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|---|---|---|---|
| 1 | /* -*- c++ -*- */ | ||
| 2 | /* | ||
| 3 | * Copyright 2012, 2014 Free Software Foundation, Inc. | ||
| 4 | * | ||
| 5 | * This file is part of VOLK | ||
| 6 | * | ||
| 7 | * SPDX-License-Identifier: LGPL-3.0-or-later | ||
| 8 | */ | ||
| 9 | |||
| 10 | /*! | ||
| 11 | * \page volk_32f_s32f_stddev_32f | ||
| 12 | * | ||
| 13 | * \b Overview | ||
| 14 | * | ||
| 15 | * Computes the standard deviation of the input buffer using the supplied mean. | ||
| 16 | * | ||
| 17 | * <b>Dispatcher Prototype</b> | ||
| 18 | * \code | ||
| 19 | * void volk_32f_s32f_stddev_32f(float* stddev, const float* inputBuffer, const float | ||
| 20 | * mean, unsigned int num_points) \endcode | ||
| 21 | * | ||
| 22 | * \b Inputs | ||
| 23 | * \li inputBuffer: The input vector of floats. | ||
| 24 | * \li mean: The mean of the input buffer. | ||
| 25 | * \li num_points: The number of data points. | ||
| 26 | * | ||
| 27 | * \b Outputs | ||
| 28 | * \li stddev: The output vector. | ||
| 29 | * | ||
| 30 | * \b Example | ||
| 31 | * Calculate the standard deviation from numbers generated with c++11's normal generator | ||
| 32 | * \code | ||
| 33 | * int N = 1000; | ||
| 34 | * unsigned int alignment = volk_get_alignment(); | ||
| 35 | * float* increasing = (float*)volk_malloc(sizeof(float)*N, alignment); | ||
| 36 | * float mean = 0.0f; | ||
| 37 | * float* stddev = (float*)volk_malloc(sizeof(float), alignment); | ||
| 38 | * | ||
| 39 | * // Use a normal generator with 0 mean, stddev = 1 | ||
| 40 | * std::default_random_engine generator; | ||
| 41 | * std::normal_distribution<float> distribution(mean,1); | ||
| 42 | * | ||
| 43 | * for(unsigned int ii = 0; ii < N; ++ii){ | ||
| 44 | * increasing[ii] = distribution(generator); | ||
| 45 | * } | ||
| 46 | * | ||
| 47 | * volk_32f_s32f_power_32f(stddev, increasing, mean, N); | ||
| 48 | * | ||
| 49 | * printf("std. dev. = %f\n", *stddev); | ||
| 50 | * | ||
| 51 | * volk_free(increasing); | ||
| 52 | * \endcode | ||
| 53 | */ | ||
| 54 | |||
| 55 | #ifndef INCLUDED_volk_32f_s32f_stddev_32f_a_H | ||
| 56 | #define INCLUDED_volk_32f_s32f_stddev_32f_a_H | ||
| 57 | |||
| 58 | #include <inttypes.h> | ||
| 59 | #include <math.h> | ||
| 60 | #include <stdio.h> | ||
| 61 | #include <volk/volk_common.h> | ||
| 62 | |||
| 63 | #ifdef LV_HAVE_SSE4_1 | ||
| 64 | #include <smmintrin.h> | ||
| 65 | |||
| 66 | 2 | static inline void volk_32f_s32f_stddev_32f_a_sse4_1(float* stddev, | |
| 67 | const float* inputBuffer, | ||
| 68 | const float mean, | ||
| 69 | unsigned int num_points) | ||
| 70 | { | ||
| 71 | 2 | float returnValue = 0; | |
| 72 |
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2 | if (num_points > 0) { |
| 73 | 2 | unsigned int number = 0; | |
| 74 | 2 | const unsigned int sixteenthPoints = num_points / 16; | |
| 75 | |||
| 76 | 2 | const float* aPtr = inputBuffer; | |
| 77 | |||
| 78 | __VOLK_ATTR_ALIGNED(16) float squareBuffer[4]; | ||
| 79 | |||
| 80 | 2 | __m128 squareAccumulator = _mm_setzero_ps(); | |
| 81 | __m128 aVal1, aVal2, aVal3, aVal4; | ||
| 82 | __m128 cVal1, cVal2, cVal3, cVal4; | ||
| 83 |
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16384 | for (; number < sixteenthPoints; number++) { |
| 84 | 16382 | aVal1 = _mm_load_ps(aPtr); | |
| 85 | 16382 | aPtr += 4; | |
| 86 | 16382 | cVal1 = _mm_dp_ps(aVal1, aVal1, 0xF1); | |
| 87 | |||
| 88 | 16382 | aVal2 = _mm_load_ps(aPtr); | |
| 89 | 16382 | aPtr += 4; | |
| 90 | 16382 | cVal2 = _mm_dp_ps(aVal2, aVal2, 0xF2); | |
| 91 | |||
| 92 | 16382 | aVal3 = _mm_load_ps(aPtr); | |
| 93 | 16382 | aPtr += 4; | |
| 94 | 16382 | cVal3 = _mm_dp_ps(aVal3, aVal3, 0xF4); | |
| 95 | |||
| 96 | 16382 | aVal4 = _mm_load_ps(aPtr); | |
| 97 | 16382 | aPtr += 4; | |
| 98 | 16382 | cVal4 = _mm_dp_ps(aVal4, aVal4, 0xF8); | |
| 99 | |||
| 100 | 16382 | cVal1 = _mm_or_ps(cVal1, cVal2); | |
| 101 | 16382 | cVal3 = _mm_or_ps(cVal3, cVal4); | |
| 102 | 16382 | cVal1 = _mm_or_ps(cVal1, cVal3); | |
| 103 | |||
| 104 | squareAccumulator = | ||
| 105 | 16382 | _mm_add_ps(squareAccumulator, cVal1); // squareAccumulator += x^2 | |
| 106 | } | ||
| 107 | _mm_store_ps(squareBuffer, | ||
| 108 | squareAccumulator); // Store the results back into the C container | ||
| 109 | 2 | returnValue = squareBuffer[0]; | |
| 110 | 2 | returnValue += squareBuffer[1]; | |
| 111 | 2 | returnValue += squareBuffer[2]; | |
| 112 | 2 | returnValue += squareBuffer[3]; | |
| 113 | |||
| 114 | 2 | number = sixteenthPoints * 16; | |
| 115 |
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32 | for (; number < num_points; number++) { |
| 116 | 30 | returnValue += (*aPtr) * (*aPtr); | |
| 117 | 30 | aPtr++; | |
| 118 | } | ||
| 119 | 2 | returnValue /= num_points; | |
| 120 | 2 | returnValue -= (mean * mean); | |
| 121 | 2 | returnValue = sqrtf(returnValue); | |
| 122 | } | ||
| 123 | 2 | *stddev = returnValue; | |
| 124 | 2 | } | |
| 125 | |||
| 126 | #endif /* LV_HAVE_SSE4_1 */ | ||
| 127 | |||
| 128 | #ifdef LV_HAVE_SSE | ||
| 129 | #include <xmmintrin.h> | ||
| 130 | |||
| 131 | 2 | static inline void volk_32f_s32f_stddev_32f_a_sse(float* stddev, | |
| 132 | const float* inputBuffer, | ||
| 133 | const float mean, | ||
| 134 | unsigned int num_points) | ||
| 135 | { | ||
| 136 | 2 | float returnValue = 0; | |
| 137 |
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2 | if (num_points > 0) { |
| 138 | 2 | unsigned int number = 0; | |
| 139 | 2 | const unsigned int quarterPoints = num_points / 4; | |
| 140 | |||
| 141 | 2 | const float* aPtr = inputBuffer; | |
| 142 | |||
| 143 | __VOLK_ATTR_ALIGNED(16) float squareBuffer[4]; | ||
| 144 | |||
| 145 | 2 | __m128 squareAccumulator = _mm_setzero_ps(); | |
| 146 | 2 | __m128 aVal = _mm_setzero_ps(); | |
| 147 |
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65536 | for (; number < quarterPoints; number++) { |
| 148 | 65534 | aVal = _mm_load_ps(aPtr); // aVal = x | |
| 149 | 65534 | aVal = _mm_mul_ps(aVal, aVal); // squareAccumulator += x^2 | |
| 150 | 65534 | squareAccumulator = _mm_add_ps(squareAccumulator, aVal); | |
| 151 | 65534 | aPtr += 4; | |
| 152 | } | ||
| 153 | _mm_store_ps(squareBuffer, | ||
| 154 | squareAccumulator); // Store the results back into the C container | ||
| 155 | 2 | returnValue = squareBuffer[0]; | |
| 156 | 2 | returnValue += squareBuffer[1]; | |
| 157 | 2 | returnValue += squareBuffer[2]; | |
| 158 | 2 | returnValue += squareBuffer[3]; | |
| 159 | |||
| 160 | 2 | number = quarterPoints * 4; | |
| 161 |
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8 | for (; number < num_points; number++) { |
| 162 | 6 | returnValue += (*aPtr) * (*aPtr); | |
| 163 | 6 | aPtr++; | |
| 164 | } | ||
| 165 | 2 | returnValue /= num_points; | |
| 166 | 2 | returnValue -= (mean * mean); | |
| 167 | 2 | returnValue = sqrtf(returnValue); | |
| 168 | } | ||
| 169 | 2 | *stddev = returnValue; | |
| 170 | 2 | } | |
| 171 | #endif /* LV_HAVE_SSE */ | ||
| 172 | |||
| 173 | |||
| 174 | #ifdef LV_HAVE_AVX | ||
| 175 | #include <immintrin.h> | ||
| 176 | |||
| 177 | 2 | static inline void volk_32f_s32f_stddev_32f_a_avx(float* stddev, | |
| 178 | const float* inputBuffer, | ||
| 179 | const float mean, | ||
| 180 | unsigned int num_points) | ||
| 181 | { | ||
| 182 | 2 | float stdDev = 0; | |
| 183 |
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2 | if (num_points > 0) { |
| 184 | 2 | unsigned int number = 0; | |
| 185 | 2 | const unsigned int thirtySecondthPoints = num_points / 32; | |
| 186 | |||
| 187 | 2 | const float* aPtr = inputBuffer; | |
| 188 | __VOLK_ATTR_ALIGNED(32) float squareBuffer[8]; | ||
| 189 | |||
| 190 | 2 | __m256 squareAccumulator = _mm256_setzero_ps(); | |
| 191 | __m256 aVal1, aVal2, aVal3, aVal4; | ||
| 192 | __m256 cVal1, cVal2, cVal3, cVal4; | ||
| 193 |
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8192 | for (; number < thirtySecondthPoints; number++) { |
| 194 | 8190 | aVal1 = _mm256_load_ps(aPtr); | |
| 195 | 8190 | aPtr += 8; | |
| 196 | 8190 | cVal1 = _mm256_dp_ps(aVal1, aVal1, 0xF1); | |
| 197 | |||
| 198 | 8190 | aVal2 = _mm256_load_ps(aPtr); | |
| 199 | 8190 | aPtr += 8; | |
| 200 | 8190 | cVal2 = _mm256_dp_ps(aVal2, aVal2, 0xF2); | |
| 201 | |||
| 202 | 8190 | aVal3 = _mm256_load_ps(aPtr); | |
| 203 | 8190 | aPtr += 8; | |
| 204 | 8190 | cVal3 = _mm256_dp_ps(aVal3, aVal3, 0xF4); | |
| 205 | |||
| 206 | 8190 | aVal4 = _mm256_load_ps(aPtr); | |
| 207 | 8190 | aPtr += 8; | |
| 208 | 8190 | cVal4 = _mm256_dp_ps(aVal4, aVal4, 0xF8); | |
| 209 | |||
| 210 | 8190 | cVal1 = _mm256_or_ps(cVal1, cVal2); | |
| 211 | 8190 | cVal3 = _mm256_or_ps(cVal3, cVal4); | |
| 212 | 8190 | cVal1 = _mm256_or_ps(cVal1, cVal3); | |
| 213 | |||
| 214 | squareAccumulator = | ||
| 215 | 8190 | _mm256_add_ps(squareAccumulator, cVal1); // squareAccumulator += x^2 | |
| 216 | } | ||
| 217 | _mm256_store_ps(squareBuffer, | ||
| 218 | squareAccumulator); // Store the results back into the C container | ||
| 219 | 2 | stdDev = squareBuffer[0]; | |
| 220 | 2 | stdDev += squareBuffer[1]; | |
| 221 | 2 | stdDev += squareBuffer[2]; | |
| 222 | 2 | stdDev += squareBuffer[3]; | |
| 223 | 2 | stdDev += squareBuffer[4]; | |
| 224 | 2 | stdDev += squareBuffer[5]; | |
| 225 | 2 | stdDev += squareBuffer[6]; | |
| 226 | 2 | stdDev += squareBuffer[7]; | |
| 227 | |||
| 228 | 2 | number = thirtySecondthPoints * 32; | |
| 229 |
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64 | for (; number < num_points; number++) { |
| 230 | 62 | stdDev += (*aPtr) * (*aPtr); | |
| 231 | 62 | aPtr++; | |
| 232 | } | ||
| 233 | 2 | stdDev /= num_points; | |
| 234 | 2 | stdDev -= (mean * mean); | |
| 235 | 2 | stdDev = sqrtf(stdDev); | |
| 236 | } | ||
| 237 | 2 | *stddev = stdDev; | |
| 238 | 2 | } | |
| 239 | #endif /* LV_HAVE_AVX */ | ||
| 240 | |||
| 241 | |||
| 242 | #ifdef LV_HAVE_GENERIC | ||
| 243 | |||
| 244 | 2 | static inline void volk_32f_s32f_stddev_32f_generic(float* stddev, | |
| 245 | const float* inputBuffer, | ||
| 246 | const float mean, | ||
| 247 | unsigned int num_points) | ||
| 248 | { | ||
| 249 | 2 | float returnValue = 0; | |
| 250 |
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2 | if (num_points > 0) { |
| 251 | 2 | const float* aPtr = inputBuffer; | |
| 252 | 2 | unsigned int number = 0; | |
| 253 | |||
| 254 |
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262144 | for (number = 0; number < num_points; number++) { |
| 255 | 262142 | returnValue += (*aPtr) * (*aPtr); | |
| 256 | 262142 | aPtr++; | |
| 257 | } | ||
| 258 | |||
| 259 | 2 | returnValue /= num_points; | |
| 260 | 2 | returnValue -= (mean * mean); | |
| 261 | 2 | returnValue = sqrtf(returnValue); | |
| 262 | } | ||
| 263 | 2 | *stddev = returnValue; | |
| 264 | 2 | } | |
| 265 | |||
| 266 | #endif /* LV_HAVE_GENERIC */ | ||
| 267 | |||
| 268 | |||
| 269 | #endif /* INCLUDED_volk_32f_s32f_stddev_32f_a_H */ | ||
| 270 | |||
| 271 | #ifndef INCLUDED_volk_32f_s32f_stddev_32f_u_H | ||
| 272 | #define INCLUDED_volk_32f_s32f_stddev_32f_u_H | ||
| 273 | |||
| 274 | #include <inttypes.h> | ||
| 275 | #include <math.h> | ||
| 276 | #include <stdio.h> | ||
| 277 | #include <volk/volk_common.h> | ||
| 278 | |||
| 279 | #ifdef LV_HAVE_AVX | ||
| 280 | #include <immintrin.h> | ||
| 281 | |||
| 282 | 2 | static inline void volk_32f_s32f_stddev_32f_u_avx(float* stddev, | |
| 283 | const float* inputBuffer, | ||
| 284 | const float mean, | ||
| 285 | unsigned int num_points) | ||
| 286 | { | ||
| 287 | 2 | float stdDev = 0; | |
| 288 |
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2 | if (num_points > 0) { |
| 289 | 2 | unsigned int number = 0; | |
| 290 | 2 | const unsigned int thirtySecondthPoints = num_points / 32; | |
| 291 | |||
| 292 | 2 | const float* aPtr = inputBuffer; | |
| 293 | __VOLK_ATTR_ALIGNED(32) float squareBuffer[8]; | ||
| 294 | |||
| 295 | 2 | __m256 squareAccumulator = _mm256_setzero_ps(); | |
| 296 | __m256 aVal1, aVal2, aVal3, aVal4; | ||
| 297 | __m256 cVal1, cVal2, cVal3, cVal4; | ||
| 298 |
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8192 | for (; number < thirtySecondthPoints; number++) { |
| 299 | 8190 | aVal1 = _mm256_loadu_ps(aPtr); | |
| 300 | 8190 | aPtr += 8; | |
| 301 | 8190 | cVal1 = _mm256_dp_ps(aVal1, aVal1, 0xF1); | |
| 302 | |||
| 303 | 8190 | aVal2 = _mm256_loadu_ps(aPtr); | |
| 304 | 8190 | aPtr += 8; | |
| 305 | 8190 | cVal2 = _mm256_dp_ps(aVal2, aVal2, 0xF2); | |
| 306 | |||
| 307 | 8190 | aVal3 = _mm256_loadu_ps(aPtr); | |
| 308 | 8190 | aPtr += 8; | |
| 309 | 8190 | cVal3 = _mm256_dp_ps(aVal3, aVal3, 0xF4); | |
| 310 | |||
| 311 | 8190 | aVal4 = _mm256_loadu_ps(aPtr); | |
| 312 | 8190 | aPtr += 8; | |
| 313 | 8190 | cVal4 = _mm256_dp_ps(aVal4, aVal4, 0xF8); | |
| 314 | |||
| 315 | 8190 | cVal1 = _mm256_or_ps(cVal1, cVal2); | |
| 316 | 8190 | cVal3 = _mm256_or_ps(cVal3, cVal4); | |
| 317 | 8190 | cVal1 = _mm256_or_ps(cVal1, cVal3); | |
| 318 | |||
| 319 | squareAccumulator = | ||
| 320 | 8190 | _mm256_add_ps(squareAccumulator, cVal1); // squareAccumulator += x^2 | |
| 321 | } | ||
| 322 | _mm256_storeu_ps( | ||
| 323 | squareBuffer, | ||
| 324 | squareAccumulator); // Store the results back into the C container | ||
| 325 | 2 | stdDev = squareBuffer[0]; | |
| 326 | 2 | stdDev += squareBuffer[1]; | |
| 327 | 2 | stdDev += squareBuffer[2]; | |
| 328 | 2 | stdDev += squareBuffer[3]; | |
| 329 | 2 | stdDev += squareBuffer[4]; | |
| 330 | 2 | stdDev += squareBuffer[5]; | |
| 331 | 2 | stdDev += squareBuffer[6]; | |
| 332 | 2 | stdDev += squareBuffer[7]; | |
| 333 | |||
| 334 | 2 | number = thirtySecondthPoints * 32; | |
| 335 |
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64 | for (; number < num_points; number++) { |
| 336 | 62 | stdDev += (*aPtr) * (*aPtr); | |
| 337 | 62 | aPtr++; | |
| 338 | } | ||
| 339 | 2 | stdDev /= num_points; | |
| 340 | 2 | stdDev -= (mean * mean); | |
| 341 | 2 | stdDev = sqrtf(stdDev); | |
| 342 | } | ||
| 343 | 2 | *stddev = stdDev; | |
| 344 | 2 | } | |
| 345 | #endif /* LV_HAVE_AVX */ | ||
| 346 | |||
| 347 | #endif /* INCLUDED_volk_32f_s32f_stddev_32f_u_H */ | ||
| 348 |