SVMF32.cpp 6.6 KB

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  1. #include "SVMF32.h"
  2. #include <stdio.h>
  3. #include "Error.h"
  4. void SVMF32::test_svm_linear_predict_f32()
  5. {
  6. const float32_t *inp = samples.ptr();
  7. int32_t *outp = output.ptr();
  8. int32_t *result;
  9. result=outp;
  10. for(int i =0; i < this->nbTestSamples; i++)
  11. {
  12. arm_svm_linear_predict_f32(&this->linear,inp,result);
  13. result++;
  14. inp += this->vecDim;
  15. }
  16. ASSERT_EQ(ref,output);
  17. }
  18. void SVMF32::test_svm_polynomial_predict_f32()
  19. {
  20. const float32_t *inp = samples.ptr();
  21. int32_t *outp = output.ptr();
  22. int32_t *result;
  23. result=outp;
  24. for(int i =0; i < this->nbTestSamples; i++)
  25. {
  26. arm_svm_polynomial_predict_f32(&this->poly,inp,result);
  27. result++;
  28. inp += this->vecDim;
  29. }
  30. ASSERT_EQ(ref,output);
  31. }
  32. void SVMF32::test_svm_rbf_predict_f32()
  33. {
  34. const float32_t *inp = samples.ptr();
  35. int32_t *outp = output.ptr();
  36. int32_t *result;
  37. result=outp;
  38. for(int i =0; i < this->nbTestSamples; i++)
  39. {
  40. arm_svm_rbf_predict_f32(&this->rbf,inp,result);
  41. result++;
  42. inp += this->vecDim;
  43. }
  44. ASSERT_EQ(ref,output);
  45. }
  46. void SVMF32::test_svm_sigmoid_predict_f32()
  47. {
  48. const float32_t *inp = samples.ptr();
  49. int32_t *outp = output.ptr();
  50. int32_t *result;
  51. result=outp;
  52. for(int i =0; i < this->nbTestSamples; i++)
  53. {
  54. arm_svm_sigmoid_predict_f32(&this->sigmoid,inp,result);
  55. result++;
  56. inp += this->vecDim;
  57. }
  58. ASSERT_EQ(ref,output);
  59. }
  60. void SVMF32::setUp(Testing::testID_t id,std::vector<Testing::param_t>& testparams,Client::PatternMgr *mgr)
  61. {
  62. int kind;
  63. Testing::nbSamples_t nb=MAX_NB_SAMPLES;
  64. (void)testparams;
  65. switch(id)
  66. {
  67. case SVMF32::TEST_SVM_LINEAR_PREDICT_F32_1:
  68. {
  69. samples.reload(SVMF32::SAMPLES1_F32_ID,mgr,nb);
  70. params.reload(SVMF32::PARAMS1_F32_ID,mgr,nb);
  71. dims.reload(SVMF32::DIMS1_S16_ID,mgr,nb);
  72. ref.reload(SVMF32::REF1_S32_ID,mgr,nb);
  73. }
  74. break;
  75. case SVMF32::TEST_SVM_POLYNOMIAL_PREDICT_F32_2:
  76. {
  77. samples.reload(SVMF32::SAMPLES2_F32_ID,mgr,nb);
  78. params.reload(SVMF32::PARAMS2_F32_ID,mgr,nb);
  79. dims.reload(SVMF32::DIMS2_S16_ID,mgr,nb);
  80. ref.reload(SVMF32::REF2_S32_ID,mgr,nb);
  81. }
  82. break;
  83. case SVMF32::TEST_SVM_RBF_PREDICT_F32_3:
  84. {
  85. samples.reload(SVMF32::SAMPLES3_F32_ID,mgr,nb);
  86. params.reload(SVMF32::PARAMS3_F32_ID,mgr,nb);
  87. dims.reload(SVMF32::DIMS3_S16_ID,mgr,nb);
  88. ref.reload(SVMF32::REF3_S32_ID,mgr,nb);
  89. }
  90. break;
  91. case SVMF32::TEST_SVM_SIGMOID_PREDICT_F32_4:
  92. {
  93. samples.reload(SVMF32::SAMPLES4_F32_ID,mgr,nb);
  94. params.reload(SVMF32::PARAMS4_F32_ID,mgr,nb);
  95. dims.reload(SVMF32::DIMS4_S16_ID,mgr,nb);
  96. ref.reload(SVMF32::REF4_S32_ID,mgr,nb);
  97. }
  98. break;
  99. case SVMF32::TEST_SVM_RBF_PREDICT_F32_5:
  100. {
  101. samples.reload(SVMF32::SAMPLES5_F32_ID,mgr,nb);
  102. params.reload(SVMF32::PARAMS5_F32_ID,mgr,nb);
  103. dims.reload(SVMF32::DIMS5_S16_ID,mgr,nb);
  104. ref.reload(SVMF32::REF5_S32_ID,mgr,nb);
  105. }
  106. break;
  107. }
  108. const int16_t *dimsp = dims.ptr();
  109. const float32_t *paramsp = params.ptr();
  110. kind = dimsp[0];
  111. this->classes[0] = dimsp[1];
  112. this->classes[1] = dimsp[2];
  113. this->nbTestSamples=dimsp[3];
  114. this->vecDim = dimsp[4];
  115. this->nbSupportVectors = dimsp[5];
  116. this->intercept=paramsp[this->vecDim*this->nbSupportVectors + this->nbSupportVectors];
  117. this->supportVectors=paramsp;
  118. this->dualCoefs=paramsp + (this->vecDim*this->nbSupportVectors);
  119. switch(kind)
  120. {
  121. case SVMF32::POLY:
  122. this->degree = dimsp[6];
  123. this->coef0 =paramsp[this->vecDim*this->nbSupportVectors + this->nbSupportVectors + 1] ;
  124. this->gamma=paramsp[this->vecDim*this->nbSupportVectors + this->nbSupportVectors + 2];
  125. break;
  126. case SVMF32::RBF:
  127. this->gamma=paramsp[this->vecDim*this->nbSupportVectors + this->nbSupportVectors + 1];
  128. break;
  129. case SVMF32::SIGMOID:
  130. this->coef0 =paramsp[this->vecDim*this->nbSupportVectors + this->nbSupportVectors + 1] ;
  131. this->gamma=paramsp[this->vecDim*this->nbSupportVectors + this->nbSupportVectors + 2];
  132. break;
  133. }
  134. switch(id)
  135. {
  136. case SVMF32::TEST_SVM_LINEAR_PREDICT_F32_1:
  137. {
  138. arm_svm_linear_init_f32(&linear,
  139. this->nbSupportVectors,
  140. this->vecDim,
  141. this->intercept,
  142. this->dualCoefs,
  143. this->supportVectors,
  144. this->classes);
  145. }
  146. break;
  147. case SVMF32::TEST_SVM_POLYNOMIAL_PREDICT_F32_2:
  148. {
  149. arm_svm_polynomial_init_f32(&poly,
  150. this->nbSupportVectors,
  151. this->vecDim,
  152. this->intercept,
  153. this->dualCoefs,
  154. this->supportVectors,
  155. this->classes,
  156. this->degree,
  157. this->coef0,
  158. this->gamma
  159. );
  160. }
  161. break;
  162. case SVMF32::TEST_SVM_RBF_PREDICT_F32_3:
  163. case SVMF32::TEST_SVM_RBF_PREDICT_F32_5:
  164. {
  165. arm_svm_rbf_init_f32(&rbf,
  166. this->nbSupportVectors,
  167. this->vecDim,
  168. this->intercept,
  169. this->dualCoefs,
  170. this->supportVectors,
  171. this->classes,
  172. this->gamma
  173. );
  174. }
  175. break;
  176. case SVMF32::TEST_SVM_SIGMOID_PREDICT_F32_4:
  177. {
  178. arm_svm_sigmoid_init_f32(&sigmoid,
  179. this->nbSupportVectors,
  180. this->vecDim,
  181. this->intercept,
  182. this->dualCoefs,
  183. this->supportVectors,
  184. this->classes,
  185. this->coef0,
  186. this->gamma
  187. );
  188. }
  189. break;
  190. }
  191. output.create(ref.nbSamples(),SVMF32::OUT_S32_ID,mgr);
  192. }
  193. void SVMF32::tearDown(Testing::testID_t id,Client::PatternMgr *mgr)
  194. {
  195. (void)id;
  196. output.dump(mgr);
  197. }