ONE - On-device Neural Engine
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L2Normalize.cpp
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1/*
2 * Copyright (c) 2020 Samsung Electronics Co., Ltd. All Rights Reserved
3 *
4 * Licensed under the Apache License, Version 2.0 (the "License");
5 * you may not use this file except in compliance with the License.
6 * You may obtain a copy of the License at
7 *
8 * http://www.apache.org/licenses/LICENSE-2.0
9 *
10 * Unless required by applicable law or agreed to in writing, software
11 * distributed under the License is distributed on an "AS IS" BASIS,
12 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 * See the License for the specific language governing permissions and
14 * limitations under the License.
15 */
16
17#include "kernels/L2Normalize.h"
18#include "kernels/Utils.h"
19
20#include "PALL2Normalize.h"
21
22#include <stdexcept>
23
24namespace luci_interpreter
25{
26
27namespace kernels
28{
29
30L2Normalize::L2Normalize(const Tensor *input, Tensor *output, const L2NormParams &params)
31 : KernelWithParams<L2NormParams>({input}, {output}, params)
32{
33}
34
36{
37 LUCI_INTERPRETER_CHECK(input()->shape().num_dims() <= 4);
38 LUCI_INTERPRETER_CHECK(output()->element_type() == DataType::FLOAT32 ||
39 output()->element_type() == DataType::U8);
40 LUCI_INTERPRETER_CHECK(input()->element_type() == output()->element_type());
41 if (output()->element_type() == DataType::U8)
42 {
43 LUCI_INTERPRETER_CHECK(output()->scale() == (1. / 128.));
44 LUCI_INTERPRETER_CHECK(output()->zero_point() == 128);
45 }
46 LUCI_INTERPRETER_CHECK(params().activation == Activation::NONE);
47 output()->resize(input()->shape());
48}
49
51{
52 switch (output()->element_type())
53 {
54 case DataType::FLOAT32:
55 eval<float>(0);
56 break;
57 case DataType::U8:
58 eval<uint8_t>(input()->zero_point());
59 break;
60 default:
61 throw std::runtime_error("luci-intp L2Normalize Unsupported type.");
62 }
63}
64
65template <typename T> void L2Normalize::eval(int32_t zero_point) const
66{
67 tflite::L2NormalizationParams op_params{};
68 op_params.input_zero_point = zero_point;
69 luci_interpreter_pal::L2Normalization(op_params, getTensorShape(input()),
70 getTensorData<T>(input()), getTensorShape(output()),
71 getTensorData<T>(output()));
72}
73
74} // namespace kernels
75} // namespace luci_interpreter
const L2NormParams & params() const
Definition Kernel.h:67
void resize(const Shape &new_shape)
Definition Tensor.cpp:56
L2Normalize(const Tensor *input, Tensor *output, const L2NormParams &params)
#define LUCI_INTERPRETER_CHECK(cond)
Definition Utils.h:36
tflite::RuntimeShape getTensorShape(const Tensor *tensor)
Definition Utils.h:194