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  1. 20 layers vs 20 layers
  2. 100 iters vs 200 iters
  3. games played: 50
  4. mcts_nn_1 wins: 25
  5. mcts_nn_2 wins: 25
  6. draws: 0
  7.  
  8. time taken to play: 993.7766199111938 seconds
  9. nn 1 average number of states explored: 808.86
  10. nn 2 average number of states explored: 786.52
  11.  
  12. nn 1 average time taken for search: 0.5015774702187628
  13. nn 2 average time taken for search: 0.4674134263768792
  14.  
  15. total time taken so far: 997.1147601604462
  16.  
  17. 20 layers vs 20 layers
  18. 100 iters vs 1100 iters
  19. games played: 50
  20. mcts_nn_1 wins: 18
  21. mcts_nn_2 wins: 32
  22. draws: 0
  23.  
  24. time taken to play: 578.7782781124115 seconds
  25. nn 1 average number of states explored: 494.12
  26. nn 2 average number of states explored: 501.96
  27.  
  28. nn 1 average time taken for search: 0.4814793470506875
  29. nn 2 average time taken for search: 0.4832688468525525
  30.  
  31. total time taken so far: 581.5950195789337
  32.  
  33. 20 layers vs 20 layers
  34. 100 iters vs 1200 iters
  35. games played: 50
  36. mcts_nn_1 wins: 21
  37. mcts_nn_2 wins: 29
  38. draws: 0
  39.  
  40. time taken to play: 932.9973537921906 seconds
  41. nn 1 average number of states explored: 735.0
  42. nn 2 average number of states explored: 731.08
  43.  
  44. nn 1 average time taken for search: 0.5264841731389364
  45. nn 2 average time taken for search: 0.5086417463090684
  46.  
  47. total time taken so far: 1515.783774137497
  48.  
  49. 20 layers vs 20 layers
  50. 100 iters vs 1300 iters
  51. games played: 50
  52. mcts_nn_1 wins: 22
  53. mcts_nn_2 wins: 28
  54. draws: 0
  55.  
  56. time taken to play: 693.6539077758789 seconds
  57. nn 1 average number of states explored: 571.32
  58. nn 2 average number of states explored: 545.74
  59.  
  60. nn 1 average time taken for search: 0.5244471963621204
  61. nn 2 average time taken for search: 0.49554510390460055
  62.  
  63. total time taken so far: 2210.3073601722717
  64.  
  65. 20 layers vs 20 layers
  66. 100 iters vs 1400 iters
  67. games played: 50
  68. mcts_nn_1 wins: 17
  69. mcts_nn_2 wins: 32
  70. draws: 1
  71.  
  72. time taken to play: 849.168963432312 seconds
  73. nn 1 average number of states explored: 665.74
  74. nn 2 average number of states explored: 664.32
  75.  
  76. nn 1 average time taken for search: 0.5336242748549204
  77. nn 2 average time taken for search: 0.5183518039381534
  78.  
  79. total time taken so far: 3060.54896402359
  80.  
  81. 20 layers vs 20 layers
  82. 100 iters vs 1500 iters
  83. games played: 50
  84. mcts_nn_1 wins: 18
  85. mcts_nn_2 wins: 31
  86. draws: 1
  87.  
  88. time taken to play: 1006.685845375061 seconds
  89. nn 1 average number of states explored: 730.98
  90. nn 2 average number of states explored: 698.4
  91.  
  92. nn 1 average time taken for search: 0.5883434661410072
  93. nn 2 average time taken for search: 0.5539114613424648
  94.  
  95. total time taken so far: 4068.435678243637
  96.  
  97. 20 layers vs 20 layers
  98. 200 iters vs 1100 iters
  99. games played: 50
  100. mcts_nn_1 wins: 41
  101. mcts_nn_2 wins: 9
  102. draws: 0
  103.  
  104. time taken to play: 468.2927508354187 seconds
  105. nn 1 average number of states explored: 397.94
  106. nn 2 average number of states explored: 420.84
  107.  
  108. nn 1 average time taken for search: 0.47193536460399627
  109. nn 2 average time taken for search: 0.501994634171327
  110.  
  111. total time taken so far: 4537.27880191803
  112.  
  113. 20 layers vs 20 layers
  114. 200 iters vs 1200 iters
  115. games played: 50
  116. mcts_nn_1 wins: 30
  117. mcts_nn_2 wins: 19
  118. draws: 1
  119.  
  120. time taken to play: 1090.0542845726013 seconds
  121. nn 1 average number of states explored: 853.58
  122. nn 2 average number of states explored: 878.9
  123.  
  124. nn 1 average time taken for search: 0.4994816239140615
  125. nn 2 average time taken for search: 0.5165813708283098
  126.  
  127. total time taken so far: 5628.576164722443
  128.  
  129. 20 layers vs 20 layers
  130. 200 iters vs 1300 iters
  131. games played: 50
  132. mcts_nn_1 wins: 36
  133. mcts_nn_2 wins: 14
  134. draws: 0
  135.  
  136. time taken to play: 657.3510859012604 seconds
  137. nn 1 average number of states explored: 557.78
  138. nn 2 average number of states explored: 546.84
  139.  
  140. nn 1 average time taken for search: 0.4848783243103921
  141. nn 2 average time taken for search: 0.4759557693978529
  142.  
  143. total time taken so far: 6286.672238349915
  144.  
  145. 20 layers vs 20 layers
  146. 200 iters vs 1400 iters
  147. games played: 50
  148. mcts_nn_1 wins: 38
  149. mcts_nn_2 wins: 12
  150. draws: 0
  151.  
  152. time taken to play: 700.1351656913757 seconds
  153. nn 1 average number of states explored: 609.28
  154. nn 2 average number of states explored: 611.92
  155.  
  156. nn 1 average time taken for search: 0.4617251361983706
  157. nn 2 average time taken for search: 0.46649537111816813
  158.  
  159. total time taken so far: 6987.644394636154
  160.  
  161. 20 layers vs 20 layers
  162. 200 iters vs 1500 iters
  163. games played: 50
  164. mcts_nn_1 wins: 27
  165. mcts_nn_2 wins: 23
  166. draws: 0
  167.  
  168. time taken to play: 600.6969177722931 seconds
  169. nn 1 average number of states explored: 540.62
  170. nn 2 average number of states explored: 510.3
  171.  
  172. nn 1 average time taken for search: 0.47192729383797083
  173. nn 2 average time taken for search: 0.4339910623170098
  174.  
  175. total time taken so far: 7589.065353155136
  176.  
  177. 20 layers vs 20 layers
  178. 300 iters vs 1100 iters
  179. games played: 50
  180. mcts_nn_1 wins: 27
  181. mcts_nn_2 wins: 23
  182. draws: 0
  183.  
  184. time taken to play: 428.36914134025574 seconds
  185. nn 1 average number of states explored: 379.48
  186. nn 2 average number of states explored: 440.36
  187.  
  188. nn 1 average time taken for search: 0.388641065120697
  189. nn 2 average time taken for search: 0.4665815773010254
  190.  
  191. total time taken so far: 8017.935661315918
  192.  
  193. 20 layers vs 20 layers
  194. 300 iters vs 1200 iters
  195. games played: 50
  196. mcts_nn_1 wins: 37
  197. mcts_nn_2 wins: 13
  198. draws: 0
  199.  
  200. time taken to play: 647.0352902412415 seconds
  201. nn 1 average number of states explored: 585.72
  202. nn 2 average number of states explored: 608.72
  203.  
  204. nn 1 average time taken for search: 0.4320157145665697
  205. nn 2 average time taken for search: 0.45764481364531295
  206.  
  207. total time taken so far: 8665.768274307251
  208.  
  209. 20 layers vs 20 layers
  210. 300 iters vs 1300 iters
  211. games played: 50
  212. mcts_nn_1 wins: 28
  213. mcts_nn_2 wins: 20
  214. draws: 2
  215.  
  216. time taken to play: 768.9342563152313 seconds
  217. nn 1 average number of states explored: 517.48
  218. nn 2 average number of states explored: 557.78
  219.  
  220. nn 1 average time taken for search: 0.526414239050484
  221. nn 2 average time taken for search: 0.5655611334620295
  222.  
  223. total time taken so far: 9435.561267375946
  224.  
  225. 20 layers vs 20 layers
  226. 300 iters vs 1400 iters
  227. games played: 50
  228. mcts_nn_1 wins: 36
  229. mcts_nn_2 wins: 14
  230. draws: 0
  231.  
  232. time taken to play: 814.9334990978241 seconds
  233. nn 1 average number of states explored: 641.36
  234. nn 2 average number of states explored: 673.7
  235.  
  236. nn 1 average time taken for search: 0.4889834953556788
  237. nn 2 average time taken for search: 0.5117832488239471
  238.  
  239. total time taken so far: 10251.462664365768
  240.  
  241. 20 layers vs 20 layers
  242. 300 iters vs 1500 iters
  243. games played: 50
  244. mcts_nn_1 wins: 36
  245. mcts_nn_2 wins: 14
  246. draws: 0
  247.  
  248. time taken to play: 717.9828987121582 seconds
  249. nn 1 average number of states explored: 530.96
  250. nn 2 average number of states explored: 588.66
  251.  
  252. nn 1 average time taken for search: 0.4941811495453772
  253. nn 2 average time taken for search: 0.5522912832942323
  254.  
  255. total time taken so far: 10970.349133968353
  256.  
  257. 20 layers vs 20 layers
  258. 400 iters vs 1100 iters
  259. games played: 50
  260. mcts_nn_1 wins: 25
  261. mcts_nn_2 wins: 25
  262. draws: 0
  263.  
  264. time taken to play: 840.7526013851166 seconds
  265. nn 1 average number of states explored: 624.96
  266. nn 2 average number of states explored: 636.88
  267.  
  268. nn 1 average time taken for search: 0.5564965885382236
  269. nn 2 average time taken for search: 0.5687872986371652
  270.  
  271. total time taken so far: 11812.17700457573
  272.  
  273. 20 layers vs 20 layers
  274. 400 iters vs 1200 iters
  275. games played: 50
  276. mcts_nn_1 wins: 32
  277. mcts_nn_2 wins: 18
  278. draws: 0
  279.  
  280. time taken to play: 773.878130197525 seconds
  281. nn 1 average number of states explored: 628.78
  282. nn 2 average number of states explored: 647.24
  283.  
  284. nn 1 average time taken for search: 0.5219680750930069
  285. nn 2 average time taken for search: 0.5150884433080686
  286.  
  287. total time taken so far: 12586.97738313675
  288.  
  289. 20 layers vs 20 layers
  290. 400 iters vs 1300 iters
  291. games played: 50
  292. mcts_nn_1 wins: 22
  293. mcts_nn_2 wins: 28
  294. draws: 0
  295.  
  296. time taken to play: 758.0574812889099 seconds
  297. nn 1 average number of states explored: 587.62
  298. nn 2 average number of states explored: 572.48
  299.  
  300. nn 1 average time taken for search: 0.5642812590647931
  301. nn 2 average time taken for search: 0.5437675192624898
  302.  
  303. total time taken so far: 13345.95738363266
  304.  
  305. 20 layers vs 20 layers
  306. 400 iters vs 1400 iters
  307. games played: 50
  308. mcts_nn_1 wins: 27
  309. mcts_nn_2 wins: 23
  310. draws: 0
  311.  
  312. time taken to play: 852.5156619548798 seconds
  313. nn 1 average number of states explored: 615.0
  314. nn 2 average number of states explored: 637.96
  315.  
  316. nn 1 average time taken for search: 0.5685000740315603
  317. nn 2 average time taken for search: 0.5879819794841434
  318.  
  319. total time taken so far: 14199.433687210083
  320.  
  321. 20 layers vs 20 layers
  322. 400 iters vs 1500 iters
  323. games played: 50
  324. mcts_nn_1 wins: 24
  325. mcts_nn_2 wins: 26
  326. draws: 0
  327.  
  328. time taken to play: 753.7301213741302 seconds
  329. nn 1 average number of states explored: 594.48
  330. nn 2 average number of states explored: 593.2
  331.  
  332. nn 1 average time taken for search: 0.5274218369332805
  333. nn 2 average time taken for search: 0.527929976478031
  334.  
  335. total time taken so far: 14954.135528087616
  336.  
  337. 20 layers vs 20 layers
  338. 500 iters vs 1100 iters
  339. games played: 50
  340. mcts_nn_1 wins: 33
  341. mcts_nn_2 wins: 17
  342. draws: 0
  343.  
  344. time taken to play: 622.3073599338531 seconds
  345. nn 1 average number of states explored: 537.92
  346. nn 2 average number of states explored: 545.2
  347.  
  348. nn 1 average time taken for search: 0.48785982635871095
  349. nn 2 average time taken for search: 0.49194247451866463
  350.  
  351. total time taken so far: 15577.152587652206
  352.  
  353. 20 layers vs 20 layers
  354. 500 iters vs 1200 iters
  355. games played: 50
  356. mcts_nn_1 wins: 30
  357. mcts_nn_2 wins: 20
  358. draws: 0
  359.  
  360. time taken to play: 733.9052386283875 seconds
  361. nn 1 average number of states explored: 663.56
  362. nn 2 average number of states explored: 664.74
  363.  
  364. nn 1 average time taken for search: 0.4694564189862045
  365. nn 2 average time taken for search: 0.46853645357676565
  366.  
  367. total time taken so far: 16311.9445810318
  368.  
  369. 20 layers vs 20 layers
  370. 500 iters vs 1300 iters
  371. games played: 50
  372. mcts_nn_1 wins: 35
  373. mcts_nn_2 wins: 15
  374. draws: 0
  375.  
  376. time taken to play: 776.1487634181976 seconds
  377. nn 1 average number of states explored: 627.84
  378. nn 2 average number of states explored: 612.8
  379.  
  380. nn 1 average time taken for search: 0.5479747327741163
  381. nn 2 average time taken for search: 0.52513816845384
  382.  
  383. total time taken so far: 17088.983765363693
  384.  
  385. 20 layers vs 20 layers
  386. 500 iters vs 1400 iters
  387. games played: 50
  388. mcts_nn_1 wins: 33
  389. mcts_nn_2 wins: 17
  390. draws: 0
  391.  
  392. time taken to play: 822.3970191478729 seconds
  393. nn 1 average number of states explored: 665.68
  394. nn 2 average number of states explored: 705.08
  395.  
  396. nn 1 average time taken for search: 0.4933249314028518
  397. nn 2 average time taken for search: 0.535448489930098
  398.  
  399. total time taken so far: 17912.35746216774
  400.  
  401. 20 layers vs 20 layers
  402. 500 iters vs 1500 iters
  403. games played: 50
  404. mcts_nn_1 wins: 30
  405. mcts_nn_2 wins: 19
  406. draws: 1
  407.  
  408. time taken to play: 784.2703828811646 seconds
  409. nn 1 average number of states explored: 626.02
  410. nn 2 average number of states explored: 609.08
  411.  
  412. nn 1 average time taken for search: 0.5346165569171026
  413. nn 2 average time taken for search: 0.5262601753560509
  414.  
  415. total time taken so far: 18697.564690113068
  416.  
  417. 20 layers vs 20 layers
  418. 600 iters vs 1100 iters
  419. games played: 50
  420. mcts_nn_1 wins: 25
  421. mcts_nn_2 wins: 25
  422. draws: 0
  423.  
  424. time taken to play: 704.4258146286011 seconds
  425. nn 1 average number of states explored: 550.3
  426. nn 2 average number of states explored: 535.52
  427.  
  428. nn 1 average time taken for search: 0.5835926072164015
  429. nn 2 average time taken for search: 0.5579622480776403
  430.  
  431. total time taken so far: 19402.74344229698
  432.  
  433. 20 layers vs 20 layers
  434. 600 iters vs 1200 iters
  435. games played: 50
  436. mcts_nn_1 wins: 35
  437. mcts_nn_2 wins: 15
  438. draws: 0
  439.  
  440. time taken to play: 764.3530702590942 seconds
  441. nn 1 average number of states explored: 623.9
  442. nn 2 average number of states explored: 628.46
  443.  
  444. nn 1 average time taken for search: 0.5465345953551817
  445. nn 2 average time taken for search: 0.5280486546771627
  446.  
  447. total time taken so far: 20167.928757190704
  448.  
  449. 20 layers vs 20 layers
  450. 600 iters vs 1300 iters
  451. games played: 50
  452. mcts_nn_1 wins: 35
  453. mcts_nn_2 wins: 15
  454. draws: 0
  455.  
  456. time taken to play: 706.1050662994385 seconds
  457. nn 1 average number of states explored: 586.72
  458. nn 2 average number of states explored: 552.42
  459.  
  460. nn 1 average time taken for search: 0.5660121851701003
  461. nn 2 average time taken for search: 0.5184128218430739
  462.  
  463. total time taken so far: 20874.880446195602
  464.  
  465. 20 layers vs 20 layers
  466. 600 iters vs 1400 iters
  467. games played: 50
  468. mcts_nn_1 wins: 45
  469. mcts_nn_2 wins: 5
  470. draws: 0
  471.  
  472. time taken to play: 565.5900602340698 seconds
  473. nn 1 average number of states explored: 496.38
  474. nn 2 average number of states explored: 522.72
  475.  
  476. nn 1 average time taken for search: 0.4789132728344864
  477. nn 2 average time taken for search: 0.5011739474203851
  478.  
  479. total time taken so far: 21441.184968948364
  480.  
  481. 20 layers vs 20 layers
  482. 600 iters vs 1500 iters
  483. games played: 50
  484. mcts_nn_1 wins: 27
  485. mcts_nn_2 wins: 23
  486. draws: 0
  487.  
  488. time taken to play: 550.6898174285889 seconds
  489. nn 1 average number of states explored: 502.64
  490. nn 2 average number of states explored: 489.68
  491.  
  492. nn 1 average time taken for search: 0.4935554737758299
  493. nn 2 average time taken for search: 0.47755208916883163
  494.  
  495. total time taken so far: 21992.530242443085
  496.  
  497. 20 layers vs 20 layers
  498. 700 iters vs 1100 iters
  499. games played: 50
  500. mcts_nn_1 wins: 22
  501. mcts_nn_2 wins: 28
  502. draws: 0
  503.  
  504. time taken to play: 765.8484010696411 seconds
  505. nn 1 average number of states explored: 545.44
  506. nn 2 average number of states explored: 525.8
  507.  
  508. nn 1 average time taken for search: 0.6399832604176457
  509. nn 2 average time taken for search: 0.6074685618694611
  510.  
  511. total time taken so far: 22759.32450556755
  512.  
  513. 20 layers vs 20 layers
  514. 700 iters vs 1200 iters
  515. games played: 50
  516. mcts_nn_1 wins: 22
  517. mcts_nn_2 wins: 28
  518. draws: 0
  519.  
  520. time taken to play: 798.2599339485168 seconds
  521. nn 1 average number of states explored: 581.12
  522. nn 2 average number of states explored: 553.5
  523.  
  524. nn 1 average time taken for search: 0.6585746874020795
  525. nn 2 average time taken for search: 0.5966268693368266
  526.  
  527. total time taken so far: 23558.495037794113
  528.  
  529. 20 layers vs 20 layers
  530. 700 iters vs 1300 iters
  531. games played: 50
  532. mcts_nn_1 wins: 19
  533. mcts_nn_2 wins: 31
  534. draws: 0
  535.  
  536. time taken to play: 736.1958627700806 seconds
  537. nn 1 average number of states explored: 552.5
  538. nn 2 average number of states explored: 501.72
  539.  
  540. nn 1 average time taken for search: 0.6458925889208426
  541. nn 2 average time taken for search: 0.5552038978907018
  542.  
  543. total time taken so far: 24295.546246528625
  544.  
  545. 20 layers vs 20 layers
  546. 700 iters vs 1400 iters
  547. games played: 50
  548. mcts_nn_1 wins: 25
  549. mcts_nn_2 wins: 25
  550. draws: 0
  551.  
  552. time taken to play: 733.2102913856506 seconds
  553. nn 1 average number of states explored: 575.6
  554. nn 2 average number of states explored: 573.64
  555.  
  556. nn 1 average time taken for search: 0.5864791870117188
  557. nn 2 average time taken for search: 0.5646345270504741
  558.  
  559. total time taken so far: 25029.64598274231
  560.  
  561. 20 layers vs 20 layers
  562. 700 iters vs 1500 iters
  563. games played: 50
  564. mcts_nn_1 wins: 23
  565. mcts_nn_2 wins: 27
  566. draws: 0
  567.  
  568. time taken to play: 633.9152188301086 seconds
  569. nn 1 average number of states explored: 512.92
  570. nn 2 average number of states explored: 455.64
  571.  
  572. nn 1 average time taken for search: 0.6051500242375818
  573. nn 2 average time taken for search: 0.5210068692516178
  574.  
  575. total time taken so far: 25664.358061552048
  576.  
  577. 20 layers vs 20 layers
  578. 800 iters vs 1100 iters
  579. games played: 50
  580. mcts_nn_1 wins: 37
  581. mcts_nn_2 wins: 13
  582. draws: 0
  583.  
  584. time taken to play: 832.5183217525482 seconds
  585. nn 1 average number of states explored: 566.02
  586. nn 2 average number of states explored: 584.98
  587.  
  588. nn 1 average time taken for search: 0.5827474747385297
  589. nn 2 average time taken for search: 0.6046650849069868
  590.  
  591. total time taken so far: 26497.865275144577
  592.  
  593. 20 layers vs 20 layers
  594. 800 iters vs 1200 iters
  595. games played: 50
  596. mcts_nn_1 wins: 22
  597. mcts_nn_2 wins: 28
  598. draws: 0
  599.  
  600. time taken to play: 866.3715167045593 seconds
  601. nn 1 average number of states explored: 605.18
  602. nn 2 average number of states explored: 613.14
  603.  
  604. nn 1 average time taken for search: 0.5989794948183257
  605. nn 2 average time taken for search: 0.594225477021316
  606.  
  607. total time taken so far: 27365.30209994316
  608.  
  609. 20 layers vs 20 layers
  610. 800 iters vs 1300 iters
  611. games played: 50
  612. mcts_nn_1 wins: 22
  613. mcts_nn_2 wins: 28
  614. draws: 0
  615.  
  616. time taken to play: 834.0387647151947 seconds
  617. nn 1 average number of states explored: 588.92
  618. nn 2 average number of states explored: 577.12
  619.  
  620. nn 1 average time taken for search: 0.6125478720630869
  621. nn 2 average time taken for search: 0.5787165983552073
  622.  
  623. total time taken so far: 28200.269906520844
  624.  
  625. 20 layers vs 20 layers
  626. 800 iters vs 1400 iters
  627. games played: 50
  628. mcts_nn_1 wins: 27
  629. mcts_nn_2 wins: 23
  630. draws: 0
  631.  
  632. time taken to play: 876.236180305481 seconds
  633. nn 1 average number of states explored: 621.9
  634. nn 2 average number of states explored: 646.94
  635.  
  636. nn 1 average time taken for search: 0.5806957544014857
  637. nn 2 average time taken for search: 0.5921806435802347
  638.  
  639. total time taken so far: 29077.679604530334
  640.  
  641. 20 layers vs 20 layers
  642. 800 iters vs 1500 iters
  643. games played: 50
  644. mcts_nn_1 wins: 20
  645. mcts_nn_2 wins: 30
  646. draws: 0
  647.  
  648. time taken to play: 726.9105908870697 seconds
  649. nn 1 average number of states explored: 515.52
  650. nn 2 average number of states explored: 515.4
  651.  
  652. nn 1 average time taken for search: 0.59321845288054
  653. nn 2 average time taken for search: 0.5754427341639323
  654.  
  655. total time taken so far: 29805.42419075966
  656.  
  657. 20 layers vs 20 layers
  658. 900 iters vs 1100 iters
  659. games played: 50
  660. mcts_nn_1 wins: 12
  661. mcts_nn_2 wins: 38
  662. draws: 0
  663.  
  664. time taken to play: 779.7000262737274 seconds
  665. nn 1 average number of states explored: 544.34
  666. nn 2 average number of states explored: 563.76
  667.  
  668. nn 1 average time taken for search: 0.5657328365456685
  669. nn 2 average time taken for search: 0.5945596279223878
  670.  
  671. total time taken so far: 30586.073330640793
  672.  
  673. 20 layers vs 20 layers
  674. 900 iters vs 1200 iters
  675. games played: 50
  676. mcts_nn_1 wins: 23
  677. mcts_nn_2 wins: 27
  678. draws: 0
  679.  
  680. time taken to play: 722.02516746521 seconds
  681. nn 1 average number of states explored: 486.12
  682. nn 2 average number of states explored: 525.02
  683.  
  684. nn 1 average time taken for search: 0.5511942507740789
  685. nn 2 average time taken for search: 0.6003804218273955
  686.  
  687. total time taken so far: 31308.999197006226
  688.  
  689. 20 layers vs 20 layers
  690. 900 iters vs 1300 iters
  691. games played: 50
  692. mcts_nn_1 wins: 23
  693. mcts_nn_2 wins: 27
  694. draws: 0
  695.  
  696. time taken to play: 671.9979441165924 seconds
  697. nn 1 average number of states explored: 475.24
  698. nn 2 average number of states explored: 471.12
  699.  
  700. nn 1 average time taken for search: 0.5873951645164223
  701. nn 2 average time taken for search: 0.5856051136563708
  702.  
  703. total time taken so far: 31981.781413078308
  704.  
  705. 20 layers vs 20 layers
  706. 900 iters vs 1400 iters
  707. games played: 50
  708. mcts_nn_1 wins: 20
  709. mcts_nn_2 wins: 30
  710. draws: 0
  711.  
  712. time taken to play: 790.4481184482574 seconds
  713. nn 1 average number of states explored: 593.82
  714. nn 2 average number of states explored: 603.94
  715.  
  716. nn 1 average time taken for search: 0.5572573991974706
  717. nn 2 average time taken for search: 0.5719385607559794
  718.  
  719. total time taken so far: 32773.26986694336
  720.  
  721. 20 layers vs 20 layers
  722. 900 iters vs 1500 iters
  723. games played: 50
  724. mcts_nn_1 wins: 24
  725. mcts_nn_2 wins: 26
  726. draws: 0
  727.  
  728. time taken to play: 763.4581477642059 seconds
  729. nn 1 average number of states explored: 506.48
  730. nn 2 average number of states explored: 501.42
  731.  
  732. nn 1 average time taken for search: 0.609218631362915
  733. nn 2 average time taken for search: 0.6104016651153564
  734.  
  735. total time taken so far: 33537.604378938675
  736.  
  737. 20 layers vs 20 layers
  738. 1000 iters vs 1100 iters
  739. games played: 50
  740. mcts_nn_1 wins: 25
  741. mcts_nn_2 wins: 23
  742. draws: 2
  743.  
  744. time taken to play: 1252.2213294506073 seconds
  745. nn 1 average number of states explored: 830.98
  746. nn 2 average number of states explored: 837.86
  747.  
  748. nn 1 average time taken for search: 0.5884691697989413
  749. nn 2 average time taken for search: 0.5714261852522728
  750.  
  751. total time taken so far: 34791.46182155609
  752.  
  753. 20 layers vs 20 layers
  754. 1000 iters vs 1200 iters
  755. games played: 50
  756. mcts_nn_1 wins: 30
  757. mcts_nn_2 wins: 20
  758. draws: 0
  759.  
  760. time taken to play: 792.4275631904602 seconds
  761. nn 1 average number of states explored: 599.5
  762. nn 2 average number of states explored: 604.48
  763.  
  764. nn 1 average time taken for search: 0.5521883984545728
  765. nn 2 average time taken for search: 0.5543597188029256
  766.  
  767. total time taken so far: 35584.86239695549
  768.  
  769. 20 layers vs 20 layers
  770. 1000 iters vs 1300 iters
  771. games played: 50
  772. mcts_nn_1 wins: 37
  773. mcts_nn_2 wins: 13
  774. draws: 0
  775.  
  776. time taken to play: 687.4693825244904 seconds
  777. nn 1 average number of states explored: 517.48
  778. nn 2 average number of states explored: 524.6
  779.  
  780. nn 1 average time taken for search: 0.5586645053882225
  781. nn 2 average time taken for search: 0.5628444809539646
  782.  
  783. total time taken so far: 36273.134189128876
  784.  
  785. 20 layers vs 20 layers
  786. 1000 iters vs 1400 iters
  787. games played: 50
  788. mcts_nn_1 wins: 36
  789. mcts_nn_2 wins: 14
  790. draws: 0
  791.  
  792. time taken to play: 759.8392915725708 seconds
  793. nn 1 average number of states explored: 560.82
  794. nn 2 average number of states explored: 601.94
  795.  
  796. nn 1 average time taken for search: 0.5302775934833125
  797. nn 2 average time taken for search: 0.5644558810912513
  798.  
  799. total time taken so far: 37033.92454457283
  800.  
  801. 20 layers vs 20 layers
  802. 1000 iters vs 1500 iters
  803. games played: 50
  804. mcts_nn_1 wins: 27
  805. mcts_nn_2 wins: 23
  806. draws: 0
  807.  
  808. time taken to play: 1284.1567466259003 seconds
  809. nn 1 average number of states explored: 892.26
  810. nn 2 average number of states explored: 876.06
  811.  
  812. nn 1 average time taken for search: 0.5659297777007316
  813. nn 2 average time taken for search: 0.5450938698324008
  814.  
  815. total time taken so far: 38319.731656074524
  816.  
  817. 20 layers vs 20 layers
  818. 1100 iters vs 100 iters
  819. games played: 50
  820. mcts_nn_1 wins: 26
  821. mcts_nn_2 wins: 24
  822. draws: 0
  823.  
  824. time taken to play: 699.8936431407928 seconds
  825. nn 1 average number of states explored: 498.5
  826. nn 2 average number of states explored: 491.4
  827.  
  828. nn 1 average time taken for search: 0.6169459564492287
  829. nn 2 average time taken for search: 0.5899900492402967
  830.  
  831. total time taken so far: 39020.43504858017
  832.  
  833. 20 layers vs 20 layers
  834. 1100 iters vs 200 iters
  835. games played: 50
  836. mcts_nn_1 wins: 8
  837. mcts_nn_2 wins: 42
  838. draws: 0
  839.  
  840. time taken to play: 570.206864118576 seconds
  841. nn 1 average number of states explored: 448.82
  842. nn 2 average number of states explored: 429.48
  843.  
  844. nn 1 average time taken for search: 0.5641120341722186
  845. nn 2 average time taken for search: 0.5241745010616674
  846.  
  847. total time taken so far: 39591.29329991341
  848.  
  849. 20 layers vs 20 layers
  850. 1100 iters vs 300 iters
  851. games played: 50
  852. mcts_nn_1 wins: 20
  853. mcts_nn_2 wins: 30
  854. draws: 0
  855.  
  856. time taken to play: 542.183922290802 seconds
  857. nn 1 average number of states explored: 439.52
  858. nn 2 average number of states explored: 377.06
  859.  
  860. nn 1 average time taken for search: 0.5854355696390366
  861. nn 2 average time taken for search: 0.48204274008259973
  862.  
  863. total time taken so far: 40134.076248407364
  864.  
  865. 20 layers vs 20 layers
  866. 1100 iters vs 400 iters
  867. games played: 50
  868. mcts_nn_1 wins: 28
  869. mcts_nn_2 wins: 22
  870. draws: 0
  871.  
  872. time taken to play: 800.8168904781342 seconds
  873. nn 1 average number of states explored: 594.52
  874. nn 2 average number of states explored: 577.58
  875.  
  876. nn 1 average time taken for search: 0.5960524134240296
  877. nn 2 average time taken for search: 0.5677150409815093
  878.  
  879. total time taken so far: 40935.87652015686
  880.  
  881. 20 layers vs 20 layers
  882. 1100 iters vs 500 iters
  883. games played: 50
  884. mcts_nn_1 wins: 18
  885. mcts_nn_2 wins: 32
  886. draws: 0
  887.  
  888. time taken to play: 709.7174956798553 seconds
  889. nn 1 average number of states explored: 581.58
  890. nn 2 average number of states explored: 567.4
  891.  
  892. nn 1 average time taken for search: 0.5371706563918317
  893. nn 2 average time taken for search: 0.5186837685978715
  894.  
  895. total time taken so far: 41646.39000749588
  896.  
  897. 20 layers vs 20 layers
  898. 1100 iters vs 600 iters
  899. games played: 50
  900. mcts_nn_1 wins: 18
  901. mcts_nn_2 wins: 32
  902. draws: 0
  903.  
  904. time taken to play: 684.9384245872498 seconds
  905. nn 1 average number of states explored: 561.36
  906. nn 2 average number of states explored: 567.32
  907.  
  908. nn 1 average time taken for search: 0.5394298781098888
  909. nn 2 average time taken for search: 0.5273475245268966
  910.  
  911. total time taken so far: 42332.13873672485
  912.  
  913. 20 layers vs 20 layers
  914. 1100 iters vs 700 iters
  915. games played: 50
  916. mcts_nn_1 wins: 31
  917. mcts_nn_2 wins: 19
  918. draws: 0
  919.  
  920. time taken to play: 733.7737157344818 seconds
  921. nn 1 average number of states explored: 561.68
  922. nn 2 average number of states explored: 557.32
  923.  
  924. nn 1 average time taken for search: 0.5601760353152541
  925. nn 2 average time taken for search: 0.5601100808618995
  926.  
  927. total time taken so far: 43066.813403606415
  928.  
  929. 20 layers vs 20 layers
  930. 1100 iters vs 800 iters
  931. games played: 50
  932. mcts_nn_1 wins: 17
  933. mcts_nn_2 wins: 33
  934. draws: 0
  935.  
  936. time taken to play: 728.0401751995087 seconds
  937. nn 1 average number of states explored: 575.82
  938. nn 2 average number of states explored: 579.5
  939.  
  940. nn 1 average time taken for search: 0.5383347397626832
  941. nn 2 average time taken for search: 0.5181605025779369
  942.  
  943. total time taken so far: 43795.75207853317
  944.  
  945. 20 layers vs 20 layers
  946. 1100 iters vs 900 iters
  947. games played: 50
  948. mcts_nn_1 wins: 23
  949. mcts_nn_2 wins: 27
  950. draws: 0
  951.  
  952. time taken to play: 809.7240824699402 seconds
  953. nn 1 average number of states explored: 594.08
  954. nn 2 average number of states explored: 567.7
  955.  
  956. nn 1 average time taken for search: 0.6030730238591118
  957. nn 2 average time taken for search: 0.5585813861468742
  958.  
  959. total time taken so far: 44606.45278072357
  960.  
  961. 20 layers vs 20 layers
  962. 1100 iters vs 1000 iters
  963. games played: 50
  964. mcts_nn_1 wins: 29
  965. mcts_nn_2 wins: 21
  966. draws: 0
  967.  
  968. time taken to play: 995.0265853404999 seconds
  969. nn 1 average number of states explored: 755.58
  970. nn 2 average number of states explored: 739.34
  971.  
  972. nn 1 average time taken for search: 0.5569264281029794
  973. nn 2 average time taken for search: 0.5253129244370138
  974.  
  975. total time taken so far: 45602.71889305115
  976.  
  977. 20 layers vs 20 layers
  978. 1100 iters vs 1200 iters
  979. games played: 50
  980. mcts_nn_1 wins: 20
  981. mcts_nn_2 wins: 30
  982. draws: 0
  983.  
  984. time taken to play: 788.4427652359009 seconds
  985. nn 1 average number of states explored: 677.48
  986. nn 2 average number of states explored: 675.8
  987.  
  988. nn 1 average time taken for search: 0.4942958662870625
  989. nn 2 average time taken for search: 0.47374059646625216
  990.  
  991. total time taken so far: 46392.09867596626
  992.  
  993. 20 layers vs 20 layers
  994. 1100 iters vs 1300 iters
  995. games played: 50
  996. mcts_nn_1 wins: 17
  997. mcts_nn_2 wins: 33
  998. draws: 0
  999.  
  1000. time taken to play: 834.4283273220062 seconds
  1001. nn 1 average number of states explored: 661.46
  1002. nn 2 average number of states explored: 636.46
  1003.  
  1004. nn 1 average time taken for search: 0.5331388578486087
  1005. nn 2 average time taken for search: 0.5028888277746552
  1006.  
  1007. total time taken so far: 47227.57353019714
  1008.  
  1009. 20 layers vs 20 layers
  1010. 1100 iters vs 1400 iters
  1011. games played: 50
  1012. mcts_nn_1 wins: 14
  1013. mcts_nn_2 wins: 36
  1014. draws: 0
  1015.  
  1016. time taken to play: 1060.0596930980682 seconds
  1017. nn 1 average number of states explored: 757.96
  1018. nn 2 average number of states explored: 762.1
  1019.  
  1020. nn 1 average time taken for search: 0.5691953112501472
  1021. nn 2 average time taken for search: 0.5603798652026035
  1022.  
  1023. total time taken so far: 48288.931841135025
  1024.  
  1025. 20 layers vs 20 layers
  1026. 1100 iters vs 1500 iters
  1027. games played: 50
  1028. mcts_nn_1 wins: 20
  1029. mcts_nn_2 wins: 30
  1030. draws: 0
  1031.  
  1032. time taken to play: 1016.3656215667725 seconds
  1033. nn 1 average number of states explored: 764.46
  1034. nn 2 average number of states explored: 742.9
  1035.  
  1036. nn 1 average time taken for search: 0.53594480856871
  1037. nn 2 average time taken for search: 0.504738694704496
  1038.  
  1039. total time taken so far: 49306.508362054825
  1040.  
  1041. 20 layers vs 20 layers
  1042. 1200 iters vs 100 iters
  1043. games played: 50
  1044. mcts_nn_1 wins: 24
  1045. mcts_nn_2 wins: 26
  1046. draws: 0
  1047.  
  1048. time taken to play: 1023.9380235671997 seconds
  1049. nn 1 average number of states explored: 709.96
  1050. nn 2 average number of states explored: 725.48
  1051.  
  1052. nn 1 average time taken for search: 0.5928457261236905
  1053. nn 2 average time taken for search: 0.5917950345080255
  1054.  
  1055. total time taken so far: 50331.82875609398
  1056.  
  1057. 20 layers vs 20 layers
  1058. 1200 iters vs 200 iters
  1059. games played: 50
  1060. mcts_nn_1 wins: 23
  1061. mcts_nn_2 wins: 26
  1062. draws: 1
  1063.  
  1064. time taken to play: 1167.9847626686096 seconds
  1065. nn 1 average number of states explored: 835.84
  1066. nn 2 average number of states explored: 813.86
  1067.  
  1068. nn 1 average time taken for search: 0.580085795858632
  1069. nn 2 average time taken for search: 0.5464247355714512
  1070.  
  1071. total time taken so far: 51501.24416875839
  1072.  
  1073. 20 layers vs 20 layers
  1074. 1200 iters vs 300 iters
  1075. games played: 50
  1076. mcts_nn_1 wins: 19
  1077. mcts_nn_2 wins: 31
  1078. draws: 0
  1079.  
  1080. time taken to play: 797.9771780967712 seconds
  1081. nn 1 average number of states explored: 584.52
  1082. nn 2 average number of states explored: 549.8
  1083.  
  1084. nn 1 average time taken for search: 0.59862703651791
  1085. nn 2 average time taken for search: 0.5491835641586128
  1086.  
  1087. total time taken so far: 52300.184156656265
  1088.  
  1089. 20 layers vs 20 layers
  1090. 1200 iters vs 400 iters
  1091. games played: 50
  1092. mcts_nn_1 wins: 22
  1093. mcts_nn_2 wins: 28
  1094. draws: 0
  1095.  
  1096. time taken to play: 704.8930995464325 seconds
  1097. nn 1 average number of states explored: 616.24
  1098. nn 2 average number of states explored: 584.84
  1099.  
  1100. nn 1 average time taken for search: 0.5183031572594963
  1101. nn 2 average time taken for search: 0.48545345736298173
  1102.  
  1103. total time taken so far: 53005.90852856636
  1104.  
  1105. 20 layers vs 20 layers
  1106. 1200 iters vs 500 iters
  1107. games played: 50
  1108. mcts_nn_1 wins: 9
  1109. mcts_nn_2 wins: 40
  1110. draws: 1
  1111.  
  1112. time taken to play: 705.6989681720734 seconds
  1113. nn 1 average number of states explored: 639.9
  1114. nn 2 average number of states explored: 633.78
  1115.  
  1116. nn 1 average time taken for search: 0.46812610158237283
  1117. nn 2 average time taken for search: 0.46592963816948846
  1118.  
  1119. total time taken so far: 53712.39369702339
  1120.  
  1121. 20 layers vs 20 layers
  1122. 1200 iters vs 600 iters
  1123. games played: 50
  1124. mcts_nn_1 wins: 15
  1125. mcts_nn_2 wins: 35
  1126. draws: 0
  1127.  
  1128. time taken to play: 735.2890832424164 seconds
  1129. nn 1 average number of states explored: 615.36
  1130. nn 2 average number of states explored: 616.66
  1131.  
  1132. nn 1 average time taken for search: 0.5152434945780006
  1133. nn 2 average time taken for search: 0.521363561099532
  1134.  
  1135. total time taken so far: 54448.492376327515
  1136.  
  1137. 20 layers vs 20 layers
  1138. 1200 iters vs 700 iters
  1139. games played: 50
  1140. mcts_nn_1 wins: 21
  1141. mcts_nn_2 wins: 29
  1142. draws: 0
  1143.  
  1144. time taken to play: 853.8756980895996 seconds
  1145. nn 1 average number of states explored: 594.14
  1146. nn 2 average number of states explored: 613.56
  1147.  
  1148. nn 1 average time taken for search: 0.5906126162944696
  1149. nn 2 average time taken for search: 0.6238782504345277
  1150.  
  1151. total time taken so far: 55303.36801624298
  1152.  
  1153. 20 layers vs 20 layers
  1154. 1200 iters vs 800 iters
  1155. games played: 50
  1156. mcts_nn_1 wins: 26
  1157. mcts_nn_2 wins: 24
  1158. draws: 0
  1159.  
  1160. time taken to play: 776.7197513580322 seconds
  1161. nn 1 average number of states explored: 589.28
  1162. nn 2 average number of states explored: 590.82
  1163.  
  1164. nn 1 average time taken for search: 0.5365036439166115
  1165. nn 2 average time taken for search: 0.5420596755429667
  1166.  
  1167. total time taken so far: 56081.02675843239
  1168.  
  1169. 20 layers vs 20 layers
  1170. 1200 iters vs 900 iters
  1171. games played: 50
  1172. mcts_nn_1 wins: 29
  1173. mcts_nn_2 wins: 21
  1174. draws: 0
  1175.  
  1176. time taken to play: 618.4816751480103 seconds
  1177. nn 1 average number of states explored: 499.62
  1178. nn 2 average number of states explored: 470.18
  1179.  
  1180. nn 1 average time taken for search: 0.5573865273903156
  1181. nn 2 average time taken for search: 0.5072779914428448
  1182.  
  1183. total time taken so far: 56700.243579149246
  1184.  
  1185. 20 layers vs 20 layers
  1186. 1200 iters vs 1000 iters
  1187. games played: 50
  1188. mcts_nn_1 wins: 17
  1189. mcts_nn_2 wins: 33
  1190. draws: 0
  1191.  
  1192. time taken to play: 811.5040395259857 seconds
  1193. nn 1 average number of states explored: 608.6
  1194. nn 2 average number of states explored: 597.66
  1195.  
  1196. nn 1 average time taken for search: 0.5688279637923608
  1197. nn 2 average time taken for search: 0.5441200074913738
  1198.  
  1199. total time taken so far: 57512.798525333405
  1200.  
  1201. 20 layers vs 20 layers
  1202. 1200 iters vs 1100 iters
  1203. games played: 50
  1204. mcts_nn_1 wins: 32
  1205. mcts_nn_2 wins: 18
  1206. draws: 0
  1207.  
  1208. time taken to play: 846.8390207290649 seconds
  1209. nn 1 average number of states explored: 648.52
  1210. nn 2 average number of states explored: 662.38
  1211.  
  1212. nn 1 average time taken for search: 0.5268168949262917
  1213. nn 2 average time taken for search: 0.5472984747177764
  1214.  
  1215. total time taken so far: 58360.570001125336
  1216.  
  1217. 20 layers vs 20 layers
  1218. 1200 iters vs 1300 iters
  1219. games played: 50
  1220. mcts_nn_1 wins: 20
  1221. mcts_nn_2 wins: 30
  1222. draws: 0
  1223.  
  1224. time taken to play: 1066.3235108852386 seconds
  1225. nn 1 average number of states explored: 869.5
  1226. nn 2 average number of states explored: 827.64
  1227.  
  1228. nn 1 average time taken for search: 0.4936025995235666
  1229. nn 2 average time taken for search: 0.462583197416321
  1230.  
  1231. total time taken so far: 59428.1789419651
  1232.  
  1233. 20 layers vs 20 layers
  1234. 1200 iters vs 1400 iters
  1235. games played: 50
  1236. mcts_nn_1 wins: 15
  1237. mcts_nn_2 wins: 34
  1238. draws: 1
  1239.  
  1240. time taken to play: 1099.4541680812836 seconds
  1241. nn 1 average number of states explored: 857.28
  1242. nn 2 average number of states explored: 850.46
  1243.  
  1244. nn 1 average time taken for search: 0.5077102311044304
  1245. nn 2 average time taken for search: 0.49811707561328583
  1246.  
  1247. total time taken so far: 60528.97647666931
  1248.  
  1249. 20 layers vs 20 layers
  1250. 1200 iters vs 1500 iters
  1251. games played: 50
  1252. mcts_nn_1 wins: 9
  1253. mcts_nn_2 wins: 41
  1254. draws: 0
  1255.  
  1256. time taken to play: 870.8140068054199 seconds
  1257. nn 1 average number of states explored: 699.52
  1258. nn 2 average number of states explored: 669.5
  1259.  
  1260. nn 1 average time taken for search: 0.5218987141057535
  1261. nn 2 average time taken for search: 0.4959387167834566
  1262.  
  1263. total time taken so far: 61400.80813884735
  1264.  
  1265. 20 layers vs 20 layers
  1266. 1300 iters vs 100 iters
  1267. games played: 50
  1268. mcts_nn_1 wins: 29
  1269. mcts_nn_2 wins: 21
  1270. draws: 0
  1271.  
  1272. time taken to play: 935.1575517654419 seconds
  1273. nn 1 average number of states explored: 654.76
  1274. nn 2 average number of states explored: 694.84
  1275.  
  1276. nn 1 average time taken for search: 0.5541058767245012
  1277. nn 2 average time taken for search: 0.5735965348096286
  1278.  
  1279. total time taken so far: 62337.09275460243
  1280.  
  1281. 20 layers vs 20 layers
  1282. 1300 iters vs 200 iters
  1283. games played: 50
  1284. mcts_nn_1 wins: 18
  1285. mcts_nn_2 wins: 32
  1286. draws: 0
  1287.  
  1288. time taken to play: 812.9567284584045 seconds
  1289. nn 1 average number of states explored: 611.78
  1290. nn 2 average number of states explored: 651.92
  1291.  
  1292. nn 1 average time taken for search: 0.5139367583498147
  1293. nn 2 average time taken for search: 0.5359562152724371
  1294.  
  1295. total time taken so far: 63151.06726360321
  1296.  
  1297. 20 layers vs 20 layers
  1298. 1300 iters vs 300 iters
  1299. games played: 50
  1300. mcts_nn_1 wins: 17
  1301. mcts_nn_2 wins: 33
  1302. draws: 0
  1303.  
  1304. time taken to play: 647.8642938137054 seconds
  1305. nn 1 average number of states explored: 543.9
  1306. nn 2 average number of states explored: 492.42
  1307.  
  1308. nn 1 average time taken for search: 0.5372056692838669
  1309. nn 2 average time taken for search: 0.4732719946652651
  1310.  
  1311. total time taken so far: 63799.69152188301
  1312.  
  1313. 20 layers vs 20 layers
  1314. 1300 iters vs 400 iters
  1315. games played: 50
  1316. mcts_nn_1 wins: 31
  1317. mcts_nn_2 wins: 19
  1318. draws: 0
  1319.  
  1320. time taken to play: 658.803555727005 seconds
  1321. nn 1 average number of states explored: 537.12
  1322. nn 2 average number of states explored: 574.98
  1323.  
  1324. nn 1 average time taken for search: 0.4869661611883648
  1325. nn 2 average time taken for search: 0.5186140005012535
  1326.  
  1327. total time taken so far: 64459.24285888672
  1328.  
  1329. 20 layers vs 20 layers
  1330. 1300 iters vs 500 iters
  1331. games played: 50
  1332. mcts_nn_1 wins: 14
  1333. mcts_nn_2 wins: 36
  1334. draws: 0
  1335.  
  1336. time taken to play: 762.3467240333557 seconds
  1337. nn 1 average number of states explored: 616.12
  1338. nn 2 average number of states explored: 612.56
  1339.  
  1340. nn 1 average time taken for search: 0.5270740929810668
  1341. nn 2 average time taken for search: 0.5253984116914361
  1342.  
  1343. total time taken so far: 65222.45153546333
  1344.  
  1345. 20 layers vs 20 layers
  1346. 1300 iters vs 600 iters
  1347. games played: 50
  1348. mcts_nn_1 wins: 20
  1349. mcts_nn_2 wins: 30
  1350. draws: 0
  1351.  
  1352. time taken to play: 719.4296875 seconds
  1353. nn 1 average number of states explored: 538.86
  1354. nn 2 average number of states explored: 578.46
  1355.  
  1356. nn 1 average time taken for search: 0.534979329982274
  1357. nn 2 average time taken for search: 0.5888203242575059
  1358.  
  1359. total time taken so far: 65942.66470718384
  1360.  
  1361. 20 layers vs 20 layers
  1362. 1300 iters vs 700 iters
  1363. games played: 50
  1364. mcts_nn_1 wins: 35
  1365. mcts_nn_2 wins: 15
  1366. draws: 0
  1367.  
  1368. time taken to play: 711.0939831733704 seconds
  1369. nn 1 average number of states explored: 513.62
  1370. nn 2 average number of states explored: 571.48
  1371.  
  1372. nn 1 average time taken for search: 0.536492955723241
  1373. nn 2 average time taken for search: 0.6122916821137215
  1374.  
  1375. total time taken so far: 66654.60469841957
  1376.  
  1377. 20 layers vs 20 layers
  1378. 1300 iters vs 800 iters
  1379. games played: 50
  1380. mcts_nn_1 wins: 26
  1381. mcts_nn_2 wins: 24
  1382. draws: 0
  1383.  
  1384. time taken to play: 911.8596105575562 seconds
  1385. nn 1 average number of states explored: 579.36
  1386. nn 2 average number of states explored: 616.2
  1387.  
  1388. nn 1 average time taken for search: 0.6082027177319904
  1389. nn 2 average time taken for search: 0.6580572953973592
  1390.  
  1391. total time taken so far: 67567.48551940918
  1392.  
  1393. 20 layers vs 20 layers
  1394. 1300 iters vs 900 iters
  1395. games played: 50
  1396. mcts_nn_1 wins: 30
  1397. mcts_nn_2 wins: 20
  1398. draws: 0
  1399.  
  1400. time taken to play: 713.7309725284576 seconds
  1401. nn 1 average number of states explored: 464.42
  1402. nn 2 average number of states explored: 462.4
  1403.  
  1404. nn 1 average time taken for search: 0.654995189604439
  1405. nn 2 average time taken for search: 0.6383698237569708
  1406.  
  1407. total time taken so far: 68282.05158829689
  1408.  
  1409. 20 layers vs 20 layers
  1410. 1300 iters vs 1000 iters
  1411. games played: 50
  1412. mcts_nn_1 wins: 23
  1413. mcts_nn_2 wins: 27
  1414. draws: 0
  1415.  
  1416. time taken to play: 855.8762907981873 seconds
  1417. nn 1 average number of states explored: 576.32
  1418. nn 2 average number of states explored: 588.04
  1419.  
  1420. nn 1 average time taken for search: 0.6056686258180959
  1421. nn 2 average time taken for search: 0.6046797172205982
  1422.  
  1423. total time taken so far: 69138.9074819088
  1424.  
  1425. 20 layers vs 20 layers
  1426. 1300 iters vs 1100 iters
  1427. games played: 50
  1428. mcts_nn_1 wins: 28
  1429. mcts_nn_2 wins: 21
  1430. draws: 1
  1431.  
  1432. time taken to play: 934.235844373703 seconds
  1433. nn 1 average number of states explored: 692.86
  1434. nn 2 average number of states explored: 716.38
  1435.  
  1436. nn 1 average time taken for search: 0.5209709385648319
  1437. nn 2 average time taken for search: 0.535247173611737
  1438.  
  1439. total time taken so far: 70074.28971242905
  1440.  
  1441. 20 layers vs 20 layers
  1442. 1300 iters vs 1200 iters
  1443. games played: 50
  1444. mcts_nn_1 wins: 31
  1445. mcts_nn_2 wins: 18
  1446. draws: 1
  1447.  
  1448. time taken to play: 1033.4129779338837 seconds
  1449. nn 1 average number of states explored: 836.74
  1450. nn 2 average number of states explored: 877.72
  1451.  
  1452. nn 1 average time taken for search: 0.4438316659733429
  1453. nn 2 average time taken for search: 0.46804591452095173
  1454.  
  1455. total time taken so far: 71109.03647327423
  1456.  
  1457. 20 layers vs 20 layers
  1458. 1300 iters vs 1400 iters
  1459. games played: 50
  1460. mcts_nn_1 wins: 19
  1461. mcts_nn_2 wins: 28
  1462. draws: 3
  1463.  
  1464. time taken to play: 1074.9780538082123 seconds
  1465. nn 1 average number of states explored: 821.88
  1466. nn 2 average number of states explored: 863.3
  1467.  
  1468. nn 1 average time taken for search: 0.4786035598710526
  1469. nn 2 average time taken for search: 0.4811661286089629
  1470.  
  1471. total time taken so far: 72185.41155934334
  1472.  
  1473. 20 layers vs 20 layers
  1474. 1300 iters vs 1500 iters
  1475. games played: 50
  1476. mcts_nn_1 wins: 10
  1477. mcts_nn_2 wins: 40
  1478. draws: 0
  1479.  
  1480. time taken to play: 927.1101033687592 seconds
  1481. nn 1 average number of states explored: 645.02
  1482. nn 2 average number of states explored: 640.2
  1483.  
  1484. nn 1 average time taken for search: 0.579094441554508
  1485. nn 2 average time taken for search: 0.5676190826529464
  1486.  
  1487. total time taken so far: 73113.63339424133
  1488.  
  1489. 20 layers vs 20 layers
  1490. 1400 iters vs 100 iters
  1491. games played: 50
  1492. mcts_nn_1 wins: 30
  1493. mcts_nn_2 wins: 20
  1494. draws: 0
  1495.  
  1496. time taken to play: 924.3624289035797 seconds
  1497. nn 1 average number of states explored: 649.38
  1498. nn 2 average number of states explored: 664.02
  1499.  
  1500. nn 1 average time taken for search: 0.5907006312576665
  1501. nn 2 average time taken for search: 0.5910699492685315
  1502.  
  1503. total time taken so far: 74039.15238380432
  1504.  
  1505. 20 layers vs 20 layers
  1506. 1400 iters vs 200 iters
  1507. games played: 50
  1508. mcts_nn_1 wins: 18
  1509. mcts_nn_2 wins: 32
  1510. draws: 0
  1511.  
  1512. time taken to play: 772.1446278095245 seconds
  1513. nn 1 average number of states explored: 580.74
  1514. nn 2 average number of states explored: 569.18
  1515.  
  1516. nn 1 average time taken for search: 0.5746844984580256
  1517. nn 2 average time taken for search: 0.5376142530042199
  1518.  
  1519. total time taken so far: 74812.1703569889
  1520.  
  1521. 20 layers vs 20 layers
  1522. 1400 iters vs 300 iters
  1523. games played: 50
  1524. mcts_nn_1 wins: 17
  1525. mcts_nn_2 wins: 32
  1526. draws: 1
  1527.  
  1528. time taken to play: 867.5354335308075 seconds
  1529. nn 1 average number of states explored: 647.66
  1530. nn 2 average number of states explored: 621.4
  1531.  
  1532. nn 1 average time taken for search: 0.5718786959745445
  1533. nn 2 average time taken for search: 0.5328479588639979
  1534.  
  1535. total time taken so far: 75680.74691605568
  1536.  
  1537. 20 layers vs 20 layers
  1538. 1400 iters vs 400 iters
  1539. games played: 50
  1540. mcts_nn_1 wins: 17
  1541. mcts_nn_2 wins: 33
  1542. draws: 0
  1543.  
  1544. time taken to play: 844.8661148548126 seconds
  1545. nn 1 average number of states explored: 669.1
  1546. nn 2 average number of states explored: 643.38
  1547.  
  1548. nn 1 average time taken for search: 0.5725173608252877
  1549. nn 2 average time taken for search: 0.5373919929328718
  1550.  
  1551. total time taken so far: 76526.76054763794
  1552.  
  1553. 20 layers vs 20 layers
  1554. 1400 iters vs 500 iters
  1555. games played: 50
  1556. mcts_nn_1 wins: 14
  1557. mcts_nn_2 wins: 35
  1558. draws: 1
  1559.  
  1560. time taken to play: 810.2534964084625 seconds
  1561. nn 1 average number of states explored: 669.66
  1562. nn 2 average number of states explored: 653.06
  1563.  
  1564. nn 1 average time taken for search: 0.5321928501129151
  1565. nn 2 average time taken for search: 0.5114445495605469
  1566.  
  1567. total time taken so far: 77337.90397572517
  1568.  
  1569. 20 layers vs 20 layers
  1570. 1400 iters vs 600 iters
  1571. games played: 50
  1572. mcts_nn_1 wins: 4
  1573. mcts_nn_2 wins: 46
  1574. draws: 0
  1575.  
  1576. time taken to play: 564.3244531154633 seconds
  1577. nn 1 average number of states explored: 538.9
  1578. nn 2 average number of states explored: 513.7
  1579.  
  1580. nn 1 average time taken for search: 0.4819057646708273
  1581. nn 2 average time taken for search: 0.46164052889774393
  1582.  
  1583. total time taken so far: 77902.89950537682
  1584.  
  1585. 20 layers vs 20 layers
  1586. 1400 iters vs 700 iters
  1587. games played: 50
  1588. mcts_nn_1 wins: 24
  1589. mcts_nn_2 wins: 26
  1590. draws: 0
  1591.  
  1592. time taken to play: 735.5987319946289 seconds
  1593. nn 1 average number of states explored: 536.92
  1594. nn 2 average number of states explored: 545.06
  1595.  
  1596. nn 1 average time taken for search: 0.6002961893382159
  1597. nn 2 average time taken for search: 0.6178253649874509
  1598.  
  1599. total time taken so far: 78639.36965084076
  1600.  
  1601. 20 layers vs 20 layers
  1602. 1400 iters vs 800 iters
  1603. games played: 50
  1604. mcts_nn_1 wins: 23
  1605. mcts_nn_2 wins: 27
  1606. draws: 0
  1607.  
  1608. time taken to play: 876.5165383815765 seconds
  1609. nn 1 average number of states explored: 633.96
  1610. nn 2 average number of states explored: 608.64
  1611.  
  1612. nn 1 average time taken for search: 0.6226039104514505
  1613. nn 2 average time taken for search: 0.5895614567886099
  1614.  
  1615. total time taken so far: 79516.95280575752
  1616.  
  1617. 20 layers vs 20 layers
  1618. 1400 iters vs 900 iters
  1619. games played: 50
  1620. mcts_nn_1 wins: 29
  1621. mcts_nn_2 wins: 21
  1622. draws: 0
  1623.  
  1624. time taken to play: 786.3568332195282 seconds
  1625. nn 1 average number of states explored: 589.12
  1626. nn 2 average number of states explored: 570.6
  1627.  
  1628. nn 1 average time taken for search: 0.5856593544957274
  1629. nn 2 average time taken for search: 0.5457301978075538
  1630.  
  1631. total time taken so far: 80304.26352858543
  1632.  
  1633. 20 layers vs 20 layers
  1634. 1400 iters vs 1000 iters
  1635. games played: 50
  1636. mcts_nn_1 wins: 22
  1637. mcts_nn_2 wins: 28
  1638. draws: 0
  1639.  
  1640. time taken to play: 823.7924628257751 seconds
  1641. nn 1 average number of states explored: 625.88
  1642. nn 2 average number of states explored: 606.12
  1643.  
  1644. nn 1 average time taken for search: 0.5629981700653401
  1645. nn 2 average time taken for search: 0.5322765408755936
  1646.  
  1647. total time taken so far: 81129.1610326767
  1648.  
  1649. 20 layers vs 20 layers
  1650. 1400 iters vs 1100 iters
  1651. games played: 50
  1652. mcts_nn_1 wins: 35
  1653. mcts_nn_2 wins: 14
  1654. draws: 1
  1655.  
  1656. time taken to play: 1053.5117127895355 seconds
  1657. nn 1 average number of states explored: 779.68
  1658. nn 2 average number of states explored: 755.44
  1659.  
  1660. nn 1 average time taken for search: 0.5687489207502435
  1661. nn 2 average time taken for search: 0.532625456255768
  1662.  
  1663. total time taken so far: 82183.91716814041
  1664.  
  1665. 20 layers vs 20 layers
  1666. 1400 iters vs 1200 iters
  1667. games played: 50
  1668. mcts_nn_1 wins: 39
  1669. mcts_nn_2 wins: 10
  1670. draws: 1
  1671.  
  1672. time taken to play: 1107.7393293380737 seconds
  1673. nn 1 average number of states explored: 900.9
  1674. nn 2 average number of states explored: 901.92
  1675.  
  1676. nn 1 average time taken for search: 0.48221593063315066
  1677. nn 2 average time taken for search: 0.47016478816976226
  1678.  
  1679. total time taken so far: 83293.09501743317
  1680.  
  1681. 20 layers vs 20 layers
  1682. 1400 iters vs 1300 iters
  1683. games played: 50
  1684. mcts_nn_1 wins: 30
  1685. mcts_nn_2 wins: 20
  1686. draws: 0
  1687.  
  1688. time taken to play: 1136.6647124290466 seconds
  1689. nn 1 average number of states explored: 848.22
  1690. nn 2 average number of states explored: 809.98
  1691.  
  1692. nn 1 average time taken for search: 0.5253323866853654
  1693. nn 2 average time taken for search: 0.49955190401844
  1694.  
  1695. total time taken so far: 84431.06707787514
  1696.  
  1697. 20 layers vs 20 layers
  1698. 1400 iters vs 1500 iters
  1699. games played: 50
  1700. mcts_nn_1 wins: 14
  1701. mcts_nn_2 wins: 34
  1702. draws: 2
  1703.  
  1704. time taken to play: 1068.1268303394318 seconds
  1705. nn 1 average number of states explored: 823.22
  1706. nn 2 average number of states explored: 792.8
  1707.  
  1708. nn 1 average time taken for search: 0.5410202089568156
  1709. nn 2 average time taken for search: 0.5137612892777229
  1710.  
  1711. total time taken so far: 85500.49806690216
  1712.  
  1713. 20 layers vs 20 layers
  1714. 1500 iters vs 100 iters
  1715. games played: 50
  1716. mcts_nn_1 wins: 29
  1717. mcts_nn_2 wins: 20
  1718. draws: 1
  1719.  
  1720. time taken to play: 965.3620824813843 seconds
  1721. nn 1 average number of states explored: 689.9
  1722. nn 2 average number of states explored: 713.5
  1723.  
  1724. nn 1 average time taken for search: 0.5570514560021099
  1725. nn 2 average time taken for search: 0.5559752460990712
  1726.  
  1727. total time taken so far: 86467.08949136734
  1728.  
  1729. 20 layers vs 20 layers
  1730. 1500 iters vs 200 iters
  1731. games played: 50
  1732. mcts_nn_1 wins: 25
  1733. mcts_nn_2 wins: 24
  1734. draws: 1
  1735.  
  1736. time taken to play: 634.682785987854 seconds
  1737. nn 1 average number of states explored: 516.44
  1738. nn 2 average number of states explored: 552.32
  1739.  
  1740. nn 1 average time taken for search: 0.46001861883061274
  1741. nn 2 average time taken for search: 0.4827719085982868
  1742.  
  1743. total time taken so far: 87102.53402495384
  1744.  
  1745. 20 layers vs 20 layers
  1746. 1500 iters vs 300 iters
  1747. games played: 50
  1748. mcts_nn_1 wins: 17
  1749. mcts_nn_2 wins: 33
  1750. draws: 0
  1751.  
  1752. time taken to play: 693.0939762592316 seconds
  1753. nn 1 average number of states explored: 595.06
  1754. nn 2 average number of states explored: 531.72
  1755.  
  1756. nn 1 average time taken for search: 0.5313405946574428
  1757. nn 2 average time taken for search: 0.45142213153568184
  1758.  
  1759. total time taken so far: 87796.44103574753
  1760.  
  1761. 20 layers vs 20 layers
  1762. 1500 iters vs 400 iters
  1763. games played: 50
  1764. mcts_nn_1 wins: 33
  1765. mcts_nn_2 wins: 17
  1766. draws: 0
  1767.  
  1768. time taken to play: 735.0038208961487 seconds
  1769. nn 1 average number of states explored: 536.96
  1770. nn 2 average number of states explored: 562.7
  1771.  
  1772. nn 1 average time taken for search: 0.5512721410164466
  1773. nn 2 average time taken for search: 0.5776963934531578
  1774.  
  1775. total time taken so far: 88532.29992580414
  1776.  
  1777. 20 layers vs 20 layers
  1778. 1500 iters vs 500 iters
  1779. games played: 50
  1780. mcts_nn_1 wins: 24
  1781. mcts_nn_2 wins: 26
  1782. draws: 0
  1783.  
  1784. time taken to play: 855.2430403232574 seconds
  1785. nn 1 average number of states explored: 613.98
  1786. nn 2 average number of states explored: 627.62
  1787.  
  1788. nn 1 average time taken for search: 0.5815560326000405
  1789. nn 2 average time taken for search: 0.5768825606704567
  1790.  
  1791. total time taken so far: 89388.68799424171
  1792.  
  1793. 20 layers vs 20 layers
  1794. 1500 iters vs 600 iters
  1795. games played: 50
  1796. mcts_nn_1 wins: 17
  1797. mcts_nn_2 wins: 33
  1798. draws: 0
  1799.  
  1800. time taken to play: 556.5348663330078 seconds
  1801. nn 1 average number of states explored: 491.74
  1802. nn 2 average number of states explored: 494.92
  1803.  
  1804. nn 1 average time taken for search: 0.5023128930813096
  1805. nn 2 average time taken for search: 0.49317931402541404
  1806.  
  1807. total time taken so far: 89945.83444070816
  1808.  
  1809. 20 layers vs 20 layers
  1810. 1500 iters vs 700 iters
  1811. games played: 50
  1812. mcts_nn_1 wins: 24
  1813. mcts_nn_2 wins: 26
  1814. draws: 0
  1815.  
  1816. time taken to play: 722.2287950515747 seconds
  1817. nn 1 average number of states explored: 514.74
  1818. nn 2 average number of states explored: 555.9
  1819.  
  1820. nn 1 average time taken for search: 0.5607717102891622
  1821. nn 2 average time taken for search: 0.6079925119007425
  1822.  
  1823. total time taken so far: 90668.92821669579
  1824.  
  1825. 20 layers vs 20 layers
  1826. 1500 iters vs 800 iters
  1827. games played: 50
  1828. mcts_nn_1 wins: 29
  1829. mcts_nn_2 wins: 21
  1830. draws: 0
  1831.  
  1832. time taken to play: 722.8303754329681 seconds
  1833. nn 1 average number of states explored: 509.36
  1834. nn 2 average number of states explored: 520.68
  1835.  
  1836. nn 1 average time taken for search: 0.5791033919189355
  1837. nn 2 average time taken for search: 0.5887253014400939
  1838.  
  1839. total time taken so far: 91392.64641690254
  1840.  
  1841. 20 layers vs 20 layers
  1842. 1500 iters vs 900 iters
  1843. games played: 50
  1844. mcts_nn_1 wins: 25
  1845. mcts_nn_2 wins: 25
  1846. draws: 0
  1847.  
  1848. time taken to play: 716.2569615840912 seconds
  1849. nn 1 average number of states explored: 526.06
  1850. nn 2 average number of states explored: 513.74
  1851.  
  1852. nn 1 average time taken for search: 0.5776418567453541
  1853. nn 2 average time taken for search: 0.5467647321569095
  1854.  
  1855. total time taken so far: 92109.7342813015
  1856.  
  1857. 20 layers vs 20 layers
  1858. 1500 iters vs 1000 iters
  1859. games played: 50
  1860. mcts_nn_1 wins: 30
  1861. mcts_nn_2 wins: 20
  1862. draws: 0
  1863.  
  1864. time taken to play: 1063.4454576969147 seconds
  1865. nn 1 average number of states explored: 786.84
  1866. nn 2 average number of states explored: 811.44
  1867.  
  1868. nn 1 average time taken for search: 0.5015213751183891
  1869. nn 2 average time taken for search: 0.5029111000988544
  1870.  
  1871. total time taken so far: 93174.49693727493
  1872.  
  1873. 20 layers vs 20 layers
  1874. 1500 iters vs 1100 iters
  1875. games played: 50
  1876. mcts_nn_1 wins: 26
  1877. mcts_nn_2 wins: 23
  1878. draws: 1
  1879.  
  1880. time taken to play: 977.7742145061493 seconds
  1881. nn 1 average number of states explored: 699.32
  1882. nn 2 average number of states explored: 746.44
  1883.  
  1884. nn 1 average time taken for search: 0.49752930479059687
  1885. nn 2 average time taken for search: 0.5268103718632541
  1886.  
  1887. total time taken so far: 94153.473351717
  1888.  
  1889. 20 layers vs 20 layers
  1890. 1500 iters vs 1200 iters
  1891. games played: 50
  1892. mcts_nn_1 wins: 38
  1893. mcts_nn_2 wins: 12
  1894. draws: 0
  1895.  
  1896. time taken to play: 865.7242469787598 seconds
  1897. nn 1 average number of states explored: 688.8
  1898. nn 2 average number of states explored: 719.18
  1899.  
  1900. nn 1 average time taken for search: 0.48034768649204845
  1901. nn 2 average time taken for search: 0.4873684085363236
  1902.  
  1903. total time taken so far: 95020.2364885807
  1904.  
  1905. 20 layers vs 20 layers
  1906. 1500 iters vs 1300 iters
  1907. games played: 50
  1908. mcts_nn_1 wins: 42
  1909. mcts_nn_2 wins: 8
  1910. draws: 0
  1911.  
  1912. time taken to play: 751.2997076511383 seconds
  1913. nn 1 average number of states explored: 611.08
  1914. nn 2 average number of states explored: 632.84
  1915.  
  1916. nn 1 average time taken for search: 0.49385917327350903
  1917. nn 2 average time taken for search: 0.48902661709766715
  1918.  
  1919. total time taken so far: 95772.45294594765
  1920.  
  1921. 20 layers vs 20 layers
  1922. 1500 iters vs 1400 iters
  1923. games played: 50
  1924. mcts_nn_1 wins: 32
  1925. mcts_nn_2 wins: 18
  1926. draws: 0
  1927.  
  1928. time taken to play: 1167.9897530078888 seconds
  1929. nn 1 average number of states explored: 786.32
  1930. nn 2 average number of states explored: 823.36
  1931.  
  1932. nn 1 average time taken for search: 0.5823091681140703
  1933. nn 2 average time taken for search: 0.5943333453054265
  1934.  
  1935. total time taken so far: 96941.84826374054
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