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Kaizen8938bd32017-09-28 14:38:23 +01001/*
Jenkins4ba87db2019-05-23 17:11:51 +01002 * Copyright (c) 2017-2019 ARM Limited.
Kaizen8938bd32017-09-28 14:38:23 +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 "QuantizationLayer.h"
25
26#include <cmath>
27
28namespace arm_compute
29{
30namespace test
31{
32namespace validation
33{
34namespace reference
35{
Jenkins4ba87db2019-05-23 17:11:51 +010036template <typename T>
37SimpleTensor<uint8_t> quantization_layer(const SimpleTensor<T> &src, const QuantizationInfo quantization_info)
Kaizen8938bd32017-09-28 14:38:23 +010038{
39 // Create reference
Jenkins4ba87db2019-05-23 17:11:51 +010040 SimpleTensor<uint8_t> dst{ src.shape(), DataType::QASYMM8, 1, quantization_info };
Kaizen8938bd32017-09-28 14:38:23 +010041
Jenkins4ba87db2019-05-23 17:11:51 +010042 for(int i = 0; i < src.num_elements(); ++i)
Kaizen8938bd32017-09-28 14:38:23 +010043 {
Jenkins4ba87db2019-05-23 17:11:51 +010044#ifdef __aarch64__
45 dst[i] = quantization_info.quantize((src[i]), RoundingPolicy::TO_NEAREST_EVEN);
46#else // __aarch64__
47 dst[i] = quantization_info.quantize((src[i]), RoundingPolicy::TO_ZERO);
48#endif // __aarch64__
Kaizen8938bd32017-09-28 14:38:23 +010049 }
Kaizen8938bd32017-09-28 14:38:23 +010050 return dst;
51}
52
Jenkins4ba87db2019-05-23 17:11:51 +010053template SimpleTensor<uint8_t> quantization_layer(const SimpleTensor<half> &src, const QuantizationInfo quantization_info);
54template SimpleTensor<uint8_t> quantization_layer(const SimpleTensor<float> &src, const QuantizationInfo quantization_info);
Kaizen8938bd32017-09-28 14:38:23 +010055} // namespace reference
56} // namespace validation
57} // namespace test
58} // namespace arm_compute