本文主要是介绍paddlehub的简单应用，希望对大家解决编程问题提供一定的参考价值，需要的开发者们随着小编来一起学习吧！
1、下载安装
pip install paddlehub -i https://pypi.tuna.tsinghua.edu.cn/simple
报错：
Collecting onnx<=1.9.0 (from paddle2onnx>=0.5.1->paddlehub)Using cached https://pypi.tuna.tsinghua.edu.cn/packages/73/e9/5b953497c0e36df589fc60cc6c6b35a65eb67d9ad1e45a9163663e43426e/onnx-1.9.0.tar.gz (9.8 MB)Installing build dependencies ... doneGetting requirements to build wheel ... errorerror: subprocess-exited-with-error× Getting requirements to build wheel did not run successfully.│ exit code: 1╰─> [21 lines of output]fatal: not a git repository (or any of the parent directories): .gitTraceback (most recent call last):File "E:\software\python_env\Lib\site-packages\pip\_vendor\pyproject_hooks\_in_process\_in_process.py", line 353, in <module>main()File "E:\software\python_env\Lib\site-packages\pip\_vendor\pyproject_hooks\_in_process\_in_process.py", line 335, in mainjson_out['return_val'] = hook(**hook_input['kwargs'])^^^^^^^^^^^^^^^^^^^^^^^^^^^^File "E:\software\python_env\Lib\site-packages\pip\_vendor\pyproject_hooks\_in_process\_in_process.py", line 118, in get_requires_for_build_wheelreturn hook(config_settings)^^^^^^^^^^^^^^^^^^^^^File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-8xaz33be\overlay\Lib\site-packages\setuptools\build_meta.py", line 325, in get_requires_for_build_wheelreturn self._get_build_requires(config_settings, requirements=['wheel'])^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-8xaz33be\overlay\Lib\site-packages\setuptools\build_meta.py", line 295, in _get_build_requiresself.run_setup()File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-8xaz33be\overlay\Lib\site-packages\setuptools\build_meta.py", line 487, in run_setupsuper().run_setup(setup_script=setup_script)File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-8xaz33be\overlay\Lib\site-packages\setuptools\build_meta.py", line 311, in run_setupexec(code, locals())File "<string>", line 86, in <module>
note: This error originates from a subprocess, and is likely not a problem with pip.
看样子像是缺少Cmake
下载安装cmake尝试解决一下：
下载地址：
Index of /files/v3.29
安装 按需修改并下一步即可
安装完成后重新尝试下载又报错
Building wheels for collected packages: onnx, ffmpy, jieba, seqevalBuilding wheel for onnx (pyproject.toml) ... errorerror: subprocess-exited-with-error× Building wheel for onnx (pyproject.toml) did not run successfully.│ exit code: 1╰─> [128 lines of output]fatal: not a git repository (or any of the parent directories): .gitC:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\dist.py:476: SetuptoolsDeprecationWarning: Invalid dash-separated options!!********************************************************************************Usage of dash-separated 'license-file' will not be supported in futureversions. Please use the underscore name 'license_file' instead.By 2024-Sep-26, you need to update your project and remove deprecated callsor your builds will no longer be supported.See https://setuptools.pypa.io/en/latest/userguide/declarative_config.html for details.********************************************************************************!!opt = self.warn_dash_deprecation(opt, section)running bdist_wheelrunning buildrunning build_pyrunning create_versionrunning cmake_buildUsing cmake args: ['E:\\Cmake\\bin\\cmake.exe', '-DPYTHON_INCLUDE_DIR=E:\\python3.12\\include', '-DPYTHON_EXECUTABLE=E:\\python3.12\\python.exe', '-DBUILD_ONNX_PYTHON=ON', '-DCMAKE_EXPORT_COMPILE_COMMANDS=ON', '-DONNX_NAMESPACE=onnx', '-DPY_EXT_SUFFIX=.cp312-win_amd64.pyd', '-DCMAKE_BUILD_TYPE=Release', '-DPY_VERSION=3.12', '-DONNX_USE_MSVC_STATIC_RUNTIME=ON', '-A', 'x64', '-T', 'host=x64', '-DONNX_ML=1', 'C:\\Users\\GW00227659\\AppData\\Local\\Temp\\pip-install-p8lc4nvf\\onnx_839c8e8f20ee47c98bd84c37098fe5f3']-- Building for: Visual Studio 17 2022CMake Deprecation Warning at CMakeLists.txt:2 (cmake_minimum_required):Compatibility with CMake < 3.5 will be removed from a future version ofCMake.Update the VERSION argument <min> value or use a ...<max> suffix to tellCMake that the project does not need compatibility with older versions.-- Selecting Windows SDK version 10.0.22621.0 to target Windows 10.0.19044.-- The C compiler identification is MSVC 19.39.33523.0-- The CXX compiler identification is MSVC 19.39.33523.0-- Detecting C compiler ABI info-- Detecting C compiler ABI info - done-- Check for working C compiler: D:/C++BuildTools/VC/Tools/MSVC/14.39.33519/bin/Hostx64/x64/cl.exe - skipped-- Detecting C compile features-- Detecting C compile features - done-- Detecting CXX compiler ABI info-- Detecting CXX compiler ABI info - done-- Check for working CXX compiler: D:/C++BuildTools/VC/Tools/MSVC/14.39.33519/bin/Hostx64/x64/cl.exe - skipped-- Detecting CXX compile features-- Detecting CXX compile features - doneCMake Warning (dev) at CMakeLists.txt:114 (find_package):Policy CMP0148 is not set: The FindPythonInterp and FindPythonLibs modulesare removed. Run "cmake --help-policy CMP0148" for policy details. Usethe cmake_policy command to set the policy and suppress this warning.This warning is for project developers. Use -Wno-dev to suppress it.-- Found PythonInterp: E:/python3.12/python.exe (found suitable version "3.12.2", minimum required is "3.12")CMake Warning (dev) at CMakeLists.txt:115 (find_package):Policy CMP0148 is not set: The FindPythonInterp and FindPythonLibs modulesare removed. Run "cmake --help-policy CMP0148" for policy details. Usethe cmake_policy command to set the policy and suppress this warning.This warning is for project developers. Use -Wno-dev to suppress it.-- Found PythonLibs: E:/python3.12/libs/python312.lib (found suitable version "3.12.2", minimum required is "3.12")Generated: C:/Users/GW00227659/AppData/Local/Temp/pip-install-p8lc4nvf/onnx_839c8e8f20ee47c98bd84c37098fe5f3/.setuptools-cmake-build/onnx/onnx-ml.protoCMake Error at CMakeLists.txt:292 (message):Protobuf compiler not foundCall Stack (most recent call first):CMakeLists.txt:323 (relative_protobuf_generate_cpp)-- Configuring incomplete, errors occurred!Traceback (most recent call last):File "E:\python3.12\Lib\site-packages\pip\_vendor\pyproject_hooks\_in_process\_in_process.py", line 353, in <module>main()File "E:\python3.12\Lib\site-packages\pip\_vendor\pyproject_hooks\_in_process\_in_process.py", line 335, in mainjson_out['return_val'] = hook(**hook_input['kwargs'])^^^^^^^^^^^^^^^^^^^^^^^^^^^^File "E:\python3.12\Lib\site-packages\pip\_vendor\pyproject_hooks\_in_process\_in_process.py", line 251, in build_wheelreturn _build_backend().build_wheel(wheel_directory, config_settings,^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\build_meta.py", line 410, in build_wheelreturn self._build_with_temp_dir(^^^^^^^^^^^^^^^^^^^^^^^^^^File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\build_meta.py", line 395, in _build_with_temp_dirself.run_setup()File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\build_meta.py", line 487, in run_setupsuper().run_setup(setup_script=setup_script)File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\build_meta.py", line 311, in run_setupexec(code, locals())File "<string>", line 337, in <module>File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\__init__.py", line 104, in setupreturn distutils.core.setup(**attrs)^^^^^^^^^^^^^^^^^^^^^^^^^^^^^File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\_distutils\core.py", line 184, in setupreturn run_commands(dist)^^^^^^^^^^^^^^^^^^File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\_distutils\core.py", line 200, in run_commandsdist.run_commands()File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\_distutils\dist.py", line 969, in run_commandsself.run_command(cmd)File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\dist.py", line 967, in run_commandsuper().run_command(command)File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\_distutils\dist.py", line 988, in run_commandcmd_obj.run()File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\wheel\bdist_wheel.py", line 368, in runself.run_command("build")File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\_distutils\cmd.py", line 316, in run_commandself.distribution.run_command(command)File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\dist.py", line 967, in run_commandsuper().run_command(command)File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\_distutils\dist.py", line 988, in run_commandcmd_obj.run()File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\_distutils\command\build.py", line 132, in runself.run_command(cmd_name)File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\_distutils\cmd.py", line 316, in run_commandself.distribution.run_command(command)File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\dist.py", line 967, in run_commandsuper().run_command(command)File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\_distutils\dist.py", line 988, in run_commandcmd_obj.run()File "<string>", line 233, in runFile "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\_distutils\cmd.py", line 316, in run_commandself.distribution.run_command(command)File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\dist.py", line 967, in run_commandsuper().run_command(command)File "C:\Users\GW00227659\AppData\Local\Temp\pip-build-env-xzlgyxam\overlay\Lib\site-packages\setuptools\_distutils\dist.py", line 988, in run_commandcmd_obj.run()File "<string>", line 219, in runFile "E:\python3.12\Lib\subprocess.py", line 413, in check_callraise CalledProcessError(retcode, cmd)subprocess.CalledProcessError: Command '['E:\\Cmake\\bin\\cmake.exe', '-DPYTHON_INCLUDE_DIR=E:\\python3.12\\include', '-DPYTHON_EXECUTABLE=E:\\python3.12\\python.exe', '-DBUILD_ONNX_PYTHON=ON', '-DCMAKE_EXPORT_COMPILE_COMMANDS=ON', '-DONNX_NAMESPACE=onnx', '-DPY_EXT_SUFFIX=.cp312-win_amd64.pyd', '-DCMAKE_BUILD_TYPE=Release', '-DPY_VERSION=3.12', '-DONNX_USE_MSVC_STATIC_RUNTIME=ON', '-A', 'x64', '-T', 'host=x64', '-DONNX_ML=1', 'C:\\Users\\GW00227659\\AppData\\Local\\Temp\\pip-install-p8lc4nvf\\onnx_839c8e8f20ee47c98bd84c37098fe5f3']' returned non-zero exit status 1.[end of output]note: This error originates from a subprocess, and is likely not a problem with pip.ERROR: Failed building wheel for onnxBuilding wheel for ffmpy (pyproject.toml) ... doneCreated wheel for ffmpy: filename=ffmpy-0.3.2-py3-none-any.whl size=5607 sha256=7f5100e5417f0e937537a8a31a1ec96fed2b914e5ccaee15044851db5c0adf07Stored in directory: c:\users\gw00227659\appdata\local\pip\cache\wheels\08\c5\8a\310ab3add33cd0284165ab43f11f77104184473544fdf4efd3Building wheel for jieba (pyproject.toml) ... doneCreated wheel for jieba: filename=jieba-0.42.1-py3-none-any.whl size=19314474 sha256=982d656865bf5e3af1e16e3f028da8f818e1c455a4ccfd61f72639ea2cd15c83Stored in directory: c:\users\gw00227659\appdata\local\pip\cache\wheels\7b\3a\3e\1bf625b8dd63d53265aad527b244647c679dff9b60588a324fBuilding wheel for seqeval (pyproject.toml) ... doneCreated wheel for seqeval: filename=seqeval-1.2.2-py3-none-any.whl size=16186 sha256=a01810a8d4efcbb8769e6237e10ed26851e8c14452c253a1cc6add951db7f304Stored in directory: c:\users\gw00227659\appdata\local\pip\cache\wheels\87\ae\4e\f12172105b270473557d0ff3889c45972a4c0f25d5905e1d4e
Successfully built ffmpy jieba seqeval
Failed to build onnx
ERROR: Could not build wheels for onnx, which is required to install pyproject.toml-based projects尝试解决：
-
Poetry：Poetry 是一个用于管理基于 pyproject.toml 的 Python 项目的工具。可以使用 pip 安装 Poetry：
-
pip install poetry
重新下载依然是相同的报错
尝试解决：
手动安装onnx :pip install onnx
依然失败 ~~~~ 不知道报错的原因 盲目解决不掉啊
然后我重启了pycharm,在pycharm环境中下载成功了（为啥会重启呢，是因为我尝试在pycharm再次下载时，依然报错没有cmake，我猜测环境变量没有重新加载，因为此时我已经安装过cmake）
成功下载：
pip install paddlehub -i https://pypi.tuna.tsinghua.edu.cn/simple Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple
Requirement already satisfied: paddlehub in e:\software\python_env\lib\site-packages (2.0.0)
Requirement already satisfied: colorama in e:\software\python_env\lib\site-packages (from paddlehub) (0.4.6)
Requirement already satisfied: colorlog in e:\software\python_env\lib\site-packages (from paddlehub) (6.8.2)
Requirement already satisfied: easydict in e:\software\python_env\lib\site-packages (from paddlehub) (1.13)
Requirement already satisfied: filelock in e:\software\python_env\lib\site-packages (from paddlehub) (3.13.1)
Requirement already satisfied: flask>=1.1.0 in e:\software\python_env\lib\site-packages (from paddlehub) (3.0.2)
Requirement already satisfied: gitpython in e:\software\python_env\lib\site-packages (from paddlehub) (3.1.37)
Requirement already satisfied: numpy in e:\python3.12\lib\site-packages (from paddlehub) (1.26.4)
Requirement already satisfied: matplotlib in e:\software\python_env\lib\site-packages (from paddlehub) (3.8.3)
Requirement already satisfied: opencv-python in e:\software\python_env\lib\site-packages (from paddlehub) (4.9.0.80)
Requirement already satisfied: packaging in e:\software\python_env\lib\site-packages (from paddlehub) (23.2)
Requirement already satisfied: Pillow in e:\python3.12\lib\site-packages (from paddlehub) (10.2.0)
Requirement already satisfied: pyyaml in e:\software\python_env\lib\site-packages (from paddlehub) (6.0.1)
Requirement already satisfied: pyzmq in e:\software\python_env\lib\site-packages (from paddlehub) (25.1.2)
Requirement already satisfied: rarfile in e:\software\python_env\lib\site-packages (from paddlehub) (4.2)
Requirement already satisfied: tqdm in e:\software\python_env\lib\site-packages (from paddlehub) (4.66.2)
Requirement already satisfied: visualdl>=2.0.0 in e:\software\python_env\lib\site-packages (from paddlehub) (2.5.3)
Requirement already satisfied: paddlenlp>=2.0.0b2 in e:\software\python_env\lib\site-packages (from paddlehub) (2.6.1)
Requirement already satisfied: Werkzeug>=3.0.0 in e:\software\python_env\lib\site-packages (from flask>=1.1.0->paddlehub) (3.0.1)
Requirement already satisfied: Jinja2>=3.1.2 in e:\software\python_env\lib\site-packages (from flask>=1.1.0->paddlehub) (3.1.3)
Requirement already satisfied: itsdangerous>=2.1.2 in e:\software\python_env\lib\site-packages (from flask>=1.1.0->paddlehub) (2.1.2)
Requirement already satisfied: click>=8.1.3 in e:\python3.12\lib\site-packages (from flask>=1.1.0->paddlehub) (8.1.7)
Requirement already satisfied: blinker>=1.6.2 in e:\software\python_env\lib\site-packages (from flask>=1.1.0->paddlehub) (1.7.0)
Requirement already satisfied: jieba in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (0.42.1)
Requirement already satisfied: seqeval in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (1.2.2)
Requirement already satisfied: dill<0.3.5 in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (0.3.4)
Requirement already satisfied: multiprocess<=0.70.12.2 in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (0.70.12.2)
Requirement already satisfied: datasets>=2.0.0 in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (2.17.1)
Requirement already satisfied: paddlefsl in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (1.1.0)
Requirement already satisfied: sentencepiece in e:\python3.12\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (0.2.0)
Requirement already satisfied: huggingface-hub>=0.11.1 in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (0.20.3)
Requirement already satisfied: onnx>=1.10.0 in e:\python3.12\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (1.16.0)
Requirement already satisfied: protobuf==3.20.2 in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (3.20.2)
Requirement already satisfied: paddle2onnx in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (0.8.1)
Requirement already satisfied: Flask-Babel in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (4.0.0)
Requirement already satisfied: fastapi in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (0.103.2)
Requirement already satisfied: uvicorn in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (0.29.0)
Requirement already satisfied: typer in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (0.12.3)
Requirement already satisfied: rich in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (13.7.1)
Requirement already satisfied: safetensors in e:\software\python_env\lib\site-packages (from paddlenlp>=2.0.0b2->paddlehub) (0.4.2)
Requirement already satisfied: bce-python-sdk in e:\software\python_env\lib\site-packages (from visualdl>=2.0.0->paddlehub) (0.9.7)
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Requirement already satisfied: six>=1.14.0 in e:\python3.12\lib\site-packages (from visualdl>=2.0.0->paddlehub) (1.16.0)
Requirement already satisfied: pandas in e:\python3.12\lib\site-packages (from visualdl>=2.0.0->paddlehub) (2.2.1)
Requirement already satisfied: psutil in e:\software\python_env\lib\site-packages (from visualdl>=2.0.0->paddlehub) (5.9.8)
Requirement already satisfied: gitdb<5,>=4.0.1 in e:\software\python_env\lib\site-packages (from gitpython->paddlehub) (4.0.10)
Requirement already satisfied: contourpy>=1.0.1 in e:\software\python_env\lib\site-packages (from matplotlib->paddlehub) (1.2.0)
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Requirement already satisfied: pyarrow>=12.0.0 in e:\software\python_env\lib\site-packages (from datasets>=2.0.0->paddlenlp>=2.0.0b2->paddlehub) (15.0.0)
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paddlehub) (2023.10.0)
Requirement already satisfied: aiohttp in e:\software\python_env\lib\site-packages (from datasets>=2.0.0->paddlenlp>=2.0.0b2->paddlehub) (3.9.3)
Requirement already satisfied: Babel>=2.12 in e:\software\python_env\lib\site-packages (from Flask-Babel->paddlenlp>=2.0.0b2->paddlehub) (2.12.1)
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可以愉快的玩耍了
2、、小样例
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$ hub install chinese_ocr_db_crnn_mobile
hub install chinese_ocr_db_crnn_mobile
Traceback (most recent call last):File "<frozen runpy>", line 198, in _run_module_as_mainFile "<frozen runpy>", line 88, in _run_codeFile "E:\software\python_env\Scripts\hub.exe\__main__.py", line 4, in <module>File "E:\software\python_env\Lib\site-packages\paddlehub\__init__.py", line 28, in <module>from paddlehub.utils.paddlex import download, ResourceNotFoundErrorFile "E:\software\python_env\Lib\site-packages\paddlehub\utils\paddlex.py", line 19, in <module>from paddlehub.server.server import module_serverFile "E:\software\python_env\Lib\site-packages\paddlehub\server\__init__.py", line 17, in <module>from paddlehub.server.git_source import GitSourceFile "E:\software\python_env\Lib\site-packages\paddlehub\server\git_source.py", line 30, in <module>from paddlehub.module.module import RunModuleFile "E:\software\python_env\Lib\site-packages\paddlehub\module\__init__.py", line 16, in <module>from .module import ModuleFile "E:\software\python_env\Lib\site-packages\paddlehub\module\module.py", line 29, in <module>from paddlehub.compat import paddle_utilsFile "E:\software\python_env\Lib\site-packages\paddlehub\compat\paddle_utils.py", line 25, in <module>paddle.fluid.core.VarDesc.VarType.FP32: "float32",^^^^^^^^^^^^
AttributeError: module 'paddle' has no attribute 'fluid'. Did you mean: 'flip'?
又报错 不是吧~~~
AttributeError: module 'paddle' has no attribute 'fluid'. Did you mean: 'flip'?
这篇关于paddlehub的简单应用的文章就介绍到这儿，希望我们推荐的文章对编程师们有所帮助！
