blob: fdb51b25a437225e36843c48d81ee7ea66216b8d [file] [log] [blame]
alexander3c798932021-03-26 21:42:19 +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 PLATFORM_MATH_HPP
18#define PLATFORM_MATH_HPP
19
20#include "hal.h"
21
22/* See if ARM DSP functions can be used. */
23#if PLATFORM_HAL == PLATFORM_CORTEX_M_BAREMETAL
24 #if defined(__DSP_PRESENT) && (__DSP_PRESENT == 1U)
25
26 #define ARM_DSP_AVAILABLE (1U)
27 #include "arm_math.h"
28 #define M_PI (PI)
29
30 #endif /* defined(__DSP_PRESENT) && (__DSP_PRESENT == 1U) */
31#endif /* PLATFORM_HAL == PLATFORM_CORTEX_M_BAREMETAL */
32
33#include <vector>
34
35namespace arm {
36namespace app {
37namespace math {
38
Kshitij Sisodia14ab8d42021-10-22 17:35:01 +010039 enum class FftType {
40 real = 0,
41 complex = 1
42 };
43
alexander3c798932021-03-26 21:42:19 +000044 struct FftInstance {
45#if ARM_DSP_AVAILABLE
Kshitij Sisodia14ab8d42021-10-22 17:35:01 +010046 arm_rfft_fast_instance_f32 m_instanceReal;
47 arm_cfft_instance_f32 m_instanceComplex;
alexander3c798932021-03-26 21:42:19 +000048#endif
Kshitij Sisodia14ab8d42021-10-22 17:35:01 +010049 uint16_t m_fftLen{0};
50 FftType m_type;
51 bool m_optimisedOptionAvailable{false};
52 bool m_initialised{false};
alexander3c798932021-03-26 21:42:19 +000053 };
54
55 /* Class to provide Math functions like FFT, mean, stddev etc.
56 * This will allow other classes, functions to be independent of
57 * #if definition checks and provide a cleaner API. Also, it will
58 * consolidate all arm math functions used in one place and make
59 * them easier to test. */
60 class MathUtils {
61
62 public:
63 /**
64 * @brief Get the cosine value of the argument in floating point.
65 * @param[in] radians Angle in radians.
66 * @return Cosine value (floating point).
67 */
68 static float CosineF32(float radians);
69
70 /**
Kshitij Sisodia14ab8d42021-10-22 17:35:01 +010071 * @brief Get the sine value of the argument in floating point.
72 * @param[in] radians Angle in radians.
73 * @return Sine value (floating point).
74 */
75 static float SineF32(float radians);
76
77 /**
alexander3c798932021-03-26 21:42:19 +000078 * @brief Get the square root of the argument in floating point.
79 * @param[in] input Value to compute square root of.
80 * @return Square root (floating point) value.
81 */
82 static float SqrtF32(float input);
83
84 /**
85 * @brief Gets the mean of a floating point array of elements.
86 * @param[in] ptrSrc Pointer to the first element.
87 * @param[in] srcLen Number of elements in the array/vector.
88 * @return Average value.
89 */
90 static float MeanF32(float* ptrSrc, uint32_t srcLen);
91
92 /**
93 * @brief Gets the standard deviation of a floating point array
94 * of elements.
95 * @param[in] ptrSrc Pointer to the first element.
96 * @param[in] srcLen Number of elements in the array/vector.
97 * @param[in] mean Pre-computed mean value.
98 * @return Standard deviation value.
99 */
100 static float StdDevF32(float* ptrSrc, uint32_t srcLen,
101 float mean);
102
103 /**
104 * @brief Initialises the internal FFT structures (if available
105 * for the platform). This function should be called
106 * prior to Fft32 function call if built with ARM DSP functions.
107 * @param[in] fftLen Requested length of the FFT.
108 * @param[in] fftInstance FFT instance struct to use.
Kshitij Sisodia14ab8d42021-10-22 17:35:01 +0100109 * @param[in] type FFT type (real or complex)
alexander3c798932021-03-26 21:42:19 +0000110 */
Kshitij Sisodia14ab8d42021-10-22 17:35:01 +0100111 static void FftInitF32(const uint16_t fftLen,
112 FftInstance& fftInstance,
113 const FftType type = FftType::real);
alexander3c798932021-03-26 21:42:19 +0000114
115 /**
116 * @brief Computes the FFT for the input vector.
117 * @param[in] input Floating point vector of input elements
118 * @param[out] fftOutput Output buffer to be populated by computed FFTs.
119 * @param[in] fftInstance FFT instance struct to use.
120 */
121 static void FftF32(std::vector<float>& input,
122 std::vector<float>& fftOutput,
Kshitij Sisodia14ab8d42021-10-22 17:35:01 +0100123 FftInstance& fftInstance);
alexander3c798932021-03-26 21:42:19 +0000124
125 /**
126 * @brief Computes the natural logarithms of input floating point
127 * vector
128 * @param[in] input Floating point input vector
129 * @param[out] output Pre-allocated buffer to be populated with
130 * natural log values of each input element.
131 */
132 static void VecLogarithmF32(std::vector <float>& input,
133 std::vector <float>& output);
134
135 /**
136 * @brief Computes the dot product of two 1D floating point
137 * vectors.
138 * result = sum(srcA[0]*srcB[0] + srcA[1]*srcB[1] + ..)
139 * @param[in] srcPtrA Pointer to the first element of first
140 * array.
141 * @param[in] srcPtrB Pointer to the first element of second
142 * array.
143 * @param[in] srcLen Number of elements in the array/vector.
144 * @return Dot product.
145 */
146 static float DotProductF32(float* srcPtrA, float* srcPtrB,
147 const uint32_t srcLen);
148
149 /**
150 * @brief Computes the squared magnitude of floating point
151 * complex number array.
152 * @param[in] ptrSrc Pointer to the first element of input
153 * array.
154 * @param[in] srcLen Number of elements in the array/vector.
155 * @param[out] ptrDst Output buffer to be populated.
156 * @param[in] dstLen Output buffer len (for sanity check only).
157 * @return true if successful, false otherwise.
158 */
159 static bool ComplexMagnitudeSquaredF32(float* ptrSrc,
160 const uint32_t srcLen,
161 float* ptrDst,
162 const uint32_t dstLen);
163
Kshitij Sisodia76a15802021-12-24 11:05:11 +0000164 /**
165 * @brief Scales output scores for an arbitrary number of classes so
166 * that they sum to 1, allowing output to be expressed as a probability.
167 * @param[in] vector Vector of floats modified in-place
168 */
169 static void SoftmaxF32(std::vector<float>& vec);
alexander3c798932021-03-26 21:42:19 +0000170 };
Kshitij Sisodia76a15802021-12-24 11:05:11 +0000171
alexander3c798932021-03-26 21:42:19 +0000172} /* namespace math */
173} /* namespace app */
174} /* namespace arm */
175
176#endif /* PLATFORM_MATH_HPP */