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2 | mjames | 1 | /* ---------------------------------------------------------------------- |
2 | * Project: CMSIS DSP Library |
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3 | * Title: arm_mat_mult_fast_q31.c |
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4 | * Description: Q31 matrix multiplication (fast variant) |
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5 | * |
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6 | * $Date: 27. January 2017 |
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7 | * $Revision: V.1.5.1 |
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8 | * |
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9 | * Target Processor: Cortex-M cores |
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10 | * -------------------------------------------------------------------- */ |
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11 | /* |
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12 | * Copyright (C) 2010-2017 ARM Limited or its affiliates. All rights reserved. |
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13 | * |
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14 | * SPDX-License-Identifier: Apache-2.0 |
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15 | * |
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16 | * Licensed under the Apache License, Version 2.0 (the License); you may |
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17 | * not use this file except in compliance with the License. |
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18 | * You may obtain a copy of the License at |
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19 | * |
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20 | * www.apache.org/licenses/LICENSE-2.0 |
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21 | * |
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22 | * Unless required by applicable law or agreed to in writing, software |
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23 | * distributed under the License is distributed on an AS IS BASIS, WITHOUT |
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24 | * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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25 | * See the License for the specific language governing permissions and |
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26 | * limitations under the License. |
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27 | */ |
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28 | |||
29 | #include "arm_math.h" |
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30 | |||
31 | /** |
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32 | * @ingroup groupMatrix |
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33 | */ |
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34 | |||
35 | /** |
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36 | * @addtogroup MatrixMult |
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37 | * @{ |
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38 | */ |
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39 | |||
40 | /** |
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41 | * @brief Q31 matrix multiplication (fast variant) for Cortex-M3 and Cortex-M4 |
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42 | * @param[in] *pSrcA points to the first input matrix structure |
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43 | * @param[in] *pSrcB points to the second input matrix structure |
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44 | * @param[out] *pDst points to output matrix structure |
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45 | * @return The function returns either |
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46 | * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking. |
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47 | * |
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48 | * @details |
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49 | * <b>Scaling and Overflow Behavior:</b> |
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50 | * |
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51 | * \par |
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52 | * The difference between the function arm_mat_mult_q31() and this fast variant is that |
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53 | * the fast variant use a 32-bit rather than a 64-bit accumulator. |
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54 | * The result of each 1.31 x 1.31 multiplication is truncated to |
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55 | * 2.30 format. These intermediate results are accumulated in a 32-bit register in 2.30 |
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56 | * format. Finally, the accumulator is saturated and converted to a 1.31 result. |
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57 | * |
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58 | * \par |
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59 | * The fast version has the same overflow behavior as the standard version but provides |
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60 | * less precision since it discards the low 32 bits of each multiplication result. |
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61 | * In order to avoid overflows completely the input signals must be scaled down. |
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62 | * Scale down one of the input matrices by log2(numColsA) bits to |
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63 | * avoid overflows, as a total of numColsA additions are computed internally for each |
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64 | * output element. |
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65 | * |
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66 | * \par |
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67 | * See <code>arm_mat_mult_q31()</code> for a slower implementation of this function |
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68 | * which uses 64-bit accumulation to provide higher precision. |
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69 | */ |
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70 | |||
71 | arm_status arm_mat_mult_fast_q31( |
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72 | const arm_matrix_instance_q31 * pSrcA, |
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73 | const arm_matrix_instance_q31 * pSrcB, |
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74 | arm_matrix_instance_q31 * pDst) |
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75 | { |
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76 | q31_t *pInA = pSrcA->pData; /* input data matrix pointer A */ |
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77 | q31_t *pInB = pSrcB->pData; /* input data matrix pointer B */ |
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78 | q31_t *px; /* Temporary output data matrix pointer */ |
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79 | q31_t sum; /* Accumulator */ |
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80 | uint16_t numRowsA = pSrcA->numRows; /* number of rows of input matrix A */ |
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81 | uint16_t numColsB = pSrcB->numCols; /* number of columns of input matrix B */ |
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82 | uint16_t numColsA = pSrcA->numCols; /* number of columns of input matrix A */ |
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83 | uint32_t col, i = 0U, j, row = numRowsA, colCnt; /* loop counters */ |
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84 | arm_status status; /* status of matrix multiplication */ |
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85 | q31_t inA1, inB1; |
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86 | |||
87 | #if defined (ARM_MATH_DSP) |
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88 | |||
89 | q31_t sum2, sum3, sum4; |
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90 | q31_t inA2, inB2; |
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91 | q31_t *pInA2; |
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92 | q31_t *px2; |
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93 | |||
94 | #endif |
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95 | |||
96 | #ifdef ARM_MATH_MATRIX_CHECK |
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97 | |||
98 | /* Check for matrix mismatch condition */ |
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99 | if ((pSrcA->numCols != pSrcB->numRows) || |
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100 | (pSrcA->numRows != pDst->numRows) || (pSrcB->numCols != pDst->numCols)) |
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101 | { |
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102 | /* Set status as ARM_MATH_SIZE_MISMATCH */ |
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103 | status = ARM_MATH_SIZE_MISMATCH; |
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104 | } |
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105 | else |
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106 | #endif /* #ifdef ARM_MATH_MATRIX_CHECK */ |
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107 | |||
108 | { |
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109 | |||
110 | px = pDst->pData; |
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111 | |||
112 | #if defined (ARM_MATH_DSP) |
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113 | row = row >> 1; |
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114 | px2 = px + numColsB; |
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115 | #endif |
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116 | |||
117 | /* The following loop performs the dot-product of each row in pSrcA with each column in pSrcB */ |
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118 | /* row loop */ |
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119 | while (row > 0U) |
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120 | { |
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121 | |||
122 | /* For every row wise process, the column loop counter is to be initiated */ |
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123 | col = numColsB; |
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124 | |||
125 | /* For every row wise process, the pIn2 pointer is set |
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126 | ** to the starting address of the pSrcB data */ |
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127 | pInB = pSrcB->pData; |
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128 | |||
129 | j = 0U; |
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130 | |||
131 | #if defined (ARM_MATH_DSP) |
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132 | col = col >> 1; |
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133 | #endif |
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134 | |||
135 | /* column loop */ |
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136 | while (col > 0U) |
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137 | { |
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138 | /* Set the variable sum, that acts as accumulator, to zero */ |
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139 | sum = 0; |
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140 | |||
141 | /* Initiate data pointers */ |
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142 | pInA = pSrcA->pData + i; |
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143 | pInB = pSrcB->pData + j; |
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144 | |||
145 | #if defined (ARM_MATH_DSP) |
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146 | sum2 = 0; |
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147 | sum3 = 0; |
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148 | sum4 = 0; |
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149 | pInA2 = pInA + numColsA; |
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150 | colCnt = numColsA; |
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151 | #else |
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152 | colCnt = numColsA >> 2; |
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153 | #endif |
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154 | |||
155 | /* matrix multiplication */ |
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156 | while (colCnt > 0U) |
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157 | { |
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158 | |||
159 | #if defined (ARM_MATH_DSP) |
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160 | inA1 = *pInA++; |
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161 | inB1 = pInB[0]; |
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162 | inA2 = *pInA2++; |
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163 | inB2 = pInB[1]; |
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164 | pInB += numColsB; |
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165 | |||
166 | sum = __SMMLA(inA1, inB1, sum); |
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167 | sum2 = __SMMLA(inA1, inB2, sum2); |
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168 | sum3 = __SMMLA(inA2, inB1, sum3); |
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169 | sum4 = __SMMLA(inA2, inB2, sum4); |
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170 | #else |
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171 | /* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */ |
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172 | /* Perform the multiply-accumulates */ |
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173 | inB1 = *pInB; |
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174 | pInB += numColsB; |
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175 | inA1 = pInA[0]; |
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176 | sum = __SMMLA(inA1, inB1, sum); |
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177 | |||
178 | inB1 = *pInB; |
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179 | pInB += numColsB; |
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180 | inA1 = pInA[1]; |
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181 | sum = __SMMLA(inA1, inB1, sum); |
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182 | |||
183 | inB1 = *pInB; |
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184 | pInB += numColsB; |
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185 | inA1 = pInA[2]; |
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186 | sum = __SMMLA(inA1, inB1, sum); |
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187 | |||
188 | inB1 = *pInB; |
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189 | pInB += numColsB; |
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190 | inA1 = pInA[3]; |
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191 | sum = __SMMLA(inA1, inB1, sum); |
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192 | |||
193 | pInA += 4U; |
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194 | #endif |
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195 | |||
196 | /* Decrement the loop counter */ |
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197 | colCnt--; |
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198 | } |
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199 | |||
200 | #ifdef ARM_MATH_CM0_FAMILY |
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201 | /* If the columns of pSrcA is not a multiple of 4, compute any remaining output samples here. */ |
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202 | colCnt = numColsA % 0x4U; |
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203 | while (colCnt > 0U) |
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204 | { |
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205 | sum = __SMMLA(*pInA++, *pInB, sum); |
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206 | pInB += numColsB; |
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207 | colCnt--; |
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208 | } |
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209 | j++; |
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210 | #endif |
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211 | |||
212 | /* Convert the result from 2.30 to 1.31 format and store in destination buffer */ |
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213 | *px++ = sum << 1; |
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214 | |||
215 | #if defined (ARM_MATH_DSP) |
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216 | *px++ = sum2 << 1; |
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217 | *px2++ = sum3 << 1; |
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218 | *px2++ = sum4 << 1; |
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219 | j += 2; |
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220 | #endif |
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221 | |||
222 | /* Decrement the column loop counter */ |
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223 | col--; |
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224 | |||
225 | } |
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226 | |||
227 | i = i + numColsA; |
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228 | |||
229 | #if defined (ARM_MATH_DSP) |
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230 | i = i + numColsA; |
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231 | px = px2 + (numColsB & 1U); |
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232 | px2 = px + numColsB; |
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233 | #endif |
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234 | |||
235 | /* Decrement the row loop counter */ |
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236 | row--; |
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237 | |||
238 | } |
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239 | |||
240 | /* Compute any remaining odd row/column below */ |
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241 | |||
242 | #if defined (ARM_MATH_DSP) |
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243 | |||
244 | /* Compute remaining output column */ |
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245 | if (numColsB & 1U) { |
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246 | |||
247 | /* Avoid redundant computation of last element */ |
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248 | row = numRowsA & (~0x1); |
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249 | |||
250 | /* Point to remaining unfilled column in output matrix */ |
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251 | px = pDst->pData+numColsB-1; |
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252 | pInA = pSrcA->pData; |
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253 | |||
254 | /* row loop */ |
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255 | while (row > 0) |
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256 | { |
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257 | |||
258 | /* point to last column in matrix B */ |
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259 | pInB = pSrcB->pData + numColsB-1; |
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260 | |||
261 | /* Set the variable sum, that acts as accumulator, to zero */ |
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262 | sum = 0; |
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263 | |||
264 | /* Compute 4 columns at once */ |
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265 | colCnt = numColsA >> 2; |
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266 | |||
267 | /* matrix multiplication */ |
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268 | while (colCnt > 0U) |
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269 | { |
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270 | inA1 = *pInA++; |
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271 | inA2 = *pInA++; |
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272 | inB1 = *pInB; |
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273 | pInB += numColsB; |
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274 | inB2 = *pInB; |
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275 | pInB += numColsB; |
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276 | sum = __SMMLA(inA1, inB1, sum); |
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277 | sum = __SMMLA(inA2, inB2, sum); |
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278 | |||
279 | inA1 = *pInA++; |
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280 | inA2 = *pInA++; |
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281 | inB1 = *pInB; |
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282 | pInB += numColsB; |
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283 | inB2 = *pInB; |
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284 | pInB += numColsB; |
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285 | sum = __SMMLA(inA1, inB1, sum); |
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286 | sum = __SMMLA(inA2, inB2, sum); |
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287 | |||
288 | /* Decrement the loop counter */ |
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289 | colCnt--; |
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290 | } |
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291 | |||
292 | colCnt = numColsA & 3U; |
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293 | while (colCnt > 0U) { |
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294 | sum = __SMMLA(*pInA++, *pInB, sum); |
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295 | pInB += numColsB; |
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296 | colCnt--; |
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297 | } |
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298 | |||
299 | /* Convert the result from 2.30 to 1.31 format and store in destination buffer */ |
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300 | *px = sum << 1; |
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301 | px += numColsB; |
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302 | |||
303 | /* Decrement the row loop counter */ |
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304 | row--; |
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305 | } |
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306 | } |
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307 | |||
308 | /* Compute remaining output row */ |
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309 | if (numRowsA & 1U) { |
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310 | |||
311 | /* point to last row in output matrix */ |
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312 | px = pDst->pData+(numColsB)*(numRowsA-1); |
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313 | |||
314 | col = numColsB; |
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315 | i = 0U; |
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316 | |||
317 | /* col loop */ |
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318 | while (col > 0) |
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319 | { |
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320 | |||
321 | /* point to last row in matrix A */ |
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322 | pInA = pSrcA->pData + (numRowsA-1)*numColsA; |
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323 | pInB = pSrcB->pData + i; |
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324 | |||
325 | /* Set the variable sum, that acts as accumulator, to zero */ |
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326 | sum = 0; |
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327 | |||
328 | /* Compute 4 columns at once */ |
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329 | colCnt = numColsA >> 2; |
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330 | |||
331 | /* matrix multiplication */ |
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332 | while (colCnt > 0U) |
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333 | { |
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334 | inA1 = *pInA++; |
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335 | inA2 = *pInA++; |
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336 | inB1 = *pInB; |
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337 | pInB += numColsB; |
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338 | inB2 = *pInB; |
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339 | pInB += numColsB; |
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340 | sum = __SMMLA(inA1, inB1, sum); |
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341 | sum = __SMMLA(inA2, inB2, sum); |
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342 | |||
343 | inA1 = *pInA++; |
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344 | inA2 = *pInA++; |
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345 | inB1 = *pInB; |
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346 | pInB += numColsB; |
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347 | inB2 = *pInB; |
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348 | pInB += numColsB; |
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349 | sum = __SMMLA(inA1, inB1, sum); |
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350 | sum = __SMMLA(inA2, inB2, sum); |
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351 | |||
352 | /* Decrement the loop counter */ |
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353 | colCnt--; |
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354 | } |
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355 | |||
356 | colCnt = numColsA & 3U; |
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357 | while (colCnt > 0U) { |
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358 | sum = __SMMLA(*pInA++, *pInB, sum); |
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359 | pInB += numColsB; |
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360 | colCnt--; |
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361 | } |
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362 | |||
363 | /* Saturate and store the result in the destination buffer */ |
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364 | *px++ = sum << 1; |
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365 | i++; |
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366 | |||
367 | /* Decrement the col loop counter */ |
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368 | col--; |
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369 | } |
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370 | } |
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371 | |||
372 | #endif /* #if defined (ARM_MATH_DSP) */ |
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373 | |||
374 | /* set status as ARM_MATH_SUCCESS */ |
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375 | status = ARM_MATH_SUCCESS; |
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376 | } |
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377 | |||
378 | /* Return to application */ |
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379 | return (status); |
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380 | } |
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381 | |||
382 | /** |
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383 | * @} end of MatrixMult group |
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384 | */ |