{"id":3181,"date":"2026-03-11T14:18:24","date_gmt":"2026-03-11T06:18:24","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/3181"},"modified":"2026-03-11T14:18:24","modified_gmt":"2026-03-11T06:18:24","slug":"%e4%bb%8e-0-%e5%88%b0-1-%e8%ae%ad%e7%bb%83%e8%a1%8c%e4%b8%9a%e4%b8%93%e5%b1%9e%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e6%95%b0%e6%8d%ae%e9%9b%86gpu%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3181","title":{"rendered":"\u4ece 0 \u5230 1 \u8bad\u7ec3\u884c\u4e1a\u4e13\u5c5e\u5927\u6a21\u578b\uff1a\u661f\u5b87\u667a\u7b97\u201c\u6570\u636e\u96c6+GPU+\u6a21\u578b\u201d\u4e09\u4f4d\u4e00\u4f53\u65b9\u6848\uff0c\u8ba9 10 \u4eba\u5c0f\u516c\u53f8\u4e5f\u80fd\u62e5\u6709 70B \u5782\u76f4\u6a21\u578b"},"content":{"rendered":"
\"\u4ece<\/figure>\n
\n

\u80cc\u666f\u8d44\u8baf<\/strong>
\n2024 \u5e74\u4e0a\u534a\u5e74\uff0c\u56fd\u5185 AI \u8d5b\u9053\u62ab\u9732\u878d\u8d44 387 \u8d77\uff0c\u5176\u4e2d\u201c\u5782\u76f4\u5927\u6a21\u578b\u201d\u72ec\u5360 92 \u8d77\uff0c\u5360\u6bd4\u8fd1 1\/4\u3002\u7ea2\u6749\u4e2d\u56fd\u6700\u65b0\u7814\u62a5\u6307\u51fa\uff1a\u5230 2026 \u5e74\uff0c80% \u7684\u6a21\u578b\u53c2\u6570\u5c06\u88ab\u884c\u4e1a\u79c1\u6709\u6570\u636e\u91cd\u65b0\u8bad\u7ec3\uff0c\u901a\u7528\u5e95\u5ea7\u53ea\u662f\u201c\u5165\u573a\u5238\u201d\uff0c\u5782\u76f4\u573a\u666f\u624d\u662f\u201c\u73b0\u91d1\u725b\u201d\u3002\u5f53\u521b\u6295\u5708\u628a\u201c\u884c\u4e1a\u5927\u6a21\u578b\u201d\u5199\u8fdb BP \u7b2c\u4e00\u9875\uff0c\u771f\u6b63\u7684\u95e8\u69db\u5374\u5361\u5728\u201c\u6570\u636e\u3001\u7b97\u529b\u3001\u5de5\u7a0b\u5316\u201d\u4e09\u5ea7\u5927\u5c71\u4e0a\u2014\u201410 \u4eba\u5c0f\u516c\u53f8\u60f3\u8dd1 70B \u6a21\u578b\uff0c\u5f80\u5f80\u8fde\u4e00\u5f20 A100 \u90fd\u6392\u4e0d\u4e0a\u961f\u3002<\/p>\n<\/blockquote>\n

\n

\u4e00\u3001\u98ce\u53e3\u4e4b\u4e0a\uff1a\u5782\u76f4\u5927\u6a21\u578b\u201c\u5377\u201d\u51fa\u65b0\u84dd\u6d77<\/h2>\n

\u201c\u53ea\u505a\u91d1\u878d\u5ba2\u670d\u201d\u7684 13B \u6a21\u578b\uff0c\u62ff\u4e0b\u94f6\u884c POI \u6d4b\u8bd5 97.2 \u5206\uff1b\u201c\u4e13\u653b\u4e34\u5e8a\u8bd5\u9a8c\u62a5\u544a\u201d\u7684 7B \u6a21\u578b\uff0c\u628a CRO \u4f01\u4e1a\u7684\u6570\u636e\u5f55\u5165\u65f6\u95f4\u4ece 6 \u5c0f\u65f6\u538b\u5230 15 \u5206\u949f\u3002\u8d44\u672c\u5e02\u573a\u7528\u771f\u91d1\u767d\u94f6\u6295\u7968\uff1a\u8c01\u80fd\u5728 30 \u5929\u5185\u4ea4\u4ed8\u53ef\u843d\u5730\u7684\u884c\u4e1a\u5927\u6a21\u578b\uff0c\u8c01\u5c31\u80fd\u62ff\u5230\u4e0b\u4e00\u8f6e\u878d\u8d44\u3002
\n\u4f46\u5149\u9c9c\u53d9\u4e8b\u80cc\u540e\uff0c\u521b\u4e1a\u8005\u9996\u5148\u8981\u56de\u7b54\u4e09\u4e2a\u7075\u9b42\u62f7\u95ee\uff1a
\n1. \u5408\u89c4\u6570\u636e\u4ece\u54ea\u6765\uff1f
\n2. \u9ad8\u7aef GPU \u600e\u4e48\u62a2\uff1f
\n3. \u6a21\u578b\u8c03\u4f18\u8c01\u6765\u5e72\uff1f <\/p>\n

\n

\u4e8c\u3001\u4e09\u5ea7\u5927\u5c71\uff1a\u6570\u636e\u6e05\u6d17\u3001GPU \u6392\u961f\u3001\u8c03\u4f18\u8e29\u5751<\/h2>\n
    \n
  1. \u6570\u636e\u6e05\u6d17<\/strong>
    \n\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u91d1\u878d\u7b49\u573a\u666f\u5bf9\u8131\u654f\u3001\u53bb\u91cd\u3001\u5f52\u4e00\u5316\u8981\u6c42\u6781\u9ad8\uff0c\u4e00\u5957 500GB \u539f\u59cb\u8bed\u6599\uff0c\u6e05\u6d17\u5b8c\u53ea\u5269 120GB\uff0c\u4eba\u529b\u5916\u5305\u5c31\u8981 8 \u4e07\u5143\u3002 <\/li>\n
  2. GPU \u6392\u961f<\/strong>
    \n\u516c\u6709\u4e91 A100 \u5e38\u51fa\u73b0\u201c\u4eca\u65e5\u4e0a\u7ebf\u3001\u4e0b\u5468\u6392\u53f7\u201d\uff0c\u6309\u5361\u8ba1\u8d39\u5374\u6309\u5468\u8d77\u79df\uff0c\u8fd8\u6ca1\u5f00\u59cb\u8bad\u7ec3\u5c31\u5148\u70e7\u6389 3 \u4e07\u95f2\u7f6e\u8d39\u3002 <\/li>\n
  3. \u6a21\u578b\u8c03\u4f18<\/strong>
    \nMegatron-LM\u3001DeepSpeed\u3001Colossal-AI \u6846\u67b6\u7248\u672c\u5dee\u5f02\u5927\uff0c\u8d85\u53c2\u5199\u9519\u4e00\u6b21\uff0c36 \u5c0f\u65f6\u8bad\u7ec3\u76f4\u63a5\u62a5\u5e9f\uff0c\u65e5\u5fd7\u91cc\u5374\u627e\u4e0d\u5230\u4e00\u53e5\u6709\u7528\u62a5\u9519\u3002<\/li>\n<\/ol>\n
    \n

    \u4e09\u3001\u4e09\u4f4d\u4e00\u4f53\uff1a\u661f\u5b87\u667a\u7b97\u628a\u201c\u4ece 0 \u5230 1\u201d\u62c6\u6210 4 \u6b65<\/h2>\n

    \u53a6\u95e8\u661f\u5b87\u667a\u7b97\u667a\u80fd\u79d1\u6280\u6709\u9650\u516c\u53f8\u63a8\u51fa\u7684\u201c\u6570\u636e\u96c6+GPU+\u6a21\u578b\u201d\u4e00\u7ad9\u5f0f\u65b9\u6848\uff0c\u8ba9 10 \u4eba\u56e2\u961f\u4e5f\u80fd\u5728 14 \u5929\u5185\u62e5\u6709 70B \u7ea7\u5782\u76f4\u6a21\u578b\uff0c\u6838\u5fc3\u662f\u628a\u4e09\u5ea7\u5927\u5c71\u6253\u6210\u201c\u5730\u57fa\u201d\u800c\u975e\u201c\u5929\u82b1\u677f\u201d\u3002 <\/p>\n\n\n\n\n\n\n\n\n
    \u6a21\u5757<\/th>\n\u4f20\u7edf\u505a\u6cd5<\/th>\n\u661f\u5b87\u667a\u7b97\u65b9\u6848<\/th>\n<\/tr>\n<\/thead>\n
    \u5408\u89c4\u6570\u636e<\/td>\n\u81ea\u91c7\u81ea\u6807\uff0c3 \u4e2a\u6708<\/td>\n50+ \u884c\u4e1a\u5408\u89c4\u6570\u636e\u96c6\u76f4\u63a5\u6302\u8f7d\uff0c\u652f\u6301\u589e\u91cf\u66f4\u65b0<\/td>\n<\/tr>\n
    GPU \u7b97\u529b<\/td>\n\u5305\u6708\u56e4\u5361\uff0c\u5229\u7528\u7387 30%<\/td>\nGPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u6309\u5c0f\u65f6\u8ba1\u8d39\uff0cA100 80G \u5355\u5361\/\u591a\u5361 \u968f\u542f\u968f\u505c<\/td>\n<\/tr>\n
    \u8bad\u7ec3\u6846\u67b6<\/td>\n\u81ea\u5efa\u96c6\u7fa4\uff0c\u8c03\u6846\u67b6 2 \u5468<\/td>\n\u5185\u7f6e Megatron-LM\u3001LLaMA-Factory \u6a21\u677f\uff0c\u4e00\u952e\u62c9\u8d77 512 \u5361\u5206\u5e03\u5f0f<\/td>\n<\/tr>\n
    \u6a21\u578b\u4ea4\u4ed8<\/td>\n\u81ea\u5199\u5bfc\u51fa\u811a\u672c<\/td>\n\u8bad\u7ec3\u5b8c\u81ea\u52a8\u7f16\u8bd1 ONNX\/TensorRT\uff0c\u63a8\u7406\u955c\u50cf\u76f4\u63a5\u63a8\u9001 AI\u5e94\u7528<\/a> \u5e02\u573a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    \u56db\u300114 \u5929\u5b9e\u6218\uff1a\u4ece\u4e1a\u52a1\u6570\u636e\u5230\u53ef\u4e0a\u7ebf\u6a21\u578b<\/h2>\n

    Step 1 \u4e1a\u52a1\u6570\u636e\u4e0a\u4f20<\/strong>
    \n\u901a\u8fc7\u661f\u5b87\u667a\u7b97\u63a7\u5236\u53f0\u521b\u5efa\u201c\u79c1\u6709\u6570\u636e\u96c6\u201d\uff0c\u652f\u6301\u672c\u5730 OSS \u76f4\u4f20\u6216\u4e91\u786c\u76d8\u6279\u91cf\u5bfc\u5165\uff0c\u5e73\u53f0\u81ea\u52a8\u5b8c\u6210\u654f\u611f\u5b57\u6bb5\u8bc6\u522b\u4e0e\u8131\u654f\u5efa\u8bae\u3002 <\/p>\n

    Step 2 \u81ea\u52a8\u53bb\u91cd & \u8d28\u91cf\u6253\u5206<\/strong>
    \n\u5185\u7f6e MinHash+SimCSE \u53bb\u91cd\u94fe\u8def\uff0c\u5bf9\u65b0\u589e\u6587\u672c\u5b9e\u65f6\u8ba1\u7b97\u76f8\u4f3c\u5ea6\uff0c\u91cd\u590d\u7387\u9ad8\u4e8e 15% \u6bb5\u843d\u81ea\u52a8\u5254\u9664\uff0c\u5e76\u7ed9\u51fa\u53ef\u8bfb\u6027\u3001\u9886\u57df\u76f8\u5173\u5ea6\u8bc4\u5206\u3002 <\/p>\n

    Step 3 \u589e\u91cf\u9884\u8bad\u7ec3<\/strong>
    \n\u9009\u62e9\u201c70B \u7ee7\u7eed\u8bad\u7ec3\u201d\u6a21\u677f\uff0c\u7cfb\u7edf\u9884\u7f6e 32 \u53f0 A100 80G \u7ec4\u6210 256 \u5361\u6d41\u6c34\u7ebf\uff0c\u91c7\u7528 fp16+bf16 \u6df7\u5408\u7cbe\u5ea6\uff0c\u5b66\u4e60\u7387\u81ea\u52a8\u9075\u5faa cosine \u964d\u6e29\uff0c\u5e73\u5747 token \u6210\u672c\u964d\u4f4e 42%\u3002 <\/p>\n

    Step 4 RLHF & \u5bf9\u9f50<\/strong>
    \n\u63d0\u4f9b Web \u7aef\u6807\u6ce8\u754c\u9762\uff0c\u4ea7\u54c1\u7ecf\u7406\u53ef\u76f4\u63a5\u5728\u5bf9\u8bdd\u91cc\u6253\u201c\u8d5e\/\u8e29\u201d\uff0c\u6570\u636e\u56de\u6d41\u81f3\u5956\u52b1\u6a21\u578b\uff0c3 \u5c0f\u65f6\u5373\u53ef\u5b8c\u6210 1 \u8f6e RLHF\uff0c\u652f\u6301 PPO\u3001DPO \u53cc\u6a21\u5f0f\u5207\u6362\u3002 <\/p>\n

    Step 5 \u4e00\u952e\u5bfc\u51fa<\/strong>
    \n\u8bad\u7ec3\u7ed3\u675f\u540e\uff0c\u5e73\u53f0\u81ea\u52a8\u7f16\u8bd1 TensorRT-LLM \u5f15\u64ce\uff0c\u91cf\u5316\u5230 INT4 \u4ec5\u635f\u5931 0.8% \u7cbe\u5ea6\uff0c\u63a8\u7406\u5ef6\u8fdf\u4ece 280ms \u964d\u5230 69ms\uff0c\u53ef\u76f4\u63a5\u53d1\u5e03\u5230     GPU\u4e91\u4e3b\u673a<\/a> \u63a8\u7406\u96c6\u7fa4\uff0c\u4e5f\u53ef\u4e0b\u8f7d ONNX \u5230\u672c\u5730 X86 \u8fb9\u7f18\u76d2\u5b50\u3002 <\/p>\n

    \n

    \u4e94\u3001\u771f\u5b9e\u6848\u4f8b\uff1a10 \u4eba\u6cd5\u5f8b\u79d1\u6280\u516c\u53f8 21 \u5929\u4e0a\u67b6 SaaS<\/h2>\n

    \u53a6\u95e8\u67d0\u521d\u521b\u56e2\u961f\u4e13\u6ce8\u201c\u5408\u540c\u5408\u89c4\u5ba1\u67e5\u201d\uff0c\u53ea\u6709 2 \u540d\u7b97\u6cd5 + 3 \u540d\u5f8b\u5e08 + 5 \u540d\u5de5\u7a0b\u3002\u4f7f\u7528\u661f\u5b87\u667a\u7b97\u65b9\u6848\uff1a
    \n– \u8c03\u7528\u5e73\u53f0\u201c\u6cd5\u5f8b\u5408\u89c4 220GB\u201d\u6570\u636e\u96c6\uff0c\u53e0\u52a0\u81ea\u6709\u7684 30GB \u5408\u540c\u6587\u672c\uff1b
    \n– \u79df\u7528 64 \u5361 A100 \u5171\u8ba1 180 \u5c0f\u65f6\uff0c\u8bad\u7ec3\u6210\u672c 1.9 \u4e07\u5143\uff1b
    \n– \u4ea7\u51fa 34B \u5782\u76f4\u6a21\u578b\uff0cF1 \u503c 94.7%\uff0c\u8f83\u901a\u7528 GPT-4 \u63d0\u5347 12.3%\uff1b
    \n– \u901a\u8fc7     AI\u5e94\u7528<\/a> \u5e02\u573a\u4e0a\u67b6\uff0c\u9996\u6708\u83b7\u5f97 62 \u5bb6\u4f01\u4e1a\u8bd5\u7528\uff0cARR \u9884\u8ba1 120 \u4e07\u5143\u3002 <\/p>\n

    \u521b\u59cb\u4eba\u611f\u6168\uff1a\u201c\u5982\u679c\u6ca1\u6709\u661f\u5b87\u667a\u7b97\uff0c\u6211\u4eec\u81f3\u5c11\u5f97\u4e70 20 \u5f20 A100\uff0c\u8fd8\u8981\u96c7 3 \u540d\u8fd0\u7ef4\uff0c\u6210\u672c\u7ffb 10 \u500d\u3002\u201d<\/p>\n

    \n

    \u516d\u3001\u5373\u523b\u4f53\u9a8c\uff1a\u65b0\u7528\u6237\u6ce8\u518c\u9001 10 \u5143 GPU \u5238<\/h2>\n

    \u60f3\u9a8c\u8bc1\u6280\u672f\u8def\u7ebf\uff1f\u73b0\u5728\u767b\u5f55 \u661f\u5b87\u667a\u7b97\u5b98\u7f51<\/a> \u6ce8\u518c\uff0c\u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u76f4\u63a5\u62c9\u8d77 RTX 4090 \u5b9e\u4f8b\u8fd0\u884c 6 \u5c0f\u65f6 LLaMA-7B \u63a8\u7406\uff0c\u6216 A100 \u5355\u5361\u8bad\u7ec3 1 \u5c0f\u65f6\u3002\u5e73\u53f0\u5df2\u5185\u7f6e VS Code\u3001Jupyter\u3001TensorBoard\uff0c\u771f\u6b63\u505a\u5230\u201c\u96f6\u914d\u7f6e\u3001\u96f6\u7b49\u5f85\u201d\u3002 <\/p>\n

    \n

    \u4e03\u3001\u5199\u5728\u6700\u540e\uff1a\u8ba9\u7b97\u529b\u50cf\u6c34\u7535\u4e00\u6837\u666e\u60e0<\/h2>\n

    \u4ece 0 \u5230 1 \u8bad\u7ec3\u884c\u4e1a\u5927\u6a21\u578b\uff0c\u4e0d\u518d\u662f\u4e92\u8054\u7f51\u5de8\u5934\u7684\u4e13\u5229\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u201c\u6570\u636e\u96c6+GPU+\u6a21\u578b\u201d\u4e09\u4f4d\u4e00\u4f53\u65b9\u6848\uff0c\u628a\u6570\u636e\u6e05\u6d17\u3001GPU \u6392\u961f\u3001\u6a21\u578b\u8c03\u4f18\u53d8\u6210\u53ef\u590d\u7528\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u8ba9 10 \u4eba\u5c0f\u516c\u53f8\u4e5f\u80fd\u5728\u4e24\u5468\u5185\u62e5\u6709\u81ea\u5df1\u7684 70B \u5782\u76f4\u6a21\u578b\u3002
    \n\u5f53\u7b97\u529b\u50cf\u6c34\u7535\u4e00\u6837\u6253\u5f00\u9600\u95e8\u5c31\u6765\uff0cAI \u521b\u65b0\u624d\u771f\u6b63\u8fdb\u5165\u201c\u666e\u60e0\u65f6\u4ee3\u201d\u3002\u626b\u7801\u6216\u8bbf\u95ee\u5b98\u7f51\uff0c\u5f00\u542f\u4f60\u7684\u5927\u6a21\u578b\u4e4b\u65c5\u2014\u2014\u8fd9\u4e00\u6b21\uff0c\u4e0d\u518d\u88ab\u786c\u4ef6\u548c\u5de5\u7a0b\u5e08\u95e8\u69db\u5361\u4f4f\uff0c\u4e13\u6ce8\u4e1a\u52a1\u521b\u65b0\uff0c\u5269\u4e0b\u7684\u4ea4\u7ed9\u661f\u5b87\u667a\u7b97\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u80cc\u666f\u8d44\u8baf 2024 \u5e74\u4e0a\u534a\u5e74\uff0c\u56fd\u5185 AI \u8d5b\u9053\u62ab\u9732\u878d\u8d44 38…<\/p>\n","protected":false},"author":2,"featured_media":3180,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3181","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":48,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3181","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=3181"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3181\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/3180"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=3181"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=3181"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=3181"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}