DistanceTestsF32.cpp 12 KB

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  1. #include "DistanceTestsF32.h"
  2. #include <stdio.h>
  3. #include "Error.h"
  4. #include "Test.h"
  5. void DistanceTestsF32::test_dtw_distance_f32()
  6. {
  7. const float32_t *inpA = inputA.ptr();
  8. const float32_t *inpB = inputB.ptr();
  9. arm_matrix_instance_f32 distances;
  10. arm_matrix_instance_f32 costs;
  11. arm_matrix_instance_q7 window;
  12. distances.numRows=this->queryLength;
  13. distances.numCols=this->templateLength;
  14. distances.pData = tmpA.ptr();
  15. costs.numRows=this->queryLength;
  16. costs.numCols=this->templateLength;
  17. costs.pData = tmpB.ptr();
  18. window.numRows=this->queryLength;
  19. window.numCols=this->templateLength;
  20. window.pData = tmpC.ptr();
  21. float32_t *outp = output.ptr();
  22. int16_t *outPathp = outPath.ptr();
  23. uint32_t pathLength;
  24. for(int i=0; i < this->nbPatterns ; i ++)
  25. {
  26. float32_t *c = distances.pData;
  27. for(int q=0; q < this->queryLength; q++)
  28. {
  29. for(int t=0; t < this->templateLength; t++)
  30. {
  31. *c = fabs(inpA[q] - inpB[t]);
  32. c++;
  33. }
  34. }
  35. arm_status status = arm_dtw_distance_f32(&distances, NULL,&costs,outp);
  36. outp++;
  37. ASSERT_TRUE(status == ARM_MATH_SUCCESS);
  38. arm_dtw_path_f32(&costs,outPathp,&pathLength);
  39. /* ARM_DTW_SAKOE_CHIBA_WINDOW 5*/
  40. status = arm_dtw_init_window_q7(ARM_DTW_SAKOE_CHIBA_WINDOW,5,&window);
  41. ASSERT_TRUE(status == ARM_MATH_SUCCESS);
  42. c = distances.pData;
  43. for(int q=0; q < this->queryLength; q++)
  44. {
  45. for(int t=0; t < this->templateLength; t++)
  46. {
  47. /* Distance does not have
  48. to be computed outside of
  49. the window */
  50. if (window.pData[q*this->templateLength+t])
  51. {
  52. *c = fabs(inpA[q] - inpB[t]);
  53. }
  54. c++;
  55. }
  56. }
  57. status = arm_dtw_distance_f32(&distances, &window,&costs,outp);
  58. ASSERT_TRUE(status == ARM_MATH_SUCCESS);
  59. outp++;
  60. /* ARM_DTW_SAKOE_CHIBA_WINDOW 3 */
  61. status = arm_dtw_init_window_q7(ARM_DTW_SAKOE_CHIBA_WINDOW,3,&window);
  62. ASSERT_TRUE(status == ARM_MATH_SUCCESS);
  63. status = arm_dtw_distance_f32(&distances, &window,&costs,outp);
  64. ASSERT_TRUE(status == ARM_MATH_ARGUMENT_ERROR);
  65. /* ARM_DTW_SLANTED_BAND_WINDOW 1*/
  66. status = arm_dtw_init_window_q7(ARM_DTW_SLANTED_BAND_WINDOW,1,&window);
  67. ASSERT_TRUE(status == ARM_MATH_SUCCESS);
  68. /* Here again we could compute the distance matrix
  69. only on a subset */
  70. status = arm_dtw_distance_f32(&distances, &window,&costs,outp);
  71. ASSERT_TRUE(status == ARM_MATH_SUCCESS);
  72. outp++;
  73. inpA += this->queryLength;
  74. inpB += this->templateLength;
  75. outPathp += 2*pathLength;
  76. }
  77. ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
  78. ASSERT_EQ_PARTIAL(2*pathLength,outPath,refPath);
  79. }
  80. void DistanceTestsF32::test_braycurtis_distance_f32()
  81. {
  82. const float32_t *inpA = inputA.ptr();
  83. const float32_t *inpB = inputB.ptr();
  84. float32_t *outp = output.ptr();
  85. for(int i=0; i < this->nbPatterns ; i ++)
  86. {
  87. *outp = arm_braycurtis_distance_f32(inpA, inpB, this->vecDim);
  88. inpA += this->vecDim;
  89. inpB += this->vecDim;
  90. outp ++;
  91. }
  92. ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
  93. }
  94. void DistanceTestsF32::test_canberra_distance_f32()
  95. {
  96. const float32_t *inpA = inputA.ptr();
  97. const float32_t *inpB = inputB.ptr();
  98. float32_t *outp = output.ptr();
  99. for(int i=0; i < this->nbPatterns ; i ++)
  100. {
  101. *outp = arm_canberra_distance_f32(inpA, inpB, this->vecDim);
  102. inpA += this->vecDim;
  103. inpB += this->vecDim;
  104. outp ++;
  105. }
  106. ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
  107. }
  108. void DistanceTestsF32::test_chebyshev_distance_f32()
  109. {
  110. const float32_t *inpA = inputA.ptr();
  111. const float32_t *inpB = inputB.ptr();
  112. float32_t *outp = output.ptr();
  113. for(int i=0; i < this->nbPatterns ; i ++)
  114. {
  115. *outp = arm_chebyshev_distance_f32(inpA, inpB, this->vecDim);
  116. inpA += this->vecDim;
  117. inpB += this->vecDim;
  118. outp ++;
  119. }
  120. ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
  121. }
  122. void DistanceTestsF32::test_cityblock_distance_f32()
  123. {
  124. const float32_t *inpA = inputA.ptr();
  125. const float32_t *inpB = inputB.ptr();
  126. float32_t *outp = output.ptr();
  127. for(int i=0; i < this->nbPatterns ; i ++)
  128. {
  129. *outp = arm_cityblock_distance_f32(inpA, inpB, this->vecDim);
  130. inpA += this->vecDim;
  131. inpB += this->vecDim;
  132. outp ++;
  133. }
  134. ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
  135. }
  136. void DistanceTestsF32::test_correlation_distance_f32()
  137. {
  138. const float32_t *inpA = inputA.ptr();
  139. const float32_t *inpB = inputB.ptr();
  140. float32_t *tmpap = tmpA.ptr();
  141. float32_t *tmpbp = tmpB.ptr();
  142. float32_t *outp = output.ptr();
  143. for(int i=0; i < this->nbPatterns ; i ++)
  144. {
  145. memcpy(tmpap, inpA, sizeof(float32_t) * this->vecDim);
  146. memcpy(tmpbp, inpB, sizeof(float32_t) * this->vecDim);
  147. *outp = arm_correlation_distance_f32(tmpap, tmpbp, this->vecDim);
  148. inpA += this->vecDim;
  149. inpB += this->vecDim;
  150. outp ++;
  151. }
  152. ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
  153. }
  154. void DistanceTestsF32::test_cosine_distance_f32()
  155. {
  156. const float32_t *inpA = inputA.ptr();
  157. const float32_t *inpB = inputB.ptr();
  158. float32_t *outp = output.ptr();
  159. for(int i=0; i < this->nbPatterns ; i ++)
  160. {
  161. *outp = arm_cosine_distance_f32(inpA, inpB, this->vecDim);
  162. inpA += this->vecDim;
  163. inpB += this->vecDim;
  164. outp ++;
  165. }
  166. ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
  167. }
  168. void DistanceTestsF32::test_euclidean_distance_f32()
  169. {
  170. const float32_t *inpA = inputA.ptr();
  171. const float32_t *inpB = inputB.ptr();
  172. float32_t *outp = output.ptr();
  173. for(int i=0; i < this->nbPatterns ; i ++)
  174. {
  175. *outp = arm_euclidean_distance_f32(inpA, inpB, this->vecDim);
  176. inpA += this->vecDim;
  177. inpB += this->vecDim;
  178. outp ++;
  179. }
  180. ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
  181. }
  182. void DistanceTestsF32::test_jensenshannon_distance_f32()
  183. {
  184. const float32_t *inpA = inputA.ptr();
  185. const float32_t *inpB = inputB.ptr();
  186. float32_t *outp = output.ptr();
  187. for(int i=0; i < this->nbPatterns ; i ++)
  188. {
  189. *outp = arm_jensenshannon_distance_f32(inpA, inpB, this->vecDim);
  190. inpA += this->vecDim;
  191. inpB += this->vecDim;
  192. outp ++;
  193. }
  194. ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
  195. }
  196. void DistanceTestsF32::test_minkowski_distance_f32()
  197. {
  198. const float32_t *inpA = inputA.ptr();
  199. const float32_t *inpB = inputB.ptr();
  200. const int16_t *dimsp= dims.ptr();
  201. dimsp += 2;
  202. float32_t *outp = output.ptr();
  203. for(int i=0; i < this->nbPatterns ; i ++)
  204. {
  205. *outp = arm_minkowski_distance_f32(inpA, inpB, *dimsp,this->vecDim);
  206. inpA += this->vecDim;
  207. inpB += this->vecDim;
  208. outp ++;
  209. dimsp ++;
  210. }
  211. ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
  212. }
  213. void DistanceTestsF32::setUp(Testing::testID_t id,std::vector<Testing::param_t>& paramsArgs,Client::PatternMgr *mgr)
  214. {
  215. (void)paramsArgs;
  216. if ((id != DistanceTestsF32::TEST_MINKOWSKI_DISTANCE_F32_9) && (id != DistanceTestsF32::TEST_JENSENSHANNON_DISTANCE_F32_8))
  217. {
  218. inputA.reload(DistanceTestsF32::INPUTA_F32_ID,mgr);
  219. inputB.reload(DistanceTestsF32::INPUTB_F32_ID,mgr);
  220. dims.reload(DistanceTestsF32::DIMS_S16_ID,mgr);
  221. const int16_t *dimsp = dims.ptr();
  222. this->nbPatterns=dimsp[0];
  223. this->vecDim=dimsp[1];
  224. output.create(this->nbPatterns,DistanceTestsF32::OUT_F32_ID,mgr);
  225. }
  226. switch(id)
  227. {
  228. case DistanceTestsF32::TEST_BRAYCURTIS_DISTANCE_F32_1:
  229. {
  230. ref.reload(DistanceTestsF32::REF1_F32_ID,mgr);
  231. }
  232. break;
  233. case DistanceTestsF32::TEST_CANBERRA_DISTANCE_F32_2:
  234. {
  235. ref.reload(DistanceTestsF32::REF2_F32_ID,mgr);
  236. }
  237. break;
  238. case DistanceTestsF32::TEST_CHEBYSHEV_DISTANCE_F32_3:
  239. {
  240. ref.reload(DistanceTestsF32::REF3_F32_ID,mgr);
  241. }
  242. break;
  243. case DistanceTestsF32::TEST_CITYBLOCK_DISTANCE_F32_4:
  244. {
  245. ref.reload(DistanceTestsF32::REF4_F32_ID,mgr);
  246. }
  247. break;
  248. case DistanceTestsF32::TEST_CORRELATION_DISTANCE_F32_5:
  249. {
  250. ref.reload(DistanceTestsF32::REF5_F32_ID,mgr);
  251. tmpA.create(this->vecDim,DistanceTestsF32::TMPA_F32_ID,mgr);
  252. tmpB.create(this->vecDim,DistanceTestsF32::TMPB_F32_ID,mgr);
  253. }
  254. break;
  255. case DistanceTestsF32::TEST_COSINE_DISTANCE_F32_6:
  256. {
  257. ref.reload(DistanceTestsF32::REF6_F32_ID,mgr);
  258. }
  259. break;
  260. case DistanceTestsF32::TEST_EUCLIDEAN_DISTANCE_F32_7:
  261. {
  262. ref.reload(DistanceTestsF32::REF7_F32_ID,mgr);
  263. }
  264. break;
  265. case DistanceTestsF32::TEST_JENSENSHANNON_DISTANCE_F32_8:
  266. {
  267. inputA.reload(DistanceTestsF32::INPUTA_JEN_F32_ID,mgr);
  268. inputB.reload(DistanceTestsF32::INPUTB_JEN_F32_ID,mgr);
  269. dims.reload(DistanceTestsF32::DIMS_S16_ID,mgr);
  270. const int16_t *dimsp = dims.ptr();
  271. this->nbPatterns=dimsp[0];
  272. this->vecDim=dimsp[1];
  273. output.create(this->nbPatterns,DistanceTestsF32::OUT_F32_ID,mgr);
  274. ref.reload(DistanceTestsF32::REF8_F32_ID,mgr);
  275. }
  276. break;
  277. case DistanceTestsF32::TEST_MINKOWSKI_DISTANCE_F32_9:
  278. {
  279. inputA.reload(DistanceTestsF32::INPUTA_F32_ID,mgr);
  280. inputB.reload(DistanceTestsF32::INPUTB_F32_ID,mgr);
  281. dims.reload(DistanceTestsF32::DIMS_MINKOWSKI_S16_ID,mgr);
  282. const int16_t *dimsp = dims.ptr();
  283. this->nbPatterns=dimsp[0];
  284. this->vecDim=dimsp[1];
  285. output.create(this->nbPatterns,DistanceTestsF32::OUT_F32_ID,mgr);
  286. ref.reload(DistanceTestsF32::REF9_F32_ID,mgr);
  287. }
  288. break;
  289. case DistanceTestsF32::TEST_DTW_DISTANCE_F32_10:
  290. {
  291. inputA.reload(DistanceTestsF32::INPUT_QUERY_F32_ID,mgr);
  292. inputB.reload(DistanceTestsF32::INPUT_TEMPLATE_F32_ID,mgr);
  293. this->nbPatterns=1;
  294. this->queryLength=inputA.nbSamples();
  295. this->templateLength=inputB.nbSamples();
  296. output.create(3*this->nbPatterns,DistanceTestsF32::OUT_F32_ID,mgr);
  297. tmpA.create(this->queryLength*this->templateLength,DistanceTestsF32::TMPA_F32_ID,mgr);
  298. tmpB.create(this->queryLength*this->templateLength,DistanceTestsF32::TMPB_F32_ID,mgr);
  299. tmpC.create(this->queryLength*this->templateLength,DistanceTestsF32::TMPC_Q7_ID,mgr);
  300. outPath.create(2*(this->queryLength+this->templateLength),DistanceTestsF32::OUTA_S16_ID,mgr);
  301. ref.reload(DistanceTestsF32::REF10_F32_ID,mgr);
  302. refPath.reload(DistanceTestsF32::REF10_S16_PATH_ID,mgr);
  303. }
  304. break;
  305. }
  306. }
  307. void DistanceTestsF32::tearDown(Testing::testID_t id,Client::PatternMgr *mgr)
  308. {
  309. (void)id;
  310. output.dump(mgr);
  311. }