human
Complete the below
def get_updates_and_outputs(ls):

    ''''This function tries to recognize the updates OrderedDict, the
    list of outputs and the stopping condition returned by the
    lambda expression and arrange them in a predefined order.
    WRITEME: what is the type of ls? how is it formatted?
    if it\'s not in the predefined order already, how does
    this function know how to put it in that order?'
    '''

Can you provide a the type of ls?
assistant
#Here is the type of ls.
    def is_outputs(elem):
        if (isinstance(elem, (list, tuple)) and all([isinstance(x, theano.Variable) for x in elem])):
            return True
        if isinstance(elem, theano.Variable):
            return True
        return False
    def is_updates(elem):
        if isinstance(elem, dict):
            if ((not isinstance(elem, compat.OrderedDict)) and (len(elem) > 1)):
                warnings.warn((('Expected    OrderedDict    or    OrderedUpdates,    got    ' + str(type(elem))) + '.    This    can    make    your    script    non-deterministic.'))
            return True
        if (isinstance(elem, (list, tuple)) and all([(isinstance(x, (list, tuple)) and (len(x) == 2)) for x in elem])):
            return True
        return False
    def is_condition(elem):
        return isinstance(elem, theano.scan_module.until)
    def _list(x):
        if isinstance(x, (list, tuple)):
            return list(x)
        else:
            return [x]
    def _filter(x):
        '\n                                Ensure    `x`    is    made    only    of    allowed    data    types.\n\n                                Return    True    iff    `x`    is    made    only    of    lists,    tuples,    dictionaries,    Theano\n                                variables    or    `theano.scan_module.until`    objects.\n\n                                '
        iter_on = None
        if (isinstance(x, list) or isinstance(x, tuple)):
            iter_on = x
        elif isinstance(x, dict):
            iter_on = iteritems(x)
        if (iter_on is not None):
            return all((_filter(y) for y in iter_on))
        else:
            return (isinstance(x, theano.Variable) or isinstance(x, theano.scan_module.until))
    if (not _filter(ls)):
        raise ValueError('The    return    value    of    your    scan    lambda    expression    may    only    be    made    of    lists,    tuples,    or    dictionaries    containing    Theano    variables    (or    `theano.scan_module.until`    objects    for   ...