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Giuseppe Rossinif01201a2019-11-06 14:57:49 +00001/*
Michele Di Giorgiod9eaf612020-07-08 11:12:57 +01002 * Copyright (c) 2019 Arm Limited.
Giuseppe Rossinif01201a2019-11-06 14:57:49 +00003 *
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
25#pragma once
26#include <cstdint>
27#include <vector>
28#include "qasymm8.hpp"
29
30
31namespace qsymm8 {
32
33struct QSymm8Params {
34 int8_t quantize(float value) const;
35 float dequantize(int8_t value) const;
36
37 float scale;
38};
39
40struct QSymm8RescaleParams {
41 static QSymm8RescaleParams
42 make_rescale_params(const QSymm8Params &weight_quant,
43 const QSymm8Params &input_quant,
44 const QSymm8Params &output_quant);
45
46 QSymm8RescaleParams(int32_t shift, int32_t multiplier, float rescale);
47
48 const int32_t shift, multiplier;
49 const float rescale;
50};
51
52struct QSymm8PerChannelParams {
53 int8_t quantize(float value, float scale) const;
54 float dequantize(int8_t value, float scale) const;
55
56 std::vector<float> scales;
57};
58
59struct QSymm8PerChannelRescaleParams {
60 static QSymm8PerChannelRescaleParams
61 make_rescale_params(const QSymm8PerChannelParams &weight_quant,
62 const QSymm8PerChannelParams &input_quant,
63 const QSymm8PerChannelParams &output_quant);
64
65 static QSymm8PerChannelRescaleParams
66 make_rescale_params(const QSymm8PerChannelParams &weight_quant,
67 const qasymm8::QAsymm8Params &input_quant,
68 const qasymm8::QAsymm8Params &output_quant);
69
70 QSymm8PerChannelRescaleParams(std::vector<int32_t>& shift, std::vector<int32_t>& multiplier, std::vector<float>& rescale);
71
72 std::vector<int32_t> shifts, multipliers;
73 std::vector<float> rescales;
74};
75
76} // namespace qsymm8