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Richard Burton00553462021-11-10 16:27:14 +00001/*
2 * Copyright (c) 2021 Arm Limited. All rights reserved.
3 * SPDX-License-Identifier: Apache-2.0
4 *
5 * Licensed under the Apache License, Version 2.0 (the "License");
6 * you may not use this file except in compliance with the License.
7 * You may obtain a copy of the License at
8 *
9 * http://www.apache.org/licenses/LICENSE-2.0
10 *
11 * Unless required by applicable law or agreed to in writing, software
12 * distributed under the License is distributed on an "AS IS" BASIS,
13 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 * See the License for the specific language governing permissions and
15 * limitations under the License.
16 */
17#ifndef RNNOISE_MODEL_HPP
18#define RNNOISE_MODEL_HPP
19
20#include "Model.hpp"
21
22extern const uint32_t g_NumInputFeatures;
23extern const uint32_t g_FrameLength;
24extern const uint32_t g_FrameStride;
25
26namespace arm {
27namespace app {
28
29 class RNNoiseModel : public Model {
30 public:
31 /**
32 * @brief Runs inference for RNNoise model.
33 *
34 * Call CopyGruStates so GRU state outputs are copied to GRU state inputs before the inference run.
35 * Run ResetGruState() method to set states to zero before starting processing logically related data.
36 * @return True if inference succeeded, False - otherwise
37 */
38 bool RunInference() override;
39
40 /**
41 * @brief Sets GRU input states to zeros.
42 * Call this method before starting processing the new sequence of logically related data.
43 */
44 void ResetGruState();
45
46 /**
47 * @brief Copy current GRU output states to input states.
48 * Call this method before starting processing the next sequence of logically related data.
49 */
50 bool CopyGruStates();
51
52 /* Which index of model outputs does the main output (gains) come from. */
53 const size_t m_indexForModelOutput = 1;
54
55 protected:
56 /** @brief Gets the reference to op resolver interface class. */
57 const tflite::MicroOpResolver& GetOpResolver() override;
58
59 /** @brief Adds operations to the op resolver instance. */
60 bool EnlistOperations() override;
61
Richard Burton00553462021-11-10 16:27:14 +000062 /*
63 Each inference after the first needs to copy 3 GRU states from a output index to input index (model dependent):
64 0 -> 3, 2 -> 2, 3 -> 1
65 */
66 const std::vector<std::pair<size_t, size_t>> m_gruStateMap = {{0,3}, {2, 2}, {3, 1}};
67 private:
68 /* Maximum number of individual operations that can be enlisted. */
69 static constexpr int ms_maxOpCnt = 15;
70
71 /* A mutable op resolver instance. */
72 tflite::MicroMutableOpResolver<ms_maxOpCnt> m_opResolver;
73 };
74
75} /* namespace app */
76} /* namespace arm */
77
Kshitij Sisodiaaa4bcb12022-05-06 09:13:03 +010078#endif /* RNNOISE_MODEL_HPP */