\u5185\u90e8\u6570\u636e\u3002<\/p>\n \u90e8\u7f72\u672c\u5730 AI \u6a21\u578b\u5f15\u64ce<\/strong><\/h2>\n \u5b8c\u6210\u670d\u52a1\u5668\u8f6f\u4ef6\u90e8\u7f72\u540e\uff0c\u4f60\u5c31\u53ef\u4ee5\u5728\u4e0d\u66b4\u9732\u654f\u611f\u6587\u4ef6\u7684\u524d\u63d0\u4e0b\u8fd0\u884c\u672c\u5730 AI \u804a\u5929\u673a\u5668\u4eba\u3002\u4f60\u53ef\u4ee5\u5229\u7528\u5f00\u6e90\u5de5\u5177\uff0c\u5c06\u7f8e\u56fd\u670d\u52a1\u5668\u5b9e\u4f8b\u5347\u7ea7\u6210\u79c1\u6709\u63a8\u7406\u5f15\u64ce\u3002<\/p>\n \u4f7f\u7528 Ollama \u6267\u884c\u672c\u5730\u6a21\u578b<\/h3>\n Ollama \u662f\u5728\u672c\u5730\u786c\u4ef6\u4e0a\u76f4\u63a5\u8fd0\u884c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6838\u5fc3\u5f15\u64ce\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7 Docker Compose \u5bf9\u6574\u4f53\u670d\u52a1\u6808\u8fdb\u884c\u4f18\u96c5\u7f16\u6392\u3002<\/p>\n \n \u5148\u51b3\u6761\u4ef6\u4e0e GPU \u914d\u7f6e<\/strong>\uff1a\u5728\u5bbf\u4e3b\u73af\u5883\u4e2d\uff0c\u901a\u8fc7 sudo apt-get install -y nvidia-container-toolkit<\/code> \u5b89\u88c5 NVIDIA Container Toolkit\u3002\u7136\u540e\u4f7f\u7528 sudo nvidia-ctk runtime configure --runtime=docker<\/code> \u5c06\u8be5\u8fd0\u884c\u65f6\u6ce8\u518c\u5230\u5bb9\u5668\u5b88\u62a4\u8fdb\u7a0b\u4e2d\u3002<\/li>\n \u9879\u76ee\u521d\u59cb\u5316<\/strong>\uff1a\u4f7f\u7528 git clone https:\/\/github.com\/mythrantic\/ollama-docker.git<\/code> \u4e0b\u8f7d\u914d\u7f6e\u4ed3\u5e93\uff1b\u518d\u901a\u8fc7 cd ollama-docker<\/code> \u8fdb\u5165\u5de5\u4f5c\u76ee\u5f55\u3002<\/li>\n \u5728 <\/strong>docker-compose.yml<\/code> \u4e2d\u5b9a\u4e49\u670d\u52a1<\/strong>\uff1a\u914d\u7f6e ollama<\/code> \u5bb9\u5668\u670d\u52a1\uff0c\u955c\u50cf\u4e3a ollama\/ollama:latest<\/code>\uff0c\u5e76\u5c06\u5bbf\u4e3b\u7aef\u53e3 11434:11434<\/code> \u8fdb\u884c\u6620\u5c04\u3002\u5c06\u6570\u636e\u76ee\u5f55\u6307\u5411 .\/model_files<\/code>\uff0c\u5e76\u6307\u5b9a run_ollama.sh<\/code> \u4e3a\u4e3b\u5165\u53e3\u811a\u672c\u3002\u5c06 Web \u524d\u7aef\u670d\u52a1\u6620\u5c04\u4e3a 3000:8080<\/code>\uff0c\u5e76\u8bbe\u7f6e OLLAMA_API_BASE_URL=http:\/\/ollama:11434\/api<\/code>\u3002<\/li>\n \u521b\u5efa\u542f\u52a8\u811a\u672c\uff08<\/strong>model_files\/run_ollama.sh<\/code>\uff09<\/strong>\uff1a\u4f7f\u7528 ollama serve &<\/code> \u542f\u52a8\u540e\u7aef\u670d\u52a1\u3002\u518d\u4f7f\u7528 ollama create finetuned_mistral -f model_files\/Modelfile<\/code> \u548c ollama run finetuned_mistral<\/code> \u6784\u5efa\u5e76\u8fd0\u884c\u81ea\u5b9a\u4e49\u6a21\u578b\u3002<\/li>\n \u914d\u7f6e\u6a21\u578b\u4f9d\u8d56\uff08<\/strong>Modelfile<\/code>\uff09<\/strong>\uff1a\u901a\u8fc7 FROM .\/mistral-7b-instruct-v0.1.Q2_K.gguf<\/code> \u5c06\u6a21\u578b\u6307\u5411\u672c\u5730\u6743\u91cd\u6587\u4ef6\u3002<\/li>\n \u90e8\u7f72\u4e0e\u8fd0\u884c<\/strong>\uff1a\u4f7f\u7528 docker compose up -d<\/code> \u542f\u52a8\u6807\u51c6 CPU \u90e8\u7f72\uff1b\u5982\u9700\u542f\u7528 GPU \u52a0\u901f\uff0c\u5219\u901a\u8fc7 docker compose -f docker-compose-ollama-gpu.yaml up -d<\/code> \u542f\u52a8\u3002\u968f\u540e\u5728\u6d4f\u89c8\u5668\u4e2d\u8bbf\u95ee http:\/\/localhost:8080<\/code> \u8fdb\u5165\u754c\u9762\u3002<\/li>\n<\/ol>\n \n \ud83d\udca1 \u63d0\u793a\uff1a<\/strong>\u5408\u7406\u8c03\u4f18\u73af\u5883\u53d8\u91cf\u53ef\u4ee5\u4f18\u5316\u663e\u5b58\u5360\u7528\uff0c\u5e76\u63d0\u5347\u5e76\u53d1\u8bf7\u6c42\u5904\u7406\u901f\u5ea6\u3002<\/p>\n<\/blockquote>\n \u4f60\u53ef\u4ee5\u901a\u8fc7\u5728\u5bb9\u5668\u73af\u5883\u4e2d\u8bbe\u7f6e\u4e13\u95e8\u7684\u73af\u5883\u53d8\u91cf\u6765\u4f18\u5316\u6027\u80fd\uff1a<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n\n\n\n \u73af\u5883\u53d8\u91cf<\/th>\n \u7c7b\u522b<\/th>\n \u6027\u80fd\u4e0e\u5185\u5b58\u5f71\u54cd<\/th>\n<\/tr>\n OLLAMA_FLASH_ATTENTION<\/code><\/td>\n GPU \/ \u5185\u5b58<\/td>\n \u4e3a CUDA \u542f\u7528 FlashAttention\uff0c\u52a0\u901f\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u5e76\u964d\u4f4e\u5185\u5b58\u5f00\u9500\u3002<\/td>\n<\/tr>\n OLLAMA_KV_CACHE_TYPE<\/code><\/td>\n \u5185\u5b58\u4f18\u5316<\/td>\n \u5bf9 KV cache \u8fdb\u884c\u91cf\u5316\uff08\u4f8b\u5982 q8_0<\/code> \u6216 q4_0<\/code>\uff09\uff0c\u663e\u8457\u964d\u4f4e\u663e\u5b58\u5360\u7528\uff0c\u5e76\u5728\u7ed3\u5408 Flash Attention \u65f6\u652f\u6301\u6700\u591a 2 \u500d\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<\/td>\n<\/tr>\n OLLAMA_GPU_OVERHEAD<\/code><\/td>\n \u663e\u5b58\u9884\u7559<\/td>\n \u4e3a\u5bbf\u4e3b\u64cd\u4f5c\u7cfb\u7edf\u6216\u5176\u4ed6\u5e94\u7528\u9884\u7559\u6307\u5b9a\u5b57\u8282\u7684\u663e\u5b58\uff0c\u9632\u6b62 OOM \u5d29\u6e83\u3002<\/td>\n<\/tr>\n OLLAMA_MAX_QUEUE<\/code><\/td>\n \u961f\u5217\u7ba1\u7406<\/td>\n \u9650\u5236\u5e76\u53d1\u5f85\u5904\u7406 API \u8bf7\u6c42\u6570\u91cf\uff0c\u786e\u4fdd\u9ad8\u5cf0\u671f\u7cfb\u7edf\u8d1f\u8f7d\u7a33\u5b9a\u3002<\/td>\n<\/tr>\n OLLAMA_NUM_PARALLEL<\/code><\/td>\n \u5e76\u53d1\u63a7\u5236<\/td>\n \u8bbe\u7f6e\u6bcf\u4e2a\u5df2\u52a0\u8f7d\u6a21\u578b\u5141\u8bb8\u7684\u6700\u5927\u5e76\u884c\u8bf7\u6c42\u6570\u3002<\/td>\n<\/tr>\n OLLAMA_MAX_LOADED_MODELS<\/code><\/td>\n \u5185\u5b58\u7ba1\u7406<\/td>\n \u63a7\u5236\u53ef\u540c\u65f6\u52a0\u8f7d\u5728\u5185\u5b58\u4e2d\u7684\u6a21\u578b\u6570\u91cf\u4e0a\u9650\u3002<\/td>\n<\/tr>\n OLLAMA_KEEP_ALIVE<\/code><\/td>\n \u5185\u5b58\u4fdd\u7559<\/td>\n \u8bbe\u7f6e\u6a21\u578b\u5728\u88ab\u5378\u8f7d\u524d\u4fdd\u6301\u52a0\u8f7d\u5728\u5185\u5b58\u4e2d\u7684\u65f6\u957f\u3002<\/td>\n<\/tr>\n OLLAMA_CONTEXT_LENGTH<\/code><\/td>\n \u5185\u5b58\u9650\u5236<\/td>\n \u8bbe\u7f6e\u9ed8\u8ba4\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f\uff0c\u76f4\u63a5\u5f71\u54cd\u6bcf\u4e2a\u4f1a\u8bdd\u7684\u663e\u5b58\u5206\u914d\u3002<\/td>\n<\/tr>\n OMP_NUM_THREADS<\/code><\/td>\n CPU \u591a\u7ebf\u7a0b<\/td>\n \u4e3a\u591a\u6838\u5bbf\u4e3b\u7cfb\u7edf\u6307\u5b9a\u5e76\u884c\u6267\u884c\u4f7f\u7528\u7684 CPU \u7ebf\u7a0b\u6570\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5408\u7406\u914d\u7f6e\u540e\uff0c\u4f60\u7684 AI \u667a\u80fd\u4f53\u5c31\u80fd\u5728\u4e0d\u8017\u5c3d\u7cfb\u7edf\u8d44\u6e90\u7684\u524d\u63d0\u4e0b\u5feb\u901f\u54cd\u5e94\u7528\u6237\u8bf7\u6c42\u3002<\/p>\n \u7528\u4e8e\u79bb\u7ebf\u67e5\u8be2\u7684\u6a21\u578b\u9009\u62e9<\/h3>\n \u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u67b6\u6784\uff0c\u51b3\u5b9a\u4e86\u4f60\u7684\u77e5\u8bc6\u9a71\u52a8\u667a\u80fd\u4f53\u5728\u5904\u7406\u590d\u6742\u6587\u6863\u65f6\u7684\u6548\u679c\u3002\u73b0\u4ee3\u5f00\u6e90\u6743\u91cd\u6a21\u578b\u53ef\u4ee5\u4e3a\u672c\u5730\u77e5\u8bc6\u5e93\u63d0\u4f9b\u51fa\u8272\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n \n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u6a21\u578b\u540d\u79f0<\/th>\n \u4e3b\u8981\u4f18\u52bf\u4e0e\u5e94\u7528\u573a\u666f<\/th>\n \u4e0a\u4e0b\u6587\u7a97\u53e3<\/th>\n \u53c2\u6570\u914d\u7f6e<\/th>\n \u8bb8\u53ef\u534f\u8bae<\/th>\n<\/tr>\n Gemma 4 26B A4B<\/strong><\/td>\n \u9ad8\u6548\u672c\u5730\u6587\u6863\u5206\u6790\u3001\u79c1\u6709\u5de5\u4f5c\u6d41\u3001\u8f7b\u91cf\u7b14\u8bb0\u672c\u7aef\u90e8\u7f72<\/td>\n 256K tokens<\/td>\n \u603b\u53c2\u6570 25.2B\uff08\u5176\u4e2d 3.8B \u6fc0\u6d3b\uff09<\/td>\n Apache 2.0<\/td>\n<\/tr>\n Llama 4 Scout<\/strong><\/td>\n \u8d85\u957f\u4e0a\u4e0b\u6587\u5904\u7406\uff0c\u9002\u5408\u6cd5\u5f8b\u6587\u6863\u3001\u4ee3\u7801\u4ed3\u5e93\u3001\u5927\u578b\u6587\u4ef6\u5939<\/td>\n 10M tokens<\/td>\n 109B \u603b\u53c2\u6570 MoE\uff0817B \u6fc0\u6d3b\uff09<\/td>\n Llama 4 Community<\/td>\n<\/tr>\n Phi-4-reasoning<\/strong><\/td>\n \u9002\u5408\u8f7b\u91cf\u672c\u5730\u63a8\u7406\u3001\u6570\u5b66\u3001\u7406\u79d1\u4e0e\u7f16\u7a0b\u52a9\u624b\u573a\u666f<\/td>\n \u6807\u51c6\u4e0a\u4e0b\u6587<\/td>\n \u57fa\u4e8e Phi-4 \u7684\u63a8\u7406\u5fae\u8c03\u7248\u672c<\/td>\n MIT<\/td>\n<\/tr>\n DeepSeek R1<\/strong><\/td>\n \u9002\u5408\u79bb\u7ebf\u9ad8\u9636\u63a8\u7406\uff08\u53ef\u901a\u8fc7\u84b8\u998f\u53d8\u4f53\u5728\u5e38\u89c4\u786c\u4ef6\u4e0a\u8fd0\u884c\uff09<\/td>\n 128K tokens<\/td>\n 671B MoE\uff0837B \u6fc0\u6d3b\uff09\/ \u84b8\u998f\u6a21\u578b\uff081.5B\u201370B\uff09<\/td>\n \u5f00\u6e90\u6743\u91cd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5e95\u5c42\u6a21\u578b\u7684\u9009\u62e9\u4f1a\u51b3\u5b9a\u667a\u80fd\u4f53\u5982\u4f55\u4ece\u5185\u90e8\u6587\u6863\u5e93\u4e2d\u89e3\u6790\u4e0e\u62bd\u53d6\u4fe1\u606f\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7\u91cf\u5316\u7b49\u65b9\u5f0f\uff0c\u8c03\u6574\u6a21\u578b\u53c2\u6570\uff0c\u5b9e\u73b0\u6587\u4ef6\u51c6\u786e\u6027\u4e0e\u663e\u5b58\u5360\u7528\u4e4b\u95f4\u7684\u5e73\u8861\u3002<\/p>\n \n\n\n\n\n\n<\/colgroup>\n\n\n\n\n \u91cf\u5316\u7ea7\u522b<\/th>\n \u91cf\u5316\u53d8\u4f53<\/th>\n \u5185\u5b58 \/ \u5b58\u50a8\u5360\u7528<\/th>\n \u6a21\u578b\u7cbe\u5ea6\u5f71\u54cd<\/th>\n<\/tr>\n 8 \u6bd4\u7279<\/strong><\/td>\n Q8_0<\/td>\n \u9700\u8981\u8f83\u9ad8\u7684\u5b58\u50a8\u4e0e\u5185\u5b58\u5360\u7528<\/td>\n \u4f5c\u4e3a\u9ad8\u4fdd\u771f\u57fa\u7ebf\uff0c\u6027\u80fd\u4e0e\u7cbe\u5ea6\u975e\u5e38\u63a5\u8fd1 FP16<\/td>\n<\/tr>\n 4 \u6bd4\u7279<\/strong><\/td>\n Q4_1\u3001Q4_K_S\/M<\/td>\n \u663e\u8457\u964d\u4f4e\u5185\u5b58\u9700\u6c42<\/td>\n \u4ee5\u8f83\u5c0f\u7684\u7cbe\u5ea6\u635f\u5931\u6362\u53d6\u66f4\u9ad8\u7684\u8fd0\u884c\u901f\u5ea6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u90e8\u7f72 4 \u6bd4\u7279\u91cf\u5316\u6a21\u578b\u53ef\u4ee5\u8ba9\u6807\u51c6\u786c\u4ef6\u8fd0\u884c\u9ad8\u7ea7\u81ea\u6cbb\u667a\u80fd\u4f53\uff0c\u540c\u65f6\u4e0d\u4f1a\u663e\u8457\u727a\u7272\u6838\u5fc3\u5206\u6790\u80fd\u529b\u3002\u81ea\u6cbb\u667a\u80fd\u4f53\u5728\u672c\u5730\u5904\u7406\u6587\u6863\u4e0a\u4e0b\u6587\uff0c\u6574\u4e2a\u8fc7\u7a0b\u65e0\u9700\u5c06\u5185\u5bb9\u66b4\u9732\u7ed9\u4efb\u4f55\u5916\u90e8\u7f51\u7edc\uff0c\u4ece\u800c\u786e\u4fdd\u4f01\u4e1a\u5185\u90e8\u77e5\u8bc6\u5b8c\u5168\u5728\u53ef\u63a7\u8303\u56f4\u5185\u3002<\/p>\n \u6784\u5efa AI \u804a\u5929\u52a9\u624b\u4e0e\u77e5\u8bc6\u5e93<\/strong><\/h2>\n \u5c06\u672c\u5730\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u4e13\u6709\u6587\u4ef6\u6253\u901a\uff0c\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u667a\u80fd\u5de5\u4f5c\u7a7a\u95f4\u3002\u4f60\u80fd\u591f\u642d\u5efa\u4ec5\u9762\u5411\u5185\u90e8\u95ee\u9898\u7684\u79c1\u6709\u77e5\u8bc6\u5e93\uff0c\u800c\u4e0d\u4f1a\u6cc4\u9732\u6570\u636e\u3002\u81ea\u5efa\u7cfb\u7edf\u53ef\u4ee5\u628a\u9759\u6001\u6587\u4ef6\u8f6c\u6362\u6210\u9762\u5411\u6bcf\u4f4d\u6388\u6743\u7528\u6237\u7684\u52a8\u6001\u4e0a\u4e0b\u6587\u56de\u7b54\u3002<\/p>\n \u6587\u6863\u5bfc\u5165\u4e0e\u5411\u91cf\u5d4c\u5165<\/h3>\n \u90e8\u7f72\u6d41\u7a0b\u9996\u5148\u8981\u628a\u5185\u90e8\u6587\u4ef6\u8f6c\u5316\u4e3a\u6570\u503c\u8868\u793a\u3002\u6587\u6863\u52a0\u8f7d\u5668\u4ece PDF\u3001Markdown \u7b14\u8bb0\u3001\u7535\u5b50\u8868\u683c\u7b49\u539f\u59cb\u6587\u4ef6\u4e2d\u63d0\u53d6\u6587\u672c\u3002LangChain \u4e0e Hugging Face \u7b49\u6846\u67b6\u53ef\u4ee5\u5c06\u5927\u6587\u6863\u62c6\u5206\u4e3a\u66f4\u5c0f\u3001\u66f4\u6613\u68c0\u7d22\u7684\u6587\u672c\u5757\u3002<\/p>\n \u6587\u672c\u5207\u5206\u7b56\u7565\u4f1a\u76f4\u63a5\u5f71\u54cd\u7cfb\u7edf\u7684\u68c0\u7d22\u901f\u5ea6\u3002\u8bbe\u7f6e 20%\u201330% \u7684\u7247\u6bb5\u91cd\u53e0\u6bd4\u4f8b\uff0c\u53ef\u4ee5\u5728\u5206\u6bb5\u8fb9\u754c\u4e0a\u4fdd\u7559\u5fc5\u8981\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n \n\n\n\n\n\n\n<\/colgroup>\n\n\n\n \u5207\u5206\u65b9\u5f0f<\/th>\n \u5178\u578b\u5e94\u7528<\/th>\n \u5efa\u8bae\u7247\u6bb5\u5927\u5c0f<\/th>\n \u5efa\u8bae\u91cd\u53e0\u8303\u56f4<\/th>\n \u68c0\u7d22\u8868\u73b0<\/th>\n<\/tr>\n \u8bed\u4e49\u5207\u5206<\/td>\n \u79d1\u7814\u8bba\u6587\u4e0e\u77e5\u8bc6\u5e93<\/td>\n 150\u2013400 tokens<\/td>\n 0\u201330 tokens<\/td>\n \u901a\u8fc7\u4fdd\u6301\u8bed\u4e49\u4e00\u81f4\u6027\uff0c\u83b7\u5f97\u6700\u9ad8\u7684\u68c0\u7d22\u76f8\u5173\u5ea6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \n \ud83d\udca1 \u63d0\u793a\uff1a<\/strong>\u5c06\u8bed\u4e49\u5207\u5206\u4e0e\u7a97\u53e3\u91cd\u53e0\u7ed3\u5408\u4f7f\u7528\uff0c\u53ef\u4ee5\u5728\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u964d\u4f4e\u5e7b\u89c9\u98ce\u9669\u3002<\/p>\n<\/blockquote>\n \u5728\u5b8c\u6210\u6587\u672c\u5207\u5206\u540e\uff0c\u5d4c\u5165\u6a21\u578b\u4f1a\u5c06\u6587\u672c\u5757\u8f6c\u6362\u4e3a\u6570\u5b66\u5411\u91cf\u3002\u7cfb\u7edf\u4f1a\u5c06\u8fd9\u4e9b\u5411\u91cf\u5b58\u50a8\u5230\u4e13\u7528\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002\u5c06\u5411\u91cf\u6570\u636e\u5e93\u90e8\u7f72\u5728\u672c\u5730\uff0c\u53ef\u4ee5\u5728\u77e5\u8bc6\u5e93\u5c42\u9762\u5b9e\u73b0\u5b8c\u5168\u7684\u7f51\u7edc\u9690\u79c1\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u5b89\u5168\u4e0e\u5408\u89c4\u7ef4\u5ea6<\/th>\n \u81ea\u5efa \/ \u672c\u5730\u5411\u91cf\u5b58\u50a8<\/th>\n \u4e91\u7aef\u5411\u91cf\u670d\u52a1<\/th>\n<\/tr>\n \u6570\u636e\u63a7\u5236\u4e0e\u66b4\u9732<\/strong><\/td>\n \u5bf9\u6570\u636e\u4f4d\u7f6e\u3001\u7f51\u7edc\u8fb9\u754c\u4e0e\u64cd\u4f5c\u6709\u5b8c\u5168\u638c\u63a7\uff0c\u6d88\u9664\u5916\u90e8\u6570\u636e\u5916\u6d41\u8def\u5f84\u3002<\/td>\n \u5f15\u5165\u6f5c\u5728\u7684\u5916\u90e8\u4f20\u8f93\u98ce\u9669\u3001\u88ab\u52a8\u4e91\u4f9d\u8d56\u4e0e\u590d\u6742\u914d\u7f6e\u9700\u6c42\u3002<\/td>\n<\/tr>\n \u5408\u89c4\u6846\u67b6\u5951\u5408\u5ea6<\/strong><\/td>\n \u901a\u8fc7\u5c06\u654f\u611f\u6570\u636e\u4e25\u683c\u4fdd\u7559\u5728\u672c\u5730\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0c\u66f4\u6613\u6ee1\u8db3 GDPR\u3001HIPAA\u3001FedRAMP\u3001GLBA\u3001APRA \u7b49\u4e25\u683c\u76d1\u7ba1\u8981\u6c42\u3002<\/td>\n \u9700\u8981\u6301\u7eed\u5408\u89c4\u5ba1\u67e5\u3001\u590d\u6742\u7684\u5408\u540c\u5b89\u6392\u4ee5\u53ca\u5927\u91cf\u5ba1\u6279\u6d41\u7a0b\u3002<\/td>\n<\/tr>\n \u5ba1\u8ba1\u4e0e\u5730\u7406\u8fb9\u754c<\/strong><\/td>\n \u901a\u8fc7\u6e05\u6670\u7684\u7269\u7406 \/ \u5730\u7406\u8fb9\u754c\uff0c\u7b80\u5316\u5408\u89c4\u5ba1\u8ba1\u6d41\u7a0b\uff0c\u65b9\u4fbf\u76d1\u7ba1\u673a\u6784\u5224\u5b9a\u3002<\/td>\n \u9700\u8981\u590d\u6742\u7684\u6cd5\u5f8b\u4e0e\u6280\u672f\u624b\u6bb5\u6765\u6ee1\u8db3\u8de8\u5883\u4f20\u8f93\u9650\u5236\u3002<\/td>\n<\/tr>\n \u98ce\u9669\u9694\u79bb\u4e0e\u8d1f\u8f7d\u5206\u79bb<\/strong><\/td>\n \u5141\u8bb8\u5c06\u9ad8\u98ce\u9669\u3001\u5f3a\u76d1\u7ba1\u6570\u636e\u5b89\u5168\u5730\u7559\u5728\u672c\u5730\uff0c\u800c\u5c06\u975e\u654f\u611f\u4efb\u52a1\u90e8\u7f72\u5728\u5176\u4ed6\u73af\u5883\u3002<\/td>\n \u5982\u679c\u6ca1\u6709\u4e25\u683c\u7684\u7ba1\u8f96\u9650\u5236\uff0c\u6240\u6709\u5de5\u4f5c\u8d1f\u8f7d\u90fd\u4f1a\u540c\u65f6\u627f\u53d7\u516c\u6709\u4e91\u57fa\u7840\u8bbe\u65bd\u7684\u98ce\u9669\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u9009\u62e9\u5408\u9002\u7684\u5411\u91cf\u5f15\u64ce\uff0c\u9700\u8981\u5728\u5185\u5b58\u5360\u7528\u4e0e\u68c0\u7d22\u901f\u5ea6\u4e4b\u95f4\u8fbe\u6210\u5e73\u8861\u3002\u4f60\u7684\u786c\u4ef6\u89c4\u683c\u4f1a\u51b3\u5b9a\u5411\u91cf\u7d22\u5f15\u5728\u5904\u7406\u5bc6\u96c6\u5411\u91cf\u65f6\u7684\u6548\u7387\u3002<\/p>\n \n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u6570\u636e\u5e93<\/th>\n \u5185\u5b58\u6548\u7387\u4e0e\u4f7f\u7528<\/th>\n \u7d22\u5f15\u901f\u5ea6\u4e0e\u6784\u5efa\u7279\u6027<\/th>\n RAG \u4e0e\u751f\u4ea7\u9002\u914d\u6027<\/th>\n<\/tr>\n Qdrant<\/strong><\/td>\n \u5728 HNSW \u7d22\u5f15\u4e0b\uff0c100 \u4e07\u6761 768 \u7ef4\u5411\u91cf\u7ea6\u9700 1.4 GB \u5185\u5b58\u3002<\/td>\n \u67e5\u8be2\u6027\u80fd\u5feb\u901f\uff08p95 \u5ef6\u8fdf\u7ea6 8ms\uff09\uff0cHNSW \u7d22\u5f15\u6784\u5efa\u65f6\u95f4\u4e5f\u5f97\u5230\u4f18\u5316\u3002<\/td>\n \u975e\u5e38\u9002\u5408\u9700\u8981\u4f4e\u5ef6\u8fdf\u3001\u9ad8 QPS \u7684\u751f\u4ea7\u7ea7 RAG \u6d41\u6c34\u7ebf\u3002<\/td>\n<\/tr>\n pgvector<\/strong><\/td>\n HNSW \u7d22\u5f15\u76f8\u8f83 IVFFlat \u9700\u8981 3\u20134 \u500d\u5185\u5b58\uff1b\u5185\u5b58\u6709\u9650\u65f6\uff0cIVFFlat \u66f4\u5408\u9002\u3002<\/td>\n HNSW \u7d22\u5f15\u6784\u5efa\u901f\u5ea6\u8f83\u6162\uff0c\u4e14\u5185\u5b58\u5f00\u9500\u660e\u663e\u9ad8\u4e8e IVFFlat\u3002<\/td>\n \u9002\u5408\u4e0e Postgres \u6df1\u5ea6\u96c6\u6210\u7684\u7cfb\u7edf\uff0c\u4f46\u5728\u7d22\u5f15\u6784\u5efa\u65f6\u9700\u8981\u6743\u8861\u5185\u5b58\u4e0e\u901f\u5ea6\u3002<\/td>\n<\/tr>\n ChromaDB<\/strong><\/td>\n \u6682\u65e0\u516c\u5f00\u8be6\u7ec6\u7684\u57fa\u51c6\u5185\u5b58\u6570\u636e\u3002<\/td>\n \u4ee5\u672c\u5730\u8fdb\u7a0b\u65b9\u5f0f\u8fd0\u884c\uff0c\u65e0\u9700\u989d\u5916\u5b89\u88c5\u914d\u7f6e\uff0c\u9002\u4e8e\u5feb\u901f\u4e0a\u624b\u3002<\/td>\n \u975e\u5e38\u9002\u5408\u65e9\u671f RAG \u539f\u578b\u5f00\u53d1\uff0c\u4f46\u7f3a\u4e4f\u751f\u4ea7\u8fd0\u7ef4\u80fd\u529b\uff08HA\u3001\u76d1\u63a7\uff09\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u4f60\u53ef\u4ee5\u901a\u8fc7\u81ea\u52a8\u5316\u4f4e\u4ee3\u7801\u5de5\u5177\u7b80\u5316\u77e5\u8bc6\u63a5\u5165\u6d41\u7a0b\u3002\u5c06 n8n \u6216 Flowise \u7b49\u7f16\u6392\u5668\u5bb9\u5668\u5316\uff0c\u53ef\u4ee5\u5728\u4e0d\u7f16\u5199\u81ea\u5b9a\u4e49\u4ee3\u7801\u7684\u524d\u63d0\u4e0b\uff0c\u5c06\u6587\u4ef6\u6536\u96c6\u5de5\u4f5c\u6d41\u4e0e\u672c\u5730\u5411\u91cf\u6570\u636e\u5e93\u6253\u901a\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n \u670d\u52a1 \/ \u5de5\u5177<\/th>\n \u5728\u5bb9\u5668\u4e2d\u7684\u89d2\u8272<\/th>\n \u5728\u6587\u6863\u5904\u7406\u4e0e AI \u6d41\u7a0b\u4e2d\u7684\u4f5c\u7528<\/th>\n<\/tr>\n n8n<\/strong><\/td>\n \u4e3b\u7f16\u6392\u5668<\/td>\n \u4f4e\u4ee3\u7801\u81ea\u52a8\u5316\u5e73\u53f0\uff0c\u7528\u4e8e\u8bbe\u8ba1\u5de5\u4f5c\u6d41\u5e76\u8fde\u63a5\u96c6\u6210\u7684 AI \u8282\u70b9\u3002<\/td>\n<\/tr>\n Flowise<\/strong><\/td>\n AI \u667a\u80fd\u4f53\u6784\u5efa\u5668<\/td>\n \u7528\u4e8e\u6784\u5efa\u590d\u6742 AI \u667a\u80fd\u4f53\uff0c\u53ef\u7531 n8n \u89e6\u53d1\uff0c\u6216\u53cd\u5411\u89e6\u53d1 n8n \u5de5\u4f5c\u6d41\uff08flowise.yourdomain.com<\/code>\uff09\u3002<\/td>\n<\/tr>\n Docling<\/strong><\/td>\n \u6587\u6863\u89e3\u6790\u5668<\/td>\n \u5c06 PDF\u3001DOCX\u3001XLSX\u3001\u56fe\u7247\u7b49\u591a\u79cd\u683c\u5f0f\u8f6c\u4e3a\u5e72\u51c0\u7684 Markdown\/JSON\uff0c\u53ef\u901a\u8fc7 REST API \u96c6\u6210\u8fdb n8n\u3002<\/td>\n<\/tr>\n \u5411\u91cf\u5b58\u50a8\uff08Qdrant\/Weaviate\uff09<\/strong><\/td>\n \u77e5\u8bc6\u5b58\u50a8<\/td>\n \u5b58\u50a8\u4e0e\u68c0\u7d22\u5411\u91cf\u5d4c\u5165\uff0c\u7528\u4e8e RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u4efb\u52a1\u3002<\/td>\n<\/tr>\n Ollama \/ LLMs<\/strong><\/td>\n \u63a8\u7406\u5f15\u64ce<\/td>\n \u4ee5\u672c\u5730\u6216 API \u65b9\u5f0f\u63d0\u4f9b\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u76f4\u63a5\u5728 n8n \u6216 Flowise \u8282\u70b9\u4e2d\u914d\u7f6e\u8c03\u7528\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \n \u57fa\u4e8e Docker \u7684\u5c01\u88c5\u73af\u5883\uff0c\u4e3a\u6240\u6709\u89e3\u6790\u4f9d\u8d56\u63d0\u4f9b\u81ea\u6d3d\u7684\u8fd0\u884c\u7a7a\u95f4\uff0c\u63d0\u5347\u53ef\u9760\u6027\u3002<\/li>\n \u9884\u6784\u5efa\u5bb9\u5668\u53ef\u4ee5\u5728\u672c\u5730\u57fa\u7840\u8bbe\u65bd\u4e2d\u6253\u901a\u4e1a\u52a1\u81ea\u52a8\u5316\u4e0e\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53\u3002<\/li>\n \u4e13\u95e8\u7684\u6587\u6863\u89e3\u6790\u5668\u53ef\u4ee5\u5728\u6570\u636e\u5165\u5e93\u524d\u81ea\u52a8\u6e05\u6d17\u539f\u59cb\u5185\u5bb9\u3002<\/li>\n<\/ul>\n \u8fd9\u4e9b\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u53ef\u4ee5\u786e\u4fdd\u77e5\u8bc6\u9a71\u52a8\u667a\u80fd\u4f53\u80fd\u591f\u5373\u65f6\u7d22\u5f15\u65b0\u8fdb\u4f01\u4e1a\u6587\u4ef6\u3002<\/p>\n \u642d\u5efa Web \u754c\u9762\u4e0e\u7528\u6237\u7ba1\u7406<\/h3>\n \u73b0\u4ee3 Web \u754c\u9762\u53ef\u4ee5\u4e3a\u56e2\u961f\u6210\u5458\u63d0\u4f9b\u76f4\u89c2\u7684\u5bf9\u8bdd\u4f53\u9a8c\u3002Open WebUI \u63d0\u4f9b\u4e86\u7c7b\u4f3c ChatGPT \u7684\u7b80\u6d01\u5165\u53e3\uff0c\u540c\u65f6\u4ecd\u7136\u4fdd\u6301\u5b8c\u6574\u7684\u7528\u6237\u9690\u79c1\u3002<\/p>\n \u4f60\u53ef\u4ee5\u901a\u8fc7\u51e0\u6761\u7b80\u5355\u7684 Docker \u547d\u4ee4\uff0c\u5c06 Open WebUI \u8fde\u63a5\u5230\u672c\u5730\u5bb9\u5668\u73af\u5883\uff1a<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n \u90e8\u7f72\u573a\u666f<\/th>\n \u786c\u4ef6 \/ \u914d\u7f6e<\/th>\n Docker \u547d\u4ee4<\/th>\n<\/tr>\n Ollama \u8fd0\u884c\u5728\u5bbf\u4e3b\u673a\u4e0a<\/td>\n \u9ed8\u8ba4\u914d\u7f6e<\/td>\n docker run -d -p 3000:8080 --add-host=host.docker.internal:host-gateway -v open-webui:\/app\/backend\/data --name open-webui --restart always ghcr.io\/open-webui\/open-webui:main<\/code><\/td>\n<\/tr>\n Ollama \u8fd0\u884c\u5728\u5bbf\u4e3b\u673a\u4e0a<\/td>\n Nvidia GPU \u652f\u6301<\/td>\n docker run -d -p 3000:8080 --gpus all --add-host=host.docker.internal:host-gateway -v open-webui:\/app\/backend\/data --name open-webui --restart always ghcr.io\/open-webui\/open-webui:cuda<\/code><\/td>\n<\/tr>\n Ollama \u8fd0\u884c\u5728\u5916\u90e8\u670d\u52a1\u5668<\/td>\n \u81ea\u5b9a\u4e49 URL\uff08OLLAMA_BASE_URL<\/code>\uff09<\/td>\n docker run -d -p 3000:8080 -e OLLAMA_BASE_URL=https:\/\/example.com -v open-webui:\/app\/backend\/data --name open-webui --restart always ghcr.io\/open-webui\/open-webui:main<\/code><\/td>\n<\/tr>\n \u96c6\u6210 Ollama \u5bb9\u5668<\/td>\n GPU \u52a0\u901f<\/td>\n docker run -d -p 3000:8080 --gpus=all -v ollama:\/root\/.ollama -v open-webui:\/app\/backend\/data --name open-webui --restart always ghcr.io\/open-webui\/open-webui:ollama<\/code><\/td>\n<\/tr>\n \u96c6\u6210 Ollama \u5bb9\u5668<\/td>\n \u4ec5 CPU<\/td>\n docker run -d -p 3000:8080 -v ollama:\/root\/.ollama -v open-webui:\/app\/backend\/data --name open-webui --restart always ghcr.io\/open-webui\/open-webui:ollama<\/code><\/td>\n<\/tr>\n \u8fde\u63a5\u6545\u969c\u6392\u67e5<\/td>\n Host \u7f51\u7edc\u6a21\u5f0f<\/td>\n docker run -d --network=host -v open-webui:\/app\/backend\/data -e OLLAMA_BASE_URL=http:\/\/127.0.0.1:11434 --name open-webui --restart always ghcr.io\/open-webui\/open-webui:main<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \n \u5f53\u76f4\u63a5\u5728\u5bbf\u4e3b\u673a\u4e0a\u7ba1\u7406 Ollama \u65f6\uff0c\u53ef\u4ee5\u5c06 Docker \u5bb9\u5668\u914d\u7f6e\u4e3a\u901a\u8fc7 http:\/\/host.docker.internal:11434<\/code> \u8fd9\u4e2a\u7aef\u70b9\u4e0e\u4e4b\u901a\u4fe1\u3002<\/li>\n<\/ul>\n Web \u7ba1\u7406\u63a7\u5236\u53f0\u4e3a\u4f60\u7684\u56e2\u961f\u73af\u5883\u63d0\u4f9b\u4e86\u5b8c\u5584\u7684\u8bbf\u95ee\u63a7\u5236\u80fd\u529b\uff1a<\/p>\n \n \u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236\uff08RBAC\uff09<\/strong>\uff1a\u4e3a\u6bcf\u4e2a\u65b0\u7528\u6237\u8d26\u6237\u5206\u914d\u4e0d\u540c\u7684\u7ba1\u7406\u5458\u6216\u666e\u901a\u6743\u9650\u3002<\/li>\n \u8bbf\u95ee\u9694\u79bb<\/strong>\uff1a\u6839\u636e\u7ec4\u7ec7\u804c\u8d23\uff0c\u4e3a\u4e0d\u540c\u56e2\u961f\u6388\u4e88\u4ec5\u9650\u4e8e\u5176\u6240\u5c5e\u77e5\u8bc6\u5e93\u7d22\u5f15\u7684\u8bbf\u95ee\u6743\u3002<\/li>\n \u81ea\u5b9a\u4e49\u6a21\u578b\u5206\u914d<\/strong>\uff1a\u5c06\u7279\u5b9a\u7684\u4e13\u4e1a\u667a\u80fd\u4f53\u5206\u914d\u7ed9\u5bf9\u5e94\u90e8\u95e8\uff0c\u9650\u5236\u5bf9\u5168\u5c40\u6a21\u578b\u7684\u6ee5\u7528\u3002<\/li>\n \u4ea4\u4e92\u5f0f\u68c0\u7d22\u6d4b\u8bd5<\/strong>\uff1a\u5141\u8bb8\u56e2\u961f\u6210\u5458\u76f4\u63a5\u4e0e\u672c\u5730 AI \u804a\u5929\u52a9\u624b\u5bf9\u8bdd\uff0c\u9a8c\u8bc1\u6587\u6863\u68c0\u7d22\u8868\u73b0\u3002<\/li>\n<\/ol>\n \u8fd9\u4e2a\u754c\u9762\u5c42\u8ba9\u4f60\u7684\u79c1\u6709\u670d\u52a1\u5668\u57fa\u7840\u8bbe\u65bd\u5177\u5907\u4f01\u4e1a\u7ea7 AI \u804a\u5929\u52a9\u624b\u80fd\u529b\u3002\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u67e5\u8be2\u590d\u6742\u7684\u5185\u90e8\u77e5\u8bc6\uff0c\u540c\u65f6\u6574\u4e2a\u654f\u611f\u6587\u4ef6\u4f53\u7cfb\u4ecd\u7531\u4f60\u5b8c\u5168\u638c\u63a7\u3002\u901a\u8fc7\u90e8\u7f72\u4e13\u95e8\u7684\u77e5\u8bc6\u9a71\u52a8\u667a\u80fd\u4f53\uff0c\u4f60\u53ef\u4ee5\u628a\u539f\u59cb\u4f01\u4e1a\u4fe1\u606f\u8f6c\u5316\u4e3a\u6574\u4e2a\u56e2\u961f\u968f\u65f6\u53ef\u7528\u7684 AI \u670d\u52a1\u53f0\u3002\u81ea\u6cbb AI \u667a\u80fd\u4f53\u5728\u672c\u5730\u5904\u7406\u5185\u90e8\u641c\u7d22\u8bf7\u6c42\uff0c\u786e\u4fdd\u4f01\u4e1a\u77e5\u8bc6\u5e93\u4e0d\u4f1a\u5c06\u673a\u5bc6\u8d44\u4ea7\u66b4\u9732\u7ed9\u516c\u6709\u4e91\u73af\u5883\u3002<\/p>\n \u5b89\u5168\u7f51\u7edc\u914d\u7f6e\u4e0e\u4f18\u5316<\/strong><\/h2>\n \u914d\u7f6e Nginx \u53cd\u5411\u4ee3\u7406\u4e0e SSL<\/h3>\n \u5728\u5bf9\u5916\u53d1\u5e03 Web \u670d\u52a1\u524d\uff0c\u4f60\u5fc5\u987b\u5148\u786e\u4fdd\u7f51\u7edc\u67b6\u6784\u662f\u5b89\u5168\u7684\u3002Nginx \u53cd\u5411\u4ee3\u7406\u53ef\u4ee5\u4fdd\u62a4\u4f60\u7684 AI \u5e94\u7528\u514d\u4e8e\u88ab\u5916\u90e8\u76f4\u63a5\u8bbf\u95ee\u3002\u5b83\u8d1f\u8d23\u5904\u7406\u6240\u6709\u5bf9\u5916 Web \u8bf7\u6c42\uff0c\u5e76\u5b89\u5168\u5730\u5c06\u5176\u8def\u7531\u5230\u672c\u5730\u667a\u80fd\u4f53\u3002\u5927\u8bed\u8a00\u6a21\u578b\u5728\u56de\u7b54\u65f6\u5f80\u5f80\u4ee5\u6d41\u5f0f\u65b9\u5f0f\u9010\u5b57\u8f93\u51fa\uff0c\u65f6\u95f4\u53ef\u80fd\u8f83\u957f\u3002\u9ed8\u8ba4\u670d\u52a1\u5668\u8d85\u65f6\u65f6\u95f4\u53ef\u80fd\u4f1a\u5728\u957f\u56de\u590d\u8fc7\u7a0b\u4e2d\u4e2d\u65ad\u8fde\u63a5\u3002\u56e0\u6b64\uff0c\u4f60\u9700\u8981\u8c03\u6574\u7279\u5b9a\u8d85\u65f6\u53c2\u6570\uff0c\u4ee5\u4fdd\u8bc1\u6bcf\u4f4d\u6388\u6743\u7528\u6237\u7684\u957f\u8fde\u63a5\u7a33\u5b9a\u6027\u3002<\/p>\n \n\n\n\n\n\n<\/colgroup>\n\n\n\n\n \u914d\u7f6e\u6307\u4ee4<\/th>\n \u89e3\u51b3\u95ee\u9898<\/th>\n \u9ed8\u8ba4\u503c<\/th>\n \u63a8\u8350\u8bbe\u7f6e\u4e0e\u4f5c\u7528<\/th>\n<\/tr>\n proxy_read_timeout<\/code><\/td>\n \u957f\u56de\u590d\u65f6\u51fa\u73b0 504 Gateway Timeout<\/td>\n 60 \u79d2<\/td>\n \u8bbe\u7f6e\u4e3a 600s<\/code>\uff08\u6216\u66f4\u957f\uff09\uff0c\u4ee5\u5ef6\u957f\u8bfb\u53d6\u8d85\u65f6\u65f6\u95f4\uff0c\u9002\u5e94\u957f\u65f6\u95f4\u63a8\u7406\uff1b\u6bcf\u6536\u5230\u65b0\u7684\u6570\u636e\u5757\u65f6\uff0c\u8be5\u8ba1\u65f6\u5668\u4f1a\u88ab\u91cd\u7f6e\u3002<\/td>\n<\/tr>\n proxy_send_timeout<\/code><\/td>\n \u6d41\u5f0f\u4f20\u8f93\u4e2d\u9014\u8fde\u63a5\u88ab\u91cd\u7f6e<\/td>\n \u9ed8\u8ba4\u8f83\u77ed\u65f6\u95f4<\/td>\n \u9002\u5f53\u589e\u52a0\u8be5\u8d85\u65f6\u65f6\u957f\uff0c\u4ee5\u4fdd\u6301\u5ba2\u6237\u7aef\u8fde\u63a5\u5b58\u6d3b\uff0c\u9632\u6b62\u5728\u6162\u901f\u6d41\u5f0f\u8f93\u51fa\u65f6\u88ab\u8fc7\u65e9\u4e2d\u65ad\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5408\u7406\u7684\u4ee3\u7406\u914d\u7f6e\u53ef\u4ee5\u5728\u6267\u884c\u590d\u6742\u5185\u90e8\u77e5\u8bc6\u5e93\u67e5\u8be2\u65f6\uff0c\u786e\u4fdd\u8fde\u63a5\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n \u9488\u5bf9\u7f8e\u56fd\u7ebf\u8def\u7684\u5ef6\u8fdf\u4f18\u5316<\/h3>\n \u7f8e\u56fd\u670d\u52a1\u5668\u7684\u7269\u7406\u4f4d\u7f6e\u4f1a\u76f4\u63a5\u5f71\u54cd\u6570\u636e\u4f20\u8f93\u901f\u5ea6\u3002\u4e3a\u79c1\u6709\u77e5\u8bc6\u7cfb\u7edf\u9009\u62e9\u5408\u9002\u7684\u673a\u623f\u533a\u57df\uff0c\u53ef\u4ee5\u663e\u8457\u6539\u5584\u67e5\u8be2\u6027\u80fd\u3002<\/p>\n \n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u7f8e\u56fd\u670d\u52a1\u5668\u533a\u57df<\/th>\n \u7f8e\u56fd\u672c\u571f\u5ef6\u8fdf\u8868\u73b0<\/th>\n \u8de8\u5927\u897f\u6d0b \/ \u6d77\u5916\u5f71\u54cd<\/th>\n \u63a8\u8350\u7528\u6237\u7fa4\u4f53<\/th>\n<\/tr>\n \u7f8e\u56fd\u4e1c\u90e8<\/strong>\uff08NY, NJ\uff09<\/td>\n \u4e1c\u6d77\u5cb8\u4f20\u8f93\u8868\u73b0\u51fa\u8272\uff08\u81f3 DC \u7ea6 15\u201325ms\uff09\uff1b\u5230\u897f\u6d77\u5cb8\u5ef6\u8fdf\u4e00\u822c\uff0860\u201375ms\uff09<\/td>\n \u7531\u4e8e\u76f4\u8fde\u8de8\u5927\u897f\u6d0b\u5149\u7f06\uff0c\u5bf9\u6b27\u6d32\u8bbf\u95ee\u5ef6\u8fdf\u8f83\u4f4e<\/td>\n \u9762\u5411\u7f8e\u56fd\u4e1c\u90e8\u6216\u540c\u65f6\u670d\u52a1\u7f8e\u56fd\u4e1c\u90e8\u4e0e\u6b27\u6d32\u7528\u6237\u7684\u4f01\u4e1a<\/td>\n<\/tr>\n \u7f8e\u56fd\u4e2d\u90e8<\/strong>\uff08\u829d\u52a0\u54e5\u3001\u8fbe\u62c9\u65af\uff09<\/td>\n \u5bf9\u7f8e\u56fd\u5404\u533a\u57df\u63d0\u4f9b\u8f83\u5e73\u8861\u7684\u5168\u5883\u5ef6\u8fdf\u8868\u73b0<\/td>\n \u829d\u52a0\u54e5\u662f\u5317\u7f8e\u91cd\u8981\u7684\u8de8\u5927\u897f\u6d0b\u5149\u7ea4\u67a2\u7ebd\uff0c\u6709\u5229\u4e8e\u964d\u4f4e\u6b27\u6d32\u8bbf\u95ee\u5ef6\u8fdf<\/td>\n \u9762\u5411\u5168\u7f8e\u3001\u65e0\u660e\u663e\u533a\u57df\u6d41\u91cf\u503e\u659c\u7684\u5168\u56fd\u6027\u5e94\u7528<\/td>\n<\/tr>\n \u7f8e\u56fd\u897f\u90e8<\/strong>\uff08\u6d1b\u6749\u77f6\u3001\u7845\u8c37\uff09<\/td>\n \u672c\u5730\u533a\u8bbf\u95ee\u5ef6\u8fdf\u6781\u4f73\uff1b\u5230\u7f8e\u56fd\u4e1c\u90e8\u5ef6\u8fdf\u4e00\u822c\uff0860\u201375ms\uff09<\/td>\n \u4e3a\u73af\u592a\u5e73\u6d0b\u5730\u533a\u63d0\u4f9b\u6700\u4f73\u7684\u8de8\u592a\u5e73\u6d0b\u5149\u7ea4\u8def\u7531\uff08\u5bf9\u6b27\u6d32\u76f8\u5bf9\u4e0d\u5229\uff09<\/td>\n \u9762\u5411\u7f8e\u56fd\u897f\u6d77\u5cb8\u4e0e\u73af\u592a\u5e73\u6d0b\u7528\u6237\u7684\u4e1a\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u4f60\u53ef\u4ee5\u91c7\u7528\u4ee5\u4e0b\u5173\u952e\u7f51\u7edc\u8def\u7531\u7b56\u7565\u6765\u63d0\u5347\u4f20\u8f93\u6027\u80fd\uff1a<\/p>\n \n \u5730\u7406\u8ddd\u79bb\u4e0e\u5149\u7ea4\u67a2\u7ebd<\/strong>\uff1a\u829d\u52a0\u54e5\u662f\u5317\u7f8e\u8de8\u5927\u897f\u6d0b\u6d77\u5e95\u5149\u7f06\u7684\u6838\u5fc3\u67a2\u7ebd\u4e4b\u4e00\uff0c\u56e0\u6b64\u76f8\u8f83\u4e8e\u5185\u9646\u57ce\u5e02\uff08\u4f8b\u5982 Roswell\uff09\uff0c\u5bf9\u6b27\u6d32\u7684\u5ef6\u8fdf\u66f4\u4f4e\u3002<\/li>\n \u57fa\u7840\u8bbe\u65bd\u63a5\u5165<\/strong>\uff1a\u6cbf\u4e3b\u5e72\u5149\u7ea4\u901a\u9053\u90e8\u7f72\u670d\u52a1\u5668\uff0c\u53ef\u4ee5\u51cf\u5c11\u6b27\u6d32\u8bf7\u6c42\u7684\u4e2d\u95f4\u8df3\u6570\uff0c\u76f8\u6bd4\u8fdc\u79bb\u4e1c\u6d77\u5cb8\u767b\u9646\u70b9\u7684\u5357\u90e8\u5185\u9646\u5730\u533a\u5ef6\u8fdf\u66f4\u4f18\u3002<\/li>\n \u8fb9\u7f18\u8ba1\u7b97<\/strong>\uff1a\u5728\u9760\u8fd1\u7ec8\u7aef\u7528\u6237\u7684\u533a\u57df\u90e8\u7f72\u63a8\u7406\u8282\u70b9\uff0c\u53ef\u4ee5\u7f29\u77ed\u7269\u7406\u4f20\u8f93\u8ddd\u79bb\u4e0e RTT\uff0c\u5bf9\u4e8e\u5b9e\u65f6\u5e94\u7528\uff0c\u54cd\u5e94\u901f\u5ea6\u6700\u591a\u53ef\u63d0\u5347\u7ea6 50%\u3002<\/li>\n \u73b0\u4ee3\u6570\u636e\u4f20\u8f93\u534f\u8bae<\/strong>\uff1a\u7528 gRPC\u3001HTTP\/2 \u7b49\u73b0\u4ee3\u534f\u8bae\u66ff\u4ee3\u4f20\u7edf HTTP\uff0c\u53ef\u4ee5\u964d\u4f4e\u7f51\u7edc\u5f00\u9500\uff0c\u5c06\u54cd\u5e94\u65f6\u95f4\u63d0\u5347\u7ea6 30%\u3002<\/li>\n<\/ul>\n \u901a\u8fc7\u8fd9\u4e9b\u90e8\u7f72\u4e0e\u8def\u7531\u7b56\u7565\uff0c\u4f60\u7684\u81ea\u6cbb\u667a\u80fd\u4f53\u53ef\u4ee5\u5feb\u901f\u67e5\u8be2\u5185\u90e8\u77e5\u8bc6\u5f15\u64ce\uff0c\u5e76\u4ee5\u8f83\u9ad8\u7cbe\u5ea6\u5c06\u9886\u57df\u77e5\u8bc6\u8fd4\u56de\u7ed9\u4e00\u7ebf\u56e2\u961f\uff0c\u540c\u65f6\u6301\u7eed\u4fdd\u62a4\u4f01\u4e1a\u77e5\u8bc6\u8d44\u4ea7\u3002 \n\u81f3\u6b64\uff0c\u4f60\u5df2\u7ecf\u5728\u670d\u52a1\u5668\u4e0a\u638c\u63a7\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u672c\u5730\u90e8\u7f72\u67b6\u6784\u3002\u4f60\u5c06 AI \u804a\u5929\u52a9\u624b\u4e0e\u672c\u5730\u5411\u91cf\u5b58\u50a8\u7ed3\u5408\u5728\u4e00\u8d77\uff0c\u4f7f AI \u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u4e0d\u4f9d\u8d56\u7b2c\u4e09\u65b9\u7684\u60c5\u51b5\u4e0b\u5904\u7406\u7528\u6237\u67e5\u8be2\uff0c\u5e76\u9ad8\u6548\u5206\u6790\u672c\u5730\u6587\u4ef6\u3002<\/p>\n \n \ud83d\udca1 \u63d0\u793a\uff1a<\/strong>\u8bf7\u5b9a\u671f\u4e3a\u5411\u91cf\u5e93\u6267\u884c\u5907\u4efd\uff0c\u4ee5\u4fbf\u5728\u7cfb\u7edf\u5347\u7ea7\u671f\u95f4\u4fdd\u62a4\u7d22\u5f15\u8bb0\u5f55\u3002<\/p>\n<\/blockquote>\n \u4f60\u53ef\u4ee5\u901a\u8fc7\u589e\u52a0\u66f4\u591a\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u6765\u6269\u5c55\u8fd9\u5957\u7cfb\u7edf\u3002\u540c\u65f6\uff0c\u540e\u7eed\u4e5f\u53ef\u4ee5\u5347\u7ea7\u786c\u4ef6\u914d\u7f6e\uff0c\u4ee5\u8fd0\u884c\u66f4\u5927\u53c2\u6570\u89c4\u6a21\u7684\u667a\u80fd\u4f53\uff0c\u5e76\u6301\u7eed\u6269\u5145\u4e2d\u592e\u77e5\u8bc6\u5e93\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u6210\u672c\u7ef4\u5ea6<\/th>\n \u81ea\u5efa AI \u77e5\u8bc6\u5e93<\/th>\n \u6258\u7ba1\u4e91\u7aef LLM \u5e73\u53f0<\/th>\n<\/tr>\n \u4e3b\u8981\u6210\u672c\u6765\u6e90<\/strong><\/td>\n \u524d\u671f\u786c\u4ef6\u91c7\u8d2d\u4e0e\u6301\u7eed\u7684\u7535\u529b\u6d88\u8017<\/td>\n \u6309 token \u8ba1\u8d39\u7684 API \u4f7f\u7528\u6210\u672c<\/td>\n<\/tr>\n \u8fb9\u9645\u5355\u6b21\u67e5\u8be2\u6210\u672c<\/strong><\/td>\n \u6781\u4f4e\uff08\u4e3b\u8981\u662f\u7535\u529b\u6d88\u8017\uff09<\/td>\n \u6bcf\u5904\u7406\u4e00\u4e2a token \u90fd\u4f1a\u4ea7\u751f\u6301\u7eed\u8d39\u7528<\/td>\n<\/tr>\n \u9884\u4f30\u6708\u5ea6\u5f00\u652f<\/strong><\/td>\n \u6570\u767e\u7f8e\u5143\uff08\u4e3b\u8981\u4e3a\u7535\u8d39\uff09<\/td>\n \u5bf9\u4e8e\u91cd\u5ea6\u8bf7\u6c42\u573a\u666f\uff0c\u53ef\u80fd\u6bcf\u6708\u9700 1 \u4e07\u81f3 5 \u4e07\u7f8e\u5143\u751a\u81f3\u66f4\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u6784\u5efa\u79c1\u6709\u77e5\u8bc6\u5e93\u53ef\u4ee5\u5728\u4fdd\u8bc1\u9ad8\u6027\u80fd\u7684\u540c\u65f6\uff0c\u964d\u4f4e\u5bf9\u6d3b\u8dc3\u4f01\u4e1a\u56e2\u961f\u7684\u8fd0\u8425\u6210\u672c\u3002<\/p>\n \u5e38\u89c1\u95ee\u9898 FAQ<\/strong><\/h2>\n \u5982\u4f55\u4fdd\u62a4\u79c1\u6709\u77e5\u8bc6\u5e93\u4e2d\u7684\u7528\u6237\u6570\u636e\uff1f<\/h3>\n 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