Can't install on Python 3.12

[daviddavo]

I tried to install the lightfm package on Python 3.12

$ python -m venv venv
$ source venv/bin/activate
$ pip install lightfm
Collecting lightfm
  Using cached lightfm-1.17.tar.gz (316 kB)
  Installing build dependencies ... done
  Getting requirements to build wheel ... error
  error: subprocess-exited-with-error

  × Getting requirements to build wheel did not run successfully.
  │ exit code: 1
  ╰─> [20 lines of output]
      Traceback (most recent call last):
        File "/tmp/venv/lib/python3.12/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 353, in <module>
          main()
        File "/tmp/venv/lib/python3.12/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 335, in main
          json_out['return_val'] = hook(**hook_input['kwargs'])
                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
        File "/tmp/venv/lib/python3.12/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 118, in get_requires_for_build_wheel
          return hook(config_settings)
                 ^^^^^^^^^^^^^^^^^^^^^
        File "/tmp/pip-build-env-lgz3q2o2/overlay/lib/python3.12/site-packages/setuptools/build_meta.py", line 325, in get_requires_for_build_wheel
          return self._get_build_requires(config_settings, requirements=['wheel'])
                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
        File "/tmp/pip-build-env-lgz3q2o2/overlay/lib/python3.12/site-packages/setuptools/build_meta.py", line 295, in _get_build_requires
          self.run_setup()
        File "/tmp/pip-build-env-lgz3q2o2/overlay/lib/python3.12/site-packages/setuptools/build_meta.py", line 487, in run_setup
          super().run_setup(setup_script=setup_script)
        File "/tmp/pip-build-env-lgz3q2o2/overlay/lib/python3.12/site-packages/setuptools/build_meta.py", line 311, in run_setup
          exec(code, locals())
        File "<string>", line 11, in <module>
      AttributeError: 'dict' object has no attribute '__LIGHTFM_SETUP__'
      [end of output]

  note: This error originates from a subprocess, and is likely not a problem with pip.
error: subprocess-exited-with-error

× Getting requirements to build wheel did not run successfully.
│ exit code: 1
╰─> See above for output.

note: This error originates from a subprocess, and is likely not a problem with pip.

I tried installing wheel and setuptools beforehand, and I get another different error:

Logs after installing setuptools and wheel

pip install lightfm
Collecting lightfm
  Using cached lightfm-1.17.tar.gz (316 kB)
  Preparing metadata (setup.py) ... done
Collecting numpy (from lightfm)
  Using cached numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB)
Collecting scipy>=0.17.0 (from lightfm)
  Using cached scipy-1.13.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (60 kB)
Collecting requests (from lightfm)
  Using cached requests-2.31.0-py3-none-any.whl.metadata (4.6 kB)
Collecting scikit-learn (from lightfm)
  Using cached scikit_learn-1.4.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (11 kB)
Collecting charset-normalizer<4,>=2 (from requests->lightfm)
  Using cached charset_normalizer-3.3.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (33 kB)
Collecting idna<4,>=2.5 (from requests->lightfm)
  Using cached idna-3.7-py3-none-any.whl.metadata (9.9 kB)
Collecting urllib3<3,>=1.21.1 (from requests->lightfm)
  Using cached urllib3-2.2.1-py3-none-any.whl.metadata (6.4 kB)
Collecting certifi>=2017.4.17 (from requests->lightfm)
  Using cached certifi-2024.2.2-py3-none-any.whl.metadata (2.2 kB)
Collecting joblib>=1.2.0 (from scikit-learn->lightfm)
  Using cached joblib-1.4.2-py3-none-any.whl.metadata (5.4 kB)
Collecting threadpoolctl>=2.0.0 (from scikit-learn->lightfm)
  Using cached threadpoolctl-3.5.0-py3-none-any.whl.metadata (13 kB)
Using cached scipy-1.13.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (38.2 MB)
Using cached numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (18.0 MB)
Using cached requests-2.31.0-py3-none-any.whl (62 kB)
Using cached scikit_learn-1.4.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (12.2 MB)
Using cached certifi-2024.2.2-py3-none-any.whl (163 kB)
Using cached charset_normalizer-3.3.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (141 kB)
Using cached idna-3.7-py3-none-any.whl (66 kB)
Using cached joblib-1.4.2-py3-none-any.whl (301 kB)
Using cached threadpoolctl-3.5.0-py3-none-any.whl (18 kB)
Using cached urllib3-2.2.1-py3-none-any.whl (121 kB)
Building wheels for collected packages: lightfm
  Building wheel for lightfm (setup.py) ... error
  error: subprocess-exited-with-error

  × python setup.py bdist_wheel did not run successfully.
  │ exit code: 1
  ╰─> [224 lines of output]
      /tmp/venv/lib/python3.12/site-packages/setuptools/dist.py:476: SetuptoolsDeprecationWarning: Invalid dash-separated options
      !!

              ********************************************************************************
              Usage of dash-separated 'description-file' will not be supported in future
              versions. Please use the underscore name 'description_file' instead.

              By 2024-Sep-26, you need to update your project and remove deprecated calls
              or 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_wheel
      running build
      running build_py
      creating build
      creating build/lib.linux-x86_64-cpython-312
      creating build/lib.linux-x86_64-cpython-312/lightfm
      copying lightfm/__init__.py -> build/lib.linux-x86_64-cpython-312/lightfm
      copying lightfm/_lightfm_fast.py -> build/lib.linux-x86_64-cpython-312/lightfm
      copying lightfm/cross_validation.py -> build/lib.linux-x86_64-cpython-312/lightfm
      copying lightfm/data.py -> build/lib.linux-x86_64-cpython-312/lightfm
      copying lightfm/evaluation.py -> build/lib.linux-x86_64-cpython-312/lightfm
      copying lightfm/lightfm.py -> build/lib.linux-x86_64-cpython-312/lightfm
      creating build/lib.linux-x86_64-cpython-312/lightfm/datasets
      copying lightfm/datasets/__init__.py -> build/lib.linux-x86_64-cpython-312/lightfm/datasets
      copying lightfm/datasets/_common.py -> build/lib.linux-x86_64-cpython-312/lightfm/datasets
      copying lightfm/datasets/movielens.py -> build/lib.linux-x86_64-cpython-312/lightfm/datasets
      copying lightfm/datasets/stackexchange.py -> build/lib.linux-x86_64-cpython-312/lightfm/datasets
      copying lightfm/_lightfm_fast_no_openmp.c -> build/lib.linux-x86_64-cpython-312/lightfm
      copying lightfm/_lightfm_fast_openmp.c -> build/lib.linux-x86_64-cpython-312/lightfm
      running build_ext
      building 'lightfm._lightfm_fast_openmp' extension
      creating build/temp.linux-x86_64-cpython-312
      creating build/temp.linux-x86_64-cpython-312/lightfm
      gcc -fno-strict-overflow -DNDEBUG -g -O3 -Wall -march=x86-64 -mtune=generic -O3 -pipe -fno-plt -fexceptions -Wp,-D_FORTIFY_SOURCE=2 -Wformat -Werror=format-security -fstack-clash-protection -fcf-protection -g -ffile-prefix-map=/build/python/src=/usr/src/debug/python -flto=auto -ffat-lto-objects -march=x86-64 -mtune=generic -O3 -pipe -fno-plt -fexceptions -Wp,-D_FORTIFY_SOURCE=2 -Wformat -Werror=format-security -fstack-clash-protection -fcf-protection -g -ffile-prefix-map=/build/python/src=/usr/src/debug/python -flto=auto -march=x86-64 -mtune=generic -O3 -pipe -fno-plt -fexceptions -Wp,-D_FORTIFY_SOURCE=2 -Wformat -Werror=format-security -fstack-clash-protection -fcf-protection -g -ffile-prefix-map=/build/python/src=/usr/src/debug/python -flto=auto -fPIC -I/tmp/venv/include -I/usr/include/python3.12 -c lightfm/_lightfm_fast_openmp.c -o build/temp.linux-x86_64-cpython-312/lightfm/_lightfm_fast_openmp.o -ffast-math -march=native -fopenmp
      lightfm/_lightfm_fast_openmp.c: In function ‘__pyx_pf_7lightfm_20_lightfm_fast_openmp_9CSRMatrix_2__reduce_cython__’:
      lightfm/_lightfm_fast_openmp.c:3597:5: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       3597 |     __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_pyx_unpickle_CSRMatrix); if (unlikely(!__pyx_t_6)) __PYX_ERR(1, 13, __pyx_L1_error)
            |     ^~~~~~~~~~~~~~~~~~~~~~~~~
      In file included from /usr/include/python3.12/dictobject.h:90,
                       from /usr/include/python3.12/Python.h:64,
                       from lightfm/_lightfm_fast_openmp.c:22:
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c:3643:5: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       3643 |     __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_pyx_unpickle_CSRMatrix); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 15, __pyx_L1_error)
            |     ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__pyx_pf_7lightfm_20_lightfm_fast_openmp_11FastLightFM_2__reduce_cython__’:
      lightfm/_lightfm_fast_openmp.c:4491:5: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       4491 |     __Pyx_GetModuleGlobalName(__pyx_t_20, __pyx_n_s_pyx_unpickle_FastLightFM); if (unlikely(!__pyx_t_20)) __PYX_ERR(1, 13, __pyx_L1_error)
            |     ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c:4537:5: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       4537 |     __Pyx_GetModuleGlobalName(__pyx_t_19, __pyx_n_s_pyx_unpickle_FastLightFM); if (unlikely(!__pyx_t_19)) __PYX_ERR(1, 15, __pyx_L1_error)
            |     ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__pyx_pf_7lightfm_20_lightfm_fast_openmp_2fit_warp’:
      lightfm/_lightfm_fast_openmp.c:7025:3: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       7025 |   __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 819, __pyx_L1_error)
            |   ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c:7030:3: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       7030 |   __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 819, __pyx_L1_error)
            |   ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c:7108:3: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       7108 |   __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_np); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 820, __pyx_L1_error)
            |   ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__pyx_pf_7lightfm_20_lightfm_fast_openmp_4fit_warp_kos’:
      lightfm/_lightfm_fast_openmp.c:7922:3: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       7922 |   __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 950, __pyx_L1_error)
            |   ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c:7927:3: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       7927 |   __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 950, __pyx_L1_error)
            |   ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c:8005:3: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       8005 |   __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_np); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 951, __pyx_L1_error)
            |   ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__pyx_pf_7lightfm_20_lightfm_fast_openmp_6fit_bpr’:
      lightfm/_lightfm_fast_openmp.c:8929:3: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       8929 |   __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1108, __pyx_L1_error)
            |   ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c:8934:3: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       8934 |   __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1108, __pyx_L1_error)
            |   ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c:9012:3: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
       9012 |   __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_np); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1109, __pyx_L1_error)
            |   ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__pyx_pf___pyx_MemviewEnum___reduce_cython__’:
      lightfm/_lightfm_fast_openmp.c:14112:5: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
      14112 |     __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_pyx_unpickle_Enum); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 13, __pyx_L1_error)
            |     ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c:14158:5: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
      14158 |     __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_pyx_unpickle_Enum); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 15, __pyx_L1_error)
            |     ^~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__pyx_memview_slice’:
      lightfm/_lightfm_fast_openmp.c:19295:3: warning: ‘Py_OptimizeFlag’ is deprecated [-Wdeprecated-declarations]
      19295 |   if (unlikely(!Py_OptimizeFlag)) {
            |   ^~
      In file included from /usr/include/python3.12/Python.h:48:
      /usr/include/python3.12/cpython/pydebug.h:13:37: note: declared here
         13 | Py_DEPRECATED(3.12) PyAPI_DATA(int) Py_OptimizeFlag;
            |                                     ^~~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__Pyx_get_tp_dict_version’:
      lightfm/_lightfm_fast_openmp.c:27791:5: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
      27791 |     return likely(dict) ? __PYX_GET_DICT_VERSION(dict) : 0;
            |     ^~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__Pyx_get_object_dict_version’:
      lightfm/_lightfm_fast_openmp.c:27803:5: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
      27803 |     return (dictptr && *dictptr) ? __PYX_GET_DICT_VERSION(*dictptr) : 0;
            |     ^~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__Pyx_object_dict_version_matches’:
      lightfm/_lightfm_fast_openmp.c:27807:5: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
      27807 |     if (unlikely(!dict) || unlikely(tp_dict_version != __PYX_GET_DICT_VERSION(dict)))
            |     ^~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__Pyx__GetModuleGlobalName’:
      lightfm/_lightfm_fast_openmp.c:27824:5: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
      27824 |     __PYX_UPDATE_DICT_CACHE(__pyx_d, result, *dict_cached_value, *dict_version)
            |     ^~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__Pyx_Raise’:
      lightfm/_lightfm_fast_openmp.c:28344:34: error: ‘PyThreadState’ {aka ‘struct _ts’} has no member named ‘curexc_traceback’
      28344 |         PyObject* tmp_tb = tstate->curexc_traceback;
            |                                  ^~
      lightfm/_lightfm_fast_openmp.c:28347:19: error: ‘PyThreadState’ {aka ‘struct _ts’} has no member named ‘curexc_traceback’
      28347 |             tstate->curexc_traceback = tb;
            |                   ^~
      lightfm/_lightfm_fast_openmp.c: In function ‘__Pyx_PyInt_AddObjC’:
      lightfm/_lightfm_fast_openmp.c:28981:51: error: ‘PyLongObject’ {aka ‘struct _longobject’} has no member named ‘ob_digit’
      28981 |         const digit* digits = ((PyLongObject*)op1)->ob_digit;
            |                                                   ^~
      lightfm/_lightfm_fast_openmp.c: In function ‘__Pyx_CLineForTraceback’:
      lightfm/_lightfm_fast_openmp.c:29295:9: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
      29295 |         __PYX_PY_DICT_LOOKUP_IF_MODIFIED(
            |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c:29295:9: warning: ‘ma_version_tag’ is deprecated [-Wdeprecated-declarations]
      29295 |         __PYX_PY_DICT_LOOKUP_IF_MODIFIED(
            |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
      /usr/include/python3.12/cpython/dictobject.h:22:34: note: declared here
         22 |     Py_DEPRECATED(3.12) uint64_t ma_version_tag;
            |                                  ^~~~~~~~~~~~~~
      lightfm/_lightfm_fast_openmp.c: In function ‘__Pyx_PyInt_As_int’:
      lightfm/_lightfm_fast_openmp.c:30607:53: error: ‘PyLongObject’ {aka ‘struct _longobject’} has no member named ‘ob_digit’
      30607 |             const digit* digits = ((PyLongObject*)x)->ob_digit;
            |                                                     ^~
      lightfm/_lightfm_fast_openmp.c:30662:53: error: ‘PyLongObject’ {aka ‘struct _longobject’} has no member named ‘ob_digit’
      30662 |             const digit* digits = ((PyLongObject*)x)->ob_digit;
            |                                                     ^~
      lightfm/_lightfm_fast_openmp.c: In function ‘__Pyx_PyInt_As_long’:
      lightfm/_lightfm_fast_openmp.c:30803:53: error: ‘PyLongObject’ {aka ‘struct _longobject’} has no member named ‘ob_digit’
      30803 |             const digit* digits = ((PyLongObject*)x)->ob_digit;
            |                                                     ^~
      lightfm/_lightfm_fast_openmp.c:30858:53: error: ‘PyLongObject’ {aka ‘struct _longobject’} has no member named ‘ob_digit’
      30858 |             const digit* digits = ((PyLongObject*)x)->ob_digit;
            |                                                     ^~
      lightfm/_lightfm_fast_openmp.c: In function ‘__Pyx_PyInt_As_char’:
      lightfm/_lightfm_fast_openmp.c:31037:53: error: ‘PyLongObject’ {aka ‘struct _longobject’} has no member named ‘ob_digit’
      31037 |             const digit* digits = ((PyLongObject*)x)->ob_digit;
            |                                                     ^~
      lightfm/_lightfm_fast_openmp.c:31092:53: error: ‘PyLongObject’ {aka ‘struct _longobject’} has no member named ‘ob_digit’
      31092 |             const digit* digits = ((PyLongObject*)x)->ob_digit;
            |                                                     ^~
      lightfm/_lightfm_fast_openmp.c: In function ‘__Pyx_PyIndex_AsSsize_t’:
      lightfm/_lightfm_fast_openmp.c:31443:45: error: ‘PyLongObject’ {aka ‘struct _longobject’} has no member named ‘ob_digit’
      31443 |     const digit* digits = ((PyLongObject*)b)->ob_digit;
            |                                             ^~
      error: command '/usr/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 lightfm
  Running setup.py clean for lightfm
Failed to build lightfm
ERROR: Could not build wheels for lightfm, which is required to install pyproject.toml-based projects

[K-Winkles]

Seconded.

`Collecting lightfm
Using cached lightfm-1.17.tar.gz (316 kB)
Preparing metadata (setup.py) ... done
Requirement already satisfied: numpy in /Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages (from lightfm) (1.26.4)
Requirement already satisfied: scipy>=0.17.0 in /Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages (from lightfm) (1.12.0)
Requirement already satisfied: requests in /Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages (from lightfm) (2.31.0)
Requirement already satisfied: scikit-learn in /Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages (from lightfm) (1.4.2)
Requirement already satisfied: charset-normalizer<4,>=2 in /Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages (from requests->lightfm) (3.3.2)
Requirement already satisfied: idna<4,>=2.5 in /Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages (from requests->lightfm) (3.6)
Requirement already satisfied: urllib3<3,>=1.21.1 in /Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages (from requests->lightfm) (2.2.1)
Requirement already satisfied: certifi>=2017.4.17 in /Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages (from requests->lightfm) (2024.2.2)
Requirement already satisfied: joblib>=1.2.0 in /Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages (from scikit-learn->lightfm) (1.2.0)
Requirement already satisfied: threadpoolctl>=2.0.0 in /Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages (from scikit-learn->lightfm) (3.4.0)
Building wheels for collected packages: lightfm
Building wheel for lightfm (setup.py) ... error
error: subprocess-exited-with-error

× python setup.py bdist_wheel did not run successfully.
│ exit code: 1
╰─> [387 lines of output]
Compiling without OpenMP support.
/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/setuptools/dist.py:476: SetuptoolsDeprecationWarning: Invalid dash-separated options
!!

          ********************************************************************************
          Usage of dash-separated 'description-file' will not be supported in future
          versions. Please use the underscore name 'description_file' instead.
  
          By 2024-Sep-26, you need to update your project and remove deprecated calls
          or 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_wheel
  running build
  running build_py
  creating build
  creating build/lib.macosx-10.9-universal2-cpython-312
  creating build/lib.macosx-10.9-universal2-cpython-312/lightfm
  copying lightfm/lightfm.py -> build/lib.macosx-10.9-universal2-cpython-312/lightfm
  copying lightfm/evaluation.py -> build/lib.macosx-10.9-universal2-cpython-312/lightfm
  copying lightfm/__init__.py -> build/lib.macosx-10.9-universal2-cpython-312/lightfm
  copying lightfm/_lightfm_fast.py -> build/lib.macosx-10.9-universal2-cpython-312/lightfm
  copying lightfm/data.py -> build/lib.macosx-10.9-universal2-cpython-312/lightfm
  copying lightfm/cross_validation.py -> build/lib.macosx-10.9-universal2-cpython-312/lightfm
  creating build/lib.macosx-10.9-universal2-cpython-312/lightfm/datasets
  copying lightfm/datasets/_common.py -> build/lib.macosx-10.9-universal2-cpython-312/lightfm/datasets
  copying lightfm/datasets/__init__.py -> build/lib.macosx-10.9-universal2-cpython-312/lightfm/datasets
  copying lightfm/datasets/movielens.py -> build/lib.macosx-10.9-universal2-cpython-312/lightfm/datasets
  copying lightfm/datasets/stackexchange.py -> build/lib.macosx-10.9-universal2-cpython-312/lightfm/datasets
  copying lightfm/_lightfm_fast_no_openmp.c -> build/lib.macosx-10.9-universal2-cpython-312/lightfm
  copying lightfm/_lightfm_fast_openmp.c -> build/lib.macosx-10.9-universal2-cpython-312/lightfm
  running build_ext
  building 'lightfm._lightfm_fast_no_openmp' extension
  creating build/temp.macosx-10.9-universal2-cpython-312
  creating build/temp.macosx-10.9-universal2-cpython-312/lightfm
  clang -fno-strict-overflow -Wsign-compare -Wunreachable-code -fno-common -dynamic -DNDEBUG -g -O3 -Wall -arch arm64 -arch x86_64 -g -I/Library/Frameworks/Python.framework/Versions/3.12/include/python3.12 -c lightfm/_lightfm_fast_no_openmp.c -o build/temp.macosx-10.9-universal2-cpython-312/lightfm/_lightfm_fast_no_openmp.o -ffast-math
  lightfm/_lightfm_fast_no_openmp.c:3590:5: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
      __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_pyx_unpickle_CSRMatrix); if (unlikely(!__pyx_t_6)) __PYX_ERR(1, 13, __pyx_L1_error)
      ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:3636:5: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
      __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_pyx_unpickle_CSRMatrix); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 15, __pyx_L1_error)
      ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:4484:5: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
      __Pyx_GetModuleGlobalName(__pyx_t_20, __pyx_n_s_pyx_unpickle_FastLightFM); if (unlikely(!__pyx_t_20)) __PYX_ERR(1, 13, __pyx_L1_error)
      ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:4530:5: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
      __Pyx_GetModuleGlobalName(__pyx_t_19, __pyx_n_s_pyx_unpickle_FastLightFM); if (unlikely(!__pyx_t_19)) __PYX_ERR(1, 15, __pyx_L1_error)
      ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:6958:3: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
    __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 813, __pyx_L1_error)
    ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:6963:3: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
    __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 813, __pyx_L1_error)
    ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:7041:3: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
    __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_np); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 814, __pyx_L1_error)
    ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:7808:3: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
    __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 944, __pyx_L1_error)
    ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:7813:3: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
    __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 944, __pyx_L1_error)
    ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:7891:3: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
    __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_np); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 945, __pyx_L1_error)
    ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:8762:3: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
    __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1102, __pyx_L1_error)
    ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:8767:3: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
    __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1102, __pyx_L1_error)
    ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:8845:3: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
    __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_np); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1103, __pyx_L1_error)
    ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:13782:5: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
      __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_pyx_unpickle_Enum); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 13, __pyx_L1_error)
      ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:13828:5: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
      __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_pyx_unpickle_Enum); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 15, __pyx_L1_error)
      ^
  lightfm/_lightfm_fast_no_openmp.c:1507:43: note: expanded from macro '__Pyx_GetModuleGlobalName'
      (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
                                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:18965:17: warning: 'Py_OptimizeFlag' is deprecated [-Wdeprecated-declarations]
    if (unlikely(!Py_OptimizeFlag)) {
                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/pydebug.h:13:1: note: 'Py_OptimizeFlag' has been explicitly marked deprecated here
  Py_DEPRECATED(3.12) PyAPI_DATA(int) Py_OptimizeFlag;
  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:27445:27: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
      return likely(dict) ? __PYX_GET_DICT_VERSION(dict) : 0;
                            ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:27457:36: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
      return (dictptr && *dictptr) ? __PYX_GET_DICT_VERSION(*dictptr) : 0;
                                     ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:27461:56: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
      if (unlikely(!dict) || unlikely(tp_dict_version != __PYX_GET_DICT_VERSION(dict)))
                                                         ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:27478:5: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
      __PYX_UPDATE_DICT_CACHE(__pyx_d, result, *dict_cached_value, *dict_version)
      ^
  lightfm/_lightfm_fast_no_openmp.c:1481:21: note: expanded from macro '__PYX_UPDATE_DICT_CACHE'
      (version_var) = __PYX_GET_DICT_VERSION(dict);\
                      ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:27998:36: error: no member named 'curexc_traceback' in 'struct _ts'
          PyObject* tmp_tb = tstate->curexc_traceback;
                             ~~~~~~  ^
  lightfm/_lightfm_fast_no_openmp.c:28001:21: error: no member named 'curexc_traceback' in 'struct _ts'
              tstate->curexc_traceback = tb;
              ~~~~~~  ^
  lightfm/_lightfm_fast_no_openmp.c:28635:53: error: no member named 'ob_digit' in 'struct _longobject'
          const digit* digits = ((PyLongObject*)op1)->ob_digit;
                                ~~~~~~~~~~~~~~~~~~~~  ^
  lightfm/_lightfm_fast_no_openmp.c:28949:9: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
          __PYX_PY_DICT_LOOKUP_IF_MODIFIED(
          ^
  lightfm/_lightfm_fast_no_openmp.c:1486:16: note: expanded from macro '__PYX_PY_DICT_LOOKUP_IF_MODIFIED'
      if (likely(__PYX_GET_DICT_VERSION(DICT) == __pyx_dict_version)) {\
                 ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:28949:9: warning: 'ma_version_tag' is deprecated [-Wdeprecated-declarations]
          __PYX_PY_DICT_LOOKUP_IF_MODIFIED(
          ^
  lightfm/_lightfm_fast_no_openmp.c:1490:30: note: expanded from macro '__PYX_PY_DICT_LOOKUP_IF_MODIFIED'
          __pyx_dict_version = __PYX_GET_DICT_VERSION(DICT);\
                               ^
  lightfm/_lightfm_fast_no_openmp.c:1479:65: note: expanded from macro '__PYX_GET_DICT_VERSION'
  #define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
                                                                  ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/cpython/dictobject.h:22:5: note: 'ma_version_tag' has been explicitly marked deprecated here
      Py_DEPRECATED(3.12) uint64_t ma_version_tag;
      ^
  /Library/Frameworks/Python.framework/Versions/3.12/include/python3.12/pyport.h:317:54: note: expanded from macro 'Py_DEPRECATED'
  #define Py_DEPRECATED(VERSION_UNUSED) __attribute__((__deprecated__))
                                                       ^
  lightfm/_lightfm_fast_no_openmp.c:30261:55: error: no member named 'ob_digit' in 'struct _longobject'
              const digit* digits = ((PyLongObject*)x)->ob_digit;
                                    ~~~~~~~~~~~~~~~~~~  ^
  lightfm/_lightfm_fast_no_openmp.c:30316:55: error: no member named 'ob_digit' in 'struct _longobject'
              const digit* digits = ((PyLongObject*)x)->ob_digit;
                                    ~~~~~~~~~~~~~~~~~~  ^
  lightfm/_lightfm_fast_no_openmp.c:30457:55: error: no member named 'ob_digit' in 'struct _longobject'
              const digit* digits = ((PyLongObject*)x)->ob_digit;
                                    ~~~~~~~~~~~~~~~~~~  ^
  lightfm/_lightfm_fast_no_openmp.c:30512:55: error: no member named 'ob_digit' in 'struct _longobject'
              const digit* digits = ((PyLongObject*)x)->ob_digit;
                                    ~~~~~~~~~~~~~~~~~~  ^
  lightfm/_lightfm_fast_no_openmp.c:30691:55: error: no member named 'ob_digit' in 'struct _longobject'
              const digit* digits = ((PyLongObject*)x)->ob_digit;
                                    ~~~~~~~~~~~~~~~~~~  ^
  lightfm/_lightfm_fast_no_openmp.c:30746:55: error: no member named 'ob_digit' in 'struct _longobject'
              const digit* digits = ((PyLongObject*)x)->ob_digit;
                                    ~~~~~~~~~~~~~~~~~~  ^
  lightfm/_lightfm_fast_no_openmp.c:31097:47: error: no member named 'ob_digit' in 'struct _longobject'
      const digit* digits = ((PyLongObject*)b)->ob_digit;
                            ~~~~~~~~~~~~~~~~~~  ^
  22 warnings and 10 errors generated.
  error: command '/usr/bin/clang' 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 lightfm
Running setup.py clean for lightfm
Failed to build lightfm
ERROR: Could not build wheels for lightfm, which is required to install pyproject.toml-based projects`

[daviddavo]

Can you try installing my forked version to see if it works?

pip install git+https://github.com/daviddavo/lightfm

[RILUCK]

Any solution around it? @daviddavo @K-Winkles

ModuleNotFoundError: No module named 'lightfm._lightfm_fast_no_openmp'

[daviddavo]

The only solution I found was recompiling using newest Cython and creating my own package.

pip install git+https://github.com/daviddavo/lightfm

I'm no expert on Cython, so I don't know what caveats does it have or If I broke something. All tests are passing, though.

[K-Winkles]

Honestly I just downgraded to Python 3.10.10 and it started working for me again