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grapheo12

Layup algo 1 outputs

grapheo12
Apr 2nd, 2021 (edited)
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  1. Image Magic :803 2051
  2. Image Count :EA60 60000
  3. Image Rows :1C 28
  4. Image Columns :1C 28
  5. Label Magic :801 2049
  6. Label Count :EA60 60000
  7. Loaded training set.
  8. Input Constructor, Batch size : 10, Channels : 1, Height : 28, Wdith : 28
  9. Model init done.
  10. VGG Model selected
  11. Previous layer : (10, 1, 28, 28)
  12. Inside conv2D input shape : 10, 1, 28, 28
  13. Created filter descriptor : 64 1 3 3
  14. Previous layer : (10, 64, 226, 226)
  15. Previous layer : (10, 64, 113, 113)
  16. Previous layer : (10, 64, 113, 113)
  17. Inside conv2D input shape : 10, 64, 113, 113
  18. Created filter descriptor : 64 64 3 3
  19. Previous layer : (10, 64, 113, 113)
  20. Previous layer : (10, 64, 113, 113)
  21. Previous layer : (10, 64, 56, 56)
  22. Inside conv2D input shape : 10, 64, 56, 56
  23. Created filter descriptor : 128 64 3 3
  24. Previous layer : (10, 128, 56, 56)
  25. Previous layer : (10, 128, 56, 56)
  26. Inside conv2D input shape : 10, 128, 56, 56
  27. Created filter descriptor : 128 128 3 3
  28. Previous layer : (10, 128, 56, 56)
  29. Previous layer : (10, 128, 56, 56)
  30. Previous layer : (10, 128, 28, 28)
  31. Inside conv2D input shape : 10, 128, 28, 28
  32. Created filter descriptor : 256 128 3 3
  33. Previous layer : (10, 256, 28, 28)
  34. Previous layer : (10, 256, 28, 28)
  35. Inside conv2D input shape : 10, 256, 28, 28
  36. Created filter descriptor : 256 256 3 3
  37. Previous layer : (10, 256, 28, 28)
  38. Previous layer : (10, 256, 28, 28)
  39. Inside conv2D input shape : 10, 256, 28, 28
  40. Created filter descriptor : 256 256 3 3
  41. Previous layer : (10, 256, 28, 28)
  42. Previous layer : (10, 256, 28, 28)
  43. Previous layer : (10, 256, 14, 14)
  44. Inside conv2D input shape : 10, 256, 14, 14
  45. Created filter descriptor : 512 256 3 3
  46. Previous layer : (10, 512, 14, 14)
  47. Previous layer : (10, 512, 14, 14)
  48. Inside conv2D input shape : 10, 512, 14, 14
  49. Created filter descriptor : 512 512 3 3
  50. Previous layer : (10, 512, 14, 14)
  51. Previous layer : (10, 512, 14, 14)
  52. Inside conv2D input shape : 10, 512, 14, 14
  53. Created filter descriptor : 512 512 3 3
  54. Previous layer : (10, 512, 14, 14)
  55. Previous layer : (10, 512, 14, 14)
  56. Previous layer : (10, 512, 7, 7)
  57. Inside conv2D input shape : 10, 512, 7, 7
  58. Created filter descriptor : 512 512 3 3
  59. Previous layer : (10, 512, 7, 7)
  60. Previous layer : (10, 512, 7, 7)
  61. Inside conv2D input shape : 10, 512, 7, 7
  62. Created filter descriptor : 512 512 3 3
  63. Previous layer : (10, 512, 7, 7)
  64. Previous layer : (10, 512, 7, 7)
  65. Inside conv2D input shape : 10, 512, 7, 7
  66. Created filter descriptor : 512 512 3 3
  67. Previous layer : (10, 512, 7, 7)
  68. Previous layer : (10, 512, 7, 7)
  69. Previous layer : (10, 512, 3, 3)
  70. Previous layer : (10, 4096, 1, 1)
  71. Previous layer : (10, 4096, 1, 1)
  72. Previous layer : (10, 4096, 1, 1)
  73. Previous layer : (10, 4096, 1, 1)
  74. Previous layer : (10, 10, 1, 1)
  75. Predicting on 10 classes.
  76. Inside Profiler
  77.  
  78. Layer Number : 0
  79. Time Taken compute = 0.002687999978662
  80. Layer Number : 0
  81. Time Taken transfer = 0.043391998857260
  82. Thresh = 16.142856597900391
  83.  
  84. Layer Number : 1
  85. Time Taken compute = 1.570176005363464
  86. Layer Number : 1
  87. Time Taken transfer = 0.027871999889612
  88. Thresh = 0.017750876024365
  89.  
  90. Layer Number : 2
  91. Time Taken compute = 0.513631999492645
  92. Layer Number : 2
  93. Time Taken transfer = 0.027680000290275
  94. Thresh = 0.053890723735094
  95.  
  96. Layer Number : 3
  97. Time Taken compute = 0.248480007052422
  98. Layer Number : 3
  99. Time Taken transfer = 0.026208000257611
  100. Thresh = 0.105473272502422
  101.  
  102. Layer Number : 4
  103. Time Taken compute = 1.741791963577271
  104. Layer Number : 4
  105. Time Taken transfer = 0.026496000587940
  106. Thresh = 0.015211920253932
  107.  
  108. Layer Number : 5
  109. Time Taken compute = 0.154080003499985
  110. Layer Number : 5
  111. Time Taken transfer = 0.026111999526620
  112. Thresh = 0.169470399618149
  113.  
  114. Layer Number : 6
  115. Time Taken compute = 0.151616007089615
  116. Layer Number : 6
  117. Time Taken transfer = 0.025887999683619
  118. Thresh = 0.170747146010399
  119.  
  120. Layer Number : 7
  121. Time Taken compute = 0.786144018173218
  122. Layer Number : 7
  123. Time Taken transfer = 0.026944000273943
  124. Thresh = 0.034273616969585
  125.  
  126. Layer Number : 8
  127. Time Taken compute = 0.095807999372482
  128. Layer Number : 8
  129. Time Taken transfer = 0.025855999439955
  130. Thresh = 0.269873082637787
  131.  
  132. Layer Number : 9
  133. Time Taken compute = 1.145023941993713
  134. Layer Number : 9
  135. Time Taken transfer = 0.026847999542952
  136. Thresh = 0.023447543382645
  137.  
  138. Layer Number : 10
  139. Time Taken compute = 0.085152000188828
  140. Layer Number : 10
  141. Time Taken transfer = 0.025407999753952
  142. Thresh = 0.298384070396423
  143.  
  144. Layer Number : 11
  145. Time Taken compute = 0.071999996900558
  146. Layer Number : 11
  147. Time Taken transfer = 0.026367999613285
  148. Thresh = 0.366222232580185
  149.  
  150. Layer Number : 12
  151. Time Taken compute = 0.694432020187378
  152. Layer Number : 12
  153. Time Taken transfer = 0.026912000030279
  154. Thresh = 0.038753975182772
  155.  
  156. Layer Number : 13
  157. Time Taken compute = 0.054368000477552
  158. Layer Number : 13
  159. Time Taken transfer = 0.028672000393271
  160. Thresh = 0.527369022369385
  161.  
  162. Layer Number : 14
  163. Time Taken compute = 0.946464002132416
  164. Layer Number : 14
  165. Time Taken transfer = 0.030688000842929
  166. Thresh = 0.032423842698336
  167.  
  168. Layer Number : 15
  169. Time Taken compute = 0.168543994426727
  170. Layer Number : 15
  171. Time Taken transfer = 0.024512000381947
  172. Thresh = 0.145433843135834
  173.  
  174. Layer Number : 16
  175. Time Taken compute = 0.932799994945526
  176. Layer Number : 16
  177. Time Taken transfer = 0.026399999856949
  178. Thresh = 0.028301887214184
  179.  
  180. Layer Number : 17
  181. Time Taken compute = 0.054048001766205
  182. Layer Number : 17
  183. Time Taken transfer = 0.032000001519918
  184. Thresh = 0.592066347599030
  185.  
  186. Layer Number : 18
  187. Time Taken compute = 0.054111998528242
  188. Layer Number : 18
  189. Time Taken transfer = 0.076063998043537
  190. Thresh = 1.405677080154419
  191.  
  192. Layer Number : 19
  193. Time Taken compute = 0.581856012344360
  194. Layer Number : 19
  195. Time Taken transfer = 0.026432000100613
  196. Thresh = 0.045427046716213
  197.  
  198. Layer Number : 20
  199. Time Taken compute = 0.036320000886917
  200. Layer Number : 20
  201. Time Taken transfer = 0.031136000528932
  202. Thresh = 0.857268691062927
  203.  
  204. Layer Number : 21
  205. Time Taken compute = 1.119392037391663
  206. Layer Number : 21
  207. Time Taken transfer = 0.137055993080139
  208. Thresh = 0.122437886893749
  209.  
  210. Layer Number : 22
  211. Time Taken compute = 0.037951998412609
  212. Layer Number : 22
  213. Time Taken transfer = 0.025792000815272
  214. Thresh = 0.679595351219177
  215.  
  216. Layer Number : 23
  217. Time Taken compute = 1.141824007034302
  218. Layer Number : 23
  219. Time Taken transfer = 0.025728000327945
  220. Thresh = 0.022532369941473
  221.  
  222. Layer Number : 24
  223. Time Taken compute = 0.181951999664307
  224. Layer Number : 24
  225. Time Taken transfer = 0.039232000708580
  226. Thresh = 0.215617313981056
  227.  
  228. Layer Number : 25
  229. Time Taken compute = 0.142399996519089
  230. Layer Number : 25
  231. Time Taken transfer = 0.205952003598213
  232. Thresh = 1.446292161941528
  233.  
  234. Layer Number : 26
  235. Time Taken compute = 0.576031982898712
  236. Layer Number : 26
  237. Time Taken transfer = 0.032512001693249
  238. Thresh = 0.056441314518452
  239.  
  240. Layer Number : 27
  241. Time Taken compute = 0.119039997458458
  242. Layer Number : 27
  243. Time Taken transfer = 0.025151999667287
  244. Thresh = 0.211290329694748
  245.  
  246. Layer Number : 28
  247. Time Taken compute = 0.671808004379272
  248. Layer Number : 28
  249. Time Taken transfer = 0.025536000728607
  250. Thresh = 0.038010861724615
  251.  
  252. Layer Number : 29
  253. Time Taken compute = 0.164639994502068
  254. Layer Number : 29
  255. Time Taken transfer = 0.021663999184966
  256. Thresh = 0.131584063172340
  257.  
  258. Layer Number : 30
  259. Time Taken compute = 0.668767988681793
  260. Layer Number : 30
  261. Time Taken transfer = 0.028192000463605
  262. Thresh = 0.042155127972364
  263.  
  264. Layer Number : 31
  265. Time Taken compute = 0.027712000533938
  266. Layer Number : 31
  267. Time Taken transfer = 0.023264000192285
  268. Thresh = 0.839491903781891
  269.  
  270. Layer Number : 32
  271. Time Taken compute = 0.025792000815272
  272. Layer Number : 32
  273. Time Taken transfer = 0.018015999346972
  274. Thresh = 0.698511123657227
  275.  
  276. Layer Number : 33
  277. Time Taken compute = 0.279296010732651
  278. Layer Number : 33
  279. Time Taken transfer = 0.026111999526620
  280. Thresh = 0.093492202460766
  281.  
  282. Layer Number : 34
  283. Time Taken compute = 0.024863999336958
  284. Layer Number : 34
  285. Time Taken transfer = 0.129920005798340
  286. Thresh = 5.225225448608398
  287.  
  288. Layer Number : 35
  289. Time Taken compute = 0.248576000332832
  290. Layer Number : 35
  291. Time Taken transfer = 0.023903999477625
  292. Thresh = 0.096163749694824
  293.  
  294. Layer Number : 36
  295. Time Taken compute = 0.029376000165939
  296. Layer Number : 36
  297. Time Taken transfer = 0.202335998415947
  298. Thresh = 6.887799263000488
  299.  
  300. Layer Number : 37
  301. Time Taken compute = 0.151040002703667
  302. Layer Number : 37
  303. Time Taken transfer = 0.028543999418616
  304. Thresh = 0.188983038067818
  305.  
  306. Layer Number : 38
  307. Time Taken compute = 0.040288001298904
  308. Layer Number : 38
  309. Time Taken transfer = 0.025536000728607
  310. Thresh = 0.633836388587952
  311. Exiting Profiler
  312.  
  313.  
  314.  
  315.  
  316. =======================================================================================================
  317.  
  318. After cudaDeviceSynchronise
  319. Image Magic :803 2051
  320. Image Count :EA60 60000
  321. Image Rows :1C 28
  322. Image Columns :1C 28
  323. Label Magic :801 2049
  324. Label Count :EA60 60000
  325. Loaded training set.
  326. Input Constructor, Batch size : 10, Channels : 1, Height : 28, Wdith : 28
  327. Model init done.
  328. VGG Model selected
  329. Previous layer : (10, 1, 28, 28)
  330. Inside conv2D input shape : 10, 1, 28, 28
  331. Created filter descriptor : 64 1 3 3
  332. Previous layer : (10, 64, 226, 226)
  333. Previous layer : (10, 64, 113, 113)
  334. Previous layer : (10, 64, 113, 113)
  335. Inside conv2D input shape : 10, 64, 113, 113
  336. Created filter descriptor : 64 64 3 3
  337. Previous layer : (10, 64, 113, 113)
  338. Previous layer : (10, 64, 113, 113)
  339. Previous layer : (10, 64, 56, 56)
  340. Inside conv2D input shape : 10, 64, 56, 56
  341. Created filter descriptor : 128 64 3 3
  342. Previous layer : (10, 128, 56, 56)
  343. Previous layer : (10, 128, 56, 56)
  344. Inside conv2D input shape : 10, 128, 56, 56
  345. Created filter descriptor : 128 128 3 3
  346. Previous layer : (10, 128, 56, 56)
  347. Previous layer : (10, 128, 56, 56)
  348. Previous layer : (10, 128, 28, 28)
  349. Inside conv2D input shape : 10, 128, 28, 28
  350. Created filter descriptor : 256 128 3 3
  351. Previous layer : (10, 256, 28, 28)
  352. Previous layer : (10, 256, 28, 28)
  353. Inside conv2D input shape : 10, 256, 28, 28
  354. Created filter descriptor : 256 256 3 3
  355. Previous layer : (10, 256, 28, 28)
  356. Previous layer : (10, 256, 28, 28)
  357. Inside conv2D input shape : 10, 256, 28, 28
  358. Created filter descriptor : 256 256 3 3
  359. Previous layer : (10, 256, 28, 28)
  360. Previous layer : (10, 256, 28, 28)
  361. Previous layer : (10, 256, 14, 14)
  362. Inside conv2D input shape : 10, 256, 14, 14
  363. Created filter descriptor : 512 256 3 3
  364. Previous layer : (10, 512, 14, 14)
  365. Previous layer : (10, 512, 14, 14)
  366. Inside conv2D input shape : 10, 512, 14, 14
  367. Created filter descriptor : 512 512 3 3
  368. Previous layer : (10, 512, 14, 14)
  369. Previous layer : (10, 512, 14, 14)
  370. Inside conv2D input shape : 10, 512, 14, 14
  371. Created filter descriptor : 512 512 3 3
  372. Previous layer : (10, 512, 14, 14)
  373. Previous layer : (10, 512, 14, 14)
  374. Previous layer : (10, 512, 7, 7)
  375. Inside conv2D input shape : 10, 512, 7, 7
  376. Created filter descriptor : 512 512 3 3
  377. Previous layer : (10, 512, 7, 7)
  378. Previous layer : (10, 512, 7, 7)
  379. Inside conv2D input shape : 10, 512, 7, 7
  380. Created filter descriptor : 512 512 3 3
  381. Previous layer : (10, 512, 7, 7)
  382. Previous layer : (10, 512, 7, 7)
  383. Inside conv2D input shape : 10, 512, 7, 7
  384. Created filter descriptor : 512 512 3 3
  385. Previous layer : (10, 512, 7, 7)
  386. Previous layer : (10, 512, 7, 7)
  387. Previous layer : (10, 512, 3, 3)
  388. Previous layer : (10, 4096, 1, 1)
  389. Previous layer : (10, 4096, 1, 1)
  390. Previous layer : (10, 4096, 1, 1)
  391. Previous layer : (10, 4096, 1, 1)
  392. Previous layer : (10, 10, 1, 1)
  393. Predicting on 10 classes.
  394. Inside Profiler
  395.  
  396. Layer Number : 0
  397. Time Taken compute = 0.011327999643981
  398. Layer Number : 0
  399. Time Taken transfer = 0.029503999277949
  400. Thresh = 2.604519844055176
  401.  
  402. Layer Number : 1
  403. Time Taken compute = 1.567551970481873
  404. Layer Number : 1
  405. Time Taken transfer = 0.028672000393271
  406. Thresh = 0.018290940672159
  407.  
  408. Layer Number : 2
  409. Time Taken compute = 0.425119996070862
  410. Layer Number : 2
  411. Time Taken transfer = 0.024671999737620
  412. Thresh = 0.058035377413034
  413.  
  414. Layer Number : 3
  415. Time Taken compute = 0.169471994042397
  416. Layer Number : 3
  417. Time Taken transfer = 0.021600000560284
  418. Thresh = 0.127454683184624
  419.  
  420. Layer Number : 4
  421. Time Taken compute = 1.651391983032227
  422. Layer Number : 4
  423. Time Taken transfer = 0.025728000327945
  424. Thresh = 0.015579584054649
  425.  
  426. Layer Number : 5
  427. Time Taken compute = 0.160288006067276
  428. Layer Number : 5
  429. Time Taken transfer = 0.022112000733614
  430. Thresh = 0.137951686978340
  431.  
  432. Layer Number : 6
  433. Time Taken compute = 0.123520001769066
  434. Layer Number : 6
  435. Time Taken transfer = 0.020511999726295
  436. Thresh = 0.166062176227570
  437.  
  438. Layer Number : 7
  439. Time Taken compute = 0.729695975780487
  440. Layer Number : 7
  441. Time Taken transfer = 0.023935999721289
  442. Thresh = 0.032802700996399
  443.  
  444. Layer Number : 8
  445. Time Taken compute = 0.087743997573853
  446. Layer Number : 8
  447. Time Taken transfer = 0.021152000874281
  448. Thresh = 0.241064935922623
  449.  
  450. Layer Number : 9
  451. Time Taken compute = 1.068032026290894
  452. Layer Number : 9
  453. Time Taken transfer = 0.023488000035286
  454. Thresh = 0.021991850808263
  455.  
  456. Layer Number : 10
  457. Time Taken compute = 0.088895998895168
  458. Layer Number : 10
  459. Time Taken transfer = 0.020640000700951
  460. Thresh = 0.232181429862976
  461.  
  462. Layer Number : 11
  463. Time Taken compute = 0.073247998952866
  464. Layer Number : 11
  465. Time Taken transfer = 0.020223999395967
  466. Thresh = 0.276103109121323
  467.  
  468. Layer Number : 12
  469. Time Taken compute = 0.579424023628235
  470. Layer Number : 12
  471. Time Taken transfer = 0.022975999861956
  472. Thresh = 0.039653170853853
  473.  
  474. Layer Number : 13
  475. Time Taken compute = 0.055711999535561
  476. Layer Number : 13
  477. Time Taken transfer = 0.019711999222636
  478. Thresh = 0.353819638490677
  479.  
  480. Layer Number : 14
  481. Time Taken compute = 0.922047972679138
  482. Layer Number : 14
  483. Time Taken transfer = 0.023488000035286
  484. Thresh = 0.025473728775978
  485.  
  486. Layer Number : 15
  487. Time Taken compute = 0.055551998317242
  488. Layer Number : 15
  489. Time Taken transfer = 0.019999999552965
  490. Thresh = 0.360023051500320
  491.  
  492. Layer Number : 16
  493. Time Taken compute = 0.924256026744843
  494. Layer Number : 16
  495. Time Taken transfer = 0.023360000923276
  496. Thresh = 0.025274382904172
  497.  
  498. Layer Number : 17
  499. Time Taken compute = 0.055840000510216
  500. Layer Number : 17
  501. Time Taken transfer = 0.019711999222636
  502. Thresh = 0.353008568286896
  503.  
  504. Layer Number : 18
  505. Time Taken compute = 0.052127998322248
  506. Layer Number : 18
  507. Time Taken transfer = 0.019936000928283
  508. Thresh = 0.382443249225616
  509.  
  510. Layer Number : 19
  511. Time Taken compute = 0.576704025268555
  512. Layer Number : 19
  513. Time Taken transfer = 0.034207999706268
  514. Thresh = 0.059316389262676
  515.  
  516. Layer Number : 20
  517. Time Taken compute = 0.039840001612902
  518. Layer Number : 20
  519. Time Taken transfer = 0.021951999515295
  520. Thresh = 0.551003992557526
  521.  
  522. Layer Number : 21
  523. Time Taken compute = 1.037184000015259
  524. Layer Number : 21
  525. Time Taken transfer = 0.028031999245286
  526. Thresh = 0.027027025818825
  527.  
  528. Layer Number : 22
  529. Time Taken compute = 0.040927998721600
  530. Layer Number : 22
  531. Time Taken transfer = 0.020416000857949
  532. Thresh = 0.498827248811722
  533.  
  534. Layer Number : 23
  535. Time Taken compute = 1.032960057258606
  536. Layer Number : 23
  537. Time Taken transfer = 0.024576000869274
  538. Thresh = 0.023791821673512
  539.  
  540. Layer Number : 24
  541. Time Taken compute = 0.043296001851559
  542. Layer Number : 24
  543. Time Taken transfer = 0.018368000164628
  544. Thresh = 0.424242407083511
  545.  
  546. Layer Number : 25
  547. Time Taken compute = 0.035519998520613
  548. Layer Number : 25
  549. Time Taken transfer = 0.018495999276638
  550. Thresh = 0.520720720291138
  551.  
  552. Layer Number : 26
  553. Time Taken compute = 0.554336011409760
  554. Layer Number : 26
  555. Time Taken transfer = 0.022016000002623
  556. Thresh = 0.039715982973576
  557.  
  558. Layer Number : 27
  559. Time Taken compute = 0.023072000592947
  560. Layer Number : 27
  561. Time Taken transfer = 0.017472000792623
  562. Thresh = 0.757281541824341
  563.  
  564. Layer Number : 28
  565. Time Taken compute = 0.551711976528168
  566. Layer Number : 28
  567. Time Taken transfer = 0.021568000316620
  568. Thresh = 0.039092861115932
  569.  
  570. Layer Number : 29
  571. Time Taken compute = 0.022624000906944
  572. Layer Number : 29
  573. Time Taken transfer = 0.017184000462294
  574. Thresh = 0.759547352790833
  575.  
  576. Layer Number : 30
  577. Time Taken compute = 0.550783991813660
  578. Layer Number : 30
  579. Time Taken transfer = 0.021215999498963
  580. Thresh = 0.038519635796547
  581.  
  582. Layer Number : 31
  583. Time Taken compute = 0.022592000663280
  584. Layer Number : 31
  585. Time Taken transfer = 0.016543999314308
  586. Thresh = 0.732294559478760
  587.  
  588. Layer Number : 32
  589. Time Taken compute = 0.021120000630617
  590. Layer Number : 32
  591. Time Taken transfer = 0.017599999904633
  592. Thresh = 0.833333313465118
  593.  
  594. Layer Number : 33
  595. Time Taken compute = 0.280319988727570
  596. Layer Number : 33
  597. Time Taken transfer = 0.017023999243975
  598. Thresh = 0.060730595141649
  599.  
  600. Layer Number : 34
  601. Time Taken compute = 0.018112000077963
  602. Layer Number : 34
  603. Time Taken transfer = 0.019200000911951
  604. Thresh = 1.060070753097534
  605.  
  606. Layer Number : 35
  607. Time Taken compute = 0.246848002076149
  608. Layer Number : 35
  609. Time Taken transfer = 0.017440000548959
  610. Thresh = 0.070650763809681
  611.  
  612. Layer Number : 36
  613. Time Taken compute = 0.019840000197291
  614. Layer Number : 36
  615. Time Taken transfer = 0.018912000581622
  616. Thresh = 0.953225851058960
  617.  
  618. Layer Number : 37
  619. Time Taken compute = 0.143327996134758
  620. Layer Number : 37
  621. Time Taken transfer = 0.016640000045300
  622. Thresh = 0.116097345948219
  623.  
  624. Layer Number : 38
  625. Time Taken compute = 0.029983999207616
  626. Layer Number : 38
  627. Time Taken transfer = 0.018112000077963
  628. Thresh = 0.604055523872375
  629. Exiting Profiler
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