ERROR: Could not build wheels for ilupp, which is required to install pyproject.toml-based projects

[JiaLonghao1997]

When I want to install ilupp, I get the following error. We tried searching for a solution via Google, but to no avail. If you can provide some helpful suggestions, I would be very grateful.

(l2g2l) [jialh@amdnode2 ~]$ pip install ilupp
Collecting ilupp
  Using cached ilupp-1.0.2.tar.gz (155 kB)
  Preparing metadata (setup.py) ... done
Collecting numpy>=1.11 (from ilupp)
  Using cached numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB)
Collecting scipy (from ilupp)
  Using cached scipy-1.13.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (60 kB)
Using cached numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (18.0 MB)
Using cached scipy-1.13.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (38.2 MB)
Building wheels for collected packages: ilupp
  Building wheel for ilupp (setup.py) ... error
  error: subprocess-exited-with-error
  
  × python setup.py bdist_wheel did not run successfully.
  │ exit code: 1
  ╰─> [28 lines of output]
      /home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/lib/python3.12/site-packages/setuptools/__init__.py:81: _DeprecatedInstaller: setuptools.installer and fetch_build_eggs are deprecated.
      !!
      
              ********************************************************************************
              Requirements should be satisfied by a PEP 517 installer.
              If you are using pip, you can try `pip install --use-pep517`.
              ********************************************************************************
      
      !!
        dist.fetch_build_eggs(dist.setup_requires)
      running bdist_wheel
      running build
      running build_py
      creating build
      creating build/lib.linux-x86_64-cpython-312
      creating build/lib.linux-x86_64-cpython-312/ilupp
      copying ilupp/__init__.py -> build/lib.linux-x86_64-cpython-312/ilupp
      running build_ext
      creating tmp
      gcc -pthread -B /home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/compiler_compat -fno-strict-overflow -DNDEBUG -O2 -Wall -fPIC -O2 -isystem /home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/include -fPIC -O2 -isystem /home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/include -fPIC -I/home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/include/python3.12 -c /tmp/tmp5fvhfh07.cpp -o tmp/tmp5fvhfh07.o -std=c++17
      gcc -pthread -B /home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/compiler_compat -fno-strict-overflow -DNDEBUG -O2 -Wall -fPIC -O2 -isystem /home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/include -fPIC -O2 -isystem /home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/include -fPIC -I/home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/include/python3.12 -c /tmp/tmp_hc410im.cpp -o tmp/tmp_hc410im.o -fvisibility=hidden
      building 'ilupp._ilupp' extension
      creating build/temp.linux-x86_64-cpython-312
      creating build/temp.linux-x86_64-cpython-312/src
      gcc -pthread -B /home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/compiler_compat -fno-strict-overflow -DNDEBUG -O2 -Wall -fPIC -O2 -isystem /home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/include -fPIC -O2 -isystem /home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/include -fPIC -I/tmp/pip-install-7crf4_ya/ilupp_e4ed8533b166465baedcb28d94298ad7/.eggs/pybind11-2.12.0-py3.12.egg/pybind11/include -I/tmp/pip-install-7crf4_ya/ilupp_e4ed8533b166465baedcb28d94298ad7/.eggs/pybind11-2.12.0-py3.12.egg/pybind11/include -I/home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l/include/python3.12 -c src/binding.cpp -o build/temp.linux-x86_64-cpython-312/src/binding.o -DVERSION_INFO=\"1.0.2\" -std=c++17 -fvisibility=hidden
      gcc: fatal error: Killed signal terminated program cc1plus
      compilation terminated.
      error: command '/home1/jialh/tools/anaconda3/envs/cxx-compiler/bin/gcc' failed with exit code 1
      [end of output]
  
  note: This error originates from a subprocess, and is likely not a problem with pip.
  ERROR: Failed building wheel for ilupp
  Running setup.py clean for ilupp
Failed to build ilupp
ERROR: Could not build wheels for ilupp, which is required to install pyproject.toml-based projects

Here are my python and packages:

(l2g2l) [jialh@amdnode2 ~]$ conda list
# packages in environment at /home1/jialh/tools/anaconda3/envs/mamba/envs/l2g2l:
#
# Name                    Version                   Build  Channel
_libgcc_mutex             0.1                 conda_forge    conda-forge
_openmp_mutex             4.5                       2_gnu    conda-forge
bzip2                     1.0.8                hd590300_5    conda-forge
ca-certificates           2024.2.2             hbcca054_0    conda-forge
expat                     2.6.2                h59595ed_0    conda-forge
ld_impl_linux-64          2.40                 h41732ed_0    conda-forge
libexpat                  2.6.2                h59595ed_0    conda-forge
libffi                    3.4.2                h7f98852_5    conda-forge
libgcc-ng                 13.2.0               h807b86a_5    conda-forge
libgomp                   13.2.0               h807b86a_5    conda-forge
libnsl                    2.0.1                hd590300_0    conda-forge
libsqlite                 3.45.2               h2797004_0    conda-forge
libuuid                   1.41.5               h5eee18b_0  
libxcrypt                 4.4.36               hd590300_1    conda-forge
libzlib                   1.2.13               hd590300_5    conda-forge
ncurses                   6.4.20240210         h59595ed_0    conda-forge
openssl                   3.2.1                hd590300_1    conda-forge
pip                       24.0               pyhd8ed1ab_0    conda-forge
python                    3.12.0               h996f2a0_0    anaconda
readline                  8.2                  h8228510_1    conda-forge
setuptools                69.2.0             pyhd8ed1ab_0    conda-forge
sqlite                    3.45.2               h2c6b66d_0    conda-forge
tk                        8.6.13          noxft_h4845f30_101    conda-forge
tzdata                    2024a                h0c530f3_0    conda-forge
wheel                     0.43.0             pyhd8ed1ab_1    conda-forge
xz                        5.4.6                h5eee18b_0  
zlib                      1.2.13               hd590300_5    conda-forge

My gcc and g++ is:

(l2g2l) [jialh@amdnode2 ~]$ gcc --version
gcc (conda-forge gcc 12.3.0-3) 12.3.0
Copyright (C) 2022 Free Software Foundation, Inc.
This is free software; see the source for copying conditions.  There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.

(l2g2l) [jialh@amdnode2 ~]$ g++ --version
g++ (conda-forge gcc 12.3.0-3) 12.3.0
Copyright (C) 2022 Free Software Foundation, Inc.
This is free software; see the source for copying conditions.  There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.