1 // Tencent is pleased to support the open source community by making ncnn available.
2 //
3 // Copyright (C) 2020 THL A29 Limited, a Tencent company. All rights reserved.
4 //
5 // Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
6 // in compliance with the License. You may obtain a copy of the License at
7 //
8 // https://opensource.org/licenses/BSD-3-Clause
9 //
10 // Unless required by applicable law or agreed to in writing, software distributed
11 // under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
12 // CONDITIONS OF ANY KIND, either express or implied. See the License for the
13 // specific language governing permissions and limitations under the License.
14 
15 #include "layer/dropout.h"
16 #include "testutil.h"
17 
test_dropout(const ncnn::Mat & a,float scale)18 static int test_dropout(const ncnn::Mat& a, float scale)
19 {
20     ncnn::ParamDict pd;
21     pd.set(0, scale);
22 
23     std::vector<ncnn::Mat> weights(0);
24 
25     int ret = test_layer<ncnn::Dropout>("Dropout", pd, weights, a);
26     if (ret != 0)
27     {
28         fprintf(stderr, "test_dropout failed a.dims=%d a=(%d %d %d) scale=%f\n", a.dims, a.w, a.h, a.c, scale);
29     }
30 
31     return ret;
32 }
33 
test_dropout_0()34 static int test_dropout_0()
35 {
36     return 0
37            || test_dropout(RandomMat(5, 7, 24), 1.f)
38            || test_dropout(RandomMat(5, 7, 24), 0.2f)
39            || test_dropout(RandomMat(7, 9, 12), 1.f)
40            || test_dropout(RandomMat(7, 9, 12), 0.3f)
41            || test_dropout(RandomMat(3, 5, 13), 1.f)
42            || test_dropout(RandomMat(3, 5, 13), 0.5f);
43 }
44 
test_dropout_1()45 static int test_dropout_1()
46 {
47     return 0
48            || test_dropout(RandomMat(15, 24), 1.f)
49            || test_dropout(RandomMat(15, 24), 0.6f)
50            || test_dropout(RandomMat(19, 12), 1.f)
51            || test_dropout(RandomMat(19, 12), 0.4f)
52            || test_dropout(RandomMat(17, 15), 1.f)
53            || test_dropout(RandomMat(17, 15), 0.7f);
54 }
55 
test_dropout_2()56 static int test_dropout_2()
57 {
58     return 0
59            || test_dropout(RandomMat(128), 1.f)
60            || test_dropout(RandomMat(128), 0.4f)
61            || test_dropout(RandomMat(124), 1.f)
62            || test_dropout(RandomMat(124), 0.1f)
63            || test_dropout(RandomMat(127), 1.f)
64            || test_dropout(RandomMat(127), 0.5f);
65 }
66 
main()67 int main()
68 {
69     SRAND(7767517);
70 
71     return 0
72            || test_dropout_0()
73            || test_dropout_1()
74            || test_dropout_2();
75 }
76