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Michele Di Giorgio32982d82017-07-07 14:44:43 +01001/*
Georgios Pinitas574775c2019-02-18 20:08:02 +00002 * Copyright (c) 2017-2019 ARM Limited.
Michele Di Giorgio32982d82017-07-07 14:44:43 +01003 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
24#include "DequantizationLayer.h"
25
26namespace arm_compute
27{
28namespace test
29{
30namespace validation
31{
32namespace reference
33{
Georgios Pinitas574775c2019-02-18 20:08:02 +000034template <typename T>
35SimpleTensor<T> dequantization_layer(const SimpleTensor<uint8_t> &src)
Michele Di Giorgio32982d82017-07-07 14:44:43 +010036{
Georgios Pinitas4c5469b2019-05-21 13:32:43 +010037 const DataType dst_data_type = std::is_same<T, float>::value ? DataType::F32 : DataType::F16;
38 const UniformQuantizationInfo &quantization_info = src.quantization_info().uniform();
Michele Di Giorgio32982d82017-07-07 14:44:43 +010039
Georgios Pinitas574775c2019-02-18 20:08:02 +000040 SimpleTensor<T> dst{ src.shape(), dst_data_type };
Michele Di Giorgio32982d82017-07-07 14:44:43 +010041
Georgios Pinitas574775c2019-02-18 20:08:02 +000042 for(int i = 0; i < src.num_elements(); ++i)
Michele Di Giorgio32982d82017-07-07 14:44:43 +010043 {
Georgios Pinitas4c5469b2019-05-21 13:32:43 +010044 dst[i] = static_cast<T>(dequantize_qasymm8(src[i], quantization_info));
Michele Di Giorgio32982d82017-07-07 14:44:43 +010045 }
46
47 return dst;
48}
49
Georgios Pinitas574775c2019-02-18 20:08:02 +000050template SimpleTensor<half> dequantization_layer(const SimpleTensor<uint8_t> &src);
51template SimpleTensor<float> dequantization_layer(const SimpleTensor<uint8_t> &src);
Michele Di Giorgio32982d82017-07-07 14:44:43 +010052} // namespace reference
53} // namespace validation
54} // namespace test
55} // namespace arm_compute