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Solve the following problem using Python, implementing the functions described below, one line at a time
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Description:
 def multiprocess_with_queues(nproc, func, inputs, verbose=False, **progress_kw):
 """Map a function over a list of inputs using multiprocess This essentially duplicates `multiprocess.map` but allows for arbitrary functions (that aren't necessarily importable) Parameters nproc : `int` number of processes to use, if ``1`` is given, the current process is used, and no child processes are forked func : `callable` the function to call in each iteration, should take a single argument that is the next element from ``inputs`` inputs : `iterable` iterable (e.g. `list`) of inputs, each element of which is passed to ``func`` in one of the child processes verbose : `bool`, `str`, optional if `True`, print progress to the console as a bar, pass a `str` to customise the heading for the progress bar, default: `False`, (default heading ``'Processing:'`` if ``verbose=True`) Returns ------- outputs : `list` the `list` of results from calling ``func(x)`` for each element of ``inputs`` """

    if nproc != 1 and os.name == 'nt':
        warnings.warn(
            "multiprocessing is currently not supported on Windows, see "
            "https://github.com/gwpy/gwpy/issues/880, will continue with "
            "serial procesing (nproc=1)")
        nproc = 1

    if progress_kw.pop('raise_exceptions', None) is not None:
        warnings.warn("the `raise_exceptions` keyword to "
                      "multiprocess_with_queues is deprecated, and will be "
                      "removed in a future release, all exceptions will be "
                      "raised if they occur", DeprecationWarning)

    # create progress bar for verbose output
    if bool(verbose):
        if not isinstance(verbose, bool):
            progress_kw['desc'] = str(verbose)
        if isinstance(inputs, (list, tuple)):
            progress_kw.setdefault('total', len(inputs))
        pbar = progress_bar(**progress_kw)
    else:
        pbar = None

    # -------------------------------------------

    def _inner(x):
        """Run function capturing errors
        """
        try:
            return func(x)
        except Exception as exc:  # pylint: disable=broad-except
            if nproc == 1:
                raise
            return exc
        finally:
            if pbar and nproc == 1:
                pbar.update()

    # -------------------------------------------

    # shortcut single process
    if nproc == 1:
        return list(map(_inner, inputs))

    # -------------------------------------------

    # create input and output queues
    q_in = Queue()
    q_out = Queue()

    # create child processes and start
    proclist = [Process(target=process_in_out_queues,
                        args=(_inner, q_in, q_out)) for _ in range(nproc)]

    for proc in proclist:
        proc.daemon = True
        proc.start()

    # populate queue (no need to block in serial put())
    sent = [q_in.put(x, block=False) for x in enumerate(inputs)]
    for _ in range(nproc):  # add sentinel for each process
        q_in.put((None, None))

    # get results
    res = []
    for _ in range(len(sent)):
        x = q_out.get()
        if pbar:
            pbar.update()
        res.append(x)

    # close processes and unwrap results
    for proc in proclist:
        proc.join()

    if pbar:
        pbar.close()

    # unwrap results in order
    results = [out for _, out in sorted(res, key=itemgetter(0))]

    # raise exceptions here
    for res in results:
        if isinstance(res, Exception):
            raise res

    return results