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#
#   http://www.apache.org/licenses/LICENSE-2.0
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"""Common implementation of Node generic related logic"""
# pylint: disable=unused-import
from __future__ import absolute_import

from numbers import Number, Integral
from .. import _api_internal
from .base import string_types

# Node base class
_CLASS_NODE_BASE = None

def _set_class_node_base(cls):
    global _CLASS_NODE_BASE
    _CLASS_NODE_BASE = cls


def _scalar_type_inference(value):
    if hasattr(value, 'dtype'):
        dtype = str(value.dtype)
    elif isinstance(value, bool):
        dtype = 'bool'
    elif isinstance(value, float):
        # We intentionally convert the float to float32 since it's more common in DL.
        dtype = 'float32'
    elif isinstance(value, int):
        # We intentionally convert the python int to int32 since it's more common in DL.
        dtype = 'int32'
    else:
        raise NotImplementedError('Cannot automatically inference the type.'
                                  ' value={}'.format(value))
    return dtype


class NodeGeneric(object):
    """Base class for all classes that can be converted to node."""
    def asnode(self):
        """Convert value to node"""
        raise NotImplementedError()


def convert_to_node(value):
    """Convert a python value to corresponding node type.

    Parameters
    ----------
    value : str
        The value to be inspected.

    Returns
    -------
    node : Node
        The corresponding node value.
    """
    if isinstance(value, _CLASS_NODE_BASE):
        return value
    if isinstance(value, bool):
        return const(value, 'uint1x1')
    if isinstance(value, Number):
        return const(value)
    if isinstance(value, string_types):
        return _api_internal._str(value)
    if isinstance(value, (list, tuple)):
        value = [convert_to_node(x) for x in value]
        return _api_internal._Array(*value)
    if isinstance(value, dict):
        vlist = []
        for item in value.items():
            if (not isinstance(item[0], _CLASS_NODE_BASE) and
                    not isinstance(item[0], string_types)):
                raise ValueError("key of map must already been a container type")
            vlist.append(item[0])
            vlist.append(convert_to_node(item[1]))
        return _api_internal._Map(*vlist)
    if isinstance(value, NodeGeneric):
        return value.asnode()
    if value is None:
        return None

    raise ValueError("don't know how to convert type %s to node" % type(value))


def const(value, dtype=None):
    """Construct a constant value for a given type.

    Parameters
    ----------
    value : int or float
        The input value

    dtype : str or None, optional
        The data type.

    Returns
    -------
    expr : Expr
        Constant expression corresponds to the value.
    """
    if dtype is None:
        dtype = _scalar_type_inference(value)
    return _api_internal._const(value, dtype)
