{"id":18853,"date":"2025-04-19T01:17:43","date_gmt":"2025-04-18T17:17:43","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/18853.html"},"modified":"2025-04-19T01:17:43","modified_gmt":"2025-04-18T17:17:43","slug":"%e3%80%90%e5%a4%a7%e6%a8%a1%e5%9e%8b%e3%80%91docker%e9%83%a8%e7%bd%b2glm-4-9b-chat%ef%bc%8c%e5%b9%b6%e9%83%a8%e7%bd%b2%e5%88%b0%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/18853.html","title":{"rendered":"\u3010\u5927\u6a21\u578b\u3011docker\u90e8\u7f72glm-4-9b-chat\uff0c\u5e76\u90e8\u7f72\u5230\u670d\u52a1\u5668\u4e0a"},"content":{"rendered":"

\u56e0\u4e3a\u6211\u4eec\u5b9e\u9a8c\u5ba4\u7684\u670d\u52a1\u5668\u4e0d\u80fd\u8054\u7f51，\u6240\u4ee5\u53ea\u80fd\u90e8\u7f72\u5230docker\u91cc\u9762，\u5982\u679c\u6709\u9700\u8981\u8865\u5145\u7684\u5305\u53ea\u80fd\u5728\u672c\u5730\u4e0b\u8f7d\u597d\u4e86，\u518d\u4e0a\u4f20\u5230\u670d\u52a1\u5668\u4e0a\u8fdb\u884c\u79bb\u7ebf\u5b89\u88c5\u3002<\/p>\n

dockerfile<\/h2>\n

# \u4f7f\u7528pytorch\u955c\u50cf\u4f5c\u4e3a\u57fa\u7840\u955c\u50cf<\/span>
\nFROM pytorch\/pytorch:2.2.1-cuda12.1-cudnn8-runtime
\nARG DEBIAN_FRONTEND<\/span>=<\/span>noninteractive
\n# \u8bbe\u7f6e\u5de5\u4f5c\u76ee\u5f55<\/span>
\nWORKDIR \/app<\/p>\n

# \u66f4\u65b0\u5305\u7d22\u5f15\u5e76\u5b89\u88c5\u5fc5\u8981\u5de5\u5177<\/span>
\nRUN apt-get<\/span> update &&<\/span> apt-get<\/span> install<\/span> -y \\\\<\/span>
\n openssh-server \\\\<\/span>
\n vim<\/span> \\\\<\/span>
\n curl<\/span> \\\\<\/span>
\n git<\/span> &&<\/span> \\\\<\/span>
\n rm<\/span> -rf \/var\/lib\/apt\/lists\/*<\/p>\n

# \u5b89\u88c5Python\u4f9d\u8d56<\/span>
\nRUN pip config set<\/span> global.index-url http:\/\/mirrors.aliyun.com\/pypi\/simple
\nRUN pip config set<\/span> install.trusted-host mirrors.aliyun.com
\nRUN pip install<\/span> jupyter &&<\/span> \\\\<\/span>
\n pip install<\/span> –upgrade ipython &&<\/span> \\\\<\/span>
\n ipython kernel install<\/span> –user<\/p>\n

# \u5b89\u88c5Node.js \u548c pnpm<\/span>
\nRUN cd<\/span> \/tmp &&<\/span> \\\\<\/span>
\n curl<\/span> -fsSL https:\/\/deb.nodesource.com\/setup_22.x -o nodesource_setup.sh &&<\/span> \\\\<\/span>
\n bash<\/span> nodesource_setup.sh &&<\/span> \\\\<\/span>
\n apt-get<\/span> install<\/span> -y nodejs &&<\/span> \\\\<\/span>
\n rm<\/span> -rf nodesource_setup.sh &&<\/span> \\\\<\/span>
\n node -v<\/p>\n

RUN npm<\/span> config set<\/span> registry https:\/\/registry.npmmirror.com
\nRUN npm<\/span> install<\/span> -g pnpm<\/span>
\nRUN node -v &&<\/span> pnpm<\/span> -v<\/p>\n

# \u590d\u5236\u4f9d\u8d56\u5230\u5bb9\u5668<\/span>
\nRUN mkdir<\/span> -p \/app\/GLM-4\/composite_demo
\nRUN mkdir<\/span> -p \/app\/GLM-4\/basic_demo
\nRUN mkdir<\/span> -p \/app\/GLM-4\/finetune_demo<\/p>\n

#COPY .\/requirements.txt \/app\/GLM-4<\/span>
\nCOPY .\/composite_demo\/requirements.txt \/app\/GLM-4\/composite_demo
\nCOPY .\/basic_demo\/requirements.txt \/app\/GLM-4\/basic_demo
\nCOPY .\/finetune_demo\/requirements.txt \/app\/GLM-4\/finetune_demo<\/p>\n

# \u5b89\u88c5GLM-4\u4f9d\u8d56<\/span>
\nWORKDIR \/app\/GLM-4
\nRUN pip install<\/span> –verbose –use-pep517 -r composite_demo\/requirements.txt
\nRUN pip install<\/span> –verbose –use-pep517 -r basic_demo\/requirements.txt
\nRUN pip install<\/span> –verbose –use-pep517 -r finetune_demo\/requirements.txt
\nRUN pip config set<\/span> global.index-url https:\/\/pypi.tuna.tsinghua.edu.cn\/simple
\nRUN pip install<\/span> vllm><\/span>=<\/span>0.5<\/span>.2<\/p>\n

# \u66b4\u9732\u7aef\u53e3<\/span>
\nEXPOSE 8501<\/span><\/p>\n

\u6784\u5efa\u548c\u6253\u5305<\/h2>\n

# \u6784\u5efa\u955c\u50cf<\/span>
\ndocker build -t chatglm4:v1.0 .<\/span>
\n# \u8fd0\u884c\u5bb9\u5668（cpu）<\/span>
\ndocker run -it -p 8501<\/span>:8501 chatglm4:v1.0 python
\n# \u8fd0\u884c\u5bb9\u5668（gpu）<\/span>
\ndocker run –gpus all -p 8501<\/span>:8501 chatglm4:v1.0 python
\n# \u8fdb\u5165\u5bb9\u5668<\/span>
\ndocker run -it -p 8501<\/span>:8501 chatglm4:v1.0 \/bin\/bash
\n# \u67e5\u770b\u5bb9\u5668ID<\/span>
\ndocker ps<\/span> -a
\ndocker commit 368369a3c853\u3010\u67e5\u5230\u7684ID\u3011 ubuntu:test
\n# \u5bfc\u51fa\u4e3atar<\/span>
\ndocker image save ubuntu:test -o sl_sum.tar\u3010\u540d\u5b57\u3011<\/p>\n

\u90e8\u7f72\u5230\u670d\u52a1\u5668\u4e0a<\/h2>\n

\u76f4\u63a5\u8fd0\u884c<\/p>\n

python -m vllm.entrypoints.openai.api_server –model \/root\/data1\/GLM-4\/ZhipuAI\/glm-4-9b-chat –served-model-name glm-4-9b-chat –max-model-len=<\/span>2048<\/span> –trust-remote-code –dtype=<\/span>half –port=<\/span>8000<\/span><\/p>\n

\u2013host \u548c –port \u53c2\u6570\u6307\u5b9a\u5730\u5740\u3002 \u2013model \u53c2\u6570\u6307\u5b9a\u6a21\u578b\u540d\u79f0\u3002（\u6211\u6a21\u578b\u5b58\u653e\u7684\u4f4d\u7f6e\u5728\/root\/data1\/GLM-4\/ZhipuAI\/glm-4-9b-chat） \u2013chat-template \u53c2\u6570\u6307\u5b9a\u804a\u5929\u6a21\u677f\u3002 \u2013served-model-name \u6307\u5b9a\u670d\u52a1\u6a21\u578b\u7684\u540d\u79f0\u3002 \u2013max-model-len \u6307\u5b9a\u6a21\u578b\u7684\u6700\u5927\u957f\u5ea6\u3002（glm-4-9B-chat\u9ed8\u8ba4\u6700\u5927\u957f\u5ea6\u4e3a128k）<\/p>\n

\u7b80\u5355\u5728\u547d\u4ee4\u884c\u4f7f\u7528： \u505a\u4e86\u4e2a\u7aef\u53e3\u6620\u5c04：8000:18000<\/p>\n

curl http:<\/span>\/\/<\/span>10.20<\/span>.26<\/span>.187<\/span>:<\/span>18000<\/span>\/<\/span>v1\/<\/span>completions –<\/span>H "Content-Type: application\/json"<\/span> –<\/span>d "{\\\\"model\\\\": \\\\"glm-4-9b-chat\\\\", \\\\"prompt\\\\": \\\\"\u53ef\u4ee5\u4ecb\u7ecd\u4e00\u4e0b\u795e\u7ecf\u7f51\u7edc\u5417\\\\", \\\\"max_tokens\\\\": 7, \\\\"temperature\\\\": 0}"<\/span><\/p>\n

\u56de\u590d：<\/p>\n

{<\/span>"id"<\/span>:<\/span>"cmpl-512bbfc33b874424a61385b15e75771c"<\/span>,<\/span>"object"<\/span>:<\/span>"text_completion"<\/span>,<\/span>"created"<\/span>:<\/span>1732022395<\/span>,<\/span>"model"<\/span>:<\/span>"glm-4-9b-chat"<\/span>,<\/span>"choices"<\/span>:<\/span>[<\/span>{<\/span>"index"<\/span>:<\/span>0<\/span>,<\/span>"text"<\/span>:<\/span>"？\\\\n\\\\n\u5f53\u7136\u53ef\u4ee5\u3002\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u79cd\u6a21\u4eff"<\/span>,<\/span>"logprobs"<\/span>:<\/span>null,<\/span>"finish_reason"<\/span>:<\/span>"length"<\/span>,<\/span>"stop_reason"<\/span>:<\/span>null,<\/span>"prompt_logprobs"<\/span>:<\/span>null}<\/span>]<\/span>,<\/span>"usage"<\/span>:<\/span>{<\/span>"prompt_tokens"<\/span>:<\/span>6<\/span>,<\/span>"total_tokens"<\/span>:<\/span>13<\/span>,<\/span>"completion_tokens"<\/span>:<\/span>7<\/span>,<\/span>"prompt_tokens_details"<\/span>:<\/span>null}<\/span>}<\/span><\/p>\n

\u4f7f\u7528：<\/h2>\n

\u901a\u8fc7vllm： \u7b80\u5355\u4f7f\u7528\u7684\u6a21\u677f：<\/p>\n

vllm \u975e\u6d41\u5f0f
\nfrom<\/span> openai import<\/span> OpenAI
\nclient =<\/span> OpenAI(<\/span>
\n base_url=<\/span>"http:\/\/101.201.68.250:8082\/v1"<\/span>,<\/span>
\n api_key=<\/span>"123"<\/span>,<\/span> # \u968f\u4fbf\u8bbe，\u53ea\u662f\u4e3a\u4e86\u901a\u8fc7\u63a5\u53e3\u53c2\u6570\u6821\u9a8c<\/span>
\n)<\/span>
\n# \u8bbe\u7f6e\u63d0\u793a\u8bcd <\/span>
\nprompt_message =<\/span> {<\/span>"role"<\/span>:<\/span> "system"<\/span>,<\/span> "content"<\/span>:<\/span> "\u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684\u6750\u6599\u79d1\u5b66\u5bb6\u3002\u8bf7\u8be6\u7ec6\u89e3\u91ca\u4ec0\u4e48\u662f\u9ad8\u6e29\u5408\u91d1，\u5e76\u8ba8\u8bba\u5b83\u4eec\u7684\u5e94\u7528\u548c\u7279\u6027\u3002"<\/span>}<\/span> <\/p>\n

completion =<\/span> client.<\/span>chat.<\/span>completions.<\/span>create(<\/span>
\n model=<\/span>"glm4:9b-chat-fp16"<\/span>,<\/span>
\n messages=<\/span>[<\/span><\/p>\n

{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> "\u4f60\u597d"<\/span>}<\/span>
\n ]<\/span>,<\/span>
\n # \u8bbe\u7f6e\u989d\u5916\u53c2\u6570<\/span>
\n extra_body=<\/span>{<\/span>
\n "stop_token_ids"<\/span>:<\/span> [<\/span>151329<\/span>,<\/span> 151336<\/span>,<\/span> 151338<\/span>]<\/span>
\n }<\/span>
\n)<\/span><\/p>\n

print<\/span>(<\/span>completion.<\/span>choices[<\/span>0<\/span>]<\/span>.<\/span>message)<\/span> <\/p>\n

vllm\u6d41\u5f0f
\n\u591a\u5361\u63a8\u7406\u9700\u8981\u7528\u5230
\npip install nvidia–<\/span>nccl–<\/span>cu12==<\/span>2.20<\/span>.5<\/span><\/p>\n

https:<\/span>\/\/<\/span>blog.<\/span>csdn.<\/span>net\/<\/span>weixin_46398647\/<\/span>article\/<\/span>details\/<\/span>139963697<\/span><\/p>\n

import<\/span> requests
\nfrom<\/span> openai import<\/span> OpenAI
\nurl =<\/span> "http:\/\/101.201.68.250:8082\/v1\/chat\/completions"<\/span>
\nheaders =<\/span> {<\/span>
\n "Content-Type"<\/span>:<\/span> "application\/json"<\/span>,<\/span>
\n "Authorization"<\/span>:<\/span> "EMPTY"<\/span>
\n}<\/span><\/p>\n

data =<\/span> {<\/span>
\n "model"<\/span>:<\/span> "glm-4-9b-chat"<\/span>,<\/span>
\n "messages"<\/span>:<\/span> [<\/span>{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> "\u4f60\u662f\u8c01"<\/span>}<\/span>]<\/span>,<\/span>
\n "stream"<\/span>:<\/span> True<\/span>
\n}<\/span><\/p>\n

response =<\/span> requests.<\/span>post(<\/span>url,<\/span> headers=<\/span>headers,<\/span> json=<\/span>data,<\/span> stream=<\/span>True<\/span>)<\/span>
\nfor<\/span> chunk in<\/span> response:<\/span>
\n if<\/span> chunk:<\/span>
\n chunk =<\/span> chunk.<\/span>decode(<\/span>'utf-8'<\/span>,<\/span>errors=<\/span>'ignore'<\/span>)<\/span>.<\/span>strip(<\/span>)<\/span>
\n print<\/span>(<\/span>chunk)<\/span><\/p>\n

# \u5206\u5272<\/span>
\nfrom<\/span> flask import<\/span> Flask,<\/span> request,<\/span> jsonify,<\/span> Response
\nfrom<\/span> urllib.<\/span>parse import<\/span> unquote
\nimport<\/span> requests<\/p>\n

app =<\/span> Flask(<\/span>__name__)<\/span><\/p>\n

# \u5047\u8bbe\u8fd9\u662f\u4f60\u7684OpenAI\u5ba2\u6237\u7aef\u548c\u6a21\u578b\u540d\u79f0<\/span>
\nclient =<\/span> OpenAI(<\/span>)<\/span> # \u8fd9\u4e2a\u53d8\u91cf\u9700\u8981\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u521d\u59cb\u5316<\/span>
\nmodelname =<\/span> "glm-4-9b-chat"<\/span> # \u6839\u636e\u5b9e\u9645\u4f7f\u7528\u7684\u6a21\u578b\u540d\u79f0\u8fdb\u884c\u66ff\u6362<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/operation_get_answer'<\/span>,<\/span> methods=<\/span>[<\/span>'GET'<\/span>]<\/span>)<\/span>
\ndef<\/span> get_answer<\/span>(<\/span>)<\/span>:<\/span>
\n try<\/span>:<\/span>
\n # \u83b7\u53d6\u7528\u6237\u7684\u95ee\u9898<\/span>
\n question =<\/span> request.<\/span>args.<\/span>get(<\/span>'question'<\/span>)<\/span>
\n if<\/span> not<\/span> question:<\/span>
\n return<\/span> jsonify(<\/span>{<\/span>"error"<\/span>:<\/span> "\u7f3a\u5c11\u95ee\u9898\u53c2\u6570"<\/span>}<\/span>)<\/span>,<\/span> 400<\/span><\/p>\n

# \u89e3\u7801\u95ee\u9898<\/span>
\n decoded_question =<\/span> unquote(<\/span>question,<\/span> encoding=<\/span>'utf-8'<\/span>)<\/span><\/p>\n

# \u6784\u5efa\u8bf7\u6c42\u6570\u636e<\/span>
\n data =<\/span> {<\/span>
\n "model"<\/span>:<\/span> modelname,<\/span>
\n "messages"<\/span>:<\/span> [<\/span>{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> decoded_question}<\/span>]<\/span>,<\/span>
\n "stream"<\/span>:<\/span> True<\/span>
\n }<\/span><\/p>\n

# \u53d1\u9001\u8bf7\u6c42\u5e76\u83b7\u53d6\u6d41\u5f0f\u54cd\u5e94<\/span>
\n url =<\/span> "http:\/\/101.201.68.250:8082\/v1\/chat\/completions"<\/span>
\n headers =<\/span> {<\/span>
\n "Content-Type"<\/span>:<\/span> "application\/json"<\/span>,<\/span>
\n "Authorization"<\/span>:<\/span> "EMPTY"<\/span> # \u9700\u8981\u66ff\u6362\u4e3a\u5b9e\u9645\u7684\u6388\u6743\u4fe1\u606f<\/span>
\n }<\/span><\/p>\n

def<\/span> generate_stream_response<\/span>(<\/span>)<\/span>:<\/span>
\n with<\/span> requests.<\/span>post(<\/span>url,<\/span> headers=<\/span>headers,<\/span> json=<\/span>data,<\/span> stream=<\/span>True<\/span>)<\/span> as<\/span> r:<\/span>
\n for<\/span> chunk in<\/span> r.<\/span>iter_lines(<\/span>chunk_size=<\/span>1<\/span>)<\/span>:<\/span>
\n if<\/span> chunk:<\/span>
\n chunk_str =<\/span> chunk.<\/span>decode(<\/span>'utf-8'<\/span>,<\/span> errors=<\/span>'ignore'<\/span>)<\/span>.<\/span>strip(<\/span>)<\/span>
\n yield<\/span> f"data: <\/span>{<\/span>chunk_str}<\/span><\/span>\\\\n\\\\n"<\/span><\/span><\/p>\n

# \u8fd4\u56de\u6d41\u5f0f\u54cd\u5e94<\/span>
\n return<\/span> Response(<\/span>generate_stream_response(<\/span>)<\/span>,<\/span> mimetype=<\/span>'text\/event-stream'<\/span>)<\/span><\/p>\n

except<\/span> Exception as<\/span> e:<\/span>
\n app.<\/span>logger.<\/span>error(<\/span>str<\/span>(<\/span>e)<\/span>)<\/span>
\n return<\/span> jsonify(<\/span>{<\/span>"error"<\/span>:<\/span> "\u65e0\u6cd5\u83b7\u53d6\u7b54\u6848"<\/span>}<\/span>)<\/span>,<\/span> 500<\/span><\/p>\n

if<\/span> __name__ ==<\/span> '__main__'<\/span>:<\/span>
\n app.<\/span>run(<\/span>debug=<\/span>True<\/span>)<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

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