The Manager.Queue implementation from the loky backend seems to be broken

[ogrisel]

See the reproducer in: joblib/joblib#1467 (comment)

where it causes the code to raise:

TypeError: 'NoneType' object cannot be interpreted as an integer

[uchenily]

Thanks for your help, ogrisel.
I don't have any idea now, but let me add a little extra information:

Parallel(n_jobs=2)((delayed(func1)(queue) for _ in range(32)))
Parallel(n_jobs=2, backend="multiprocessing")((delayed(func1)(queue) for _ in range(32)))
Parallel(n_jobs=2, backend="loky")((delayed(func1)(queue) for _ in range(32)))
Parallel(n_jobs=2, backend="threading")((delayed(func1)(queue) for _ in range(32)))

Neither the default backend locy nor the multiprocessing backend work.
If I use the threading backend there will be no problem.

  File "/Users/ogrisel/mambaforge/envs/dev/lib/python3.11/multiprocessing/connection.py", line 367, in _send
    n = write(self._handle, buf)
        ^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: 'NoneType' object cannot be interpreted as an integer

Here, self._handle became None, I think it related to _ConnectionBase#close() method in multiprocessing/connection.py
when this method is called, self._handle will be reset to None

There may be conflicts between two or more processes during resource cleaning.