aboutsummaryrefslogtreecommitdiff
path: root/tests/validation/fixtures/DepthwiseSeparableConvolutionLayerFixture.h
blob: 8bce60caf27979f7c801b4c260f339c933b60494 (plain)
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
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
/*
 * Copyright (c) 2017 ARM Limited.
 *
 * SPDX-License-Identifier: MIT
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to
 * deal in the Software without restriction, including without limitation the
 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
 * sell copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in all
 * copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */
#ifndef ARM_COMPUTE_TEST_DEPTHWISE_SEPARABLE_CONVOLUTION_LAYER_FIXTURE
#define ARM_COMPUTE_TEST_DEPTHWISE_SEPARABLE_CONVOLUTION_LAYER_FIXTURE

#include "arm_compute/core/TensorShape.h"
#include "arm_compute/core/Types.h"
#include "tests/AssetsLibrary.h"
#include "tests/Globals.h"
#include "tests/IAccessor.h"
#include "tests/framework/Asserts.h"
#include "tests/framework/Fixture.h"
#include "tests/validation/Helpers.h"
#include "tests/validation/reference/DepthwiseSeparableConvolutionLayer.h"

#include <random>

namespace arm_compute
{
namespace test
{
namespace validation
{
template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
class DepthwiseSeparableConvolutionValidationFixture : public framework::Fixture
{
public:
    template <typename...>
    void setup(TensorShape in_shape, TensorShape depthwise_weights_shape, TensorShape depthwise_biases_shape, TensorShape depthwise_out_shape, TensorShape pointwise_weights_shape,
               TensorShape pointwise_biases_shape, TensorShape output_shape,
               PadStrideInfo pad_stride_depthwise_info, PadStrideInfo pad_stride_pointwise_info)
    {
        _target = compute_target(in_shape, depthwise_weights_shape, depthwise_biases_shape, depthwise_out_shape, pointwise_weights_shape, pointwise_biases_shape, output_shape, pad_stride_depthwise_info,
                                 pad_stride_pointwise_info);
        _reference = compute_reference(in_shape, depthwise_weights_shape, depthwise_biases_shape, depthwise_out_shape, pointwise_weights_shape, pointwise_biases_shape, output_shape, pad_stride_depthwise_info,
                                       pad_stride_pointwise_info);
    }

protected:
    template <typename U>
    void fill(U &&tensor, int i, bool zero_fill = false)
    {
        switch(tensor.data_type())
        {
            case DataType::F32:
            {
                std::uniform_real_distribution<> distribution((zero_fill) ? 0.f : -1.0f, (zero_fill) ? 0.f : 1.0f);
                library->fill(tensor, distribution, i);
                break;
            }
            default:
                library->fill_tensor_uniform(tensor, i);
        }
    }

    TensorType compute_target(const TensorShape &input_shape, const TensorShape &depthwise_weights_shape, const TensorShape &depthwise_biases_shape, const TensorShape &depthwise_out_shape,
                              const TensorShape &pointwise_weights_shape, const TensorShape &pointwise_biases_shape, const TensorShape &output_shape,
                              const PadStrideInfo &pad_stride_depthwise_info, const PadStrideInfo &pad_stride_pointwise_info)
    {
        // Create tensors
        TensorType src               = create_tensor<TensorType>(input_shape, DataType::F32);
        TensorType depthwise_weights = create_tensor<TensorType>(depthwise_weights_shape, DataType::F32);
        TensorType depthwise_biases  = create_tensor<TensorType>(depthwise_biases_shape, DataType::F32);
        TensorType depthwise_out     = create_tensor<TensorType>(depthwise_out_shape, DataType::F32);
        TensorType pointwise_weights = create_tensor<TensorType>(pointwise_weights_shape, DataType::F32);
        TensorType pointwise_biases  = create_tensor<TensorType>(pointwise_biases_shape, DataType::F32);
        TensorType dst               = create_tensor<TensorType>(output_shape, DataType::F32);

        // Create Depthwise Separable Convolution Layer configure function
        FunctionType depthwise_separable_convolution_layer;
        depthwise_separable_convolution_layer.configure(&src, &depthwise_weights, &depthwise_biases, &depthwise_out, &pointwise_weights, &pointwise_biases, &dst, pad_stride_depthwise_info,
                                                        pad_stride_pointwise_info);

        // Allocate tensors
        src.allocator()->allocate();
        depthwise_weights.allocator()->allocate();
        depthwise_biases.allocator()->allocate();
        depthwise_out.allocator()->allocate();
        pointwise_weights.allocator()->allocate();
        pointwise_biases.allocator()->allocate();
        dst.allocator()->allocate();

        ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS);
        ARM_COMPUTE_EXPECT(!depthwise_weights.info()->is_resizable(), framework::LogLevel::ERRORS);
        ARM_COMPUTE_EXPECT(!depthwise_biases.info()->is_resizable(), framework::LogLevel::ERRORS);
        ARM_COMPUTE_EXPECT(!depthwise_out.info()->is_resizable(), framework::LogLevel::ERRORS);
        ARM_COMPUTE_EXPECT(!pointwise_weights.info()->is_resizable(), framework::LogLevel::ERRORS);
        ARM_COMPUTE_EXPECT(!pointwise_biases.info()->is_resizable(), framework::LogLevel::ERRORS);
        ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS);

        // Fill tensors
        fill(AccessorType(src), 0);
        fill(AccessorType(depthwise_weights), 1);
        fill(AccessorType(depthwise_biases), 2, true);
        fill(AccessorType(pointwise_weights), 3);
        fill(AccessorType(pointwise_biases), 4);

        // Compute function
        depthwise_separable_convolution_layer.run();

        return dst;
    }

    SimpleTensor<T> compute_reference(const TensorShape &in_shape, const TensorShape &depthwise_weights_shape, const TensorShape &depthwise_biases_shape, const TensorShape &depthwise_out_shape,
                                      const TensorShape &pointwise_weights_shape, const TensorShape &pointwise_biases_shape, const TensorShape &dst_shape,
                                      const PadStrideInfo &pad_stride_depthwise_info, const PadStrideInfo &pad_stride_pointwise_info)
    {
        SimpleTensor<T> src(in_shape, DataType::F32);
        SimpleTensor<T> depthwise_weights(depthwise_weights_shape, DataType::F32);
        SimpleTensor<T> depthwise_biases(depthwise_biases_shape, DataType::F32);
        SimpleTensor<T> pointwise_weights(pointwise_weights_shape, DataType::F32);
        SimpleTensor<T> pointwise_biases(pointwise_biases_shape, DataType::F32);

        fill(src, 0);
        fill(depthwise_weights, 1);
        fill(depthwise_biases, 2, true);
        fill(pointwise_weights, 3);
        fill(pointwise_biases, 4);

        return reference::depthwise_separable_convolution_layer(src,
                                                                depthwise_weights, depthwise_biases, depthwise_out_shape,
                                                                pointwise_weights, pointwise_biases,
                                                                dst_shape,
                                                                pad_stride_depthwise_info, pad_stride_pointwise_info);
    }

    TensorType      _target{};
    SimpleTensor<T> _reference{};
};
} // namespace validation
} // namespace test
} // namespace arm_compute
#endif /* ARM_COMPUTE_TEST_DEPTHWISE_SEPARABLE_CONVOLUTION_LAYER_FIXTURE */