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安装hmmlearn时出现cl.exe编译错误,求解决方案

Fixing hmmlearn Installation Compilation Error on Windows (Anaconda Python 3.6)

Hey there, let's work through this compilation error you're hitting when installing hmmlearn. The key issues here are the missing MSVC compiler setup and a hiccup with numpy's distutils module. Here are actionable steps to resolve this:

First, Let's Recap the Error Context

You're getting a failure when the build process tries to run cl.exe (the Microsoft Visual C++ compiler) to compile the C extension for hmmlearn, along with a warning about missing numpy.distutils._msvccompiler. Here's the truncated error log for reference:

creating build\temp.win-amd64-3.6\Release\hmmlearn
cl.exe /c /nologo /Ox /W3 /GL /DNDEBUG /MT -Ic:\users\vibhuti\anaconda3\lib\site-packages\numpy\core\include -Ic:\users\vibhuti\anaconda3\include -Ic:\users\vibhuti\anaconda3\include /Tchmmlearn/_hmmc.c /Fobuild\temp.win-amd64-3.6\Release\hmmlearn/_hmmc.obj -O3
error: Command "cl.exe /c /nologo /Ox /W3 /GL /DNDEBUG /MT -Ic:\users\vibhuti\anaconda3\lib\site-packages\numpy\core\include -Ic:\users\vibhuti\anaconda3\include -Ic:\users\vibhuti\anaconda3\include /Tchmmlearn/_hmmc.c /Fobuild\temp.win-amd64-3.6\Release\hmmlearn/_hmmc.obj -O3" failed with exit status 127
Failed building wheel for hmmlearn
...
No module named 'numpy.distutils._msvccompiler' in numpy.distutils; trying from distutils

Solution 1: Use Conda to Install hmmlearn (Easiest Fix)

Since you're using Anaconda, skip the compilation entirely by installing the pre-built conda package:

  1. First, uninstall any partial installations of hmmlearn:
    pip uninstall -y hmmlearn
    
  2. Install from conda-forge (which maintains pre-built packages for most libraries):
    conda install -c conda-forge hmmlearn
    

This should bypass the need for compiling the C extension altogether.

Solution 2: Install a Pre-Compiled Wheel with Pip

If conda isn't an option, grab a pre-built wheel file compatible with your Python 3.6 (AMD64) setup:

  1. Clean up previous attempts:
    pip uninstall -y hmmlearn
    
  2. Download the correct wheel file (look for a file named something like hmmlearn-<version>-cp36-cp36m-win_amd64.whl from a trusted Python package wheel repository)
  3. Install the wheel directly:
    pip install path/to/your/downloaded/hmmlearn-wheel-file.whl
    

Solution 3: Fix the MSVC Compiler and Numpy Setup

If you really need to compile from source, fix the underlying compiler and numpy issues:

  • Install Visual Studio Build Tools:
    Download and install the Visual Studio Build Tools (select the "Desktop development with C++" workload). Make sure to include the MSVC v141 toolset (compatible with Python 3.6) during installation. After installing, restart your terminal to ensure the compiler is in your system PATH.
  • Repair/Update Numpy:
    The missing numpy.distutils._msvccompiler error suggests your numpy installation might be corrupted or outdated. Fix this with:
    conda update numpy
    # If that doesn't work, reinstall numpy:
    conda uninstall -y numpy && conda install numpy
    
  • Try installing hmmlearn again with pip:
    pip install hmmlearn --no-cache-dir
    

内容的提问来源于stack exchange,提问作者Vibhuti

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最近更新时间:2026.05.28 10:11:39