Source code for netket.graph.abstract_graph
# Copyright 2021 The NetKet Authors - All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import abc
from typing import Union, Optional
from collections.abc import Iterator, Sequence
Edge = tuple[int, int]
ColoredEdge = tuple[int, int, int]
EdgeSequence = Union[Sequence[Edge], Sequence[ColoredEdge]]
class AbstractGraph(abc.ABC):
"""Abstract class for NetKet graph objects."""
[docs] @abc.abstractmethod
def is_connected(self) -> bool:
r"""True if the graph is connected"""
raise NotImplementedError
[docs] @abc.abstractmethod
def is_bipartite(self) -> bool:
r"""True if the graph is bipartite"""
raise NotImplementedError
[docs] @abc.abstractmethod
def edges(
self, return_color: bool = False, filter_color: Optional[int] = None
) -> EdgeSequence:
r"""Returns the sequence of edges of the graph.
Arguments:
return_color: If :code:`True`, return edges with added color information.
filter_color: If set, return only edges of the given color.
Returns:
A sequence of edges as tuples :code:`(i, j)` or, if `return_color` is
passed, a sequence of tuples :code:`(i, j, c)` with :code:`c` indicating
the color of the respective edge.
"""
raise NotImplementedError
@property
@abc.abstractmethod
def edge_colors(self) -> Sequence[int]:
r"""Sequence of edge colors, in the order of the edges returned by
:code:`self.edges`."""
raise NotImplementedError
[docs] @abc.abstractmethod
def nodes(self) -> Iterator[int]:
r"""Iterator over the nodes of the graph"""
raise NotImplementedError
[docs] @abc.abstractmethod
def distances(self) -> list[list]:
r"""List containing the distances between the nodes.
The distance between unconnected nodes (no path exists between them) is set to -1
"""
raise NotImplementedError
[docs] @abc.abstractmethod
def automorphisms(self):
r"""Symmetry group containing the automorphisms of the graph"""
raise NotImplementedError
@property
@abc.abstractmethod
def n_nodes(self) -> int:
r"""The number of nodes (or vertices) in the graph"""
raise NotImplementedError
@property
def n_edges(self) -> int:
r"""The number of edges in the graph."""
return len(self.edges())
[docs] @abc.abstractmethod
def adjacency_list(self) -> list[list]:
r"""List containing the adjacency list of the graph where each node
is represented by an integer in [0, n_nodes)"""
raise NotImplementedError