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Michele Di Giorgio4e09b382017-07-05 18:20:02 +01001/*
John Kesapidesadfb2732019-03-04 16:29:22 +00002 * Copyright (c) 2017-2019 ARM Limited.
Michele Di Giorgio4e09b382017-07-05 18:20:02 +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
Georgios Pinitasbb3be392017-09-20 18:36:03 +010026#include <cmath>
27
Michele Di Giorgio4e09b382017-07-05 18:20:02 +010028namespace arm_compute
29{
30namespace test
31{
32namespace validation
33{
34namespace reference
35{
John Kesapidesadfb2732019-03-04 16:29:22 +000036template <typename T>
Georgios Pinitas4c5469b2019-05-21 13:32:43 +010037SimpleTensor<uint8_t> quantization_layer(const SimpleTensor<T> &src, const QuantizationInfo &quantization_info)
John Kesapidesadfb2732019-03-04 16:29:22 +000038{
39 // Create reference
40 SimpleTensor<uint8_t> dst{ src.shape(), DataType::QASYMM8, 1, quantization_info };
41
Georgios Pinitas4c5469b2019-05-21 13:32:43 +010042 const UniformQuantizationInfo qinfo = quantization_info.uniform();
John Kesapidesadfb2732019-03-04 16:29:22 +000043 for(int i = 0; i < src.num_elements(); ++i)
44 {
45#ifdef __aarch64__
Georgios Pinitas4c5469b2019-05-21 13:32:43 +010046 dst[i] = quantize_qasymm8((src[i]), qinfo, RoundingPolicy::TO_NEAREST_EVEN);
John Kesapidesadfb2732019-03-04 16:29:22 +000047#else // __aarch64__
Georgios Pinitas4c5469b2019-05-21 13:32:43 +010048 dst[i] = quantize_qasymm8((src[i]), qinfo, RoundingPolicy::TO_ZERO);
John Kesapidesadfb2732019-03-04 16:29:22 +000049#endif // __aarch64__
50 }
51 return dst;
52}
Usama Arife03802e2019-03-11 12:20:20 +000053
Georgios Pinitas4c5469b2019-05-21 13:32:43 +010054template SimpleTensor<uint8_t> quantization_layer(const SimpleTensor<half> &src, const QuantizationInfo &quantization_info);
55template SimpleTensor<uint8_t> quantization_layer(const SimpleTensor<float> &src, const QuantizationInfo &quantization_info);
Michele Di Giorgio4e09b382017-07-05 18:20:02 +010056} // namespace reference
57} // namespace validation
58} // namespace test
59} // namespace arm_compute