Problem

尝试用 pip 在命令行安装 hdbscan 时，发生如下报错

pip install hdbscan

...
Building wheels for collected packages: hdbscanBuilding wheel for hdbscan (PEP 517) ... errorERROR: Command errored out with exit status 1:command: 'c:\users\administrator\.conda\envs\cluster\python.exe' 'c:\users\administrator\.conda\envs\cluster\lib\site-packages\pip\_vendor\pep517\_in_process.py' build_wheel 'C:\Users\ADMINI~1\AppData\Local\Temp\tmpth7v3gf4'cwd: C:\Users\ADMINI~1\AppData\Local\Temp\pip-install-4f2tqlz5\hdbscan_1e92e8f5b6024d1cb14f77178788926aComplete output (37 lines):running bdist_wheelrunning buildrunning build_pycreating buildcreating build\lib.win-amd64-3.5creating build\lib.win-amd64-3.5\hdbscancopying hdbscan\hdbscan_.py -> build\lib.win-amd64-3.5\hdbscancopying hdbscan\plots.py -> build\lib.win-amd64-3.5\hdbscancopying hdbscan\prediction.py -> build\lib.win-amd64-3.5\hdbscancopying hdbscan\robust_single_linkage_.py -> build\lib.win-amd64-3.5\hdbscancopying hdbscan\validity.py -> build\lib.win-amd64-3.5\hdbscancopying hdbscan\__init__.py -> build\lib.win-amd64-3.5\hdbscancreating build\lib.win-amd64-3.5\hdbscan\testscopying hdbscan\tests\test_hdbscan.py -> build\lib.win-amd64-3.5\hdbscan\testscopying hdbscan\tests\test_rsl.py -> build\lib.win-amd64-3.5\hdbscan\testscopying hdbscan\tests\__init__.py -> build\lib.win-amd64-3.5\hdbscan\testsrunning build_extcythoning hdbscan/_hdbscan_tree.pyx to hdbscan\_hdbscan_tree.ccythoning hdbscan/_hdbscan_linkage.pyx to hdbscan\_hdbscan_linkage.ccythoning hdbscan/_hdbscan_boruvka.pyx to hdbscan\_hdbscan_boruvka.ccythoning hdbscan/_hdbscan_reachability.pyx to hdbscan\_hdbscan_reachability.ccythoning hdbscan/_prediction_utils.pyx to hdbscan\_prediction_utils.ccythoning hdbscan/dist_metrics.pyx to hdbscan\dist_metrics.cbuilding 'hdbscan._hdbscan_tree' extensionC:\Users\ADMINI~1\AppData\Local\Temp\pip-build-env-duca94o_\overlay\Lib\site-packages\Cython\Compiler\Main.py:369: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: C:\Users\ADMINI~1\AppData\Local\Temp\pip-install-4f2tqlz5\hdbscan_1e92e8f5b6024d1cb14f77178788926a\hdbscan\_hdbscan_tree.pyxtree = Parsing.p_module(s, pxd, full_module_name)C:\Users\ADMINI~1\AppData\Local\Temp\pip-build-env-duca94o_\overlay\Lib\site-packages\Cython\Compiler\Main.py:369: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: C:\Users\ADMINI~1\AppData\Local\Temp\pip-install-4f2tqlz5\hdbscan_1e92e8f5b6024d1cb14f77178788926a\hdbscan\_hdbscan_linkage.pyxtree = Parsing.p_module(s, pxd, full_module_name)C:\Users\ADMINI~1\AppData\Local\Temp\pip-build-env-duca94o_\overlay\Lib\site-packages\Cython\Compiler\Main.py:369: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: C:\Users\ADMINI~1\AppData\Local\Temp\pip-install-4f2tqlz5\hdbscan_1e92e8f5b6024d1cb14f77178788926a\hdbscan\_hdbscan_boruvka.pyxtree = Parsing.p_module(s, pxd, full_module_name)C:\Users\ADMINI~1\AppData\Local\Temp\pip-build-env-duca94o_\overlay\Lib\site-packages\Cython\Compiler\Main.py:369: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: C:\Users\ADMINI~1\AppData\Local\Temp\pip-install-4f2tqlz5\hdbscan_1e92e8f5b6024d1cb14f77178788926a\hdbscan\_hdbscan_reachability.pyxtree = Parsing.p_module(s, pxd, full_module_name)C:\Users\ADMINI~1\AppData\Local\Temp\pip-build-env-duca94o_\overlay\Lib\site-packages\Cython\Compiler\Main.py:369: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: C:\Users\ADMINI~1\AppData\Local\Temp\pip-install-4f2tqlz5\hdbscan_1e92e8f5b6024d1cb14f77178788926a\hdbscan\_prediction_utils.pyxtree = Parsing.p_module(s, pxd, full_module_name)C:\Users\ADMINI~1\AppData\Local\Temp\pip-build-env-duca94o_\overlay\Lib\site-packages\Cython\Compiler\Main.py:369: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: C:\Users\ADMINI~1\AppData\Local\Temp\pip-install-4f2tqlz5\hdbscan_1e92e8f5b6024d1cb14f77178788926a\hdbscan\dist_metrics.pxdtree = Parsing.p_module(s, pxd, full_module_name)error: Microsoft Visual C++ 14.0 or greater is required. Get it with "Microsoft C++ Build Tools": https://visualstudio.microsoft.com/visual-cpp-build-tools/----------------------------------------ERROR: Failed building wheel for hdbscan
Failed to build hdbscan
ERROR: Could not build wheels for hdbscan which use PEP 517 and cannot be installed directly

Solvement

使用 conda 重新安装 hdbscan

打开 anaconda Cloud 官网
在搜索栏输入 hdbscan，选择一个下载次数最多，或者平台支持最广的版本 (2020/12/16 更新: 建议选择第二个下载源, 即 zeus1942/hdbscan, 作者在使用第一个时遇到了一些问题)
任选一个安装命令执行即可

最后显示安装成功

Downloading and Extracting Packages
intel-openmp-2020.3  | 2.0 MB    | ############################################################################ | 100%
scipy-1.1.0          | 10.3 MB   | ############################################################################ | 100%
mkl-2018.0.3         | 112.6 MB  | ############################################################################ | 100%
certifi-2018.8.24    | 139 KB    | ############################################################################ | 100%
scikit-learn-0.20.0  | 3.8 MB    | ############################################################################ | 100%
numpy-1.14.2         | 2.9 MB    | ############################################################################ | 100%
hdbscan-0.8.18       | 494 KB    | ############################################################################ | 100%
Preparing transaction: done
Verifying transaction: done
Executing transaction: done(Cluster) C:\Users\Administrator>

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Solved ERROR: Could not build wheels for hdbscan which use PEP 517 and cannot be installed directly

Problem

Solvement

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