crossover_test.go 10 KB

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  1. package gago
  2. import (
  3. "math"
  4. "testing"
  5. )
  6. func TestCrossUniformFloat64(t *testing.T) {
  7. var (
  8. rng = newRandomNumberGenerator()
  9. p1 = NewVector(rng).(Vector)
  10. p2 = NewVector(rng).(Vector)
  11. o1, o2 = CrossUniformFloat64(p1, p2, rng)
  12. )
  13. // Check lengths
  14. if len(o1) != len(p1) || len(o2) != len(p1) {
  15. t.Error("CrossUniform should not produce offsprings with different sizes")
  16. }
  17. // Check new values are contained in hyper-rectangle defined by parents
  18. var (
  19. bounded = func(x, lower, upper float64) bool { return x > lower && x < upper }
  20. lower float64
  21. upper float64
  22. )
  23. for i := 0; i < len(p1); i++ {
  24. lower = math.Min(p1[i], p2[i])
  25. upper = math.Max(p1[i], p2[i])
  26. if !bounded(o1[i], lower, upper) || !bounded(o2[i], lower, upper) {
  27. t.Error("New values are not contained in hyper-rectangle")
  28. }
  29. }
  30. }
  31. func TestGNX(t *testing.T) {
  32. var testCases = []struct {
  33. p1 []int
  34. p2 []int
  35. indexes []int
  36. o1 []int
  37. o2 []int
  38. }{
  39. {
  40. p1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  41. p2: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  42. indexes: []int{3, 7},
  43. o1: []int{1, 2, 3, 8, 2, 6, 5, 8, 9},
  44. o2: []int{9, 3, 7, 4, 5, 6, 7, 1, 4},
  45. },
  46. {
  47. p1: []int{1, 2, 3},
  48. p2: []int{3, 2, 1},
  49. indexes: []int{0},
  50. o1: []int{3, 2, 1},
  51. o2: []int{1, 2, 3},
  52. },
  53. {
  54. p1: []int{1, 2, 3},
  55. p2: []int{3, 2, 1},
  56. indexes: []int{1},
  57. o1: []int{1, 2, 1},
  58. o2: []int{3, 2, 3},
  59. },
  60. {
  61. p1: []int{1, 2, 3},
  62. p2: []int{3, 2, 1},
  63. indexes: []int{2},
  64. o1: []int{1, 2, 1},
  65. o2: []int{3, 2, 3},
  66. },
  67. {
  68. p1: []int{1, 2, 3},
  69. p2: []int{3, 2, 1},
  70. indexes: []int{3},
  71. o1: []int{1, 2, 3},
  72. o2: []int{3, 2, 1},
  73. },
  74. }
  75. for _, test := range testCases {
  76. var (
  77. n = len(test.p1)
  78. o1, o2 = gnx(IntSlice(test.p1), IntSlice(test.p2), test.indexes)
  79. )
  80. for i := 0; i < n; i++ {
  81. if o1.At(i).(int) != test.o1[i] || o2.At(i).(int) != test.o2[i] {
  82. t.Error("Something went wrong during GNX crossover")
  83. }
  84. }
  85. }
  86. }
  87. func TestCrossGNXFloat64(t *testing.T) {
  88. var (
  89. rng = newRandomNumberGenerator()
  90. p1 = []float64{1, 2, 3}
  91. p2 = []float64{3, 2, 1}
  92. o1, o2 = CrossGNXFloat64(p1, p2, 2, rng)
  93. )
  94. // Check lengths
  95. if len(o1) != len(p1) || len(o2) != len(p1) {
  96. t.Error("CrossGNXFloat64 should not produce offsprings with different sizes")
  97. }
  98. }
  99. func TestCrossGNXInt(t *testing.T) {
  100. var (
  101. rng = newRandomNumberGenerator()
  102. p1 = []int{1, 2, 3}
  103. p2 = []int{3, 2, 1}
  104. o1, o2 = CrossGNXInt(p1, p2, 2, rng)
  105. )
  106. // Check lengths
  107. if len(o1) != len(p1) || len(o2) != len(p1) {
  108. t.Error("CrossGNXInt should not produce offsprings with different sizes")
  109. }
  110. }
  111. func TestCrossGNXString(t *testing.T) {
  112. var (
  113. rng = newRandomNumberGenerator()
  114. p1 = []string{"a", "b", "c"}
  115. p2 = []string{"c", "b", "a"}
  116. o1, o2 = CrossGNXString(p1, p2, 2, rng)
  117. )
  118. // Check lengths
  119. if len(o1) != len(p1) || len(o2) != len(p1) {
  120. t.Error("CrossGNXString should not produce offsprings with different sizes")
  121. }
  122. }
  123. func TestPMX(t *testing.T) {
  124. var testCases = []struct {
  125. p1 []int
  126. p2 []int
  127. a int
  128. b int
  129. o1 []int
  130. o2 []int
  131. }{
  132. {
  133. p1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  134. p2: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  135. a: 3,
  136. b: 7,
  137. o1: []int{9, 3, 2, 4, 5, 6, 7, 1, 8},
  138. o2: []int{1, 7, 3, 8, 2, 6, 5, 4, 9},
  139. },
  140. {
  141. p1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  142. p2: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  143. a: 0,
  144. b: 9,
  145. o1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  146. o2: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  147. },
  148. {
  149. p1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  150. p2: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  151. a: 0,
  152. b: 0,
  153. o1: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  154. o2: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  155. },
  156. }
  157. for _, test := range testCases {
  158. var (
  159. n = len(test.p1)
  160. o1, o2 = pmx(IntSlice(test.p1), IntSlice(test.p2), test.a, test.b)
  161. )
  162. for i := 0; i < n; i++ {
  163. if o1.At(i).(int) != test.o1[i] || o2.At(i).(int) != test.o2[i] {
  164. t.Error("Something went wrong during PMX crossover")
  165. }
  166. }
  167. }
  168. }
  169. func TestCrossPMXFloat64(t *testing.T) {
  170. var (
  171. rng = newRandomNumberGenerator()
  172. p1 = []float64{1, 2, 3}
  173. p2 = []float64{3, 2, 1}
  174. o1, o2 = CrossPMXFloat64(p1, p2, rng)
  175. )
  176. // Check lengths
  177. if len(o1) != len(p1) || len(o2) != len(p1) {
  178. t.Error("CrossPMXFloat64 should not produce offsprings with different sizes")
  179. }
  180. }
  181. func TestCrossPMXInt(t *testing.T) {
  182. var (
  183. rng = newRandomNumberGenerator()
  184. p1 = []int{1, 2, 3}
  185. p2 = []int{3, 2, 1}
  186. o1, o2 = CrossPMXInt(p1, p2, rng)
  187. )
  188. // Check lengths
  189. if len(o1) != len(p1) || len(o2) != len(p1) {
  190. t.Error("CrossPMXInt should not produce offsprings with different sizes")
  191. }
  192. }
  193. func TestCrossPMXString(t *testing.T) {
  194. var (
  195. rng = newRandomNumberGenerator()
  196. p1 = []string{"a", "b", "c"}
  197. p2 = []string{"c", "b", "a"}
  198. o1, o2 = CrossPMXString(p1, p2, rng)
  199. )
  200. // Check lengths
  201. if len(o1) != len(p1) || len(o2) != len(p1) {
  202. t.Error("CrossPMXString should not produce offsprings with different sizes")
  203. }
  204. }
  205. func TestOX(t *testing.T) {
  206. var testCases = []struct {
  207. p1 []int
  208. p2 []int
  209. a int
  210. b int
  211. o1 []int
  212. o2 []int
  213. }{
  214. {
  215. p1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  216. p2: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  217. a: 3,
  218. b: 7,
  219. o1: []int{3, 8, 2, 4, 5, 6, 7, 1, 9},
  220. o2: []int{3, 4, 7, 8, 2, 6, 5, 9, 1},
  221. },
  222. {
  223. p1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  224. p2: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  225. a: 0,
  226. b: 9,
  227. o1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  228. o2: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  229. },
  230. {
  231. p1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  232. p2: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  233. a: 0,
  234. b: 0,
  235. o1: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  236. o2: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  237. },
  238. }
  239. for _, test := range testCases {
  240. var (
  241. n = len(test.p1)
  242. o1, o2 = ox(IntSlice(test.p1), IntSlice(test.p2), test.a, test.b)
  243. )
  244. for i := 0; i < n; i++ {
  245. if o1.At(i).(int) != test.o1[i] || o2.At(i).(int) != test.o2[i] {
  246. t.Error("Something went wrong during OX crossover")
  247. }
  248. }
  249. }
  250. }
  251. func TestCrossOXFloat64(t *testing.T) {
  252. var (
  253. rng = newRandomNumberGenerator()
  254. p1 = []float64{1, 2, 3}
  255. p2 = []float64{3, 2, 1}
  256. o1, o2 = CrossOXFloat64(p1, p2, rng)
  257. )
  258. // Check lengths
  259. if len(o1) != len(p1) || len(o2) != len(p1) {
  260. t.Error("CrossOXFloat64 should not produce offsprings with different sizes")
  261. }
  262. }
  263. func TestCrossOXInt(t *testing.T) {
  264. var (
  265. rng = newRandomNumberGenerator()
  266. p1 = []int{1, 2, 3}
  267. p2 = []int{3, 2, 1}
  268. o1, o2 = CrossOXInt(p1, p2, rng)
  269. )
  270. // Check lengths
  271. if len(o1) != len(p1) || len(o2) != len(p1) {
  272. t.Error("CrossOXInt should not produce offsprings with different sizes")
  273. }
  274. }
  275. func TestCrossOXString(t *testing.T) {
  276. var (
  277. rng = newRandomNumberGenerator()
  278. p1 = []string{"a", "b", "c"}
  279. p2 = []string{"c", "b", "a"}
  280. o1, o2 = CrossOXString(p1, p2, rng)
  281. )
  282. // Check lengths
  283. if len(o1) != len(p1) || len(o2) != len(p1) {
  284. t.Error("CrossOXString should not produce offsprings with different sizes")
  285. }
  286. }
  287. func TestCrossCX(t *testing.T) {
  288. var testCases = []struct {
  289. p1 []int
  290. p2 []int
  291. o1 []int
  292. o2 []int
  293. }{
  294. {
  295. p1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  296. p2: []int{9, 3, 7, 8, 2, 6, 5, 1, 4},
  297. o1: []int{1, 3, 7, 4, 2, 6, 5, 8, 9},
  298. o2: []int{9, 2, 3, 8, 5, 6, 7, 1, 4},
  299. },
  300. {
  301. p1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  302. p2: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  303. o1: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  304. o2: []int{1, 2, 3, 4, 5, 6, 7, 8, 9},
  305. },
  306. }
  307. for _, test := range testCases {
  308. var (
  309. n = len(test.p1)
  310. o1, o2 = CrossCX(IntSlice(test.p1), IntSlice(test.p2))
  311. )
  312. for i := 0; i < n; i++ {
  313. if o1.At(i).(int) != test.o1[i] || o2.At(i).(int) != test.o2[i] {
  314. t.Error("Something went wrong during CX crossover")
  315. }
  316. }
  317. }
  318. }
  319. func TestCrossCXFloat64(t *testing.T) {
  320. var (
  321. p1 = []float64{1, 2, 3}
  322. p2 = []float64{3, 2, 1}
  323. o1, o2 = CrossCXFloat64(p1, p2)
  324. )
  325. // Check lengths
  326. if len(o1) != len(p1) || len(o2) != len(p1) {
  327. t.Error("CrossCXFloat64 should not produce offsprings with different sizes")
  328. }
  329. }
  330. func TestCrossCXInt(t *testing.T) {
  331. var (
  332. p1 = []int{1, 2, 3}
  333. p2 = []int{3, 2, 1}
  334. o1, o2 = CrossCXInt(p1, p2)
  335. )
  336. // Check lengths
  337. if len(o1) != len(p1) || len(o2) != len(p1) {
  338. t.Error("CrossCXInt should not produce offsprings with different sizes")
  339. }
  340. }
  341. func TestCrossCXString(t *testing.T) {
  342. var (
  343. p1 = []string{"a", "b", "c"}
  344. p2 = []string{"c", "b", "a"}
  345. o1, o2 = CrossCXString(p1, p2)
  346. )
  347. // Check lengths
  348. if len(o1) != len(p1) || len(o2) != len(p1) {
  349. t.Error("CrossCXString should not produce offsprings with different sizes")
  350. }
  351. }
  352. func TestCrossERX(t *testing.T) {
  353. var testCases = []struct {
  354. p1 []string
  355. p2 []string
  356. }{
  357. {
  358. p1: []string{"A", "B", "F", "E", "D", "G", "C"},
  359. p2: []string{"G", "F", "A", "B", "C", "D", "E"},
  360. },
  361. }
  362. for _, test := range testCases {
  363. var o1, o2 = CrossERX(StringSlice(test.p1), StringSlice(test.p2))
  364. // Check offsprings have parent's first gene as first gene
  365. if o1.At(0).(string) != test.p1[0] || o2.At(0).(string) != test.p2[0] {
  366. t.Error("Something went wrong during ERX crossover")
  367. }
  368. // Check lengths
  369. if o1.Len() != len(test.p1) || o2.Len() != len(test.p2) {
  370. t.Error("Something went wrong during ERX crossover")
  371. }
  372. }
  373. }
  374. func TestCrossERXFloat64(t *testing.T) {
  375. var (
  376. p1 = []float64{1, 2, 3}
  377. p2 = []float64{3, 2, 1}
  378. o1, o2 = CrossERXFloat64(p1, p2)
  379. )
  380. // Check lengths
  381. if len(o1) != len(p1) || len(o2) != len(p1) {
  382. t.Error("CrossERXFloat64 should not produce offsprings with different sizes")
  383. }
  384. }
  385. func TestCrossERXInt(t *testing.T) {
  386. var (
  387. p1 = []int{1, 2, 3}
  388. p2 = []int{3, 2, 1}
  389. o1, o2 = CrossERXInt(p1, p2)
  390. )
  391. // Check lengths
  392. if len(o1) != len(p1) || len(o2) != len(p1) {
  393. t.Error("CrossERXInt should not produce offsprings with different sizes")
  394. }
  395. }
  396. func TestCrossERXString(t *testing.T) {
  397. var (
  398. p1 = []string{"a", "b", "c"}
  399. p2 = []string{"c", "b", "a"}
  400. o1, o2 = CrossERXString(p1, p2)
  401. )
  402. // Check lengths
  403. if len(o1) != len(p1) || len(o2) != len(p1) {
  404. t.Error("CrossERXString should not produce offsprings with different sizes")
  405. }
  406. }