{"id":1514,"date":"2023-06-22T07:43:09","date_gmt":"2023-06-21T23:43:09","guid":{"rendered":""},"modified":"2023-06-22T07:43:09","modified_gmt":"2023-06-21T23:43:09","slug":"","status":"publish","type":"post","link":"http:\/\/www.idea2003.com\/dongtai\/1514.html","title":{"rendered":"\u6bd4Hugging Face\u5feb24\u500d\uff0c\u4f2f\u514b\u5229\u795e\u7ea7LLM\u63a8\u7406\u7cfb\u7edf\u5f00\u6e90\uff0c\u78be\u538bSOTA\uff0c\u8ba9GPU\u780d\u534a"},"content":{"rendered":"

\u5c0f\u7f8a\u9a7c\u548c\u6392\u4f4d\u8d5b\u7684\u300c\u5e55\u540e\u82f1\u96c4\u300d<\/p>\n

\u7f16\u8005\u6309\uff1a\u672c\u6587\u6765\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7 \u65b0\u667a\u5143\uff08ID\uff1aAI_era\uff09\uff0c\u4f5c\u8005\uff1a\u6843\u5b50 \u597d\u56f0 \uff0c\u5fae\u65b0\u521b\u60f3\u7ecf\u6388\u6743\u53d1\u5e03\u3002<\/p>\n

\n

\u6253\u300c\u6392\u4f4d\u8d5b\u300d\u7684\u5927\u6a21\u578b\u4eec\u80cc\u540e\u79d8\u5bc6\u6b66\u5668\u66dd\u5149\uff01UC\u4f2f\u514b\u5229\u91cd\u78c5\u5f00\u6e90\u795e\u7ea7LLM\u63a8\u7406\u7cfb\u7edf\u2014\u2014vLLM\uff0c\u5229\u7528PagedAttention\uff0c\u6bd4HuggingFace\/Transformers\u5feb24\u500d\uff0cGPU\u6570\u91cf\u51cf\u534a\u3002<\/p>\n<\/blockquote>\n

\u8fc7\u53bb2\u4e2a\u6708\uff0c\u6765\u81eaUC\u4f2f\u514b\u5229\u7684\u7814\u7a76\u4eba\u5458\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u4eec\u5b89\u6392\u4e86\u4e00\u4e2a\u64c2\u53f0\u2014\u2014Chatbot Arena\u3002<\/p>\n

GPT-4\u7b49\u5927\u8bed\u8a00\u6a21\u578b\u73a9\u5bb6\u6253\u8d77\u4e86\u300c\u6392\u4f4d\u8d5b\u300d\uff0c\u901a\u8fc7\u968f\u673abattle\uff0c\u6839\u636eElo\u5f97\u5206\u6765\u6392\u540d\u3002<\/p>\n

\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u5f53\u4e00\u4e2a\u7528\u6237\u8bbf\u95ee\u5e76\u4f7f\u7528\u7f51\u7ad9\uff0c\u5c31\u9700\u8981\u540c\u65f6\u8ba9\u4e24\u4e2a\u4e0d\u540c\u7684\u6a21\u578b\u8dd1\u8d77\u6765\u3002<\/p>\n

\"\u6bd4Hugging<\/p>\n

\u4ed6\u4eec\u662f\u5982\u4f55\u505a\u5230\u7684\uff1f<\/p>\n

\u8fd9\u4e0d\uff0c\u5c31\u5728\u4eca\u5929\uff0cUC\u4f2f\u514b\u5229\u91cd\u78c5\u5f00\u6e90\u4e86\u4e16\u754c\u6700\u5febLLM\u63a8\u7406\u548c\u670d\u52a1\u7cfb\u7edfvLLM\u3002<\/p>\n

\"\u6bd4Hugging<\/p>\n

\u7b80\u4e4b\uff0cvLLM\u662f\u4e00\u4e2a\u5f00\u6e90\u7684LLM\u63a8\u7406\u548c\u670d\u52a1\u5f15\u64ce\u3002\u5b83\u5229\u7528\u4e86\u5168\u65b0\u7684\u6ce8\u610f\u529b\u7b97\u6cd5\u300cPagedAttention\u300d\uff0c\u6709\u6548\u5730\u7ba1\u7406\u6ce8\u610f\u529b\u952e\u548c\u503c\u3002<\/p>\n

\u914d\u5907\u5168\u65b0\u7b97\u6cd5\u7684vLLM\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e86LLM\u670d\u52a1\u7684\u6700\u65b0\u6280\u672f\u6c34\u5e73\uff1a<\/p>\n

\n

\u4e0eHuggingFace Transformers\u76f8\u6bd4\uff0c\u5b83\u63d0\u4f9b\u9ad8\u8fbe24\u500d\u7684\u541e\u5410\u91cf\uff0c\u800c\u65e0\u9700\u8fdb\u884c\u4efb\u4f55\u6a21\u578b\u67b6\u6784\u66f4\u6539\u3002<\/p>\n<\/blockquote>\n

\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u300c\u5c0f\u7f8a\u9a7c\u300dVicuna\u5728demo\u4e2d\u7528\u5230\u7684\u5c31\u662fFastChat\u548cvLLM\u7684\u4e00\u4e2a\u96c6\u6210\u3002<\/p>\n

\u6b63\u5982\u7814\u7a76\u8005\u6240\u79f0\uff0cvLLM\u6700\u5927\u7684\u4f18\u52bf\u5728\u4e8e\u2014\u2014\u63d0\u4f9b\u6613\u7528\u3001\u5feb\u901f\u3001\u4fbf\u5b9c\u7684LLM\u670d\u52a1\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0c\u672a\u6765\uff0c\u5373\u4f7f\u5bf9\u4e8e\u50cfLMSYS\u8fd9\u6837\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u5c0f\u578b\u7814\u7a76\u56e2\u961f\u4e5f\u80fd\u8f7b\u677e\u90e8\u7f72\u81ea\u5df1\u7684LLM\u670d\u52a1\u3002<\/p>\n

\"\u6bd4Hugging<\/p>\n

\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/vllm-project\/vllm<\/p>\n

\u73b0\u5728\uff0c\u6240\u6709\u4eba\u53ef\u4ee5\u5728GitHub\u4ed3\u5e93\u4e2d\u4f7f\u7528\u4e00\u4e2a\u547d\u4ee4\u5c1d\u8bd5vLLM\u4e86\u3002\u8bba\u6587\u968f\u540e\u4e5f\u4f1a\u53d1\u5e03\u3002<\/p>\n

\"\u6bd4Hugging<\/p>\n

\u6027\u80fd\u5168\u9762\u78be\u538bSOTA<\/h2>\n

\u4eca\u5929\uff0c\u8fd9\u4e2a\u7531UC\u4f2f\u514b\u5229\u521b\u7acb\u7684\u5f00\u653e\u7814\u7a76\u7ec4\u7ec7LMSYS\u4ecb\u7ecd\u9053\uff1a<\/p>\n

\u300c\u4e00\u8d77\u6765\u89c1\u8bc1vLLM\uff1aChatbot Arena\u80cc\u540e\u7684\u79d8\u5bc6\u6b66\u5668\u3002FastChat-vLLM\u7684\u96c6\u6210\u4f7fLMSYS\u4f7f\u7528\u7684GPU\u6570\u91cf\u51cf\u5c11\u4e86\u4e00\u534a\uff0c\u540c\u65f6\u6bcf\u5929\u5e73\u5747\u63d0\u4f9b3\u4e07\u6b21\u8bf7\u6c42\u3002\u300d<\/p>\n

\"\u6bd4Hugging<\/p>\n

vLLM\u7684\u6027\u80fd\u5177\u4f53\u5982\u4f55\uff1f<\/p>\n

UC\u4f2f\u514b\u5229\u56e2\u961f\u5c06vLLM\u7684\u541e\u5410\u91cf\u4e0e\u6700\u53d7\u6b22\u8fce\u7684LLM\u5e93HuggingFace Transformers\uff08HF\uff09\uff0c\u4ee5\u53caHuggingFace\u6587\u672c\u751f\u6210\u63a8\u7406\uff08TGI\uff09\uff0c\u5148\u524d\u7684\u6700\u65b0\u6280\u672f\u6c34\u5e73\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/p>\n

\u56e2\u961f\u5728\u4e24\u4e2a\u8bbe\u7f6e\u4e2d\u8fdb\u884c\u8bc4\u4f30\uff1a\u5728NVIDIA A10G GPU\u4e0a\u8fd0\u884cLLaMA-7B\u6a21\u578b\uff0c\u5728NVIDIA A100 GPU\uff0840GB\uff09\u4e0a\u8fd0\u884cLLaMA-13B\u6a21\u578b\u3002<\/p>\n

\u7136\u540e\uff0c\u7814\u7a76\u4eba\u5458\u4eceShareGPT\u6570\u636e\u96c6\u4e2d\u62bd\u6837\u8bf7\u6c42\u7684\u8f93\u5165\/\u8f93\u51fa\u957f\u5ea6\u3002<\/p>\n

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\"\u6bd4Hugging<\/p>\n

\u5728\u6bcf\u4e2a\u8bf7\u6c42\u53ea\u9700\u8981\u4e00\u4e2a\u8f93\u51fa\u5b8c\u6210\u65f6\u7684\u670d\u52a1\u541e\u5410\u91cf\u3002vLLM\u6bd4HF\u7684\u541e\u5410\u91cf\u9ad8\u51fa14\u500d-24\u500d\uff0c\u6bd4TGI\u7684\u541e\u5410\u91cf\u9ad8\u51fa2.2\u500d-2.5\u500d<\/p>\n

\"\u6bd4Hugging<\/p>\n

\u5728\u6bcf\u4e2a\u8bf7\u6c42\u9700\u89813\u4e2a\u5e76\u884c\u8f93\u51fa\u5b8c\u6210\u65f6\u7684\u670d\u52a1\u541e\u5410\u91cf\u3002vLLM\u6bd4HF\u7684\u541e\u5410\u91cf\u9ad8\u51fa8.5\u500d-15\u500d\uff0c\u6bd4TGI\u7684\u541e\u5410\u91cf\u9ad8\u51fa3.3\u500d-3.5\u500d<\/p>\n

\u79d8\u5bc6\u6b66\u5668\uff1aPagedAttention<\/h2>\n

\u5728vLLM\u4e2d\uff0c\u56e2\u961f\u53d1\u73b0LLM\u670d\u52a1\u7684\u6027\u80fd\u53d7\u5230\u5185\u5b58\u7684\u9650\u5236\u3002<\/p>\n

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\u8fd9\u4e9b\u7f13\u5b58\u7684\u952e\u548c\u503c\u5f20\u91cf\u901a\u5e38\u88ab\u79f0\u4e3aKV\u7f13\u5b58\u3002KV\u7f13\u5b58\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff1a<\/p>\n

1. \u5185\u5b58\u5360\u7528\u5927\uff1a\u5728LLaMA-13B\u4e2d\uff0c\u5355\u4e2a\u5e8f\u5217\u7684KV\u7f13\u5b58\u5360\u7528\u9ad8\u8fbe1.7GB\u7684\u5185\u5b58\u3002<\/p>\n

2. \u52a8\u6001\u5316\uff1a\u5176\u5927\u5c0f\u53d6\u51b3\u4e8e\u5e8f\u5217\u957f\u5ea6\uff0c\u800c\u5e8f\u5217\u957f\u5ea6\u9ad8\u5ea6\u6613\u53d8\uff0c\u4e14\u4e0d\u53ef\u9884\u6d4b\u3002<\/p>\n

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\u7528\u56e2\u961f\u7684\u5bfc\u5e08Joey Gonzalez\u7684\u4e00\u53e5\u8bdd\u6765\u8bb2\uff1aGPU\u5185\u5b58\u788e\u7247\u5316=\u6162\u3002<\/p>\n

\"\u6bd4Hugging<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u56e2\u961f\u5f15\u5165\u4e86PagedAttention\uff0c\u4e00\u79cd\u53d7\u5230\u64cd\u4f5c\u7cfb\u7edf\u4e2d\u865a\u62df\u5185\u5b58\u548c\u5206\u9875\u7ecf\u5178\u6982\u5ff5\u542f\u53d1\u7684\u6ce8\u610f\u529b\u7b97\u6cd5\u3002<\/p>\n

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\u5177\u4f53\u6765\u8bf4\uff0cPagedAttention\u5c06\u6bcf\u4e2a\u5e8f\u5217\u7684KV\u7f13\u5b58\u5206\u4e3a\u82e5\u5e72\u5757\uff0c\u6bcf\u4e2a\u5757\u5305\u542b\u56fa\u5b9a\u6570\u91cftoken\u7684\u952e\u548c\u503c\u3002\u5728\u6ce8\u610f\u529b\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\uff0cPagedAttention\u5185\u6838\u80fd\u591f\u9ad8\u6548\u5730\u8bc6\u522b\u548c\u63d0\u53d6\u8fd9\u4e9b\u5757\u3002<\/p>\n

\"\u6bd4Hugging<\/p>\n

PagedAttention\uff1aKV\u7f13\u5b58\u88ab\u5206\u5272\u6210\u5757\uff0c\u8fd9\u4e9b\u5757\u5728\u5185\u5b58\u4e2d\u4e0d\u9700\u8981\u8fde\u7eed<\/p>\n

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\"\u6bd4Hugging<\/p>\n

\u4f7f\u7528PagedAttention\u7684\u8bf7\u6c42\u751f\u6210\u8fc7\u7a0b\u793a\u4f8b<\/p>\n

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\u5728\u5b9e\u8df5\u4e2d\uff0c\u8fd9\u5e26\u6765\u4e86\u63a5\u8fd1\u6700\u4f18\u7684\u5185\u5b58\u4f7f\u7528\u2014\u2014\u4ec5\u6709\u4e0d\u52304%\u7684\u6d6a\u8d39\u3002<\/p>\n

\u800c\u8fd9\u79cd\u5185\u5b58\u6548\u7387\u7684\u63d0\u5347\uff0c\u80fd\u8ba9\u7cfb\u7edf\u5c06\u66f4\u591a\u7684\u5e8f\u5217\u8fdb\u884c\u6279\u5904\u7406\uff0c\u63d0\u9ad8GPU\u5229\u7528\u7387\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u541e\u5410\u91cf\u3002<\/p>\n

\u6b64\u5916\uff0cPagedAttention\u8fd8\u5177\u6709\u53e6\u4e00\u4e2a\u5173\u952e\u4f18\u52bf\uff1a\u9ad8\u6548\u7684\u5185\u5b58\u5171\u4eab\u3002<\/p>\n

\u6bd4\u5982\u5728\u5e76\u884c\u91c7\u6837\u4e2d\uff0c\u5c31\u80fd\u4ece\u76f8\u540c\u7684\u63d0\u793a\u751f\u6210\u591a\u4e2a\u8f93\u51fa\u5e8f\u5217\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u63d0\u793a\u7684\u8ba1\u7b97\u548c\u5185\u5b58\u53ef\u4ee5\u5728\u8f93\u51fa\u5e8f\u5217\u4e4b\u95f4\u5171\u4eab\u3002<\/p>\n

\"\u6bd4Hugging<\/p>\n

\u5e76\u884c\u91c7\u6837\u7684\u793a\u4f8b<\/p>\n

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\u4e3a\u4e86\u786e\u4fdd\u5b89\u5168\uff0cPagedAttention\u4f1a\u8ddf\u8e2a\u7269\u7406\u5757\u7684\u5f15\u7528\u8ba1\u6570\uff0c\u5e76\u5b9e\u73b0\u4e86\u5199\u65f6\u590d\u5236\u673a\u5236\u3002<\/p>\n

\"\u6bd4Hugging<\/p>\n

\u91c7\u6837\u591a\u4e2a\u8f93\u51fa\u7684\u8bf7\u6c42\u793a\u4f8b\u751f\u6210\u8fc7\u7a0b<\/p>\n

PagedAttention\u7684\u5185\u5b58\u5171\u4eab\u6781\u5927\u51cf\u5c11\u4e86\u590d\u6742\u91c7\u6837\u7b97\u6cd5\uff08\u5982\u5e76\u884c\u91c7\u6837\u548c\u675f\u641c\u7d22\uff09\u7684\u5185\u5b58\u5f00\u9500\uff0c\u5c06\u5b83\u4eec\u7684\u5185\u5b58\u4f7f\u7528\u91cf\u51cf\u5c11\u4e86\u9ad8\u8fbe55%\u3002\u8fd9\u53ef\u4ee5\u5c06\u541e\u5410\u91cf\u63d0\u9ad8\u591a\u8fbe2.2\u500d\u3002<\/p>\n

\u603b\u7ed3\u800c\u8a00\uff0cPagedAttention\u662fvLLM\u7684\u6838\u5fc3\u6280\u672f\uff0c\u5b83\u662fLLM\u63a8\u65ad\u548c\u670d\u52a1\u7684\u5f15\u64ce\uff0c\u652f\u6301\u5404\u79cd\u6a21\u578b\uff0c\u5177\u6709\u9ad8\u6027\u80fd\u548c\u6613\u4e8e\u4f7f\u7528\u7684\u754c\u9762\u3002<\/p>\n

GitHub\u4e0a\uff0c\u56e2\u961f\u4e5f\u4ecb\u7ecd\u4e86vLLM\u80fd\u591f\u65e0\u7f1d\u652f\u6301\u7684HuggingFace\u6a21\u578b\uff0c\u5305\u62ec\u4ee5\u4e0b\u67b6\u6784\uff1a<\/p>\n

– GPT-2\uff08gpt2\u3001gpt2-xl\u7b49\uff09<\/p>\n

– GPTNeoX\uff08EleutherAI\/gpt-neox-20b\u3001databricks\/dolly-v2-12b\u3001stabilityai\/stablelm-tuned-alpha-7b\u7b49\uff09<\/p>\n

– LLaMA\uff08lmsys\/vicuna-13b-v1.3\u3001young-geng\/koala\u3001openlm-research\/open_llama_13b\u7b49\uff09<\/p>\n

– OPT\uff08facebook\/opt-66b\u3001facebook\/opt-iml-max-30b\u7b49\uff09<\/p>\n

\u5c0f\u7f8a\u9a7c\u548c\u6392\u4f4d\u8d5b\u7684\u300c\u5e55\u540e\u82f1\u96c4\u300d<\/h2>\n

4\u6708\u521d\uff0cUC\u4f2f\u514b\u5229\u5b66\u8005\u8054\u624bUCSD\u3001CMU\u7b49\uff0c\u6700\u5148\u63a8\u51fa\u4e86\u4e00\u4e2a\u5f00\u6e90\u5168\u65b0\u6a21\u578b\u2014\u2014130\u4ebf\u53c2\u6570\u7684Vicuna\uff0c\u4fd7\u79f0\u300c\u5c0f\u7f8a\u9a7c\u300d\u3002<\/p>\n

\"\u6bd4Hugging<\/p>\n

\u4ece\u90a3\u65f6\u8d77\uff0cVicuna\u5df2\u5728Chatbot Arena\u4e3a\u6570\u767e\u4e07\u7528\u6237\u63d0\u4f9b\u670d\u52a1\u3002<\/p>\n

\u6700\u521d\uff0cLMSYS\u7684FastChat\u91c7\u7528\u57fa\u4e8eHF Transformers\u7684\u670d\u52a1\u540e\u7aef\u6765\u63d0\u4f9b\u804a\u5929demo\u3002<\/p>\n

\u4f46\u968f\u7740demo\u53d8\u5f97\u8d8a\u6765\u8d8a\u53d7\u6b22\u8fce\uff0c\u5cf0\u503c\u6d41\u91cf\u731b\u589e\u4e86\u597d\u51e0\u500d\uff0c\u800cHF\u540e\u7aef\u4e5f\u56e0\u6b64\u6210\u4e86\u4e00\u4e2a\u91cd\u5927\u7684\u74f6\u9888\u3002<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u6311\u6218\uff0cLMSYS\u4e0evLLM\u56e2\u961f\u7d27\u5bc6\u5408\u4f5c\uff0c\u5168\u529b\u5f00\u53d1\u51fa\u4e86\u5168\u65b0\u7684FastChat-vLLM\u96c6\u6210\u2014\u2014\u901a\u8fc7\u5c06vLLM\u4f5c\u4e3a\u65b0\u7684\u540e\u7aef\uff0c\u6765\u6ee1\u8db3\u4e0d\u65ad\u589e\u957f\u7684\u9700\u6c42\uff08\u6700\u591a\u589e\u52a05\u500d\u7684\u6d41\u91cf\uff09\u3002<\/p>\n

\u6839\u636eLMSYS\u5185\u90e8\u5fae\u57fa\u51c6\u6d4b\u8bd5\u7684\u7ed3\u679c\uff0cvLLM\u670d\u52a1\u540e\u7aef\u53ef\u4ee5\u5b9e\u73b0\u6bd4\u521d\u59cbHF\u540e\u7aef\u9ad8\u51fa30\u500d\u7684\u541e\u5410\u91cf\u3002<\/p>\n

\"\u6bd4Hugging<\/p>\n

4\u6708-5\u6708\u671f\u95f4\uff0cChatbot Arena\u7684\u540e\u7aef\u5df2\u7ecf\u90e8\u843d\u4e86FastChat-vLLM\u7684\u96c6\u6210\u3002\u5b9e\u9645\u4e0a\uff0c\u6709\u8d85\u8fc7\u4e00\u534a\u7684Chatbot Arena\u8bf7\u6c42\u90fd\u4f7f\u7528FastChat-vLLM\u96c6\u6210\u670d\u52a1\u7684<\/p>\n

\u81ea4\u6708\u4e2d\u65ec\u4ee5\u6765\uff0c\u6700\u53d7\u6b22\u8fce\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u5982Vicuna\u3001Koala\u548cLLaMA\uff0c\u90fd\u5df2\u6210\u529f\u4f7f\u7528FastChat-vLLM\u96c6\u6210\u63d0\u4f9b\u670d\u52a1\u3002<\/p>\n

FastChat\u4f5c\u4e3a\u591a\u6a21\u578b\u804a\u5929\u670d\u52a1\u524d\u7aef\uff0cvLLM\u4f5c\u4e3a\u63a8\u7406\u540e\u7aef\uff0cLMSYS\u80fd\u591f\u5229\u7528\u6709\u9650\u6570\u91cf\u7684GPU\uff08\u5b66\u6821\u8d5e\u52a9\u7684\uff09\uff0c\u4ee5\u9ad8\u541e\u5410\u91cf\u548c\u4f4e\u5ef6\u8fdf\u4e3a\u6570\u767e\u4e07\u7528\u6237\u63d0\u4f9bVicuna\u670d\u52a1\u3002<\/p>\n

\u73b0\u5728\uff0cLMSYS\u6b63\u5728\u5c06vLLM\u7684\u4f7f\u7528\u6269\u5c55\u5230\u66f4\u591a\u7684\u6a21\u578b\uff0c\u5305\u62ecDatabricks Dolly\u3001LAION\u7684OpenAsssiant\u548cStability AI\u7684StableLM\u7b49\u3002<\/p>\n

vLLM\u4f7f\u7528\u6559\u7a0b<\/h2>\n

\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5vLLM\uff08\u53e6\u53ef\u67e5\u770b\u5b89\u88c5\u6307\u5357\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\uff09\uff1a<\/p>\n

\n

$ pip install vllm<\/p>\n<\/blockquote>\n

vLLM\u53ef\u7528\u4e8e\u79bb\u7ebf\u63a8\u7406\u548c\u5728\u7ebf\u670d\u52a1\u3002\u8981\u4f7f\u7528vLLM\u8fdb\u884c\u79bb\u7ebf\u63a8\u7406\uff0c\u4f60\u53ef\u4ee5\u5bfc\u5165vLLM\u5e76\u5728Python\u811a\u672c\u4e2d\u4f7f\u7528LLM\u7c7b\uff1a<\/p>\n

\n

from vllm import LLMprompts = ["Hello, my name is", "The capital of France is"]# Sample prompts.llm =<\/p>\n

LLM(model="lmsys\/vicuna-7b-v1.3")# Create an LLM.<\/p>\n

outputs = llm.generate(prompts)# Generate texts from the prompts.<\/p>\n<\/blockquote>\n

\u8981\u4f7f\u7528vLLM\u8fdb\u884c\u5728\u7ebf\u670d\u52a1\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u542f\u52a8\u4e0eOpenAI API\u517c\u5bb9\u7684\u670d\u52a1\u5668\uff1a<\/p>\n

\n

$ python -m vllm.entrypoints.openai.api_server –model lmsys\/vicuna-7b-v1.3<\/p>\n<\/blockquote>\n

\u4f60\u53ef\u4ee5\u4f7f\u7528\u4e0eOpenAI API\u76f8\u540c\u7684\u683c\u5f0f\u67e5\u8be2\u670d\u52a1\u5668\uff1a<\/p>\n

\n

$ curl http:\/\/localhost:8000\/v1\/completions \\-H "Content-Type: application\/json" \\-d '{<\/p>\n

"model": "lmsys\/vicuna-7b-v1.3",<\/p>\n

"prompt": "San Francisco is a",<\/p>\n

"max_tokens": 7,<\/p>\n

"temperature": 0<\/p>\n

}'<\/p>\n<\/blockquote>\n

\u6709\u5173\u4f7f\u7528vLLM\u7684\u66f4\u591a\u65b9\u6cd5\uff0c\u8bf7\u67e5\u770b\u5feb\u901f\u5165\u95e8\u6307\u5357\uff1a<\/p>\n

https:\/\/vllm.readthedocs.io\/en\/latest\/getting_started\/quickstart.html<\/p>\n

\u56e2\u961f\u4ecb\u7ecd<\/h2>\n

Zhuohan Li<\/p>\n

\"\u6bd4Hugging<\/p>\n

Zhuohan Li\u662f\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u8ba1\u7b97\u673a\u79d1\u5b66\u4e13\u4e1a\u7684\u535a\u58eb\u751f\uff0c\u7814\u7a76\u5174\u8da3\u662f\u673a\u5668\u5b66\u4e60\u548c\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u4ea4\u53c9\u9886\u57df\u3002<\/p>\n

\u5728\u6b64\u4e4b\u524d\uff0c\u4ed6\u5728\u5317\u4eac\u5927\u5b66\u83b7\u5f97\u4e86\u8ba1\u7b97\u673a\u79d1\u5b66\u5b66\u58eb\u5b66\u4f4d\uff0c\u6307\u5bfc\u8001\u5e08\u662f\u738b\u7acb\u5a01\u548c\u8d3a\u7b1b\u3002<\/p>\n

Woosuk Kwon<\/p>\n

\"\u6bd4Hugging<\/p>\n

Woosuk Kwon\u662f\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7684\u535a\u58eb\u751f\uff0c\u7814\u7a76\u5174\u8da3\u662f\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u7b49\u65b0\u5174\u5e94\u7528\u5efa\u7acb\u5b9e\u7528\u3001\u7075\u6d3b\u548c\u9ad8\u6027\u80fd\u7684\u8f6f\u4ef6\u7cfb\u7edf\u3002<\/p>\n

\u56e2\u961f\u5176\u4ed6\u6210\u5458\u5305\u62ec\u5e84\u601d\u8fdc\u3001\u76db\u9896\u3001\u90d1\u601c\u60af\u3001Cody Yu\u3002\u56e2\u961f\u5bfc\u5e08\u5305\u62ecJoey Gonzalez\uff0cIon Stoica\u548c\u5f20\u660a\u3002<\/p>\n

\u5176\u4e2d\uff0c\u56e2\u961f\u7684\u5927\u90e8\u5206\u6210\u5458\u540c\u65f6\u4e5f\u662fLMSYS\u6210\u5458\u3002<\/p>\n

\u53c2\u8003\u8d44\u6599<\/h3>\n

https:\/\/vllm.ai<\/p>\n

\u672c\u6587\u4e3a\u4e13\u680f\u4f5c\u8005\u6388\u6743\u5fae\u65b0\u521b\u60f3\u53d1\u8868\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002\u6587\u7ae0\u7cfb\u4f5c\u8005\u4e2a\u4eba\u89c2\u70b9\uff0c\u4e0d\u4ee3\u8868\u5fae\u65b0\u521b\u60f3\u7acb\u573a\uff0c\u8f6c\u8f7d\u8bf7\u8054\u7cfb\u539f\u4f5c\u8005\u3002\u5982\u6709\u4efb\u4f55\u7591\u95ee\uff0c\u8bf7\u8054\u7cfbhttp:\/\/www.idea2003.com\/\u3002<\/p>\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

\u5c0f\u7f8a\u9a7c\u548c\u6392\u4f4d\u8d5b\u7684\u300c\u5e55\u540e\u82f1\u96c4\u300d \u7f16\u8005\u6309\uff1a\u672c\u6587\u6765\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7 \u65b0\u667a\u5143\uff08I...<\/p>\n","protected":false},"author":1,"featured_media":831,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[19],"tags":[],"class_list":["post-1514","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dongtai"],"_links":{"self":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/posts\/1514","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/comments?post=1514"}],"version-history":[{"count":0,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/posts\/1514\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/media\/831"}],"wp:attachment":[{"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/media?parent=1514"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/categories?post=1514"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.idea2003.com\/wp-json\/wp\/v2\/tags?post=1514"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}