{"id":24890,"date":"2025-04-19T11:06:15","date_gmt":"2025-04-19T03:06:15","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/24890.html"},"modified":"2025-04-19T11:06:15","modified_gmt":"2025-04-19T03:06:15","slug":"%e8%bd%bb%e6%9d%be%e9%83%a8%e7%bd%b2gemma3-27b%ef%bc%8cl20%e6%9c%8d%e5%8a%a1%e5%99%a8%e6%9c%80%e6%96%b0%e7%89%88vllm%e9%ab%98%e6%95%88%e6%8e%a8%e7%90%86","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/24890.html","title":{"rendered":"\u8f7b\u677e\u90e8\u7f72Gemma3-27B\uff0cL20\u670d\u52a1\u5668+\u6700\u65b0\u7248vLLM\u9ad8\u6548\u63a8\u7406"},"content":{"rendered":"

Google\u6700\u65b0\u5f00\u6e90\u7684Gemma3-27B\u6a21\u578b\u51ed\u501f\u5176128K\u957f\u4e0a\u4e0b\u6587\u652f\u6301\u3001\u591a\u6a21\u6001\u80fd\u529b\u548c\u63a5\u8fd1\u95ed\u6e90\u6a21\u578b\u7684\u6027\u80fd\u8868\u73b0，\u5df2\u6210\u4e3a\u4f01\u4e1a\u7ea7AI\u90e8\u7f72\u7684\u70ed\u95e8\u9009\u62e9\u3002vLLM 0.7.4\u6700\u65b0\u7248\u5df2\u652f\u6301Gemma3-27B\u5927\u6a21\u578b！\u7ed3\u5408NVIDIA L20\u663e\u5361\u768448GB\u5927\u663e\u5b58\u548cvLLM\u63a8\u7406\u6846\u67b6\u7684\u9ad8\u541e\u5410\u7279\u6027，\u672c\u6587\u5c06\u8be6\u89e3\u4ece\u73af\u5883\u642d\u5efa\u5230\u670d\u52a1\u8c03\u4f18\u7684\u5168\u6d41\u7a0b，\u52a9\u4f60\u5feb\u901f\u5b9e\u73b0\u9ad8\u6548\u63a8\u7406\u3002<\/p>\n

\u4e00\u3001\u73af\u5883\u51c6\u5907<\/h2>\n

1.1 \u786c\u4ef6\u914d\u7f6e<\/h3>\n\n\n\n\n
\u670d\u52a1\u5668<\/td>\n\u6570\u91cf<\/td>\nCPU<\/td>\n\u5185\u5b58（TB）<\/td>\n\u7cfb\u7edf\u7248\u672c<\/td>\n<\/tr>\n
NVIDIA L20 48GB * 8<\/td>\n1<\/td>\nINTEL 8458P *2<\/td>\n2<\/td>\nUbuntu 20.04<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

1.2 \u7cfb\u7edf\u73af\u5883<\/h3>\n\n\n\n\n\n\n
\u8f6f\u4ef6\u540d\u79f0<\/td>\n\u7248\u672c<\/td>\n\u5907\u6ce8<\/td>\n<\/tr>\n
NVIDIA Driver<\/td>\n550.54.14<\/td>\nGPU\u9a71\u52a8<\/td>\n<\/tr>\n
CUDA<\/td>\n12.4<\/td>\nCuda<\/td>\n<\/tr>\n
vLLM<\/td>\n0.7.4.dev473+g9ed6ee92.precompiled<\/td>\nLLM\u63a8\u7406\u5f15\u64ce<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

1.3 Gemma3-27B\u6a21\u578b\u4e0b\u8f7d<\/h3>\n
    \n
  • \u65b9\u5f0f\u4e00：\u901a\u8fc7HuggingFace \u4e0b\u8f7d<\/li>\n<\/ul>\n

    \u4ed3\u5e93\u5730\u5740：https:\/\/huggingface.co\/google\/gemma-3-27b-it<\/p>\n

      \n
    • \u65b9\u5f0f\u4e8c：\u901a\u8fc7HuggingFace\u955c\u50cf\u7ad9-AI\u5feb\u7ad9\u4e0b\u8f7d<\/li>\n<\/ul>\n

      \u4ed3\u5e93\u5730\u5740：https:\/\/aifasthub.com\/google\/gemma-3-27b-it<\/p>\n

      #\u4e0b\u8f7dAI\u5feb\u7ad9\u4e0b\u8f7d\u5668
      \nwget\u00a0https:\/\/fast360.xyz\/images\/hf-fast.sh
      \nchmod\u00a0a+x\u00a0hf-fast.sh
      \n#\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6
      \n.\/hf-fast.sh google\/gemma-3-27b-it <\/p>\n

      \u6a21\u578b\u6587\u4ef6\u5927\u5c0f\u4e3a43G\u3002<\/p>\n

      \"\"<\/p>\n

      1.4 \u7cfb\u7edf\u521d\u59cb\u5316<\/h3>\n

      \u8bf7\u53c2\u8003\u4e4b\u524d\u6587\u7ae0：\u751f\u4ea7\u73af\u5883H200\u90e8\u7f72DeepSeek 671B \u6ee1\u8840\u7248\u5168\u6d41\u7a0b\u5b9e\u6218（\u4e00）：\u7cfb\u7edf\u521d\u59cb\u5316-CSDN\u535a\u5ba2<\/p>\n

      \u4e8c\u3001\u5b89\u88c5vLLM<\/h2>\n

      2.1 \u521b\u5efa\u865a\u62df\u73af\u5883<\/h3>\n

      \u4e3a\u907f\u514d\u4f9d\u8d56\u51b2\u7a81，\u4f7f\u7528Conda\u521b\u5efa\u72ec\u7acb\u73af\u5883：<\/p>\n

      conda create -n gemma3 python=3.12\u00a0\u00a0
      \nconda activate gemma3 <\/p>\n

      2.2 \u5b89\u88c5\u6700\u65b0\u7248vLLM<\/h3>\n

      \u8fd9\u91cc\u6211\u4eec\u4f7f\u7528Git\u5b89\u88c5\u6700\u65b0\u7248vLLM，\u4ee5\u83b7\u53d6\u6700\u65b0\u7684\u529f\u80fd\u548c\u4f18\u5316\u3002<\/p>\n

      #\u4f7f\u7528\u963f\u91cc\u4e91pip\u6e90\u6765\u52a0\u901f\u4e0b\u8f7d
      \npip\u00a0install\u00a0–upgrade\u00a0pip\u00a0-i\u00a0https:\/\/mirrors.aliyun.com\/pypi\/simple\/<\/p>\n

      git\u00a0clone\u00a0https:\/\/github.com\/vllm-project\/vllm.git
      \ncd\u00a0vllm
      \nVLLM_USE_PRECOMPILED=1 pip install –editable . -i https:\/\/mirrors.aliyun.com\/pypi\/simple\/ <\/p>\n

      \u7531\u4e8evLLM\u4ee3\u7801\u66f4\u65b0\u8f83\u5feb，\u7f16\u8bd1\u5b89\u88c5\u6700\u65b0\u7248vLLM\u4f1a\u56e0\u4e3a\u672c\u5730 Git \u5206\u652f\u4e0e\u4e0a\u6e38\u4ed3\u5e93\u4e0d\u540c\u6b65，\u5982\u679c\u9047\u5230\u7c7b\u4f3c "Local main branch is not up-to-date with upstream" \u7684\u9519\u8bef：<\/p>\n

      Building wheels for\u00a0collected\u00a0packages:\u00a0vllm
      \n\u00a0\u00a0Building\u00a0editable\u00a0for\u00a0vllm\u00a0(pyproject.toml)\u00a0…\u00a0error
      \n\u00a0\u00a0error:\u00a0subprocess-exited-with-error
      \n\u00a0\u00a0
      \n\u00a0\u00a0\u00d7\u00a0Building\u00a0editable\u00a0for\u00a0vllm\u00a0(pyproject.toml)\u00a0did\u00a0not\u00a0run\u00a0successfully.
      \n\u00a0\u00a0\u2502\u00a0exit\u00a0code:\u00a01
      \n\u00a0\u00a0\u2570\u2500>\u00a0[114\u00a0lines\u00a0of\u00a0output]
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/torch\/_subclasses\/functional_tensor.py:275:\u00a0UserWarning:\u00a0Failed\u00a0to\u00a0initialize\u00a0NumPy:\u00a0No\u00a0module\u00a0named\u00a0'numpy'\u00a0(Triggered\u00a0internally\u00a0at\u00a0\/pytorch\/torch\/csrc\/utils\/tensor_numpy.cpp:81.)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0cpu\u00a0=\u00a0_conversion_method_template(device=torch.device("cpu"))
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0running\u00a0editable_wheel
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0creating\u00a0\/tmp\/pip-wheel-4p1g9k_b\/.tmp-rnwn8w46\/vllm.egg-info
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0writing\u00a0\/tmp\/pip-wheel-4p1g9k_b\/.tmp-rnwn8w46\/vllm.egg-info\/PKG-INFO
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0writing\u00a0dependency_links\u00a0to\u00a0\/tmp\/pip-wheel-4p1g9k_b\/.tmp-rnwn8w46\/vllm.egg-info\/dependency_links.txt
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0writing\u00a0entry\u00a0points\u00a0to\u00a0\/tmp\/pip-wheel-4p1g9k_b\/.tmp-rnwn8w46\/vllm.egg-info\/entry_points.txt
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0writing\u00a0requirements\u00a0to\u00a0\/tmp\/pip-wheel-4p1g9k_b\/.tmp-rnwn8w46\/vllm.egg-info\/requires.txt
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0writing\u00a0top-level\u00a0names\u00a0to\u00a0\/tmp\/pip-wheel-4p1g9k_b\/.tmp-rnwn8w46\/vllm.egg-info\/top_level.txt
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0writing\u00a0manifest\u00a0file\u00a0'\/tmp\/pip-wheel-4p1g9k_b\/.tmp-rnwn8w46\/vllm.egg-info\/SOURCES.txt'
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0reading\u00a0manifest\u00a0template\u00a0'MANIFEST.in'
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0adding\u00a0license\u00a0file\u00a0'LICENSE'
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0writing\u00a0manifest\u00a0file\u00a0'\/tmp\/pip-wheel-4p1g9k_b\/.tmp-rnwn8w46\/vllm.egg-info\/SOURCES.txt'
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0creating\u00a0'\/tmp\/pip-wheel-4p1g9k_b\/.tmp-rnwn8w46\/vllm-0.7.4.dev474+g3556a414.precompiled.dist-info'
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0creating\u00a0\/tmp\/pip-wheel-4p1g9k_b\/.tmp-rnwn8w46\/vllm-0.7.4.dev474+g3556a414.precompiled.dist-info\/WHEEL
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0running\u00a0build_py
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0running\u00a0build_ext
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Traceback\u00a0(most\u00a0recent\u00a0call\u00a0last):
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/command\/editable_wheel.py",\u00a0line\u00a0139,\u00a0in\u00a0run
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self._create_wheel_file(bdist_wheel)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/command\/editable_wheel.py",\u00a0line\u00a0340,\u00a0in\u00a0_create_wheel_file
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0files,\u00a0mapping\u00a0=\u00a0self._run_build_commands(dist_name,\u00a0unpacked,\u00a0lib,\u00a0tmp)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/command\/editable_wheel.py",\u00a0line\u00a0263,\u00a0in\u00a0_run_build_commands
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self._run_build_subcommands()
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/command\/editable_wheel.py",\u00a0line\u00a0290,\u00a0in\u00a0_run_build_subcommands
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self.run_command(name)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/_distutils\/cmd.py",\u00a0line\u00a0357,\u00a0in\u00a0run_command
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self.distribution.run_command(command)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/dist.py",\u00a0line\u00a0999,\u00a0in\u00a0run_command
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0super().run_command(command)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/_distutils\/dist.py",\u00a0line\u00a01021,\u00a0in\u00a0run_command
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0cmd_obj.run()
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"<string>",\u00a0line\u00a0333,\u00a0in\u00a0run
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"<string>",\u00a0line\u00a0319,\u00a0in\u00a0get_base_commit_in_main_branch
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0ValueError:\u00a0Local\u00a0main\u00a0branch\u00a0(3556a414341033aad1bbb84674ec16b235324b25)\u00a0is\u00a0not\u00a0up-to-date\u00a0with\u00a0upstream\u00a0main\u00a0branch\u00a0(b82662d9523d9aa1386d8d1de410426781a1fa3b).\u00a0Please\u00a0pull\u00a0the\u00a0latest\u00a0changes\u00a0from\u00a0upstream\u00a0main\u00a0branch\u00a0first.
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/_distutils\/dist.py:1021:\u00a0_DebuggingTips:\u00a0Problem\u00a0in\u00a0editable\u00a0installation.
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0!!
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0********************************************************************************
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0An\u00a0error\u00a0happened\u00a0while\u00a0installing\u00a0`vllm`\u00a0in\u00a0editable\u00a0mode.
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0The\u00a0following\u00a0steps\u00a0are\u00a0recommended\u00a0to\u00a0help\u00a0debug\u00a0this\u00a0problem:
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0–\u00a0Try\u00a0to\u00a0install\u00a0the\u00a0project\u00a0normally,\u00a0without\u00a0using\u00a0the\u00a0editable\u00a0mode.
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Does\u00a0the\u00a0error\u00a0still\u00a0persist?
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0(If\u00a0it\u00a0does,\u00a0try\u00a0fixing\u00a0the\u00a0problem\u00a0before\u00a0attempting\u00a0the\u00a0editable\u00a0mode).
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0–\u00a0If\u00a0you\u00a0are\u00a0using\u00a0binary\u00a0extensions,\u00a0make\u00a0sure\u00a0you\u00a0have\u00a0all\u00a0OS-level
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0dependencies\u00a0installed\u00a0(e.g.\u00a0compilers,\u00a0toolchains,\u00a0binary\u00a0libraries,\u00a0…).
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0–\u00a0Try\u00a0the\u00a0latest\u00a0version\u00a0of\u00a0setuptools\u00a0(maybe\u00a0the\u00a0error\u00a0was\u00a0already\u00a0fixed).
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0–\u00a0If\u00a0you\u00a0(or\u00a0your\u00a0project\u00a0dependencies)\u00a0are\u00a0using\u00a0any\u00a0setuptools\u00a0extension
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0or\u00a0customization,\u00a0make\u00a0sure\u00a0they\u00a0support\u00a0the\u00a0editable\u00a0mode.
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0After\u00a0following\u00a0the\u00a0steps\u00a0above,\u00a0if\u00a0the\u00a0problem\u00a0still\u00a0persists\u00a0and
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0you\u00a0think\u00a0this\u00a0is\u00a0related\u00a0to\u00a0how\u00a0setuptools\u00a0handles\u00a0editable\u00a0installations,
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0please\u00a0submit\u00a0a\u00a0reproducible\u00a0example
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0(see\u00a0https:\/\/stackoverflow.com\/help\/minimal-reproducible-example)\u00a0to:
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0https:\/\/github.com\/pypa\/setuptools\/issues
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0See\u00a0https:\/\/setuptools.pypa.io\/en\/latest\/userguide\/development_mode.html\u00a0for\u00a0details.
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0********************************************************************************
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0!!
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0cmd_obj.run()
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Traceback\u00a0(most\u00a0recent\u00a0call\u00a0last):
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/home\/ubuntu\/miniconda3\/envs\/gemma3-2\/lib\/python3.12\/site-packages\/pip\/_vendor\/pyproject_hooks\/_in_process\/_in_process.py",\u00a0line\u00a0389,\u00a0in\u00a0<module>
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0main()
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/home\/ubuntu\/miniconda3\/envs\/gemma3-2\/lib\/python3.12\/site-packages\/pip\/_vendor\/pyproject_hooks\/_in_process\/_in_process.py",\u00a0line\u00a0373,\u00a0in\u00a0main
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0json_out["return_val"]\u00a0=\u00a0hook(**hook_input["kwargs"])
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0^^^^^^^^^^^^^^^^^^^^^^^^^^^^
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/home\/ubuntu\/miniconda3\/envs\/gemma3-2\/lib\/python3.12\/site-packages\/pip\/_vendor\/pyproject_hooks\/_in_process\/_in_process.py",\u00a0line\u00a0303,\u00a0in\u00a0build_editable
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0return\u00a0hook(wheel_directory,\u00a0config_settings,\u00a0metadata_directory)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/build_meta.py",\u00a0line\u00a0476,\u00a0in\u00a0build_editable
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0return\u00a0self._build_with_temp_dir(
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0^^^^^^^^^^^^^^^^^^^^^^^^^^
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/build_meta.py",\u00a0line\u00a0407,\u00a0in\u00a0_build_with_temp_dir
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self.run_setup()
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/build_meta.py",\u00a0line\u00a0320,\u00a0in\u00a0run_setup
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0exec(code,\u00a0locals())
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"<string>",\u00a0line\u00a0682,\u00a0in\u00a0<module>
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/__init__.py",\u00a0line\u00a0117,\u00a0in\u00a0setup
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0return\u00a0distutils.core.setup(**attrs)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/_distutils\/core.py",\u00a0line\u00a0186,\u00a0in\u00a0setup
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0return\u00a0run_commands(dist)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0^^^^^^^^^^^^^^^^^^
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/_distutils\/core.py",\u00a0line\u00a0202,\u00a0in\u00a0run_commands
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0dist.run_commands()
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/_distutils\/dist.py",\u00a0line\u00a01002,\u00a0in\u00a0run_commands
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self.run_command(cmd)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/dist.py",\u00a0line\u00a0999,\u00a0in\u00a0run_command
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0super().run_command(command)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/_distutils\/dist.py",\u00a0line\u00a01021,\u00a0in\u00a0run_command
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0cmd_obj.run()
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/command\/editable_wheel.py",\u00a0line\u00a0139,\u00a0in\u00a0run
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self._create_wheel_file(bdist_wheel)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/command\/editable_wheel.py",\u00a0line\u00a0340,\u00a0in\u00a0_create_wheel_file
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0files,\u00a0mapping\u00a0=\u00a0self._run_build_commands(dist_name,\u00a0unpacked,\u00a0lib,\u00a0tmp)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/command\/editable_wheel.py",\u00a0line\u00a0263,\u00a0in\u00a0_run_build_commands
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self._run_build_subcommands()
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/command\/editable_wheel.py",\u00a0line\u00a0290,\u00a0in\u00a0_run_build_subcommands
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self.run_command(name)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/_distutils\/cmd.py",\u00a0line\u00a0357,\u00a0in\u00a0run_command
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self.distribution.run_command(command)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/dist.py",\u00a0line\u00a0999,\u00a0in\u00a0run_command
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0super().run_command(command)
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"\/tmp\/pip-build-env-tl3kug_g\/overlay\/lib\/python3.12\/site-packages\/setuptools\/_distutils\/dist.py",\u00a0line\u00a01021,\u00a0in\u00a0run_command
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0cmd_obj.run()
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"<string>",\u00a0line\u00a0333,\u00a0in\u00a0run
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0File\u00a0"<string>",\u00a0line\u00a0319,\u00a0in\u00a0get_base_commit_in_main_branch
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0ValueError:\u00a0Local\u00a0main\u00a0branch\u00a0(3556a414341033aad1bbb84674ec16b235324b25)\u00a0is\u00a0not\u00a0up-to-date\u00a0with\u00a0upstream\u00a0main\u00a0branch\u00a0(b82662d9523d9aa1386d8d1de410426781a1fa3b).\u00a0Please\u00a0pull\u00a0the\u00a0latest\u00a0changes\u00a0from\u00a0upstream\u00a0main\u00a0branch\u00a0first.
      \n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0[end\u00a0of\u00a0output]
      \n\u00a0\u00a0
      \n\u00a0\u00a0note:\u00a0This\u00a0error\u00a0originates\u00a0from\u00a0a\u00a0subprocess,\u00a0and\u00a0is\u00a0likely\u00a0not\u00a0a\u00a0problem\u00a0with\u00a0pip.
      \n\u00a0\u00a0ERROR:\u00a0Failed\u00a0building\u00a0editable\u00a0for\u00a0vllm
      \nFailed\u00a0to\u00a0build\u00a0vllm
      \nERROR:\u00a0Failed\u00a0to\u00a0build\u00a0installable\u00a0wheels\u00a0for some pyproject.toml based projects (vllm) <\/p>\n

      \u89e3\u51b3\u529e\u6cd5：\u8fdb\u5165 vllm \u6e90\u7801\u76ee\u5f55，\u5f3a\u5236\u540c\u6b65\u4e0a\u6e38\u5206\u652f，\u786e\u4fdd\u672c\u5730\u4ee3\u7801\u4e0e\u5b98\u65b9\u4ed3\u5e93\u5b8c\u5168\u540c\u6b65<\/p>\n

      git fetch origin main
      \ngit\u00a0reset\u00a0–hard\u00a0origin\/main
      \ngit\u00a0pull\u00a0–rebase<\/p>\n

      #\u91cd\u65b0\u6267\u884c\u7f16\u8bd1\u5b89\u88c5
      \nVLLM_USE_PRECOMPILED=1 pip install –editable . -i https:\/\/mirrors.aliyun.com\/pypi\/simple\/ <\/p>\n

      \u9a8c\u8bc1\u5b89\u88c5\u662f\u5426\u6210\u529f：<\/p>\n

      \"\"<\/p>\n

      2.3 \u5b89\u88c5transformers<\/h3>\n

      pip install git+https:\/\/github.com\/huggingface\/transformers@v4.49.0-Gemma-3 <\/p>\n

      \u4e09\u3001\u8fd0\u884cvLLM\u670d\u52a1<\/h2>\n

      \u5b8c\u6210vLLM\u7684\u5b89\u88c5\u540e，\u6211\u4eec\u5c31\u53ef\u4ee5\u542f\u52a8vLLM\u670d\u52a1，\u52a0\u8f7dGemma3-27B\u6a21\u578b，\u5f00\u59cb\u8fdb\u884c\u63a8\u7406\u3002<\/p>\n<\/p>\n

      1.\u00a0\u6fc0\u6d3b vllm \u73af\u5883，\u786e\u4fdd\u5728 vllm \u7684 conda \u73af\u5883\u4e2d<\/p>\n

      conda activate gemma3 <\/p>\n

      2.\u00a0\u542f\u52a8 vLLM \u670d\u52a1：\u00a0\u4f7f\u7528\u00a0vllm serve\u00a0\u547d\u4ee4\u542f\u52a8 vLLM \u670d\u52a1，\u5e76\u52a0\u8f7d Gemma3-27B \u6a21\u578b\u3002<\/p>\n

      conda activate gemma3<\/p>\n

      #\u4f7f\u75282\u5757L20\u52a0\u8f7d\u6a21\u578b
      \nexport\u00a0CUDA_VISIBLE_DEVICES=0,1
      \nvllm serve \/data\/gemma-3-27b\/gemma-3-27b-it –tensor-parallel-size 2 –max-model-len 16384 –port 8102\u00a0\u00a0–trust-remote-code\u00a0\u00a0–served-model-name gemma3-27b –enable-chunked-prefill –max-num-batched-tokens 2048 –gpu-memory-utilization 0.95 <\/p>\n

      \u53c2\u6570\u8bf4\u660e：<\/p>\n

        \n
      • \/path\/to\/gemma-3-27b-it：Gemma3-27B\u6a21\u578b\u7684\u8def\u5f84，\u66ff\u6362\u4e3a\u4f60\u5b9e\u9645\u7684\u8def\u5f84\u3002<\/li>\n
      • –tensor-parallel-size 2：\u4f7f\u75282\u5757GPU\u8fdb\u884c\u6a21\u578b\u5e76\u884c\u63a8\u7406，\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u4fee\u6539\u3002<\/li>\n
      • –max-model-len 16384：\u6a21\u578b\u652f\u6301\u7684\u6700\u5927\u8f93\u5165\u957f\u5ea6\u3002<\/li>\n
      • –port 8102：\u670d\u52a1\u7aef\u53e3\u53f7\u3002<\/li>\n
      • –trust-remote-code：\u4fe1\u4efb\u8fdc\u7a0b\u4ee3\u7801\u3002<\/li>\n
      • –served-model-name gemma3-27b：\u670d\u52a1\u540d\u79f0\u3002<\/li>\n
      • –enable-chunked-prefill：\u5f00\u542fchunked prefill，\u53ef\u4ee5\u63d0\u9ad8\u63a8\u7406\u901f\u5ea6\u3002<\/li>\n
      • –max-num-batched-tokens 2048：\u6700\u5927batch token\u6570\u91cf\u3002<\/li>\n
      • –gpu-memory-utilization 0.95：GPU\u663e\u5b58\u5229\u7528\u7387\u3002<\/li>\n<\/ul>\n

        3.\u00a0Nvitop\u76d1\u63a7<\/p>\n

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        \"\"<\/p>\n

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