# Copyright (c) 2019 PaddlePaddle 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. """test_metapath_randomwalk""" import time import unittest import json import os import numpy as np from pgl.sample import metapath_randomwalk from pgl.graph import Graph from pgl import heter_graph np.random.seed(1) class MetapathRandomwalkTest(unittest.TestCase): """metapath_randomwalk test """ def setUp(self): edges = {} # for test no successor edges['c2p'] = [(1, 4), (0, 5), (1, 9), (1, 8), (2, 8), (2, 5), (3, 6), (3, 7), (3, 4), (3, 8)] edges['p2c'] = [(v, u) for u, v in edges['c2p']] edges['p2a'] = [(4, 10), (4, 11), (4, 12), (4, 14), (4, 13), (6, 12), (6, 11), (6, 14), (7, 12), (7, 11), (8, 14), (9, 10)] edges['a2p'] = [(v, u) for u, v in edges['p2a']] # for test speed # edges['c2p'] = [(0, 4), (0, 5), (1, 9), (1,8), (2,8), (2,5), (3,6), (3,7), (3,4), (3,8)] # edges['p2c'] = [(v,u) for u, v in edges['c2p']] # edges['p2a'] = [(4,10), (4,11), (4,12), (4,14), (5,13), (6,13), (6,11), (6,14), (7,12), (7,11), (8,14), (9,13)] # edges['a2p'] = [(v,u) for u, v in edges['p2a']] self.node_types = ['c' for _ in range(4)] + [ 'p' for _ in range(6) ] + ['a' for _ in range(5)] node_types = [(i, t) for i, t in enumerate(self.node_types)] self.graph = heter_graph.HeterGraph( num_nodes=len(node_types), edges=edges, node_types=node_types) def test_metapath_randomwalk(self): meta_path = 'c2p-p2a-a2p-p2c' path = ['c', 'p', 'a', 'p', 'c'] start_nodes = [0, 1, 2, 3] walk_len = 10 walks = metapath_randomwalk( graph=self.graph, start_nodes=start_nodes, metapath=meta_path, walk_length=walk_len) self.assertEqual(len(walks), 4) for walk in walks: for i in range(len(walk)): idx = i % (len(path) - 1) self.assertEqual(self.node_types[walk[i]], path[idx]) if __name__ == "__main__": unittest.main()