/
test_sparse_is_same_shape.py
125 lines (109 loc) · 4.92 KB
/
test_sparse_is_same_shape.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
# Copyright (c) 2022 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.
from __future__ import print_function
import unittest
import paddle
from paddle.incubate.sparse.binary import is_same_shape
class TestSparseIsSameShapeAPI(unittest.TestCase):
"""
test paddle.incubate.sparse.is_same_shape
"""
def setUp(self):
self.shapes = [[2, 5, 8], [3, 4]]
self.tensors = [
paddle.rand(self.shapes[0]),
paddle.rand(self.shapes[0]),
paddle.rand(self.shapes[1])
]
self.sparse_dim = 2
def test_dense_dense(self):
self.assertTrue(is_same_shape(self.tensors[0], self.tensors[1]))
self.assertFalse(is_same_shape(self.tensors[0], self.tensors[2]))
self.assertFalse(is_same_shape(self.tensors[1], self.tensors[2]))
def test_dense_csr(self):
self.assertTrue(
is_same_shape(self.tensors[0], self.tensors[1].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[0], self.tensors[2].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[1], self.tensors[2].to_sparse_csr()))
def test_dense_coo(self):
self.assertTrue(
is_same_shape(self.tensors[0],
self.tensors[1].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[0],
self.tensors[2].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[1],
self.tensors[2].to_sparse_coo(self.sparse_dim)))
def test_csr_dense(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_csr(), self.tensors[1]))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_csr(), self.tensors[2]))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_csr(), self.tensors[2]))
def test_csr_csr(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_csr(),
self.tensors[1].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_csr(),
self.tensors[2].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_csr(),
self.tensors[2].to_sparse_csr()))
def test_csr_coo(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_csr(),
self.tensors[1].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_csr(),
self.tensors[2].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_csr(),
self.tensors[2].to_sparse_coo(self.sparse_dim)))
def test_coo_dense(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[1]))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[2]))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_coo(self.sparse_dim),
self.tensors[2]))
def test_coo_csr(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[1].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[2].to_sparse_csr()))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_coo(self.sparse_dim),
self.tensors[2].to_sparse_csr()))
def test_coo_coo(self):
self.assertTrue(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[1].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[0].to_sparse_coo(self.sparse_dim),
self.tensors[2].to_sparse_coo(self.sparse_dim)))
self.assertFalse(
is_same_shape(self.tensors[1].to_sparse_coo(self.sparse_dim),
self.tensors[2].to_sparse_coo(self.sparse_dim)))
if __name__ == "__main__":
unittest.main()