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  1. root@a4b608000d7a:/workspace/bmtap2/bmnet/python# python cnet.py --path resnet50 --name resnet50 --shape 1 3 224 224
  2. WARNING: Logging before InitGoogleLogging() is written to STDERR
  3. I1211 12:13:11.527083 20 net.cpp:51] Initializing net from parameters:
  4. name: "ResNet-50"
  5. state {
  6. phase: TEST
  7. level: 0
  8. }
  9. layer {
  10. name: "data"
  11. type: "Input"
  12. top: "data"
  13. input_param {
  14. shape {
  15. dim: 1
  16. dim: 3
  17. dim: 224
  18. dim: 224
  19. }
  20. }
  21. }
  22. layer {
  23. name: "conv1"
  24. type: "Convolution"
  25. bottom: "data"
  26. top: "conv1"
  27. convolution_param {
  28. num_output: 64
  29. pad: 3
  30. kernel_size: 7
  31. stride: 2
  32. }
  33. }
  34. layer {
  35. name: "bn_conv1"
  36. type: "BatchNorm"
  37. bottom: "conv1"
  38. top: "conv1"
  39. batch_norm_param {
  40. use_global_stats: true
  41. }
  42. }
  43. layer {
  44. name: "scale_conv1"
  45. type: "Scale"
  46. bottom: "conv1"
  47. top: "conv1"
  48. scale_param {
  49. bias_term: true
  50. }
  51. }
  52. layer {
  53. name: "conv1_relu"
  54. type: "ReLU"
  55. bottom: "conv1"
  56. top: "conv1"
  57. }
  58. layer {
  59. name: "pool1"
  60. type: "Pooling"
  61. bottom: "conv1"
  62. top: "pool1"
  63. pooling_param {
  64. pool: MAX
  65. kernel_size: 3
  66. stride: 2
  67. }
  68. }
  69. layer {
  70. name: "res2a_branch1"
  71. type: "Convolution"
  72. bottom: "pool1"
  73. top: "res2a_branch1"
  74. convolution_param {
  75. num_output: 256
  76. bias_term: false
  77. pad: 0
  78. kernel_size: 1
  79. stride: 1
  80. }
  81. }
  82. layer {
  83. name: "bn2a_branch1"
  84. type: "BatchNorm"
  85. bottom: "res2a_branch1"
  86. top: "res2a_branch1"
  87. batch_norm_param {
  88. use_global_stats: true
  89. }
  90. }
  91. layer {
  92. name: "scale2a_branch1"
  93. type: "Scale"
  94. bottom: "res2a_branch1"
  95. top: "res2a_branch1"
  96. scale_param {
  97. bias_term: true
  98. }
  99. }
  100. layer {
  101. name: "res2a_branch2a"
  102. type: "Convolution"
  103. bottom: "pool1"
  104. top: "res2a_branch2a"
  105. convolution_param {
  106. num_output: 64
  107. bias_term: false
  108. pad: 0
  109. kernel_size: 1
  110. stride: 1
  111. }
  112. }
  113. layer {
  114. name: "bn2a_branch2a"
  115. type: "BatchNorm"
  116. bottom: "res2a_branch2a"
  117. top: "res2a_branch2a"
  118. batch_norm_param {
  119. use_global_stats: true
  120. }
  121. }
  122. layer {
  123. name: "scale2a_branch2a"
  124. type: "Scale"
  125. bottom: "res2a_branch2a"
  126. top: "res2a_branch2a"
  127. scale_param {
  128. bias_term: true
  129. }
  130. }
  131. layer {
  132. name: "res2a_branch2a_relu"
  133. type: "ReLU"
  134. bottom: "res2a_branch2a"
  135. top: "res2a_branch2a"
  136. }
  137. layer {
  138. name: "res2a_branch2b"
  139. type: "Convolution"
  140. bottom: "res2a_branch2a"
  141. top: "res2a_branch2b"
  142. convolution_param {
  143. num_output: 64
  144. bias_term: false
  145. pad: 1
  146. kernel_size: 3
  147. stride: 1
  148. }
  149. }
  150. layer {
  151. name: "bn2a_branch2b"
  152. type: "BatchNorm"
  153. bottom: "res2a_branch2b"
  154. top: "res2a_branch2b"
  155. batch_norm_param {
  156. use_global_stats: true
  157. }
  158. }
  159. layer {
  160. name: "scale2a_branch2b"
  161. type: "Scale"
  162. bottom: "res2a_branch2b"
  163. top: "res2a_branch2b"
  164. scale_param {
  165. bias_term: true
  166. }
  167. }
  168. layer {
  169. name: "res2a_branch2b_relu"
  170. type: "ReLU"
  171. bottom: "res2a_branch2b"
  172. top: "res2a_branch2b"
  173. }
  174. layer {
  175. name: "res2a_branch2c"
  176. type: "Convolution"
  177. bottom: "res2a_branch2b"
  178. top: "res2a_branch2c"
  179. convolution_param {
  180. num_output: 256
  181. bias_term: false
  182. pad: 0
  183. kernel_size: 1
  184. stride: 1
  185. }
  186. }
  187. layer {
  188. name: "bn2a_branch2c"
  189. type: "BatchNorm"
  190. bottom: "res2a_branch2c"
  191. top: "res2a_branch2c"
  192. batch_norm_param {
  193. use_global_stats: true
  194. }
  195. }
  196. layer {
  197. name: "scale2a_branch2c"
  198. type: "Scale"
  199. bottom: "res2a_branch2c"
  200. top: "res2a_branch2c"
  201. scale_param {
  202. bias_term: true
  203. }
  204. }
  205. layer {
  206. name: "res2a"
  207. type: "Eltwise"
  208. bottom: "res2a_branch1"
  209. bottom: "res2a_branch2c"
  210. top: "res2a"
  211. }
  212. layer {
  213. name: "res2a_relu"
  214. type: "ReLU"
  215. bottom: "res2a"
  216. top: "res2a"
  217. }
  218. layer {
  219. name: "res2b_branch2a"
  220. type: "Convolution"
  221. bottom: "res2a"
  222. top: "res2b_branch2a"
  223. convolution_param {
  224. num_output: 64
  225. bias_term: false
  226. pad: 0
  227. kernel_size: 1
  228. stride: 1
  229. }
  230. }
  231. layer {
  232. name: "bn2b_branch2a"
  233. type: "BatchNorm"
  234. bottom: "res2b_branch2a"
  235. top: "res2b_branch2a"
  236. batch_norm_param {
  237. use_global_stats: true
  238. }
  239. }
  240. layer {
  241. name: "scale2b_branch2a"
  242. type: "Scale"
  243. bottom: "res2b_branch2a"
  244. top: "res2b_branch2a"
  245. scale_param {
  246. bias_term: true
  247. }
  248. }
  249. layer {
  250. name: "res2b_branch2a_relu"
  251. type: "ReLU"
  252. bottom: "res2b_branch2a"
  253. top: "res2b_branch2a"
  254. }
  255. layer {
  256. name: "res2b_branch2b"
  257. type: "Convolution"
  258. bottom: "res2b_branch2a"
  259. top: "res2b_branch2b"
  260. convolution_param {
  261. num_output: 64
  262. bias_term: false
  263. pad: 1
  264. kernel_size: 3
  265. stride: 1
  266. }
  267. }
  268. layer {
  269. name: "bn2b_branch2b"
  270. type: "BatchNorm"
  271. bottom: "res2b_branch2b"
  272. top: "res2b_branch2b"
  273. batch_norm_param {
  274. use_global_stats: true
  275. }
  276. }
  277. layer {
  278. name: "scale2b_branch2b"
  279. type: "Scale"
  280. bottom: "res2b_branch2b"
  281. top: "res2b_branch2b"
  282. scale_param {
  283. bias_term: true
  284. }
  285. }
  286. layer {
  287. name: "res2b_branch2b_relu"
  288. type: "ReLU"
  289. bottom: "res2b_branch2b"
  290. top: "res2b_branch2b"
  291. }
  292. layer {
  293. name: "res2b_branch2c"
  294. type: "Convolution"
  295. bottom: "res2b_branch2b"
  296. top: "res2b_branch2c"
  297. convolution_param {
  298. num_output: 256
  299. bias_term: false
  300. pad: 0
  301. kernel_size: 1
  302. stride: 1
  303. }
  304. }
  305. layer {
  306. name: "bn2b_branch2c"
  307. type: "BatchNorm"
  308. bottom: "res2b_branch2c"
  309. top: "res2b_branch2c"
  310. batch_norm_param {
  311. use_global_stats: true
  312. }
  313. }
  314. layer {
  315. name: "scale2b_branch2c"
  316. type: "Scale"
  317. bottom: "res2b_branch2c"
  318. top: "res2b_branch2c"
  319. scale_param {
  320. bias_term: true
  321. }
  322. }
  323. layer {
  324. name: "res2b"
  325. type: "Eltwise"
  326. bottom: "res2a"
  327. bottom: "res2b_branch2c"
  328. top: "res2b"
  329. }
  330. layer {
  331. name: "res2b_relu"
  332. type: "ReLU"
  333. bottom: "res2b"
  334. top: "res2b"
  335. }
  336. layer {
  337. name: "res2c_branch2a"
  338. type: "Convolution"
  339. bottom: "res2b"
  340. top: "res2c_branch2a"
  341. convolution_param {
  342. num_output: 64
  343. bias_term: false
  344. pad: 0
  345. kernel_size: 1
  346. stride: 1
  347. }
  348. }
  349. layer {
  350. name: "bn2c_branch2a"
  351. type: "BatchNorm"
  352. bottom: "res2c_branch2a"
  353. top: "res2c_branch2a"
  354. batch_norm_param {
  355. use_global_stats: true
  356. }
  357. }
  358. layer {
  359. name: "scale2c_branch2a"
  360. type: "Scale"
  361. bottom: "res2c_branch2a"
  362. top: "res2c_branch2a"
  363. scale_param {
  364. bias_term: true
  365. }
  366. }
  367. layer {
  368. name: "res2c_branch2a_relu"
  369. type: "ReLU"
  370. bottom: "res2c_branch2a"
  371. top: "res2c_branch2a"
  372. }
  373. layer {
  374. name: "res2c_branch2b"
  375. type: "Convolution"
  376. bottom: "res2c_branch2a"
  377. top: "res2c_branch2b"
  378. convolution_param {
  379. num_output: 64
  380. bias_term: false
  381. pad: 1
  382. kernel_size: 3
  383. stride: 1
  384. }
  385. }
  386. layer {
  387. name: "bn2c_branch2b"
  388. type: "BatchNorm"
  389. bottom: "res2c_branch2b"
  390. top: "res2c_branch2b"
  391. batch_norm_param {
  392. use_global_stats: true
  393. }
  394. }
  395. layer {
  396. name: "scale2c_branch2b"
  397. type: "Scale"
  398. bottom: "res2c_branch2b"
  399. top: "res2c_branch2b"
  400. scale_param {
  401. bias_term: true
  402. }
  403. }
  404. layer {
  405. name: "res2c_branch2b_relu"
  406. type: "ReLU"
  407. bottom: "res2c_branch2b"
  408. top: "res2c_branch2b"
  409. }
  410. layer {
  411. name: "res2c_branch2c"
  412. type: "Convolution"
  413. bottom: "res2c_branch2b"
  414. top: "res2c_branch2c"
  415. convolution_param {
  416. num_output: 256
  417. bias_term: false
  418. pad: 0
  419. kernel_size: 1
  420. stride: 1
  421. }
  422. }
  423. layer {
  424. name: "bn2c_branch2c"
  425. type: "BatchNorm"
  426. bottom: "res2c_branch2c"
  427. top: "res2c_branch2c"
  428. batch_norm_param {
  429. use_global_stats: true
  430. }
  431. }
  432. layer {
  433. name: "scale2c_branch2c"
  434. type: "Scale"
  435. bottom: "res2c_branch2c"
  436. top: "res2c_branch2c"
  437. scale_param {
  438. bias_term: true
  439. }
  440. }
  441. layer {
  442. name: "res2c"
  443. type: "Eltwise"
  444. bottom: "res2b"
  445. bottom: "res2c_branch2c"
  446. top: "res2c"
  447. }
  448. layer {
  449. name: "res2c_relu"
  450. type: "ReLU"
  451. bottom: "res2c"
  452. top: "res2c"
  453. }
  454. layer {
  455. name: "res3a_branch1"
  456. type: "Convolution"
  457. bottom: "res2c"
  458. top: "res3a_branch1"
  459. convolution_param {
  460. num_output: 512
  461. bias_term: false
  462. pad: 0
  463. kernel_size: 1
  464. stride: 2
  465. }
  466. }
  467. layer {
  468. name: "bn3a_branch1"
  469. type: "BatchNorm"
  470. bottom: "res3a_branch1"
  471. top: "res3a_branch1"
  472. batch_norm_param {
  473. use_global_stats: true
  474. }
  475. }
  476. layer {
  477. name: "scale3a_branch1"
  478. type: "Scale"
  479. bottom: "res3a_branch1"
  480. top: "res3a_branch1"
  481. scale_param {
  482. bias_term: true
  483. }
  484. }
  485. layer {
  486. name: "res3a_branch2a"
  487. type: "Convolution"
  488. bottom: "res2c"
  489. top: "res3a_branch2a"
  490. convolution_param {
  491. num_output: 128
  492. bias_term: false
  493. pad: 0
  494. kernel_size: 1
  495. stride: 2
  496. }
  497. }
  498. layer {
  499. name: "bn3a_branch2a"
  500. type: "BatchNorm"
  501. bottom: "res3a_branch2a"
  502. top: "res3a_branch2a"
  503. batch_norm_param {
  504. use_global_stats: true
  505. }
  506. }
  507. layer {
  508. name: "scale3a_branch2a"
  509. type: "Scale"
  510. bottom: "res3a_branch2a"
  511. top: "res3a_branch2a"
  512. scale_param {
  513. bias_term: true
  514. }
  515. }
  516. layer {
  517. name: "res3a_branch2a_relu"
  518. type: "ReLU"
  519. bottom: "res3a_branch2a"
  520. top: "res3a_branch2a"
  521. }
  522. layer {
  523. name: "res3a_branch2b"
  524. type: "Convolution"
  525. bottom: "res3a_branch2a"
  526. top: "res3a_branch2b"
  527. convolution_param {
  528. num_output: 128
  529. bias_term: false
  530. pad: 1
  531. kernel_size: 3
  532. stride: 1
  533. }
  534. }
  535. layer {
  536. name: "bn3a_branch2b"
  537. type: "BatchNorm"
  538. bottom: "res3a_branch2b"
  539. top: "res3a_branch2b"
  540. batch_norm_param {
  541. use_global_stats: true
  542. }
  543. }
  544. layer {
  545. name: "scale3a_branch2b"
  546. type: "Scale"
  547. bottom: "res3a_branch2b"
  548. top: "res3a_branch2b"
  549. scale_param {
  550. bias_term: true
  551. }
  552. }
  553. layer {
  554. name: "res3a_branch2b_relu"
  555. type: "ReLU"
  556. bottom: "res3a_branch2b"
  557. top: "res3a_branch2b"
  558. }
  559. layer {
  560. name: "res3a_branch2c"
  561. type: "Convolution"
  562. bottom: "res3a_branch2b"
  563. top: "res3a_branch2c"
  564. convolution_param {
  565. num_output: 512
  566. bias_term: false
  567. pad: 0
  568. kernel_size: 1
  569. stride: 1
  570. }
  571. }
  572. layer {
  573. name: "bn3a_branch2c"
  574. type: "BatchNorm"
  575. bottom: "res3a_branch2c"
  576. top: "res3a_branch2c"
  577. batch_norm_param {
  578. use_global_stats: true
  579. }
  580. }
  581. layer {
  582. name: "scale3a_branch2c"
  583. type: "Scale"
  584. bottom: "res3a_branch2c"
  585. top: "res3a_branch2c"
  586. scale_param {
  587. bias_term: true
  588. }
  589. }
  590. layer {
  591. name: "res3a"
  592. type: "Eltwise"
  593. bottom: "res3a_branch1"
  594. bottom: "res3a_branch2c"
  595. top: "res3a"
  596. }
  597. layer {
  598. name: "res3a_relu"
  599. type: "ReLU"
  600. bottom: "res3a"
  601. top: "res3a"
  602. }
  603. layer {
  604. name: "res3b_branch2a"
  605. type: "Convolution"
  606. bottom: "res3a"
  607. top: "res3b_branch2a"
  608. convolution_param {
  609. num_output: 128
  610. bias_term: false
  611. pad: 0
  612. kernel_size: 1
  613. stride: 1
  614. }
  615. }
  616. layer {
  617. name: "bn3b_branch2a"
  618. type: "BatchNorm"
  619. bottom: "res3b_branch2a"
  620. top: "res3b_branch2a"
  621. batch_norm_param {
  622. use_global_stats: true
  623. }
  624. }
  625. layer {
  626. name: "scale3b_branch2a"
  627. type: "Scale"
  628. bottom: "res3b_branch2a"
  629. top: "res3b_branch2a"
  630. scale_param {
  631. bias_term: true
  632. }
  633. }
  634. layer {
  635. name: "res3b_branch2a_relu"
  636. type: "ReLU"
  637. bottom: "res3b_branch2a"
  638. top: "res3b_branch2a"
  639. }
  640. layer {
  641. name: "res3b_branch2b"
  642. type: "Convolution"
  643. bottom: "res3b_branch2a"
  644. top: "res3b_branch2b"
  645. convolution_param {
  646. num_output: 128
  647. bias_term: false
  648. pad: 1
  649. kernel_size: 3
  650. stride: 1
  651. }
  652. }
  653. layer {
  654. name: "bn3b_branch2b"
  655. type: "BatchNorm"
  656. bottom: "res3b_branch2b"
  657. top: "res3b_branch2b"
  658. batch_norm_param {
  659. use_global_stats: true
  660. }
  661. }
  662. layer {
  663. name: "scale3b_branch2b"
  664. type: "Scale"
  665. bottom: "res3b_branch2b"
  666. top: "res3b_branch2b"
  667. scale_param {
  668. bias_term: true
  669. }
  670. }
  671. layer {
  672. name: "res3b_branch2b_relu"
  673. type: "ReLU"
  674. bottom: "res3b_branch2b"
  675. top: "res3b_branch2b"
  676. }
  677. layer {
  678. name: "res3b_branch2c"
  679. type: "Convolution"
  680. bottom: "res3b_branch2b"
  681. top: "res3b_branch2c"
  682. convolution_param {
  683. num_output: 512
  684. bias_term: false
  685. pad: 0
  686. kernel_size: 1
  687. stride: 1
  688. }
  689. }
  690. layer {
  691. name: "bn3b_branch2c"
  692. type: "BatchNorm"
  693. bottom: "res3b_branch2c"
  694. top: "res3b_branch2c"
  695. batch_norm_param {
  696. use_global_stats: true
  697. }
  698. }
  699. layer {
  700. name: "scale3b_branch2c"
  701. type: "Scale"
  702. bottom: "res3b_branch2c"
  703. top: "res3b_branch2c"
  704. scale_param {
  705. bias_term: true
  706. }
  707. }
  708. layer {
  709. name: "res3b"
  710. type: "Eltwise"
  711. bottom: "res3a"
  712. bottom: "res3b_branch2c"
  713. top: "res3b"
  714. }
  715. layer {
  716. name: "res3b_relu"
  717. type: "ReLU"
  718. bottom: "res3b"
  719. top: "res3b"
  720. }
  721. layer {
  722. name: "res3c_branch2a"
  723. type: "Convolution"
  724. bottom: "res3b"
  725. top: "res3c_branch2a"
  726. convolution_param {
  727. num_output: 128
  728. bias_term: false
  729. pad: 0
  730. kernel_size: 1
  731. stride: 1
  732. }
  733. }
  734. layer {
  735. name: "bn3c_branch2a"
  736. type: "BatchNorm"
  737. bottom: "res3c_branch2a"
  738. top: "res3c_branch2a"
  739. batch_norm_param {
  740. use_global_stats: true
  741. }
  742. }
  743. layer {
  744. name: "scale3c_branch2a"
  745. type: "Scale"
  746. bottom: "res3c_branch2a"
  747. top: "res3c_branch2a"
  748. scale_param {
  749. bias_term: true
  750. }
  751. }
  752. layer {
  753. name: "res3c_branch2a_relu"
  754. type: "ReLU"
  755. bottom: "res3c_branch2a"
  756. top: "res3c_branch2a"
  757. }
  758. layer {
  759. name: "res3c_branch2b"
  760. type: "Convolution"
  761. bottom: "res3c_branch2a"
  762. top: "res3c_branch2b"
  763. convolution_param {
  764. num_output: 128
  765. bias_term: false
  766. pad: 1
  767. kernel_size: 3
  768. stride: 1
  769. }
  770. }
  771. layer {
  772. name: "bn3c_branch2b"
  773. type: "BatchNorm"
  774. bottom: "res3c_branch2b"
  775. top: "res3c_branch2b"
  776. batch_norm_param {
  777. use_global_stats: true
  778. }
  779. }
  780. layer {
  781. name: "scale3c_branch2b"
  782. type: "Scale"
  783. bottom: "res3c_branch2b"
  784. top: "res3c_branch2b"
  785. scale_param {
  786. bias_term: true
  787. }
  788. }
  789. layer {
  790. name: "res3c_branch2b_relu"
  791. type: "ReLU"
  792. bottom: "res3c_branch2b"
  793. top: "res3c_branch2b"
  794. }
  795. layer {
  796. name: "res3c_branch2c"
  797. type: "Convolution"
  798. bottom: "res3c_branch2b"
  799. top: "res3c_branch2c"
  800. convolution_param {
  801. num_output: 512
  802. bias_term: false
  803. pad: 0
  804. kernel_size: 1
  805. stride: 1
  806. }
  807. }
  808. layer {
  809. name: "bn3c_branch2c"
  810. type: "BatchNorm"
  811. bottom: "res3c_branch2c"
  812. top: "res3c_branch2c"
  813. batch_norm_param {
  814. use_global_stats: true
  815. }
  816. }
  817. layer {
  818. name: "scale3c_branch2c"
  819. type: "Scale"
  820. bottom: "res3c_branch2c"
  821. top: "res3c_branch2c"
  822. scale_param {
  823. bias_term: true
  824. }
  825. }
  826. layer {
  827. name: "res3c"
  828. type: "Eltwise"
  829. bottom: "res3b"
  830. bottom: "res3c_branch2c"
  831. top: "res3c"
  832. }
  833. layer {
  834. name: "res3c_relu"
  835. type: "ReLU"
  836. bottom: "res3c"
  837. top: "res3c"
  838. }
  839. layer {
  840. name: "res3d_branch2a"
  841. type: "Convolution"
  842. bottom: "res3c"
  843. top: "res3d_branch2a"
  844. convolution_param {
  845. num_output: 128
  846. bias_term: false
  847. pad: 0
  848. kernel_size: 1
  849. stride: 1
  850. }
  851. }
  852. layer {
  853. name: "bn3d_branch2a"
  854. type: "BatchNorm"
  855. bottom: "res3d_branch2a"
  856. top: "res3d_branch2a"
  857. batch_norm_param {
  858. use_global_stats: true
  859. }
  860. }
  861. layer {
  862. name: "scale3d_branch2a"
  863. type: "Scale"
  864. bottom: "res3d_branch2a"
  865. top: "res3d_branch2a"
  866. scale_param {
  867. bias_term: true
  868. }
  869. }
  870. layer {
  871. name: "res3d_branch2a_relu"
  872. type: "ReLU"
  873. bottom: "res3d_branch2a"
  874. top: "res3d_branch2a"
  875. }
  876. layer {
  877. name: "res3d_branch2b"
  878. type: "Convolution"
  879. bottom: "res3d_branch2a"
  880. top: "res3d_branch2b"
  881. convolution_param {
  882. num_output: 128
  883. bias_term: false
  884. pad: 1
  885. kernel_size: 3
  886. stride: 1
  887. }
  888. }
  889. layer {
  890. name: "bn3d_branch2b"
  891. type: "BatchNorm"
  892. bottom: "res3d_branch2b"
  893. top: "res3d_branch2b"
  894. batch_norm_param {
  895. use_global_stats: true
  896. }
  897. }
  898. layer {
  899. name: "scale3d_branch2b"
  900. type: "Scale"
  901. bottom: "res3d_branch2b"
  902. top: "res3d_branch2b"
  903. scale_param {
  904. bias_term: true
  905. }
  906. }
  907. layer {
  908. name: "res3d_branch2b_relu"
  909. type: "ReLU"
  910. bottom: "res3d_branch2b"
  911. top: "res3d_branch2b"
  912. }
  913. layer {
  914. name: "res3d_branch2c"
  915. type: "Convolution"
  916. bottom: "res3d_branch2b"
  917. top: "res3d_branch2c"
  918. convolution_param {
  919. num_output: 512
  920. bias_term: false
  921. pad: 0
  922. kernel_size: 1
  923. stride: 1
  924. }
  925. }
  926. layer {
  927. name: "bn3d_branch2c"
  928. type: "BatchNorm"
  929. bottom: "res3d_branch2c"
  930. top: "res3d_branch2c"
  931. batch_norm_param {
  932. use_global_stats: true
  933. }
  934. }
  935. layer {
  936. name: "scale3d_branch2c"
  937. type: "Scale"
  938. bottom: "res3d_branch2c"
  939. top: "res3d_branch2c"
  940. scale_param {
  941. bias_term: true
  942. }
  943. }
  944. layer {
  945. name: "res3d"
  946. type: "Eltwise"
  947. bottom: "res3c"
  948. bottom: "res3d_branch2c"
  949. top: "res3d"
  950. }
  951. layer {
  952. name: "res3d_relu"
  953. type: "ReLU"
  954. bottom: "res3d"
  955. top: "res3d"
  956. }
  957. layer {
  958. name: "res4a_branch1"
  959. type: "Convolution"
  960. bottom: "res3d"
  961. top: "res4a_branch1"
  962. convolution_param {
  963. num_output: 1024
  964. bias_term: false
  965. pad: 0
  966. kernel_size: 1
  967. stride: 2
  968. }
  969. }
  970. layer {
  971. name: "bn4a_branch1"
  972. type: "BatchNorm"
  973. bottom: "res4a_branch1"
  974. top: "res4a_branch1"
  975. batch_norm_param {
  976. use_global_stats: true
  977. }
  978. }
  979. layer {
  980. name: "scale4a_branch1"
  981. type: "Scale"
  982. bottom: "res4a_branch1"
  983. top: "res4a_branch1"
  984. scale_param {
  985. bias_term: true
  986. }
  987. }
  988. layer {
  989. name: "res4a_branch2a"
  990. type: "Convolution"
  991. bottom: "res3d"
  992. top: "res4a_branch2a"
  993. convolution_param {
  994. num_output: 256
  995. bias_term: false
  996. pad: 0
  997. kernel_size: 1
  998. stride: 2
  999. }
  1000. }
  1001. layer {
  1002. name: "bn4a_branch2a"
  1003. type: "BatchNorm"
  1004. bottom: "res4a_branch2a"
  1005. top: "res4a_branch2a"
  1006. batch_norm_param {
  1007. use_global_stats: true
  1008. }
  1009. }
  1010. layer {
  1011. name: "scale4a_branch2a"
  1012. type: "Scale"
  1013. bottom: "res4a_branch2a"
  1014. top: "res4a_branch2a"
  1015. scale_param {
  1016. bias_term: true
  1017. }
  1018. }
  1019. layer {
  1020. name: "res4a_branch2a_relu"
  1021. type: "ReLU"
  1022. bottom: "res4a_branch2a"
  1023. top: "res4a_branch2a"
  1024. }
  1025. layer {
  1026. name: "res4a_branch2b"
  1027. type: "Convolution"
  1028. bottom: "res4a_branch2a"
  1029. top: "res4a_branch2b"
  1030. convolution_param {
  1031. num_output: 256
  1032. bias_term: false
  1033. pad: 1
  1034. kernel_size: 3
  1035. stride: 1
  1036. }
  1037. }
  1038. layer {
  1039. name: "bn4a_branch2b"
  1040. type: "BatchNorm"
  1041. bottom: "res4a_branch2b"
  1042. top: "res4a_branch2b"
  1043. batch_norm_param {
  1044. use_global_stats: true
  1045. }
  1046. }
  1047. layer {
  1048. name: "scale4a_branch2b"
  1049. type: "Scale"
  1050. bottom: "res4a_branch2b"
  1051. top: "res4a_branch2b"
  1052. scale_param {
  1053. bias_term: true
  1054. }
  1055. }
  1056. layer {
  1057. name: "res4a_branch2b_relu"
  1058. type: "ReLU"
  1059. bottom: "res4a_branch2b"
  1060. top: "res4a_branch2b"
  1061. }
  1062. layer {
  1063. name: "res4a_branch2c"
  1064. type: "Convolution"
  1065. bottom: "res4a_branch2b"
  1066. top: "res4a_branch2c"
  1067. convolution_param {
  1068. num_output: 1024
  1069. bias_term: false
  1070. pad: 0
  1071. kernel_size: 1
  1072. stride: 1
  1073. }
  1074. }
  1075. layer {
  1076. name: "bn4a_branch2c"
  1077. type: "BatchNorm"
  1078. bottom: "res4a_branch2c"
  1079. top: "res4a_branch2c"
  1080. batch_norm_param {
  1081. use_global_stats: true
  1082. }
  1083. }
  1084. layer {
  1085. name: "scale4a_branch2c"
  1086. type: "Scale"
  1087. bottom: "res4a_branch2c"
  1088. top: "res4a_branch2c"
  1089. scale_param {
  1090. bias_term: true
  1091. }
  1092. }
  1093. layer {
  1094. name: "res4a"
  1095. type: "Eltwise"
  1096. bottom: "res4a_branch1"
  1097. bottom: "res4a_branch2c"
  1098. top: "res4a"
  1099. }
  1100. layer {
  1101. name: "res4a_relu"
  1102. type: "ReLU"
  1103. bottom: "res4a"
  1104. top: "res4a"
  1105. }
  1106. layer {
  1107. name: "res4b_branch2a"
  1108. type: "Convolution"
  1109. bottom: "res4a"
  1110. top: "res4b_branch2a"
  1111. convolution_param {
  1112. num_output: 256
  1113. bias_term: false
  1114. pad: 0
  1115. kernel_size: 1
  1116. stride: 1
  1117. }
  1118. }
  1119. layer {
  1120. name: "bn4b_branch2a"
  1121. type: "BatchNorm"
  1122. bottom: "res4b_branch2a"
  1123. top: "res4b_branch2a"
  1124. batch_norm_param {
  1125. use_global_stats: true
  1126. }
  1127. }
  1128. layer {
  1129. name: "scale4b_branch2a"
  1130. type: "Scale"
  1131. bottom: "res4b_branch2a"
  1132. top: "res4b_branch2a"
  1133. scale_param {
  1134. bias_term: true
  1135. }
  1136. }
  1137. layer {
  1138. name: "res4b_branch2a_relu"
  1139. type: "ReLU"
  1140. bottom: "res4b_branch2a"
  1141. top: "res4b_branch2a"
  1142. }
  1143. layer {
  1144. name: "res4b_branch2b"
  1145. type: "Convolution"
  1146. bottom: "res4b_branch2a"
  1147. top: "res4b_branch2b"
  1148. convolution_param {
  1149. num_output: 256
  1150. bias_term: false
  1151. pad: 1
  1152. kernel_size: 3
  1153. stride: 1
  1154. }
  1155. }
  1156. layer {
  1157. name: "bn4b_branch2b"
  1158. type: "BatchNorm"
  1159. bottom: "res4b_branch2b"
  1160. top: "res4b_branch2b"
  1161. batch_norm_param {
  1162. use_global_stats: true
  1163. }
  1164. }
  1165. layer {
  1166. name: "scale4b_branch2b"
  1167. type: "Scale"
  1168. bottom: "res4b_branch2b"
  1169. top: "res4b_branch2b"
  1170. scale_param {
  1171. bias_term: true
  1172. }
  1173. }
  1174. layer {
  1175. name: "res4b_branch2b_relu"
  1176. type: "ReLU"
  1177. bottom: "res4b_branch2b"
  1178. top: "res4b_branch2b"
  1179. }
  1180. layer {
  1181. name: "res4b_branch2c"
  1182. type: "Convolution"
  1183. bottom: "res4b_branch2b"
  1184. top: "res4b_branch2c"
  1185. convolution_param {
  1186. num_output: 1024
  1187. bias_term: false
  1188. pad: 0
  1189. kernel_size: 1
  1190. stride: 1
  1191. }
  1192. }
  1193. layer {
  1194. name: "bn4b_branch2c"
  1195. type: "BatchNorm"
  1196. bottom: "res4b_branch2c"
  1197. top: "res4b_branch2c"
  1198. batch_norm_param {
  1199. use_global_stats: true
  1200. }
  1201. }
  1202. layer {
  1203. name: "scale4b_branch2c"
  1204. type: "Scale"
  1205. bottom: "res4b_branch2c"
  1206. top: "res4b_branch2c"
  1207. scale_param {
  1208. bias_term: true
  1209. }
  1210. }
  1211. layer {
  1212. name: "res4b"
  1213. type: "Eltwise"
  1214. bottom: "res4a"
  1215. bottom: "res4b_branch2c"
  1216. top: "res4b"
  1217. }
  1218. layer {
  1219. name: "res4b_relu"
  1220. type: "ReLU"
  1221. bottom: "res4b"
  1222. top: "res4b"
  1223. }
  1224. layer {
  1225. name: "res4c_branch2a"
  1226. type: "Convolution"
  1227. bottom: "res4b"
  1228. top: "res4c_branch2a"
  1229. convolution_param {
  1230. num_output: 256
  1231. bias_term: false
  1232. pad: 0
  1233. kernel_size: 1
  1234. stride: 1
  1235. }
  1236. }
  1237. layer {
  1238. name: "bn4c_branch2a"
  1239. type: "BatchNorm"
  1240. bottom: "res4c_branch2a"
  1241. top: "res4c_branch2a"
  1242. batch_norm_param {
  1243. use_global_stats: true
  1244. }
  1245. }
  1246. layer {
  1247. name: "scale4c_branch2a"
  1248. type: "Scale"
  1249. bottom: "res4c_branch2a"
  1250. top: "res4c_branch2a"
  1251. scale_param {
  1252. bias_term: true
  1253. }
  1254. }
  1255. layer {
  1256. name: "res4c_branch2a_relu"
  1257. type: "ReLU"
  1258. bottom: "res4c_branch2a"
  1259. top: "res4c_branch2a"
  1260. }
  1261. layer {
  1262. name: "res4c_branch2b"
  1263. type: "Convolution"
  1264. bottom: "res4c_branch2a"
  1265. top: "res4c_branch2b"
  1266. convolution_param {
  1267. num_output: 256
  1268. bias_term: false
  1269. pad: 1
  1270. kernel_size: 3
  1271. stride: 1
  1272. }
  1273. }
  1274. layer {
  1275. name: "bn4c_branch2b"
  1276. type: "BatchNorm"
  1277. bottom: "res4c_branch2b"
  1278. top: "res4c_branch2b"
  1279. batch_norm_param {
  1280. use_global_stats: true
  1281. }
  1282. }
  1283. layer {
  1284. name: "scale4c_branch2b"
  1285. type: "Scale"
  1286. bottom: "res4c_branch2b"
  1287. top: "res4c_branch2b"
  1288. scale_param {
  1289. bias_term: true
  1290. }
  1291. }
  1292. layer {
  1293. name: "res4c_branch2b_relu"
  1294. type: "ReLU"
  1295. bottom: "res4c_branch2b"
  1296. top: "res4c_branch2b"
  1297. }
  1298. layer {
  1299. name: "res4c_branch2c"
  1300. type: "Convolution"
  1301. bottom: "res4c_branch2b"
  1302. top: "res4c_branch2c"
  1303. convolution_param {
  1304. num_output: 1024
  1305. bias_term: false
  1306. pad: 0
  1307. kernel_size: 1
  1308. stride: 1
  1309. }
  1310. }
  1311. layer {
  1312. name: "bn4c_branch2c"
  1313. type: "BatchNorm"
  1314. bottom: "res4c_branch2c"
  1315. top: "res4c_branch2c"
  1316. batch_norm_param {
  1317. use_global_stats: true
  1318. }
  1319. }
  1320. layer {
  1321. name: "scale4c_branch2c"
  1322. type: "Scale"
  1323. bottom: "res4c_branch2c"
  1324. top: "res4c_branch2c"
  1325. scale_param {
  1326. bias_term: true
  1327. }
  1328. }
  1329. layer {
  1330. name: "res4c"
  1331. type: "Eltwise"
  1332. bottom: "res4b"
  1333. bottom: "res4c_branch2c"
  1334. top: "res4c"
  1335. }
  1336. layer {
  1337. name: "res4c_relu"
  1338. type: "ReLU"
  1339. bottom: "res4c"
  1340. top: "res4c"
  1341. }
  1342. layer {
  1343. name: "res4d_branch2a"
  1344. type: "Convolution"
  1345. bottom: "res4c"
  1346. top: "res4d_branch2a"
  1347. convolution_param {
  1348. num_output: 256
  1349. bias_term: false
  1350. pad: 0
  1351. kernel_size: 1
  1352. stride: 1
  1353. }
  1354. }
  1355. layer {
  1356. name: "bn4d_branch2a"
  1357. type: "BatchNorm"
  1358. bottom: "res4d_branch2a"
  1359. top: "res4d_branch2a"
  1360. batch_norm_param {
  1361. use_global_stats: true
  1362. }
  1363. }
  1364. layer {
  1365. name: "scale4d_branch2a"
  1366. type: "Scale"
  1367. bottom: "res4d_branch2a"
  1368. top: "res4d_branch2a"
  1369. scale_param {
  1370. bias_term: true
  1371. }
  1372. }
  1373. layer {
  1374. name: "res4d_branch2a_relu"
  1375. type: "ReLU"
  1376. bottom: "res4d_branch2a"
  1377. top: "res4d_branch2a"
  1378. }
  1379. layer {
  1380. name: "res4d_branch2b"
  1381. type: "Convolution"
  1382. bottom: "res4d_branch2a"
  1383. top: "res4d_branch2b"
  1384. convolution_param {
  1385. num_output: 256
  1386. bias_term: false
  1387. pad: 1
  1388. kernel_size: 3
  1389. stride: 1
  1390. }
  1391. }
  1392. layer {
  1393. name: "bn4d_branch2b"
  1394. type: "BatchNorm"
  1395. bottom: "res4d_branch2b"
  1396. top: "res4d_branch2b"
  1397. batch_norm_param {
  1398. use_global_stats: true
  1399. }
  1400. }
  1401. layer {
  1402. name: "scale4d_branch2b"
  1403. type: "Scale"
  1404. bottom: "res4d_branch2b"
  1405. top: "res4d_branch2b"
  1406. scale_param {
  1407. bias_term: true
  1408. }
  1409. }
  1410. layer {
  1411. name: "res4d_branch2b_relu"
  1412. type: "ReLU"
  1413. bottom: "res4d_branch2b"
  1414. top: "res4d_branch2b"
  1415. }
  1416. layer {
  1417. name: "res4d_branch2c"
  1418. type: "Convolution"
  1419. bottom: "res4d_branch2b"
  1420. top: "res4d_branch2c"
  1421. convolution_param {
  1422. num_output: 1024
  1423. bias_term: false
  1424. pad: 0
  1425. kernel_size: 1
  1426. stride: 1
  1427. }
  1428. }
  1429. layer {
  1430. name: "bn4d_branch2c"
  1431. type: "BatchNorm"
  1432. bottom: "res4d_branch2c"
  1433. top: "res4d_branch2c"
  1434. batch_norm_param {
  1435. use_global_stats: true
  1436. }
  1437. }
  1438. layer {
  1439. name: "scale4d_branch2c"
  1440. type: "Scale"
  1441. bottom: "res4d_branch2c"
  1442. top: "res4d_branch2c"
  1443. scale_param {
  1444. bias_term: true
  1445. }
  1446. }
  1447. layer {
  1448. name: "res4d"
  1449. type: "Eltwise"
  1450. bottom: "res4c"
  1451. bottom: "res4d_branch2c"
  1452. top: "res4d"
  1453. }
  1454. layer {
  1455. name: "res4d_relu"
  1456. type: "ReLU"
  1457. bottom: "res4d"
  1458. top: "res4d"
  1459. }
  1460. layer {
  1461. name: "res4e_branch2a"
  1462. type: "Convolution"
  1463. bottom: "res4d"
  1464. top: "res4e_branch2a"
  1465. convolution_param {
  1466. num_output: 256
  1467. bias_term: false
  1468. pad: 0
  1469. kernel_size: 1
  1470. stride: 1
  1471. }
  1472. }
  1473. layer {
  1474. name: "bn4e_branch2a"
  1475. type: "BatchNorm"
  1476. bottom: "res4e_branch2a"
  1477. top: "res4e_branch2a"
  1478. batch_norm_param {
  1479. use_global_stats: true
  1480. }
  1481. }
  1482. layer {
  1483. name: "scale4e_branch2a"
  1484. type: "Scale"
  1485. bottom: "res4e_branch2a"
  1486. top: "res4e_branch2a"
  1487. scale_param {
  1488. bias_term: true
  1489. }
  1490. }
  1491. layer {
  1492. name: "res4e_branch2a_relu"
  1493. type: "ReLU"
  1494. bottom: "res4e_branch2a"
  1495. top: "res4e_branch2a"
  1496. }
  1497. layer {
  1498. name: "res4e_branch2b"
  1499. type: "Convolution"
  1500. bottom: "res4e_branch2a"
  1501. top: "res4e_branch2b"
  1502. convolution_param {
  1503. num_output: 256
  1504. bias_term: false
  1505. pad: 1
  1506. kernel_size: 3
  1507. stride: 1
  1508. }
  1509. }
  1510. layer {
  1511. name: "bn4e_branch2b"
  1512. type: "BatchNorm"
  1513. bottom: "res4e_branch2b"
  1514. top: "res4e_branch2b"
  1515. batch_norm_param {
  1516. use_global_stats: true
  1517. }
  1518. }
  1519. layer {
  1520. name: "scale4e_branch2b"
  1521. type: "Scale"
  1522. bottom: "res4e_branch2b"
  1523. top: "res4e_branch2b"
  1524. scale_param {
  1525. bias_term: true
  1526. }
  1527. }
  1528. layer {
  1529. name: "res4e_branch2b_relu"
  1530. type: "ReLU"
  1531. bottom: "res4e_branch2b"
  1532. top: "res4e_branch2b"
  1533. }
  1534. layer {
  1535. name: "res4e_branch2c"
  1536. type: "Convolution"
  1537. bottom: "res4e_branch2b"
  1538. top: "res4e_branch2c"
  1539. convolution_param {
  1540. num_output: 1024
  1541. bias_term: false
  1542. pad: 0
  1543. kernel_size: 1
  1544. stride: 1
  1545. }
  1546. }
  1547. layer {
  1548. name: "bn4e_branch2c"
  1549. type: "BatchNorm"
  1550. bottom: "res4e_branch2c"
  1551. top: "res4e_branch2c"
  1552. batch_norm_param {
  1553. use_global_stats: true
  1554. }
  1555. }
  1556. layer {
  1557. name: "scale4e_branch2c"
  1558. type: "Scale"
  1559. bottom: "res4e_branch2c"
  1560. top: "res4e_branch2c"
  1561. scale_param {
  1562. bias_term: true
  1563. }
  1564. }
  1565. layer {
  1566. name: "res4e"
  1567. type: "Eltwise"
  1568. bottom: "res4d"
  1569. bottom: "res4e_branch2c"
  1570. top: "res4e"
  1571. }
  1572. layer {
  1573. name: "res4e_relu"
  1574. type: "ReLU"
  1575. bottom: "res4e"
  1576. top: "res4e"
  1577. }
  1578. layer {
  1579. name: "res4f_branch2a"
  1580. type: "Convolution"
  1581. bottom: "res4e"
  1582. top: "res4f_branch2a"
  1583. convolution_param {
  1584. num_output: 256
  1585. bias_term: false
  1586. pad: 0
  1587. kernel_size: 1
  1588. stride: 1
  1589. }
  1590. }
  1591. layer {
  1592. name: "bn4f_branch2a"
  1593. type: "BatchNorm"
  1594. bottom: "res4f_branch2a"
  1595. top: "res4f_branch2a"
  1596. batch_norm_param {
  1597. use_global_stats: true
  1598. }
  1599. }
  1600. layer {
  1601. name: "scale4f_branch2a"
  1602. type: "Scale"
  1603. bottom: "res4f_branch2a"
  1604. top: "res4f_branch2a"
  1605. scale_param {
  1606. bias_term: true
  1607. }
  1608. }
  1609. layer {
  1610. name: "res4f_branch2a_relu"
  1611. type: "ReLU"
  1612. bottom: "res4f_branch2a"
  1613. top: "res4f_branch2a"
  1614. }
  1615. layer {
  1616. name: "res4f_branch2b"
  1617. type: "Convolution"
  1618. bottom: "res4f_branch2a"
  1619. top: "res4f_branch2b"
  1620. convolution_param {
  1621. num_output: 256
  1622. bias_term: false
  1623. pad: 1
  1624. kernel_size: 3
  1625. stride: 1
  1626. }
  1627. }
  1628. layer {
  1629. name: "bn4f_branch2b"
  1630. type: "BatchNorm"
  1631. bottom: "res4f_branch2b"
  1632. top: "res4f_branch2b"
  1633. batch_norm_param {
  1634. use_global_stats: true
  1635. }
  1636. }
  1637. layer {
  1638. name: "scale4f_branch2b"
  1639. type: "Scale"
  1640. bottom: "res4f_branch2b"
  1641. top: "res4f_branch2b"
  1642. scale_param {
  1643. bias_term: true
  1644. }
  1645. }
  1646. layer {
  1647. name: "res4f_branch2b_relu"
  1648. type: "ReLU"
  1649. bottom: "res4f_branch2b"
  1650. top: "res4f_branch2b"
  1651. }
  1652. layer {
  1653. name: "res4f_branch2c"
  1654. type: "Convolution"
  1655. bottom: "res4f_branch2b"
  1656. top: "res4f_branch2c"
  1657. convolution_param {
  1658. num_output: 1024
  1659. bias_term: false
  1660. pad: 0
  1661. kernel_size: 1
  1662. stride: 1
  1663. }
  1664. }
  1665. layer {
  1666. name: "bn4f_branch2c"
  1667. type: "BatchNorm"
  1668. bottom: "res4f_branch2c"
  1669. top: "res4f_branch2c"
  1670. batch_norm_param {
  1671. use_global_stats: true
  1672. }
  1673. }
  1674. layer {
  1675. name: "scale4f_branch2c"
  1676. type: "Scale"
  1677. bottom: "res4f_branch2c"
  1678. top: "res4f_branch2c"
  1679. scale_param {
  1680. bias_term: true
  1681. }
  1682. }
  1683. layer {
  1684. name: "res4f"
  1685. type: "Eltwise"
  1686. bottom: "res4e"
  1687. bottom: "res4f_branch2c"
  1688. top: "res4f"
  1689. }
  1690. layer {
  1691. name: "res4f_relu"
  1692. type: "ReLU"
  1693. bottom: "res4f"
  1694. top: "res4f"
  1695. }
  1696. layer {
  1697. name: "res5a_branch1"
  1698. type: "Convolution"
  1699. bottom: "res4f"
  1700. top: "res5a_branch1"
  1701. convolution_param {
  1702. num_output: 2048
  1703. bias_term: false
  1704. pad: 0
  1705. kernel_size: 1
  1706. stride: 2
  1707. }
  1708. }
  1709. layer {
  1710. name: "bn5a_branch1"
  1711. type: "BatchNorm"
  1712. bottom: "res5a_branch1"
  1713. top: "res5a_branch1"
  1714. batch_norm_param {
  1715. use_global_stats: true
  1716. }
  1717. }
  1718. layer {
  1719. name: "scale5a_branch1"
  1720. type: "Scale"
  1721. bottom: "res5a_branch1"
  1722. top: "res5a_branch1"
  1723. scale_param {
  1724. bias_term: true
  1725. }
  1726. }
  1727. layer {
  1728. name: "res5a_branch2a"
  1729. type: "Convolution"
  1730. bottom: "res4f"
  1731. top: "res5a_branch2a"
  1732. convolution_param {
  1733. num_output: 512
  1734. bias_term: false
  1735. pad: 0
  1736. kernel_size: 1
  1737. stride: 2
  1738. }
  1739. }
  1740. layer {
  1741. name: "bn5a_branch2a"
  1742. type: "BatchNorm"
  1743. bottom: "res5a_branch2a"
  1744. top: "res5a_branch2a"
  1745. batch_norm_param {
  1746. use_global_stats: true
  1747. }
  1748. }
  1749. layer {
  1750. name: "scale5a_branch2a"
  1751. type: "Scale"
  1752. bottom: "res5a_branch2a"
  1753. top: "res5a_branch2a"
  1754. scale_param {
  1755. bias_term: true
  1756. }
  1757. }
  1758. layer {
  1759. name: "res5a_branch2a_relu"
  1760. type: "ReLU"
  1761. bottom: "res5a_branch2a"
  1762. top: "res5a_branch2a"
  1763. }
  1764. layer {
  1765. name: "res5a_branch2b"
  1766. type: "Convolution"
  1767. bottom: "res5a_branch2a"
  1768. top: "res5a_branch2b"
  1769. convolution_param {
  1770. num_output: 512
  1771. bias_term: false
  1772. pad: 1
  1773. kernel_size: 3
  1774. stride: 1
  1775. }
  1776. }
  1777. layer {
  1778. name: "bn5a_branch2b"
  1779. type: "BatchNorm"
  1780. bottom: "res5a_branch2b"
  1781. top: "res5a_branch2b"
  1782. batch_norm_param {
  1783. use_global_stats: true
  1784. }
  1785. }
  1786. layer {
  1787. name: "scale5a_branch2b"
  1788. type: "Scale"
  1789. bottom: "res5a_branch2b"
  1790. top: "res5a_branch2b"
  1791. scale_param {
  1792. bias_term: true
  1793. }
  1794. }
  1795. layer {
  1796. name: "res5a_branch2b_relu"
  1797. type: "ReLU"
  1798. bottom: "res5a_branch2b"
  1799. top: "res5a_branch2b"
  1800. }
  1801. layer {
  1802. name: "res5a_branch2c"
  1803. type: "Convolution"
  1804. bottom: "res5a_branch2b"
  1805. top: "res5a_branch2c"
  1806. convolution_param {
  1807. num_output: 2048
  1808. bias_term: false
  1809. pad: 0
  1810. kernel_size: 1
  1811. stride: 1
  1812. }
  1813. }
  1814. layer {
  1815. name: "bn5a_branch2c"
  1816. type: "BatchNorm"
  1817. bottom: "res5a_branch2c"
  1818. top: "res5a_branch2c"
  1819. batch_norm_param {
  1820. use_global_stats: true
  1821. }
  1822. }
  1823. layer {
  1824. name: "scale5a_branch2c"
  1825. type: "Scale"
  1826. bottom: "res5a_branch2c"
  1827. top: "res5a_branch2c"
  1828. scale_param
  1829. I1211 12:13:11.528774 20 layer_factory.hpp:77] Creating layer data
  1830. I1211 12:13:11.528786 20 net.cpp:84] Creating Layer data
  1831. I1211 12:13:11.528792 20 net.cpp:380] data -> data
  1832. I1211 12:13:11.528982 20 net.cpp:122] Setting up data
  1833. I1211 12:13:11.528992 20 net.cpp:129] Top shape: 1 3 224 224 (150528)
  1834. I1211 12:13:11.528996 20 net.cpp:137] Memory required for data: 602112
  1835. I1211 12:13:11.529002 20 layer_factory.hpp:77] Creating layer conv1
  1836. I1211 12:13:11.529011 20 net.cpp:84] Creating Layer conv1
  1837. I1211 12:13:11.529016 20 net.cpp:406] conv1 <- data
  1838. I1211 12:13:11.529023 20 net.cpp:380] conv1 -> conv1
  1839. I1211 12:13:11.529214 20 net.cpp:122] Setting up conv1
  1840. I1211 12:13:11.529223 20 net.cpp:129] Top shape: 1 64 112 112 (802816)
  1841. I1211 12:13:11.529227 20 net.cpp:137] Memory required for data: 3813376
  1842. I1211 12:13:11.529239 20 layer_factory.hpp:77] Creating layer bn_conv1
  1843. I1211 12:13:11.529247 20 net.cpp:84] Creating Layer bn_conv1
  1844. I1211 12:13:11.529253 20 net.cpp:406] bn_conv1 <- conv1
  1845. I1211 12:13:11.529258 20 net.cpp:367] bn_conv1 -> conv1 (in-place)
  1846. I1211 12:13:11.529292 20 net.cpp:122] Setting up bn_conv1
  1847. I1211 12:13:11.529299 20 net.cpp:129] Top shape: 1 64 112 112 (802816)
  1848. I1211 12:13:11.529304 20 net.cpp:137] Memory required for data: 7024640
  1849. I1211 12:13:11.529314 20 layer_factory.hpp:77] Creating layer scale_conv1
  1850. I1211 12:13:11.529323 20 net.cpp:84] Creating Layer scale_conv1
  1851. I1211 12:13:11.529328 20 net.cpp:406] scale_conv1 <- conv1
  1852. I1211 12:13:11.529335 20 net.cpp:367] scale_conv1 -> conv1 (in-place)
  1853. I1211 12:13:11.529346 20 layer_factory.hpp:77] Creating layer scale_conv1
  1854. I1211 12:13:11.529405 20 net.cpp:122] Setting up scale_conv1
  1855. I1211 12:13:11.529412 20 net.cpp:129] Top shape: 1 64 112 112 (802816)
  1856. I1211 12:13:11.529417 20 net.cpp:137] Memory required for data: 10235904
  1857. I1211 12:13:11.529423 20 layer_factory.hpp:77] Creating layer conv1_relu
  1858. I1211 12:13:11.529433 20 net.cpp:84] Creating Layer conv1_relu
  1859. I1211 12:13:11.529436 20 net.cpp:406] conv1_relu <- conv1
  1860. I1211 12:13:11.529443 20 net.cpp:367] conv1_relu -> conv1 (in-place)
  1861. I1211 12:13:11.529449 20 net.cpp:122] Setting up conv1_relu
  1862. I1211 12:13:11.529454 20 net.cpp:129] Top shape: 1 64 112 112 (802816)
  1863. I1211 12:13:11.529459 20 net.cpp:137] Memory required for data: 13447168
  1864. I1211 12:13:11.529464 20 layer_factory.hpp:77] Creating layer pool1
  1865. I1211 12:13:11.529470 20 net.cpp:84] Creating Layer pool1
  1866. I1211 12:13:11.529475 20 net.cpp:406] pool1 <- conv1
  1867. I1211 12:13:11.529481 20 net.cpp:380] pool1 -> pool1
  1868. I1211 12:13:11.529490 20 net.cpp:122] Setting up pool1
  1869. I1211 12:13:11.529497 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  1870. I1211 12:13:11.529501 20 net.cpp:137] Memory required for data: 14249984
  1871. I1211 12:13:11.529505 20 layer_factory.hpp:77] Creating layer pool1_pool1_0_split
  1872. I1211 12:13:11.529512 20 net.cpp:84] Creating Layer pool1_pool1_0_split
  1873. I1211 12:13:11.529516 20 net.cpp:406] pool1_pool1_0_split <- pool1
  1874. I1211 12:13:11.529525 20 net.cpp:380] pool1_pool1_0_split -> pool1_pool1_0_split_0
  1875. I1211 12:13:11.529532 20 net.cpp:380] pool1_pool1_0_split -> pool1_pool1_0_split_1
  1876. I1211 12:13:11.529542 20 net.cpp:122] Setting up pool1_pool1_0_split
  1877. I1211 12:13:11.529549 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  1878. I1211 12:13:11.529556 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  1879. I1211 12:13:11.529559 20 net.cpp:137] Memory required for data: 15855616
  1880. I1211 12:13:11.529563 20 layer_factory.hpp:77] Creating layer res2a_branch1
  1881. I1211 12:13:11.529572 20 net.cpp:84] Creating Layer res2a_branch1
  1882. I1211 12:13:11.529575 20 net.cpp:406] res2a_branch1 <- pool1_pool1_0_split_0
  1883. I1211 12:13:11.529583 20 net.cpp:380] res2a_branch1 -> res2a_branch1
  1884. I1211 12:13:11.529623 20 net.cpp:122] Setting up res2a_branch1
  1885. I1211 12:13:11.529630 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  1886. I1211 12:13:11.529635 20 net.cpp:137] Memory required for data: 19066880
  1887. I1211 12:13:11.529640 20 layer_factory.hpp:77] Creating layer bn2a_branch1
  1888. I1211 12:13:11.529650 20 net.cpp:84] Creating Layer bn2a_branch1
  1889. I1211 12:13:11.529655 20 net.cpp:406] bn2a_branch1 <- res2a_branch1
  1890. I1211 12:13:11.529661 20 net.cpp:367] bn2a_branch1 -> res2a_branch1 (in-place)
  1891. I1211 12:13:11.529682 20 net.cpp:122] Setting up bn2a_branch1
  1892. I1211 12:13:11.529690 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  1893. I1211 12:13:11.529693 20 net.cpp:137] Memory required for data: 22278144
  1894. I1211 12:13:11.529703 20 layer_factory.hpp:77] Creating layer scale2a_branch1
  1895. I1211 12:13:11.529711 20 net.cpp:84] Creating Layer scale2a_branch1
  1896. I1211 12:13:11.529716 20 net.cpp:406] scale2a_branch1 <- res2a_branch1
  1897. I1211 12:13:11.529722 20 net.cpp:367] scale2a_branch1 -> res2a_branch1 (in-place)
  1898. I1211 12:13:11.529733 20 layer_factory.hpp:77] Creating layer scale2a_branch1
  1899. I1211 12:13:11.529755 20 net.cpp:122] Setting up scale2a_branch1
  1900. I1211 12:13:11.529762 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  1901. I1211 12:13:11.529767 20 net.cpp:137] Memory required for data: 25489408
  1902. I1211 12:13:11.529773 20 layer_factory.hpp:77] Creating layer res2a_branch2a
  1903. I1211 12:13:11.529783 20 net.cpp:84] Creating Layer res2a_branch2a
  1904. I1211 12:13:11.529788 20 net.cpp:406] res2a_branch2a <- pool1_pool1_0_split_1
  1905. I1211 12:13:11.529796 20 net.cpp:380] res2a_branch2a -> res2a_branch2a
  1906. I1211 12:13:11.529820 20 net.cpp:122] Setting up res2a_branch2a
  1907. I1211 12:13:11.529826 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  1908. I1211 12:13:11.529831 20 net.cpp:137] Memory required for data: 26292224
  1909. I1211 12:13:11.529836 20 layer_factory.hpp:77] Creating layer bn2a_branch2a
  1910. I1211 12:13:11.529842 20 net.cpp:84] Creating Layer bn2a_branch2a
  1911. I1211 12:13:11.529847 20 net.cpp:406] bn2a_branch2a <- res2a_branch2a
  1912. I1211 12:13:11.529855 20 net.cpp:367] bn2a_branch2a -> res2a_branch2a (in-place)
  1913. I1211 12:13:11.529872 20 net.cpp:122] Setting up bn2a_branch2a
  1914. I1211 12:13:11.529880 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  1915. I1211 12:13:11.529883 20 net.cpp:137] Memory required for data: 27095040
  1916. I1211 12:13:11.529901 20 layer_factory.hpp:77] Creating layer scale2a_branch2a
  1917. I1211 12:13:11.529908 20 net.cpp:84] Creating Layer scale2a_branch2a
  1918. I1211 12:13:11.529913 20 net.cpp:406] scale2a_branch2a <- res2a_branch2a
  1919. I1211 12:13:11.529920 20 net.cpp:367] scale2a_branch2a -> res2a_branch2a (in-place)
  1920. I1211 12:13:11.529930 20 layer_factory.hpp:77] Creating layer scale2a_branch2a
  1921. I1211 12:13:11.529952 20 net.cpp:122] Setting up scale2a_branch2a
  1922. I1211 12:13:11.529958 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  1923. I1211 12:13:11.529963 20 net.cpp:137] Memory required for data: 27897856
  1924. I1211 12:13:11.529968 20 layer_factory.hpp:77] Creating layer res2a_branch2a_relu
  1925. I1211 12:13:11.529974 20 net.cpp:84] Creating Layer res2a_branch2a_relu
  1926. I1211 12:13:11.529979 20 net.cpp:406] res2a_branch2a_relu <- res2a_branch2a
  1927. I1211 12:13:11.529986 20 net.cpp:367] res2a_branch2a_relu -> res2a_branch2a (in-place)
  1928. I1211 12:13:11.529992 20 net.cpp:122] Setting up res2a_branch2a_relu
  1929. I1211 12:13:11.529999 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  1930. I1211 12:13:11.530002 20 net.cpp:137] Memory required for data: 28700672
  1931. I1211 12:13:11.530007 20 layer_factory.hpp:77] Creating layer res2a_branch2b
  1932. I1211 12:13:11.530014 20 net.cpp:84] Creating Layer res2a_branch2b
  1933. I1211 12:13:11.530019 20 net.cpp:406] res2a_branch2b <- res2a_branch2a
  1934. I1211 12:13:11.530026 20 net.cpp:380] res2a_branch2b -> res2a_branch2b
  1935. I1211 12:13:11.530098 20 net.cpp:122] Setting up res2a_branch2b
  1936. I1211 12:13:11.530105 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  1937. I1211 12:13:11.530109 20 net.cpp:137] Memory required for data: 29503488
  1938. I1211 12:13:11.530115 20 layer_factory.hpp:77] Creating layer bn2a_branch2b
  1939. I1211 12:13:11.530122 20 net.cpp:84] Creating Layer bn2a_branch2b
  1940. I1211 12:13:11.530128 20 net.cpp:406] bn2a_branch2b <- res2a_branch2b
  1941. I1211 12:13:11.530133 20 net.cpp:367] bn2a_branch2b -> res2a_branch2b (in-place)
  1942. I1211 12:13:11.530153 20 net.cpp:122] Setting up bn2a_branch2b
  1943. I1211 12:13:11.530159 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  1944. I1211 12:13:11.530164 20 net.cpp:137] Memory required for data: 30306304
  1945. I1211 12:13:11.530171 20 layer_factory.hpp:77] Creating layer scale2a_branch2b
  1946. I1211 12:13:11.530180 20 net.cpp:84] Creating Layer scale2a_branch2b
  1947. I1211 12:13:11.530185 20 net.cpp:406] scale2a_branch2b <- res2a_branch2b
  1948. I1211 12:13:11.530194 20 net.cpp:367] scale2a_branch2b -> res2a_branch2b (in-place)
  1949. I1211 12:13:11.530202 20 layer_factory.hpp:77] Creating layer scale2a_branch2b
  1950. I1211 12:13:11.530221 20 net.cpp:122] Setting up scale2a_branch2b
  1951. I1211 12:13:11.530228 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  1952. I1211 12:13:11.530232 20 net.cpp:137] Memory required for data: 31109120
  1953. I1211 12:13:11.530239 20 layer_factory.hpp:77] Creating layer res2a_branch2b_relu
  1954. I1211 12:13:11.530246 20 net.cpp:84] Creating Layer res2a_branch2b_relu
  1955. I1211 12:13:11.530249 20 net.cpp:406] res2a_branch2b_relu <- res2a_branch2b
  1956. I1211 12:13:11.530256 20 net.cpp:367] res2a_branch2b_relu -> res2a_branch2b (in-place)
  1957. I1211 12:13:11.530261 20 net.cpp:122] Setting up res2a_branch2b_relu
  1958. I1211 12:13:11.530267 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  1959. I1211 12:13:11.530272 20 net.cpp:137] Memory required for data: 31911936
  1960. I1211 12:13:11.530275 20 layer_factory.hpp:77] Creating layer res2a_branch2c
  1961. I1211 12:13:11.530283 20 net.cpp:84] Creating Layer res2a_branch2c
  1962. I1211 12:13:11.530288 20 net.cpp:406] res2a_branch2c <- res2a_branch2b
  1963. I1211 12:13:11.530295 20 net.cpp:380] res2a_branch2c -> res2a_branch2c
  1964. I1211 12:13:11.530339 20 net.cpp:122] Setting up res2a_branch2c
  1965. I1211 12:13:11.530346 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  1966. I1211 12:13:11.530350 20 net.cpp:137] Memory required for data: 35123200
  1967. I1211 12:13:11.530355 20 layer_factory.hpp:77] Creating layer bn2a_branch2c
  1968. I1211 12:13:11.530364 20 net.cpp:84] Creating Layer bn2a_branch2c
  1969. I1211 12:13:11.530369 20 net.cpp:406] bn2a_branch2c <- res2a_branch2c
  1970. I1211 12:13:11.530375 20 net.cpp:367] bn2a_branch2c -> res2a_branch2c (in-place)
  1971. I1211 12:13:11.530395 20 net.cpp:122] Setting up bn2a_branch2c
  1972. I1211 12:13:11.530401 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  1973. I1211 12:13:11.530405 20 net.cpp:137] Memory required for data: 38334464
  1974. I1211 12:13:11.530413 20 layer_factory.hpp:77] Creating layer scale2a_branch2c
  1975. I1211 12:13:11.530419 20 net.cpp:84] Creating Layer scale2a_branch2c
  1976. I1211 12:13:11.530426 20 net.cpp:406] scale2a_branch2c <- res2a_branch2c
  1977. I1211 12:13:11.530431 20 net.cpp:367] scale2a_branch2c -> res2a_branch2c (in-place)
  1978. I1211 12:13:11.530441 20 layer_factory.hpp:77] Creating layer scale2a_branch2c
  1979. I1211 12:13:11.530462 20 net.cpp:122] Setting up scale2a_branch2c
  1980. I1211 12:13:11.530468 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  1981. I1211 12:13:11.530472 20 net.cpp:137] Memory required for data: 41545728
  1982. I1211 12:13:11.530479 20 layer_factory.hpp:77] Creating layer res2a
  1983. I1211 12:13:11.530485 20 net.cpp:84] Creating Layer res2a
  1984. I1211 12:13:11.530490 20 net.cpp:406] res2a <- res2a_branch1
  1985. I1211 12:13:11.530495 20 net.cpp:406] res2a <- res2a_branch2c
  1986. I1211 12:13:11.530503 20 net.cpp:380] res2a -> res2a
  1987. I1211 12:13:11.530513 20 net.cpp:122] Setting up res2a
  1988. I1211 12:13:11.530519 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  1989. I1211 12:13:11.530522 20 net.cpp:137] Memory required for data: 44756992
  1990. I1211 12:13:11.530526 20 layer_factory.hpp:77] Creating layer res2a_relu
  1991. I1211 12:13:11.530532 20 net.cpp:84] Creating Layer res2a_relu
  1992. I1211 12:13:11.530536 20 net.cpp:406] res2a_relu <- res2a
  1993. I1211 12:13:11.530542 20 net.cpp:367] res2a_relu -> res2a (in-place)
  1994. I1211 12:13:11.530548 20 net.cpp:122] Setting up res2a_relu
  1995. I1211 12:13:11.530555 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  1996. I1211 12:13:11.530558 20 net.cpp:137] Memory required for data: 47968256
  1997. I1211 12:13:11.530562 20 layer_factory.hpp:77] Creating layer res2a_res2a_relu_0_split
  1998. I1211 12:13:11.530570 20 net.cpp:84] Creating Layer res2a_res2a_relu_0_split
  1999. I1211 12:13:11.530575 20 net.cpp:406] res2a_res2a_relu_0_split <- res2a
  2000. I1211 12:13:11.530581 20 net.cpp:380] res2a_res2a_relu_0_split -> res2a_res2a_relu_0_split_0
  2001. I1211 12:13:11.530591 20 net.cpp:380] res2a_res2a_relu_0_split -> res2a_res2a_relu_0_split_1
  2002. I1211 12:13:11.530597 20 net.cpp:122] Setting up res2a_res2a_relu_0_split
  2003. I1211 12:13:11.530604 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2004. I1211 12:13:11.530611 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2005. I1211 12:13:11.530614 20 net.cpp:137] Memory required for data: 54390784
  2006. I1211 12:13:11.530618 20 layer_factory.hpp:77] Creating layer res2b_branch2a
  2007. I1211 12:13:11.530625 20 net.cpp:84] Creating Layer res2b_branch2a
  2008. I1211 12:13:11.530630 20 net.cpp:406] res2b_branch2a <- res2a_res2a_relu_0_split_0
  2009. I1211 12:13:11.530639 20 net.cpp:380] res2b_branch2a -> res2b_branch2a
  2010. I1211 12:13:11.530678 20 net.cpp:122] Setting up res2b_branch2a
  2011. I1211 12:13:11.530684 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2012. I1211 12:13:11.530689 20 net.cpp:137] Memory required for data: 55193600
  2013. I1211 12:13:11.530694 20 layer_factory.hpp:77] Creating layer bn2b_branch2a
  2014. I1211 12:13:11.530701 20 net.cpp:84] Creating Layer bn2b_branch2a
  2015. I1211 12:13:11.530706 20 net.cpp:406] bn2b_branch2a <- res2b_branch2a
  2016. I1211 12:13:11.530712 20 net.cpp:367] bn2b_branch2a -> res2b_branch2a (in-place)
  2017. I1211 12:13:11.530732 20 net.cpp:122] Setting up bn2b_branch2a
  2018. I1211 12:13:11.530740 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2019. I1211 12:13:11.530743 20 net.cpp:137] Memory required for data: 55996416
  2020. I1211 12:13:11.530757 20 layer_factory.hpp:77] Creating layer scale2b_branch2a
  2021. I1211 12:13:11.530764 20 net.cpp:84] Creating Layer scale2b_branch2a
  2022. I1211 12:13:11.530768 20 net.cpp:406] scale2b_branch2a <- res2b_branch2a
  2023. I1211 12:13:11.530776 20 net.cpp:367] scale2b_branch2a -> res2b_branch2a (in-place)
  2024. I1211 12:13:11.530786 20 layer_factory.hpp:77] Creating layer scale2b_branch2a
  2025. I1211 12:13:11.530805 20 net.cpp:122] Setting up scale2b_branch2a
  2026. I1211 12:13:11.530812 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2027. I1211 12:13:11.530817 20 net.cpp:137] Memory required for data: 56799232
  2028. I1211 12:13:11.530823 20 layer_factory.hpp:77] Creating layer res2b_branch2a_relu
  2029. I1211 12:13:11.530828 20 net.cpp:84] Creating Layer res2b_branch2a_relu
  2030. I1211 12:13:11.530833 20 net.cpp:406] res2b_branch2a_relu <- res2b_branch2a
  2031. I1211 12:13:11.530840 20 net.cpp:367] res2b_branch2a_relu -> res2b_branch2a (in-place)
  2032. I1211 12:13:11.530848 20 net.cpp:122] Setting up res2b_branch2a_relu
  2033. I1211 12:13:11.530853 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2034. I1211 12:13:11.530858 20 net.cpp:137] Memory required for data: 57602048
  2035. I1211 12:13:11.530861 20 layer_factory.hpp:77] Creating layer res2b_branch2b
  2036. I1211 12:13:11.530867 20 net.cpp:84] Creating Layer res2b_branch2b
  2037. I1211 12:13:11.530872 20 net.cpp:406] res2b_branch2b <- res2b_branch2a
  2038. I1211 12:13:11.530880 20 net.cpp:380] res2b_branch2b -> res2b_branch2b
  2039. I1211 12:13:11.530954 20 net.cpp:122] Setting up res2b_branch2b
  2040. I1211 12:13:11.530961 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2041. I1211 12:13:11.530966 20 net.cpp:137] Memory required for data: 58404864
  2042. I1211 12:13:11.530972 20 layer_factory.hpp:77] Creating layer bn2b_branch2b
  2043. I1211 12:13:11.530978 20 net.cpp:84] Creating Layer bn2b_branch2b
  2044. I1211 12:13:11.530983 20 net.cpp:406] bn2b_branch2b <- res2b_branch2b
  2045. I1211 12:13:11.530989 20 net.cpp:367] bn2b_branch2b -> res2b_branch2b (in-place)
  2046. I1211 12:13:11.531009 20 net.cpp:122] Setting up bn2b_branch2b
  2047. I1211 12:13:11.531015 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2048. I1211 12:13:11.531019 20 net.cpp:137] Memory required for data: 59207680
  2049. I1211 12:13:11.531028 20 layer_factory.hpp:77] Creating layer scale2b_branch2b
  2050. I1211 12:13:11.531035 20 net.cpp:84] Creating Layer scale2b_branch2b
  2051. I1211 12:13:11.531039 20 net.cpp:406] scale2b_branch2b <- res2b_branch2b
  2052. I1211 12:13:11.531045 20 net.cpp:367] scale2b_branch2b -> res2b_branch2b (in-place)
  2053. I1211 12:13:11.531054 20 layer_factory.hpp:77] Creating layer scale2b_branch2b
  2054. I1211 12:13:11.531075 20 net.cpp:122] Setting up scale2b_branch2b
  2055. I1211 12:13:11.531081 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2056. I1211 12:13:11.531085 20 net.cpp:137] Memory required for data: 60010496
  2057. I1211 12:13:11.531092 20 layer_factory.hpp:77] Creating layer res2b_branch2b_relu
  2058. I1211 12:13:11.531097 20 net.cpp:84] Creating Layer res2b_branch2b_relu
  2059. I1211 12:13:11.531102 20 net.cpp:406] res2b_branch2b_relu <- res2b_branch2b
  2060. I1211 12:13:11.531107 20 net.cpp:367] res2b_branch2b_relu -> res2b_branch2b (in-place)
  2061. I1211 12:13:11.531113 20 net.cpp:122] Setting up res2b_branch2b_relu
  2062. I1211 12:13:11.531119 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2063. I1211 12:13:11.531124 20 net.cpp:137] Memory required for data: 60813312
  2064. I1211 12:13:11.531128 20 layer_factory.hpp:77] Creating layer res2b_branch2c
  2065. I1211 12:13:11.531141 20 net.cpp:84] Creating Layer res2b_branch2c
  2066. I1211 12:13:11.531145 20 net.cpp:406] res2b_branch2c <- res2b_branch2b
  2067. I1211 12:13:11.531152 20 net.cpp:380] res2b_branch2c -> res2b_branch2c
  2068. I1211 12:13:11.531193 20 net.cpp:122] Setting up res2b_branch2c
  2069. I1211 12:13:11.531199 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2070. I1211 12:13:11.531203 20 net.cpp:137] Memory required for data: 64024576
  2071. I1211 12:13:11.531209 20 layer_factory.hpp:77] Creating layer bn2b_branch2c
  2072. I1211 12:13:11.531217 20 net.cpp:84] Creating Layer bn2b_branch2c
  2073. I1211 12:13:11.531222 20 net.cpp:406] bn2b_branch2c <- res2b_branch2c
  2074. I1211 12:13:11.531229 20 net.cpp:367] bn2b_branch2c -> res2b_branch2c (in-place)
  2075. I1211 12:13:11.531246 20 net.cpp:122] Setting up bn2b_branch2c
  2076. I1211 12:13:11.531253 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2077. I1211 12:13:11.531257 20 net.cpp:137] Memory required for data: 67235840
  2078. I1211 12:13:11.531265 20 layer_factory.hpp:77] Creating layer scale2b_branch2c
  2079. I1211 12:13:11.531272 20 net.cpp:84] Creating Layer scale2b_branch2c
  2080. I1211 12:13:11.531277 20 net.cpp:406] scale2b_branch2c <- res2b_branch2c
  2081. I1211 12:13:11.531282 20 net.cpp:367] scale2b_branch2c -> res2b_branch2c (in-place)
  2082. I1211 12:13:11.531293 20 layer_factory.hpp:77] Creating layer scale2b_branch2c
  2083. I1211 12:13:11.531314 20 net.cpp:122] Setting up scale2b_branch2c
  2084. I1211 12:13:11.531322 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2085. I1211 12:13:11.531325 20 net.cpp:137] Memory required for data: 70447104
  2086. I1211 12:13:11.531332 20 layer_factory.hpp:77] Creating layer res2b
  2087. I1211 12:13:11.531338 20 net.cpp:84] Creating Layer res2b
  2088. I1211 12:13:11.531343 20 net.cpp:406] res2b <- res2a_res2a_relu_0_split_1
  2089. I1211 12:13:11.531348 20 net.cpp:406] res2b <- res2b_branch2c
  2090. I1211 12:13:11.531354 20 net.cpp:380] res2b -> res2b
  2091. I1211 12:13:11.531361 20 net.cpp:122] Setting up res2b
  2092. I1211 12:13:11.531368 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2093. I1211 12:13:11.531371 20 net.cpp:137] Memory required for data: 73658368
  2094. I1211 12:13:11.531376 20 layer_factory.hpp:77] Creating layer res2b_relu
  2095. I1211 12:13:11.531381 20 net.cpp:84] Creating Layer res2b_relu
  2096. I1211 12:13:11.531386 20 net.cpp:406] res2b_relu <- res2b
  2097. I1211 12:13:11.531394 20 net.cpp:367] res2b_relu -> res2b (in-place)
  2098. I1211 12:13:11.531400 20 net.cpp:122] Setting up res2b_relu
  2099. I1211 12:13:11.531406 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2100. I1211 12:13:11.531410 20 net.cpp:137] Memory required for data: 76869632
  2101. I1211 12:13:11.531414 20 layer_factory.hpp:77] Creating layer res2b_res2b_relu_0_split
  2102. I1211 12:13:11.531420 20 net.cpp:84] Creating Layer res2b_res2b_relu_0_split
  2103. I1211 12:13:11.531424 20 net.cpp:406] res2b_res2b_relu_0_split <- res2b
  2104. I1211 12:13:11.531432 20 net.cpp:380] res2b_res2b_relu_0_split -> res2b_res2b_relu_0_split_0
  2105. I1211 12:13:11.531441 20 net.cpp:380] res2b_res2b_relu_0_split -> res2b_res2b_relu_0_split_1
  2106. I1211 12:13:11.531450 20 net.cpp:122] Setting up res2b_res2b_relu_0_split
  2107. I1211 12:13:11.531456 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2108. I1211 12:13:11.531461 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2109. I1211 12:13:11.531466 20 net.cpp:137] Memory required for data: 83292160
  2110. I1211 12:13:11.531471 20 layer_factory.hpp:77] Creating layer res2c_branch2a
  2111. I1211 12:13:11.531479 20 net.cpp:84] Creating Layer res2c_branch2a
  2112. I1211 12:13:11.531484 20 net.cpp:406] res2c_branch2a <- res2b_res2b_relu_0_split_0
  2113. I1211 12:13:11.531492 20 net.cpp:380] res2c_branch2a -> res2c_branch2a
  2114. I1211 12:13:11.531532 20 net.cpp:122] Setting up res2c_branch2a
  2115. I1211 12:13:11.531538 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2116. I1211 12:13:11.531543 20 net.cpp:137] Memory required for data: 84094976
  2117. I1211 12:13:11.531548 20 layer_factory.hpp:77] Creating layer bn2c_branch2a
  2118. I1211 12:13:11.531554 20 net.cpp:84] Creating Layer bn2c_branch2a
  2119. I1211 12:13:11.531558 20 net.cpp:406] bn2c_branch2a <- res2c_branch2a
  2120. I1211 12:13:11.531565 20 net.cpp:367] bn2c_branch2a -> res2c_branch2a (in-place)
  2121. I1211 12:13:11.531586 20 net.cpp:122] Setting up bn2c_branch2a
  2122. I1211 12:13:11.531592 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2123. I1211 12:13:11.531596 20 net.cpp:137] Memory required for data: 84897792
  2124. I1211 12:13:11.531605 20 layer_factory.hpp:77] Creating layer scale2c_branch2a
  2125. I1211 12:13:11.531610 20 net.cpp:84] Creating Layer scale2c_branch2a
  2126. I1211 12:13:11.531615 20 net.cpp:406] scale2c_branch2a <- res2c_branch2a
  2127. I1211 12:13:11.531621 20 net.cpp:367] scale2c_branch2a -> res2c_branch2a (in-place)
  2128. I1211 12:13:11.531630 20 layer_factory.hpp:77] Creating layer scale2c_branch2a
  2129. I1211 12:13:11.531652 20 net.cpp:122] Setting up scale2c_branch2a
  2130. I1211 12:13:11.531658 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2131. I1211 12:13:11.531663 20 net.cpp:137] Memory required for data: 85700608
  2132. I1211 12:13:11.531669 20 layer_factory.hpp:77] Creating layer res2c_branch2a_relu
  2133. I1211 12:13:11.531675 20 net.cpp:84] Creating Layer res2c_branch2a_relu
  2134. I1211 12:13:11.531679 20 net.cpp:406] res2c_branch2a_relu <- res2c_branch2a
  2135. I1211 12:13:11.531685 20 net.cpp:367] res2c_branch2a_relu -> res2c_branch2a (in-place)
  2136. I1211 12:13:11.531692 20 net.cpp:122] Setting up res2c_branch2a_relu
  2137. I1211 12:13:11.531697 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2138. I1211 12:13:11.531702 20 net.cpp:137] Memory required for data: 86503424
  2139. I1211 12:13:11.531705 20 layer_factory.hpp:77] Creating layer res2c_branch2b
  2140. I1211 12:13:11.531713 20 net.cpp:84] Creating Layer res2c_branch2b
  2141. I1211 12:13:11.531718 20 net.cpp:406] res2c_branch2b <- res2c_branch2a
  2142. I1211 12:13:11.531723 20 net.cpp:380] res2c_branch2b -> res2c_branch2b
  2143. I1211 12:13:11.531795 20 net.cpp:122] Setting up res2c_branch2b
  2144. I1211 12:13:11.531802 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2145. I1211 12:13:11.531806 20 net.cpp:137] Memory required for data: 87306240
  2146. I1211 12:13:11.531812 20 layer_factory.hpp:77] Creating layer bn2c_branch2b
  2147. I1211 12:13:11.531819 20 net.cpp:84] Creating Layer bn2c_branch2b
  2148. I1211 12:13:11.531824 20 net.cpp:406] bn2c_branch2b <- res2c_branch2b
  2149. I1211 12:13:11.531829 20 net.cpp:367] bn2c_branch2b -> res2c_branch2b (in-place)
  2150. I1211 12:13:11.531849 20 net.cpp:122] Setting up bn2c_branch2b
  2151. I1211 12:13:11.531857 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2152. I1211 12:13:11.531862 20 net.cpp:137] Memory required for data: 88109056
  2153. I1211 12:13:11.531869 20 layer_factory.hpp:77] Creating layer scale2c_branch2b
  2154. I1211 12:13:11.531874 20 net.cpp:84] Creating Layer scale2c_branch2b
  2155. I1211 12:13:11.531879 20 net.cpp:406] scale2c_branch2b <- res2c_branch2b
  2156. I1211 12:13:11.531884 20 net.cpp:367] scale2c_branch2b -> res2c_branch2b (in-place)
  2157. I1211 12:13:11.531894 20 layer_factory.hpp:77] Creating layer scale2c_branch2b
  2158. I1211 12:13:11.531915 20 net.cpp:122] Setting up scale2c_branch2b
  2159. I1211 12:13:11.531921 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2160. I1211 12:13:11.531925 20 net.cpp:137] Memory required for data: 88911872
  2161. I1211 12:13:11.531932 20 layer_factory.hpp:77] Creating layer res2c_branch2b_relu
  2162. I1211 12:13:11.531939 20 net.cpp:84] Creating Layer res2c_branch2b_relu
  2163. I1211 12:13:11.531944 20 net.cpp:406] res2c_branch2b_relu <- res2c_branch2b
  2164. I1211 12:13:11.531949 20 net.cpp:367] res2c_branch2b_relu -> res2c_branch2b (in-place)
  2165. I1211 12:13:11.531955 20 net.cpp:122] Setting up res2c_branch2b_relu
  2166. I1211 12:13:11.531960 20 net.cpp:129] Top shape: 1 64 56 56 (200704)
  2167. I1211 12:13:11.531965 20 net.cpp:137] Memory required for data: 89714688
  2168. I1211 12:13:11.531970 20 layer_factory.hpp:77] Creating layer res2c_branch2c
  2169. I1211 12:13:11.531975 20 net.cpp:84] Creating Layer res2c_branch2c
  2170. I1211 12:13:11.531980 20 net.cpp:406] res2c_branch2c <- res2c_branch2b
  2171. I1211 12:13:11.531987 20 net.cpp:380] res2c_branch2c -> res2c_branch2c
  2172. I1211 12:13:11.532027 20 net.cpp:122] Setting up res2c_branch2c
  2173. I1211 12:13:11.532033 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2174. I1211 12:13:11.532037 20 net.cpp:137] Memory required for data: 92925952
  2175. I1211 12:13:11.532043 20 layer_factory.hpp:77] Creating layer bn2c_branch2c
  2176. I1211 12:13:11.532048 20 net.cpp:84] Creating Layer bn2c_branch2c
  2177. I1211 12:13:11.532052 20 net.cpp:406] bn2c_branch2c <- res2c_branch2c
  2178. I1211 12:13:11.532060 20 net.cpp:367] bn2c_branch2c -> res2c_branch2c (in-place)
  2179. I1211 12:13:11.532081 20 net.cpp:122] Setting up bn2c_branch2c
  2180. I1211 12:13:11.532088 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2181. I1211 12:13:11.532091 20 net.cpp:137] Memory required for data: 96137216
  2182. I1211 12:13:11.532105 20 layer_factory.hpp:77] Creating layer scale2c_branch2c
  2183. I1211 12:13:11.532114 20 net.cpp:84] Creating Layer scale2c_branch2c
  2184. I1211 12:13:11.532119 20 net.cpp:406] scale2c_branch2c <- res2c_branch2c
  2185. I1211 12:13:11.532124 20 net.cpp:367] scale2c_branch2c -> res2c_branch2c (in-place)
  2186. I1211 12:13:11.532135 20 layer_factory.hpp:77] Creating layer scale2c_branch2c
  2187. I1211 12:13:11.532153 20 net.cpp:122] Setting up scale2c_branch2c
  2188. I1211 12:13:11.532160 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2189. I1211 12:13:11.532164 20 net.cpp:137] Memory required for data: 99348480
  2190. I1211 12:13:11.532171 20 layer_factory.hpp:77] Creating layer res2c
  2191. I1211 12:13:11.532176 20 net.cpp:84] Creating Layer res2c
  2192. I1211 12:13:11.532181 20 net.cpp:406] res2c <- res2b_res2b_relu_0_split_1
  2193. I1211 12:13:11.532186 20 net.cpp:406] res2c <- res2c_branch2c
  2194. I1211 12:13:11.532194 20 net.cpp:380] res2c -> res2c
  2195. I1211 12:13:11.532202 20 net.cpp:122] Setting up res2c
  2196. I1211 12:13:11.532207 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2197. I1211 12:13:11.532212 20 net.cpp:137] Memory required for data: 102559744
  2198. I1211 12:13:11.532217 20 layer_factory.hpp:77] Creating layer res2c_relu
  2199. I1211 12:13:11.532222 20 net.cpp:84] Creating Layer res2c_relu
  2200. I1211 12:13:11.532227 20 net.cpp:406] res2c_relu <- res2c
  2201. I1211 12:13:11.532232 20 net.cpp:367] res2c_relu -> res2c (in-place)
  2202. I1211 12:13:11.532238 20 net.cpp:122] Setting up res2c_relu
  2203. I1211 12:13:11.532244 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2204. I1211 12:13:11.532248 20 net.cpp:137] Memory required for data: 105771008
  2205. I1211 12:13:11.532253 20 layer_factory.hpp:77] Creating layer res2c_res2c_relu_0_split
  2206. I1211 12:13:11.532258 20 net.cpp:84] Creating Layer res2c_res2c_relu_0_split
  2207. I1211 12:13:11.532263 20 net.cpp:406] res2c_res2c_relu_0_split <- res2c
  2208. I1211 12:13:11.532269 20 net.cpp:380] res2c_res2c_relu_0_split -> res2c_res2c_relu_0_split_0
  2209. I1211 12:13:11.532276 20 net.cpp:380] res2c_res2c_relu_0_split -> res2c_res2c_relu_0_split_1
  2210. I1211 12:13:11.532284 20 net.cpp:122] Setting up res2c_res2c_relu_0_split
  2211. I1211 12:13:11.532290 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2212. I1211 12:13:11.532296 20 net.cpp:129] Top shape: 1 256 56 56 (802816)
  2213. I1211 12:13:11.532300 20 net.cpp:137] Memory required for data: 112193536
  2214. I1211 12:13:11.532305 20 layer_factory.hpp:77] Creating layer res3a_branch1
  2215. I1211 12:13:11.532312 20 net.cpp:84] Creating Layer res3a_branch1
  2216. I1211 12:13:11.532317 20 net.cpp:406] res3a_branch1 <- res2c_res2c_relu_0_split_0
  2217. I1211 12:13:11.532323 20 net.cpp:380] res3a_branch1 -> res3a_branch1
  2218. I1211 12:13:11.532526 20 net.cpp:122] Setting up res3a_branch1
  2219. I1211 12:13:11.532534 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2220. I1211 12:13:11.532538 20 net.cpp:137] Memory required for data: 113799168
  2221. I1211 12:13:11.532544 20 layer_factory.hpp:77] Creating layer bn3a_branch1
  2222. I1211 12:13:11.532550 20 net.cpp:84] Creating Layer bn3a_branch1
  2223. I1211 12:13:11.532555 20 net.cpp:406] bn3a_branch1 <- res3a_branch1
  2224. I1211 12:13:11.532562 20 net.cpp:367] bn3a_branch1 -> res3a_branch1 (in-place)
  2225. I1211 12:13:11.532580 20 net.cpp:122] Setting up bn3a_branch1
  2226. I1211 12:13:11.532586 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2227. I1211 12:13:11.532590 20 net.cpp:137] Memory required for data: 115404800
  2228. I1211 12:13:11.532598 20 layer_factory.hpp:77] Creating layer scale3a_branch1
  2229. I1211 12:13:11.532603 20 net.cpp:84] Creating Layer scale3a_branch1
  2230. I1211 12:13:11.532608 20 net.cpp:406] scale3a_branch1 <- res3a_branch1
  2231. I1211 12:13:11.532614 20 net.cpp:367] scale3a_branch1 -> res3a_branch1 (in-place)
  2232. I1211 12:13:11.532625 20 layer_factory.hpp:77] Creating layer scale3a_branch1
  2233. I1211 12:13:11.532644 20 net.cpp:122] Setting up scale3a_branch1
  2234. I1211 12:13:11.532650 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2235. I1211 12:13:11.532655 20 net.cpp:137] Memory required for data: 117010432
  2236. I1211 12:13:11.532661 20 layer_factory.hpp:77] Creating layer res3a_branch2a
  2237. I1211 12:13:11.532667 20 net.cpp:84] Creating Layer res3a_branch2a
  2238. I1211 12:13:11.532672 20 net.cpp:406] res3a_branch2a <- res2c_res2c_relu_0_split_1
  2239. I1211 12:13:11.532680 20 net.cpp:380] res3a_branch2a -> res3a_branch2a
  2240. I1211 12:13:11.532742 20 net.cpp:122] Setting up res3a_branch2a
  2241. I1211 12:13:11.532748 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2242. I1211 12:13:11.532752 20 net.cpp:137] Memory required for data: 117411840
  2243. I1211 12:13:11.532758 20 layer_factory.hpp:77] Creating layer bn3a_branch2a
  2244. I1211 12:13:11.532765 20 net.cpp:84] Creating Layer bn3a_branch2a
  2245. I1211 12:13:11.532770 20 net.cpp:406] bn3a_branch2a <- res3a_branch2a
  2246. I1211 12:13:11.532776 20 net.cpp:367] bn3a_branch2a -> res3a_branch2a (in-place)
  2247. I1211 12:13:11.532793 20 net.cpp:122] Setting up bn3a_branch2a
  2248. I1211 12:13:11.532799 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2249. I1211 12:13:11.532804 20 net.cpp:137] Memory required for data: 117813248
  2250. I1211 12:13:11.532811 20 layer_factory.hpp:77] Creating layer scale3a_branch2a
  2251. I1211 12:13:11.532817 20 net.cpp:84] Creating Layer scale3a_branch2a
  2252. I1211 12:13:11.532821 20 net.cpp:406] scale3a_branch2a <- res3a_branch2a
  2253. I1211 12:13:11.532829 20 net.cpp:367] scale3a_branch2a -> res3a_branch2a (in-place)
  2254. I1211 12:13:11.532837 20 layer_factory.hpp:77] Creating layer scale3a_branch2a
  2255. I1211 12:13:11.532853 20 net.cpp:122] Setting up scale3a_branch2a
  2256. I1211 12:13:11.532860 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2257. I1211 12:13:11.532863 20 net.cpp:137] Memory required for data: 118214656
  2258. I1211 12:13:11.532871 20 layer_factory.hpp:77] Creating layer res3a_branch2a_relu
  2259. I1211 12:13:11.532876 20 net.cpp:84] Creating Layer res3a_branch2a_relu
  2260. I1211 12:13:11.532881 20 net.cpp:406] res3a_branch2a_relu <- res3a_branch2a
  2261. I1211 12:13:11.532887 20 net.cpp:367] res3a_branch2a_relu -> res3a_branch2a (in-place)
  2262. I1211 12:13:11.532893 20 net.cpp:122] Setting up res3a_branch2a_relu
  2263. I1211 12:13:11.532899 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2264. I1211 12:13:11.532903 20 net.cpp:137] Memory required for data: 118616064
  2265. I1211 12:13:11.532907 20 layer_factory.hpp:77] Creating layer res3a_branch2b
  2266. I1211 12:13:11.532915 20 net.cpp:84] Creating Layer res3a_branch2b
  2267. I1211 12:13:11.532919 20 net.cpp:406] res3a_branch2b <- res3a_branch2a
  2268. I1211 12:13:11.532925 20 net.cpp:380] res3a_branch2b -> res3a_branch2b
  2269. I1211 12:13:11.533146 20 net.cpp:122] Setting up res3a_branch2b
  2270. I1211 12:13:11.533154 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2271. I1211 12:13:11.533159 20 net.cpp:137] Memory required for data: 119017472
  2272. I1211 12:13:11.533164 20 layer_factory.hpp:77] Creating layer bn3a_branch2b
  2273. I1211 12:13:11.533171 20 net.cpp:84] Creating Layer bn3a_branch2b
  2274. I1211 12:13:11.533176 20 net.cpp:406] bn3a_branch2b <- res3a_branch2b
  2275. I1211 12:13:11.533182 20 net.cpp:367] bn3a_branch2b -> res3a_branch2b (in-place)
  2276. I1211 12:13:11.533198 20 net.cpp:122] Setting up bn3a_branch2b
  2277. I1211 12:13:11.533205 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2278. I1211 12:13:11.533208 20 net.cpp:137] Memory required for data: 119418880
  2279. I1211 12:13:11.533216 20 layer_factory.hpp:77] Creating layer scale3a_branch2b
  2280. I1211 12:13:11.533223 20 net.cpp:84] Creating Layer scale3a_branch2b
  2281. I1211 12:13:11.533228 20 net.cpp:406] scale3a_branch2b <- res3a_branch2b
  2282. I1211 12:13:11.533233 20 net.cpp:367] scale3a_branch2b -> res3a_branch2b (in-place)
  2283. I1211 12:13:11.533242 20 layer_factory.hpp:77] Creating layer scale3a_branch2b
  2284. I1211 12:13:11.533258 20 net.cpp:122] Setting up scale3a_branch2b
  2285. I1211 12:13:11.533264 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2286. I1211 12:13:11.533269 20 net.cpp:137] Memory required for data: 119820288
  2287. I1211 12:13:11.533275 20 layer_factory.hpp:77] Creating layer res3a_branch2b_relu
  2288. I1211 12:13:11.533282 20 net.cpp:84] Creating Layer res3a_branch2b_relu
  2289. I1211 12:13:11.533288 20 net.cpp:406] res3a_branch2b_relu <- res3a_branch2b
  2290. I1211 12:13:11.533293 20 net.cpp:367] res3a_branch2b_relu -> res3a_branch2b (in-place)
  2291. I1211 12:13:11.533298 20 net.cpp:122] Setting up res3a_branch2b_relu
  2292. I1211 12:13:11.533304 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2293. I1211 12:13:11.533308 20 net.cpp:137] Memory required for data: 120221696
  2294. I1211 12:13:11.533313 20 layer_factory.hpp:77] Creating layer res3a_branch2c
  2295. I1211 12:13:11.533320 20 net.cpp:84] Creating Layer res3a_branch2c
  2296. I1211 12:13:11.533325 20 net.cpp:406] res3a_branch2c <- res3a_branch2b
  2297. I1211 12:13:11.533331 20 net.cpp:380] res3a_branch2c -> res3a_branch2c
  2298. I1211 12:13:11.533439 20 net.cpp:122] Setting up res3a_branch2c
  2299. I1211 12:13:11.533447 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2300. I1211 12:13:11.533452 20 net.cpp:137] Memory required for data: 121827328
  2301. I1211 12:13:11.533457 20 layer_factory.hpp:77] Creating layer bn3a_branch2c
  2302. I1211 12:13:11.533471 20 net.cpp:84] Creating Layer bn3a_branch2c
  2303. I1211 12:13:11.533476 20 net.cpp:406] bn3a_branch2c <- res3a_branch2c
  2304. I1211 12:13:11.533483 20 net.cpp:367] bn3a_branch2c -> res3a_branch2c (in-place)
  2305. I1211 12:13:11.533499 20 net.cpp:122] Setting up bn3a_branch2c
  2306. I1211 12:13:11.533506 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2307. I1211 12:13:11.533510 20 net.cpp:137] Memory required for data: 123432960
  2308. I1211 12:13:11.533519 20 layer_factory.hpp:77] Creating layer scale3a_branch2c
  2309. I1211 12:13:11.533526 20 net.cpp:84] Creating Layer scale3a_branch2c
  2310. I1211 12:13:11.533530 20 net.cpp:406] scale3a_branch2c <- res3a_branch2c
  2311. I1211 12:13:11.533536 20 net.cpp:367] scale3a_branch2c -> res3a_branch2c (in-place)
  2312. I1211 12:13:11.533547 20 layer_factory.hpp:77] Creating layer scale3a_branch2c
  2313. I1211 12:13:11.533563 20 net.cpp:122] Setting up scale3a_branch2c
  2314. I1211 12:13:11.533569 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2315. I1211 12:13:11.533573 20 net.cpp:137] Memory required for data: 125038592
  2316. I1211 12:13:11.533581 20 layer_factory.hpp:77] Creating layer res3a
  2317. I1211 12:13:11.533586 20 net.cpp:84] Creating Layer res3a
  2318. I1211 12:13:11.533591 20 net.cpp:406] res3a <- res3a_branch1
  2319. I1211 12:13:11.533596 20 net.cpp:406] res3a <- res3a_branch2c
  2320. I1211 12:13:11.533602 20 net.cpp:380] res3a -> res3a
  2321. I1211 12:13:11.533609 20 net.cpp:122] Setting up res3a
  2322. I1211 12:13:11.533615 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2323. I1211 12:13:11.533619 20 net.cpp:137] Memory required for data: 126644224
  2324. I1211 12:13:11.533624 20 layer_factory.hpp:77] Creating layer res3a_relu
  2325. I1211 12:13:11.533629 20 net.cpp:84] Creating Layer res3a_relu
  2326. I1211 12:13:11.533633 20 net.cpp:406] res3a_relu <- res3a
  2327. I1211 12:13:11.533639 20 net.cpp:367] res3a_relu -> res3a (in-place)
  2328. I1211 12:13:11.533645 20 net.cpp:122] Setting up res3a_relu
  2329. I1211 12:13:11.533650 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2330. I1211 12:13:11.533654 20 net.cpp:137] Memory required for data: 128249856
  2331. I1211 12:13:11.533658 20 layer_factory.hpp:77] Creating layer res3a_res3a_relu_0_split
  2332. I1211 12:13:11.533664 20 net.cpp:84] Creating Layer res3a_res3a_relu_0_split
  2333. I1211 12:13:11.533668 20 net.cpp:406] res3a_res3a_relu_0_split <- res3a
  2334. I1211 12:13:11.533674 20 net.cpp:380] res3a_res3a_relu_0_split -> res3a_res3a_relu_0_split_0
  2335. I1211 12:13:11.533684 20 net.cpp:380] res3a_res3a_relu_0_split -> res3a_res3a_relu_0_split_1
  2336. I1211 12:13:11.533691 20 net.cpp:122] Setting up res3a_res3a_relu_0_split
  2337. I1211 12:13:11.533697 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2338. I1211 12:13:11.533702 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2339. I1211 12:13:11.533706 20 net.cpp:137] Memory required for data: 131461120
  2340. I1211 12:13:11.533710 20 layer_factory.hpp:77] Creating layer res3b_branch2a
  2341. I1211 12:13:11.533720 20 net.cpp:84] Creating Layer res3b_branch2a
  2342. I1211 12:13:11.533725 20 net.cpp:406] res3b_branch2a <- res3a_res3a_relu_0_split_0
  2343. I1211 12:13:11.533731 20 net.cpp:380] res3b_branch2a -> res3b_branch2a
  2344. I1211 12:13:11.533838 20 net.cpp:122] Setting up res3b_branch2a
  2345. I1211 12:13:11.533846 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2346. I1211 12:13:11.533850 20 net.cpp:137] Memory required for data: 131862528
  2347. I1211 12:13:11.533856 20 layer_factory.hpp:77] Creating layer bn3b_branch2a
  2348. I1211 12:13:11.533861 20 net.cpp:84] Creating Layer bn3b_branch2a
  2349. I1211 12:13:11.533866 20 net.cpp:406] bn3b_branch2a <- res3b_branch2a
  2350. I1211 12:13:11.533872 20 net.cpp:367] bn3b_branch2a -> res3b_branch2a (in-place)
  2351. I1211 12:13:11.533932 20 net.cpp:122] Setting up bn3b_branch2a
  2352. I1211 12:13:11.533939 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2353. I1211 12:13:11.533944 20 net.cpp:137] Memory required for data: 132263936
  2354. I1211 12:13:11.533952 20 layer_factory.hpp:77] Creating layer scale3b_branch2a
  2355. I1211 12:13:11.533960 20 net.cpp:84] Creating Layer scale3b_branch2a
  2356. I1211 12:13:11.533965 20 net.cpp:406] scale3b_branch2a <- res3b_branch2a
  2357. I1211 12:13:11.533972 20 net.cpp:367] scale3b_branch2a -> res3b_branch2a (in-place)
  2358. I1211 12:13:11.533982 20 layer_factory.hpp:77] Creating layer scale3b_branch2a
  2359. I1211 12:13:11.533999 20 net.cpp:122] Setting up scale3b_branch2a
  2360. I1211 12:13:11.534006 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2361. I1211 12:13:11.534010 20 net.cpp:137] Memory required for data: 132665344
  2362. I1211 12:13:11.534018 20 layer_factory.hpp:77] Creating layer res3b_branch2a_relu
  2363. I1211 12:13:11.534026 20 net.cpp:84] Creating Layer res3b_branch2a_relu
  2364. I1211 12:13:11.534030 20 net.cpp:406] res3b_branch2a_relu <- res3b_branch2a
  2365. I1211 12:13:11.534036 20 net.cpp:367] res3b_branch2a_relu -> res3b_branch2a (in-place)
  2366. I1211 12:13:11.534044 20 net.cpp:122] Setting up res3b_branch2a_relu
  2367. I1211 12:13:11.534050 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2368. I1211 12:13:11.534054 20 net.cpp:137] Memory required for data: 133066752
  2369. I1211 12:13:11.534060 20 layer_factory.hpp:77] Creating layer res3b_branch2b
  2370. I1211 12:13:11.534068 20 net.cpp:84] Creating Layer res3b_branch2b
  2371. I1211 12:13:11.534072 20 net.cpp:406] res3b_branch2b <- res3b_branch2a
  2372. I1211 12:13:11.534080 20 net.cpp:380] res3b_branch2b -> res3b_branch2b
  2373. I1211 12:13:11.534323 20 net.cpp:122] Setting up res3b_branch2b
  2374. I1211 12:13:11.534332 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2375. I1211 12:13:11.534337 20 net.cpp:137] Memory required for data: 133468160
  2376. I1211 12:13:11.534343 20 layer_factory.hpp:77] Creating layer bn3b_branch2b
  2377. I1211 12:13:11.534350 20 net.cpp:84] Creating Layer bn3b_branch2b
  2378. I1211 12:13:11.534356 20 net.cpp:406] bn3b_branch2b <- res3b_branch2b
  2379. I1211 12:13:11.534365 20 net.cpp:367] bn3b_branch2b -> res3b_branch2b (in-place)
  2380. I1211 12:13:11.534379 20 net.cpp:122] Setting up bn3b_branch2b
  2381. I1211 12:13:11.534386 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2382. I1211 12:13:11.534390 20 net.cpp:137] Memory required for data: 133869568
  2383. I1211 12:13:11.534400 20 layer_factory.hpp:77] Creating layer scale3b_branch2b
  2384. I1211 12:13:11.534407 20 net.cpp:84] Creating Layer scale3b_branch2b
  2385. I1211 12:13:11.534411 20 net.cpp:406] scale3b_branch2b <- res3b_branch2b
  2386. I1211 12:13:11.534417 20 net.cpp:367] scale3b_branch2b -> res3b_branch2b (in-place)
  2387. I1211 12:13:11.534430 20 layer_factory.hpp:77] Creating layer scale3b_branch2b
  2388. I1211 12:13:11.534448 20 net.cpp:122] Setting up scale3b_branch2b
  2389. I1211 12:13:11.534456 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2390. I1211 12:13:11.534461 20 net.cpp:137] Memory required for data: 134270976
  2391. I1211 12:13:11.534468 20 layer_factory.hpp:77] Creating layer res3b_branch2b_relu
  2392. I1211 12:13:11.534473 20 net.cpp:84] Creating Layer res3b_branch2b_relu
  2393. I1211 12:13:11.534478 20 net.cpp:406] res3b_branch2b_relu <- res3b_branch2b
  2394. I1211 12:13:11.534484 20 net.cpp:367] res3b_branch2b_relu -> res3b_branch2b (in-place)
  2395. I1211 12:13:11.534492 20 net.cpp:122] Setting up res3b_branch2b_relu
  2396. I1211 12:13:11.534497 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2397. I1211 12:13:11.534502 20 net.cpp:137] Memory required for data: 134672384
  2398. I1211 12:13:11.534505 20 layer_factory.hpp:77] Creating layer res3b_branch2c
  2399. I1211 12:13:11.534515 20 net.cpp:84] Creating Layer res3b_branch2c
  2400. I1211 12:13:11.534519 20 net.cpp:406] res3b_branch2c <- res3b_branch2b
  2401. I1211 12:13:11.534524 20 net.cpp:380] res3b_branch2c -> res3b_branch2c
  2402. I1211 12:13:11.534634 20 net.cpp:122] Setting up res3b_branch2c
  2403. I1211 12:13:11.534642 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2404. I1211 12:13:11.534647 20 net.cpp:137] Memory required for data: 136278016
  2405. I1211 12:13:11.534653 20 layer_factory.hpp:77] Creating layer bn3b_branch2c
  2406. I1211 12:13:11.534662 20 net.cpp:84] Creating Layer bn3b_branch2c
  2407. I1211 12:13:11.534667 20 net.cpp:406] bn3b_branch2c <- res3b_branch2c
  2408. I1211 12:13:11.534673 20 net.cpp:367] bn3b_branch2c -> res3b_branch2c (in-place)
  2409. I1211 12:13:11.534692 20 net.cpp:122] Setting up bn3b_branch2c
  2410. I1211 12:13:11.534698 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2411. I1211 12:13:11.534703 20 net.cpp:137] Memory required for data: 137883648
  2412. I1211 12:13:11.534709 20 layer_factory.hpp:77] Creating layer scale3b_branch2c
  2413. I1211 12:13:11.534718 20 net.cpp:84] Creating Layer scale3b_branch2c
  2414. I1211 12:13:11.534723 20 net.cpp:406] scale3b_branch2c <- res3b_branch2c
  2415. I1211 12:13:11.534729 20 net.cpp:367] scale3b_branch2c -> res3b_branch2c (in-place)
  2416. I1211 12:13:11.534739 20 layer_factory.hpp:77] Creating layer scale3b_branch2c
  2417. I1211 12:13:11.534757 20 net.cpp:122] Setting up scale3b_branch2c
  2418. I1211 12:13:11.534765 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2419. I1211 12:13:11.534768 20 net.cpp:137] Memory required for data: 139489280
  2420. I1211 12:13:11.534775 20 layer_factory.hpp:77] Creating layer res3b
  2421. I1211 12:13:11.534783 20 net.cpp:84] Creating Layer res3b
  2422. I1211 12:13:11.534787 20 net.cpp:406] res3b <- res3a_res3a_relu_0_split_1
  2423. I1211 12:13:11.534793 20 net.cpp:406] res3b <- res3b_branch2c
  2424. I1211 12:13:11.534799 20 net.cpp:380] res3b -> res3b
  2425. I1211 12:13:11.534806 20 net.cpp:122] Setting up res3b
  2426. I1211 12:13:11.534813 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2427. I1211 12:13:11.534817 20 net.cpp:137] Memory required for data: 141094912
  2428. I1211 12:13:11.534821 20 layer_factory.hpp:77] Creating layer res3b_relu
  2429. I1211 12:13:11.534827 20 net.cpp:84] Creating Layer res3b_relu
  2430. I1211 12:13:11.534832 20 net.cpp:406] res3b_relu <- res3b
  2431. I1211 12:13:11.534837 20 net.cpp:367] res3b_relu -> res3b (in-place)
  2432. I1211 12:13:11.534842 20 net.cpp:122] Setting up res3b_relu
  2433. I1211 12:13:11.534848 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2434. I1211 12:13:11.534852 20 net.cpp:137] Memory required for data: 142700544
  2435. I1211 12:13:11.534857 20 layer_factory.hpp:77] Creating layer res3b_res3b_relu_0_split
  2436. I1211 12:13:11.534865 20 net.cpp:84] Creating Layer res3b_res3b_relu_0_split
  2437. I1211 12:13:11.534869 20 net.cpp:406] res3b_res3b_relu_0_split <- res3b
  2438. I1211 12:13:11.534875 20 net.cpp:380] res3b_res3b_relu_0_split -> res3b_res3b_relu_0_split_0
  2439. I1211 12:13:11.534883 20 net.cpp:380] res3b_res3b_relu_0_split -> res3b_res3b_relu_0_split_1
  2440. I1211 12:13:11.534893 20 net.cpp:122] Setting up res3b_res3b_relu_0_split
  2441. I1211 12:13:11.534898 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2442. I1211 12:13:11.534904 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2443. I1211 12:13:11.534909 20 net.cpp:137] Memory required for data: 145911808
  2444. I1211 12:13:11.534914 20 layer_factory.hpp:77] Creating layer res3c_branch2a
  2445. I1211 12:13:11.534920 20 net.cpp:84] Creating Layer res3c_branch2a
  2446. I1211 12:13:11.534924 20 net.cpp:406] res3c_branch2a <- res3b_res3b_relu_0_split_0
  2447. I1211 12:13:11.534932 20 net.cpp:380] res3c_branch2a -> res3c_branch2a
  2448. I1211 12:13:11.535039 20 net.cpp:122] Setting up res3c_branch2a
  2449. I1211 12:13:11.535048 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2450. I1211 12:13:11.535051 20 net.cpp:137] Memory required for data: 146313216
  2451. I1211 12:13:11.535058 20 layer_factory.hpp:77] Creating layer bn3c_branch2a
  2452. I1211 12:13:11.535065 20 net.cpp:84] Creating Layer bn3c_branch2a
  2453. I1211 12:13:11.535069 20 net.cpp:406] bn3c_branch2a <- res3c_branch2a
  2454. I1211 12:13:11.535075 20 net.cpp:367] bn3c_branch2a -> res3c_branch2a (in-place)
  2455. I1211 12:13:11.535094 20 net.cpp:122] Setting up bn3c_branch2a
  2456. I1211 12:13:11.535099 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2457. I1211 12:13:11.535104 20 net.cpp:137] Memory required for data: 146714624
  2458. I1211 12:13:11.535111 20 layer_factory.hpp:77] Creating layer scale3c_branch2a
  2459. I1211 12:13:11.535117 20 net.cpp:84] Creating Layer scale3c_branch2a
  2460. I1211 12:13:11.535122 20 net.cpp:406] scale3c_branch2a <- res3c_branch2a
  2461. I1211 12:13:11.535130 20 net.cpp:367] scale3c_branch2a -> res3c_branch2a (in-place)
  2462. I1211 12:13:11.535153 20 layer_factory.hpp:77] Creating layer scale3c_branch2a
  2463. I1211 12:13:11.535173 20 net.cpp:122] Setting up scale3c_branch2a
  2464. I1211 12:13:11.535181 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2465. I1211 12:13:11.535185 20 net.cpp:137] Memory required for data: 147116032
  2466. I1211 12:13:11.535192 20 layer_factory.hpp:77] Creating layer res3c_branch2a_relu
  2467. I1211 12:13:11.535198 20 net.cpp:84] Creating Layer res3c_branch2a_relu
  2468. I1211 12:13:11.535203 20 net.cpp:406] res3c_branch2a_relu <- res3c_branch2a
  2469. I1211 12:13:11.535212 20 net.cpp:367] res3c_branch2a_relu -> res3c_branch2a (in-place)
  2470. I1211 12:13:11.535218 20 net.cpp:122] Setting up res3c_branch2a_relu
  2471. I1211 12:13:11.535225 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2472. I1211 12:13:11.535229 20 net.cpp:137] Memory required for data: 147517440
  2473. I1211 12:13:11.535234 20 layer_factory.hpp:77] Creating layer res3c_branch2b
  2474. I1211 12:13:11.535243 20 net.cpp:84] Creating Layer res3c_branch2b
  2475. I1211 12:13:11.535248 20 net.cpp:406] res3c_branch2b <- res3c_branch2a
  2476. I1211 12:13:11.535255 20 net.cpp:380] res3c_branch2b -> res3c_branch2b
  2477. I1211 12:13:11.535498 20 net.cpp:122] Setting up res3c_branch2b
  2478. I1211 12:13:11.535506 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2479. I1211 12:13:11.535511 20 net.cpp:137] Memory required for data: 147918848
  2480. I1211 12:13:11.535517 20 layer_factory.hpp:77] Creating layer bn3c_branch2b
  2481. I1211 12:13:11.535526 20 net.cpp:84] Creating Layer bn3c_branch2b
  2482. I1211 12:13:11.535531 20 net.cpp:406] bn3c_branch2b <- res3c_branch2b
  2483. I1211 12:13:11.535537 20 net.cpp:367] bn3c_branch2b -> res3c_branch2b (in-place)
  2484. I1211 12:13:11.535554 20 net.cpp:122] Setting up bn3c_branch2b
  2485. I1211 12:13:11.535562 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2486. I1211 12:13:11.535567 20 net.cpp:137] Memory required for data: 148320256
  2487. I1211 12:13:11.535574 20 layer_factory.hpp:77] Creating layer scale3c_branch2b
  2488. I1211 12:13:11.535583 20 net.cpp:84] Creating Layer scale3c_branch2b
  2489. I1211 12:13:11.535588 20 net.cpp:406] scale3c_branch2b <- res3c_branch2b
  2490. I1211 12:13:11.535593 20 net.cpp:367] scale3c_branch2b -> res3c_branch2b (in-place)
  2491. I1211 12:13:11.535604 20 layer_factory.hpp:77] Creating layer scale3c_branch2b
  2492. I1211 12:13:11.535620 20 net.cpp:122] Setting up scale3c_branch2b
  2493. I1211 12:13:11.535627 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2494. I1211 12:13:11.535632 20 net.cpp:137] Memory required for data: 148721664
  2495. I1211 12:13:11.535640 20 layer_factory.hpp:77] Creating layer res3c_branch2b_relu
  2496. I1211 12:13:11.535647 20 net.cpp:84] Creating Layer res3c_branch2b_relu
  2497. I1211 12:13:11.535652 20 net.cpp:406] res3c_branch2b_relu <- res3c_branch2b
  2498. I1211 12:13:11.535658 20 net.cpp:367] res3c_branch2b_relu -> res3c_branch2b (in-place)
  2499. I1211 12:13:11.535665 20 net.cpp:122] Setting up res3c_branch2b_relu
  2500. I1211 12:13:11.535671 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2501. I1211 12:13:11.535676 20 net.cpp:137] Memory required for data: 149123072
  2502. I1211 12:13:11.535681 20 layer_factory.hpp:77] Creating layer res3c_branch2c
  2503. I1211 12:13:11.535691 20 net.cpp:84] Creating Layer res3c_branch2c
  2504. I1211 12:13:11.535696 20 net.cpp:406] res3c_branch2c <- res3c_branch2b
  2505. I1211 12:13:11.535702 20 net.cpp:380] res3c_branch2c -> res3c_branch2c
  2506. I1211 12:13:11.535820 20 net.cpp:122] Setting up res3c_branch2c
  2507. I1211 12:13:11.535828 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2508. I1211 12:13:11.535832 20 net.cpp:137] Memory required for data: 150728704
  2509. I1211 12:13:11.535838 20 layer_factory.hpp:77] Creating layer bn3c_branch2c
  2510. I1211 12:13:11.535847 20 net.cpp:84] Creating Layer bn3c_branch2c
  2511. I1211 12:13:11.535852 20 net.cpp:406] bn3c_branch2c <- res3c_branch2c
  2512. I1211 12:13:11.535861 20 net.cpp:367] bn3c_branch2c -> res3c_branch2c (in-place)
  2513. I1211 12:13:11.535884 20 net.cpp:122] Setting up bn3c_branch2c
  2514. I1211 12:13:11.535892 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2515. I1211 12:13:11.535897 20 net.cpp:137] Memory required for data: 152334336
  2516. I1211 12:13:11.535905 20 layer_factory.hpp:77] Creating layer scale3c_branch2c
  2517. I1211 12:13:11.535912 20 net.cpp:84] Creating Layer scale3c_branch2c
  2518. I1211 12:13:11.535917 20 net.cpp:406] scale3c_branch2c <- res3c_branch2c
  2519. I1211 12:13:11.535924 20 net.cpp:367] scale3c_branch2c -> res3c_branch2c (in-place)
  2520. I1211 12:13:11.535936 20 layer_factory.hpp:77] Creating layer scale3c_branch2c
  2521. I1211 12:13:11.535957 20 net.cpp:122] Setting up scale3c_branch2c
  2522. I1211 12:13:11.535964 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2523. I1211 12:13:11.535969 20 net.cpp:137] Memory required for data: 153939968
  2524. I1211 12:13:11.535975 20 layer_factory.hpp:77] Creating layer res3c
  2525. I1211 12:13:11.535984 20 net.cpp:84] Creating Layer res3c
  2526. I1211 12:13:11.535989 20 net.cpp:406] res3c <- res3b_res3b_relu_0_split_1
  2527. I1211 12:13:11.535995 20 net.cpp:406] res3c <- res3c_branch2c
  2528. I1211 12:13:11.536002 20 net.cpp:380] res3c -> res3c
  2529. I1211 12:13:11.536010 20 net.cpp:122] Setting up res3c
  2530. I1211 12:13:11.536016 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2531. I1211 12:13:11.536021 20 net.cpp:137] Memory required for data: 155545600
  2532. I1211 12:13:11.536026 20 layer_factory.hpp:77] Creating layer res3c_relu
  2533. I1211 12:13:11.536031 20 net.cpp:84] Creating Layer res3c_relu
  2534. I1211 12:13:11.536036 20 net.cpp:406] res3c_relu <- res3c
  2535. I1211 12:13:11.536042 20 net.cpp:367] res3c_relu -> res3c (in-place)
  2536. I1211 12:13:11.536049 20 net.cpp:122] Setting up res3c_relu
  2537. I1211 12:13:11.536056 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2538. I1211 12:13:11.536061 20 net.cpp:137] Memory required for data: 157151232
  2539. I1211 12:13:11.536064 20 layer_factory.hpp:77] Creating layer res3c_res3c_relu_0_split
  2540. I1211 12:13:11.536070 20 net.cpp:84] Creating Layer res3c_res3c_relu_0_split
  2541. I1211 12:13:11.536075 20 net.cpp:406] res3c_res3c_relu_0_split <- res3c
  2542. I1211 12:13:11.536098 20 net.cpp:380] res3c_res3c_relu_0_split -> res3c_res3c_relu_0_split_0
  2543. I1211 12:13:11.536106 20 net.cpp:380] res3c_res3c_relu_0_split -> res3c_res3c_relu_0_split_1
  2544. I1211 12:13:11.536113 20 net.cpp:122] Setting up res3c_res3c_relu_0_split
  2545. I1211 12:13:11.536120 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2546. I1211 12:13:11.536125 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2547. I1211 12:13:11.536130 20 net.cpp:137] Memory required for data: 160362496
  2548. I1211 12:13:11.536134 20 layer_factory.hpp:77] Creating layer res3d_branch2a
  2549. I1211 12:13:11.536144 20 net.cpp:84] Creating Layer res3d_branch2a
  2550. I1211 12:13:11.536149 20 net.cpp:406] res3d_branch2a <- res3c_res3c_relu_0_split_0
  2551. I1211 12:13:11.536156 20 net.cpp:380] res3d_branch2a -> res3d_branch2a
  2552. I1211 12:13:11.536272 20 net.cpp:122] Setting up res3d_branch2a
  2553. I1211 12:13:11.536278 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2554. I1211 12:13:11.536283 20 net.cpp:137] Memory required for data: 160763904
  2555. I1211 12:13:11.536289 20 layer_factory.hpp:77] Creating layer bn3d_branch2a
  2556. I1211 12:13:11.536295 20 net.cpp:84] Creating Layer bn3d_branch2a
  2557. I1211 12:13:11.536300 20 net.cpp:406] bn3d_branch2a <- res3d_branch2a
  2558. I1211 12:13:11.536309 20 net.cpp:367] bn3d_branch2a -> res3d_branch2a (in-place)
  2559. I1211 12:13:11.536325 20 net.cpp:122] Setting up bn3d_branch2a
  2560. I1211 12:13:11.536334 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2561. I1211 12:13:11.536339 20 net.cpp:137] Memory required for data: 161165312
  2562. I1211 12:13:11.536362 20 layer_factory.hpp:77] Creating layer scale3d_branch2a
  2563. I1211 12:13:11.536370 20 net.cpp:84] Creating Layer scale3d_branch2a
  2564. I1211 12:13:11.536375 20 net.cpp:406] scale3d_branch2a <- res3d_branch2a
  2565. I1211 12:13:11.536381 20 net.cpp:367] scale3d_branch2a -> res3d_branch2a (in-place)
  2566. I1211 12:13:11.536391 20 layer_factory.hpp:77] Creating layer scale3d_branch2a
  2567. I1211 12:13:11.536406 20 net.cpp:122] Setting up scale3d_branch2a
  2568. I1211 12:13:11.536413 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2569. I1211 12:13:11.536417 20 net.cpp:137] Memory required for data: 161566720
  2570. I1211 12:13:11.536424 20 layer_factory.hpp:77] Creating layer res3d_branch2a_relu
  2571. I1211 12:13:11.536430 20 net.cpp:84] Creating Layer res3d_branch2a_relu
  2572. I1211 12:13:11.536435 20 net.cpp:406] res3d_branch2a_relu <- res3d_branch2a
  2573. I1211 12:13:11.536442 20 net.cpp:367] res3d_branch2a_relu -> res3d_branch2a (in-place)
  2574. I1211 12:13:11.536449 20 net.cpp:122] Setting up res3d_branch2a_relu
  2575. I1211 12:13:11.536455 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2576. I1211 12:13:11.536459 20 net.cpp:137] Memory required for data: 161968128
  2577. I1211 12:13:11.536464 20 layer_factory.hpp:77] Creating layer res3d_branch2b
  2578. I1211 12:13:11.536471 20 net.cpp:84] Creating Layer res3d_branch2b
  2579. I1211 12:13:11.536475 20 net.cpp:406] res3d_branch2b <- res3d_branch2a
  2580. I1211 12:13:11.536482 20 net.cpp:380] res3d_branch2b -> res3d_branch2b
  2581. I1211 12:13:11.536689 20 net.cpp:122] Setting up res3d_branch2b
  2582. I1211 12:13:11.536695 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2583. I1211 12:13:11.536697 20 net.cpp:137] Memory required for data: 162369536
  2584. I1211 12:13:11.536701 20 layer_factory.hpp:77] Creating layer bn3d_branch2b
  2585. I1211 12:13:11.536706 20 net.cpp:84] Creating Layer bn3d_branch2b
  2586. I1211 12:13:11.536710 20 net.cpp:406] bn3d_branch2b <- res3d_branch2b
  2587. I1211 12:13:11.536713 20 net.cpp:367] bn3d_branch2b -> res3d_branch2b (in-place)
  2588. I1211 12:13:11.536723 20 net.cpp:122] Setting up bn3d_branch2b
  2589. I1211 12:13:11.536727 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2590. I1211 12:13:11.536731 20 net.cpp:137] Memory required for data: 162770944
  2591. I1211 12:13:11.536734 20 layer_factory.hpp:77] Creating layer scale3d_branch2b
  2592. I1211 12:13:11.536738 20 net.cpp:84] Creating Layer scale3d_branch2b
  2593. I1211 12:13:11.536741 20 net.cpp:406] scale3d_branch2b <- res3d_branch2b
  2594. I1211 12:13:11.536746 20 net.cpp:367] scale3d_branch2b -> res3d_branch2b (in-place)
  2595. I1211 12:13:11.536751 20 layer_factory.hpp:77] Creating layer scale3d_branch2b
  2596. I1211 12:13:11.536762 20 net.cpp:122] Setting up scale3d_branch2b
  2597. I1211 12:13:11.536767 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2598. I1211 12:13:11.536772 20 net.cpp:137] Memory required for data: 163172352
  2599. I1211 12:13:11.536777 20 layer_factory.hpp:77] Creating layer res3d_branch2b_relu
  2600. I1211 12:13:11.536782 20 net.cpp:84] Creating Layer res3d_branch2b_relu
  2601. I1211 12:13:11.536787 20 net.cpp:406] res3d_branch2b_relu <- res3d_branch2b
  2602. I1211 12:13:11.536794 20 net.cpp:367] res3d_branch2b_relu -> res3d_branch2b (in-place)
  2603. I1211 12:13:11.536800 20 net.cpp:122] Setting up res3d_branch2b_relu
  2604. I1211 12:13:11.536808 20 net.cpp:129] Top shape: 1 128 28 28 (100352)
  2605. I1211 12:13:11.536811 20 net.cpp:137] Memory required for data: 163573760
  2606. I1211 12:13:11.536815 20 layer_factory.hpp:77] Creating layer res3d_branch2c
  2607. I1211 12:13:11.536823 20 net.cpp:84] Creating Layer res3d_branch2c
  2608. I1211 12:13:11.536828 20 net.cpp:406] res3d_branch2c <- res3d_branch2b
  2609. I1211 12:13:11.536834 20 net.cpp:380] res3d_branch2c -> res3d_branch2c
  2610. I1211 12:13:11.536936 20 net.cpp:122] Setting up res3d_branch2c
  2611. I1211 12:13:11.536942 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2612. I1211 12:13:11.536945 20 net.cpp:137] Memory required for data: 165179392
  2613. I1211 12:13:11.536949 20 layer_factory.hpp:77] Creating layer bn3d_branch2c
  2614. I1211 12:13:11.536954 20 net.cpp:84] Creating Layer bn3d_branch2c
  2615. I1211 12:13:11.536957 20 net.cpp:406] bn3d_branch2c <- res3d_branch2c
  2616. I1211 12:13:11.536960 20 net.cpp:367] bn3d_branch2c -> res3d_branch2c (in-place)
  2617. I1211 12:13:11.536972 20 net.cpp:122] Setting up bn3d_branch2c
  2618. I1211 12:13:11.536976 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2619. I1211 12:13:11.536979 20 net.cpp:137] Memory required for data: 166785024
  2620. I1211 12:13:11.536983 20 layer_factory.hpp:77] Creating layer scale3d_branch2c
  2621. I1211 12:13:11.536988 20 net.cpp:84] Creating Layer scale3d_branch2c
  2622. I1211 12:13:11.536990 20 net.cpp:406] scale3d_branch2c <- res3d_branch2c
  2623. I1211 12:13:11.536994 20 net.cpp:367] scale3d_branch2c -> res3d_branch2c (in-place)
  2624. I1211 12:13:11.537001 20 layer_factory.hpp:77] Creating layer scale3d_branch2c
  2625. I1211 12:13:11.537012 20 net.cpp:122] Setting up scale3d_branch2c
  2626. I1211 12:13:11.537016 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2627. I1211 12:13:11.537019 20 net.cpp:137] Memory required for data: 168390656
  2628. I1211 12:13:11.537022 20 layer_factory.hpp:77] Creating layer res3d
  2629. I1211 12:13:11.537026 20 net.cpp:84] Creating Layer res3d
  2630. I1211 12:13:11.537029 20 net.cpp:406] res3d <- res3c_res3c_relu_0_split_1
  2631. I1211 12:13:11.537032 20 net.cpp:406] res3d <- res3d_branch2c
  2632. I1211 12:13:11.537036 20 net.cpp:380] res3d -> res3d
  2633. I1211 12:13:11.537041 20 net.cpp:122] Setting up res3d
  2634. I1211 12:13:11.537045 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2635. I1211 12:13:11.537047 20 net.cpp:137] Memory required for data: 169996288
  2636. I1211 12:13:11.537050 20 layer_factory.hpp:77] Creating layer res3d_relu
  2637. I1211 12:13:11.537055 20 net.cpp:84] Creating Layer res3d_relu
  2638. I1211 12:13:11.537060 20 net.cpp:406] res3d_relu <- res3d
  2639. I1211 12:13:11.537065 20 net.cpp:367] res3d_relu -> res3d (in-place)
  2640. I1211 12:13:11.537071 20 net.cpp:122] Setting up res3d_relu
  2641. I1211 12:13:11.537075 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2642. I1211 12:13:11.537078 20 net.cpp:137] Memory required for data: 171601920
  2643. I1211 12:13:11.537081 20 layer_factory.hpp:77] Creating layer res3d_res3d_relu_0_split
  2644. I1211 12:13:11.537086 20 net.cpp:84] Creating Layer res3d_res3d_relu_0_split
  2645. I1211 12:13:11.537088 20 net.cpp:406] res3d_res3d_relu_0_split <- res3d
  2646. I1211 12:13:11.537093 20 net.cpp:380] res3d_res3d_relu_0_split -> res3d_res3d_relu_0_split_0
  2647. I1211 12:13:11.537097 20 net.cpp:380] res3d_res3d_relu_0_split -> res3d_res3d_relu_0_split_1
  2648. I1211 12:13:11.537102 20 net.cpp:122] Setting up res3d_res3d_relu_0_split
  2649. I1211 12:13:11.537106 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2650. I1211 12:13:11.537109 20 net.cpp:129] Top shape: 1 512 28 28 (401408)
  2651. I1211 12:13:11.537112 20 net.cpp:137] Memory required for data: 174813184
  2652. I1211 12:13:11.537114 20 layer_factory.hpp:77] Creating layer res4a_branch1
  2653. I1211 12:13:11.537120 20 net.cpp:84] Creating Layer res4a_branch1
  2654. I1211 12:13:11.537123 20 net.cpp:406] res4a_branch1 <- res3d_res3d_relu_0_split_0
  2655. I1211 12:13:11.537127 20 net.cpp:380] res4a_branch1 -> res4a_branch1
  2656. I1211 12:13:11.537709 20 net.cpp:122] Setting up res4a_branch1
  2657. I1211 12:13:11.537715 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2658. I1211 12:13:11.537719 20 net.cpp:137] Memory required for data: 175616000
  2659. I1211 12:13:11.537722 20 layer_factory.hpp:77] Creating layer bn4a_branch1
  2660. I1211 12:13:11.537729 20 net.cpp:84] Creating Layer bn4a_branch1
  2661. I1211 12:13:11.537732 20 net.cpp:406] bn4a_branch1 <- res4a_branch1
  2662. I1211 12:13:11.537736 20 net.cpp:367] bn4a_branch1 -> res4a_branch1 (in-place)
  2663. I1211 12:13:11.537748 20 net.cpp:122] Setting up bn4a_branch1
  2664. I1211 12:13:11.537752 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2665. I1211 12:13:11.537755 20 net.cpp:137] Memory required for data: 176418816
  2666. I1211 12:13:11.537760 20 layer_factory.hpp:77] Creating layer scale4a_branch1
  2667. I1211 12:13:11.537763 20 net.cpp:84] Creating Layer scale4a_branch1
  2668. I1211 12:13:11.537766 20 net.cpp:406] scale4a_branch1 <- res4a_branch1
  2669. I1211 12:13:11.537771 20 net.cpp:367] scale4a_branch1 -> res4a_branch1 (in-place)
  2670. I1211 12:13:11.537778 20 layer_factory.hpp:77] Creating layer scale4a_branch1
  2671. I1211 12:13:11.537787 20 net.cpp:122] Setting up scale4a_branch1
  2672. I1211 12:13:11.537791 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2673. I1211 12:13:11.537794 20 net.cpp:137] Memory required for data: 177221632
  2674. I1211 12:13:11.537798 20 layer_factory.hpp:77] Creating layer res4a_branch2a
  2675. I1211 12:13:11.537806 20 net.cpp:84] Creating Layer res4a_branch2a
  2676. I1211 12:13:11.537808 20 net.cpp:406] res4a_branch2a <- res3d_res3d_relu_0_split_1
  2677. I1211 12:13:11.537814 20 net.cpp:380] res4a_branch2a -> res4a_branch2a
  2678. I1211 12:13:11.537977 20 net.cpp:122] Setting up res4a_branch2a
  2679. I1211 12:13:11.537983 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2680. I1211 12:13:11.537986 20 net.cpp:137] Memory required for data: 177422336
  2681. I1211 12:13:11.537989 20 layer_factory.hpp:77] Creating layer bn4a_branch2a
  2682. I1211 12:13:11.537993 20 net.cpp:84] Creating Layer bn4a_branch2a
  2683. I1211 12:13:11.537997 20 net.cpp:406] bn4a_branch2a <- res4a_branch2a
  2684. I1211 12:13:11.538000 20 net.cpp:367] bn4a_branch2a -> res4a_branch2a (in-place)
  2685. I1211 12:13:11.538012 20 net.cpp:122] Setting up bn4a_branch2a
  2686. I1211 12:13:11.538015 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2687. I1211 12:13:11.538018 20 net.cpp:137] Memory required for data: 177623040
  2688. I1211 12:13:11.538022 20 layer_factory.hpp:77] Creating layer scale4a_branch2a
  2689. I1211 12:13:11.538027 20 net.cpp:84] Creating Layer scale4a_branch2a
  2690. I1211 12:13:11.538031 20 net.cpp:406] scale4a_branch2a <- res4a_branch2a
  2691. I1211 12:13:11.538036 20 net.cpp:367] scale4a_branch2a -> res4a_branch2a (in-place)
  2692. I1211 12:13:11.538044 20 layer_factory.hpp:77] Creating layer scale4a_branch2a
  2693. I1211 12:13:11.538053 20 net.cpp:122] Setting up scale4a_branch2a
  2694. I1211 12:13:11.538058 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2695. I1211 12:13:11.538059 20 net.cpp:137] Memory required for data: 177823744
  2696. I1211 12:13:11.538064 20 layer_factory.hpp:77] Creating layer res4a_branch2a_relu
  2697. I1211 12:13:11.538069 20 net.cpp:84] Creating Layer res4a_branch2a_relu
  2698. I1211 12:13:11.538071 20 net.cpp:406] res4a_branch2a_relu <- res4a_branch2a
  2699. I1211 12:13:11.538075 20 net.cpp:367] res4a_branch2a_relu -> res4a_branch2a (in-place)
  2700. I1211 12:13:11.538079 20 net.cpp:122] Setting up res4a_branch2a_relu
  2701. I1211 12:13:11.538082 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2702. I1211 12:13:11.538084 20 net.cpp:137] Memory required for data: 178024448
  2703. I1211 12:13:11.538087 20 layer_factory.hpp:77] Creating layer res4a_branch2b
  2704. I1211 12:13:11.538092 20 net.cpp:84] Creating Layer res4a_branch2b
  2705. I1211 12:13:11.538095 20 net.cpp:406] res4a_branch2b <- res4a_branch2a
  2706. I1211 12:13:11.538100 20 net.cpp:380] res4a_branch2b -> res4a_branch2b
  2707. I1211 12:13:11.538767 20 net.cpp:122] Setting up res4a_branch2b
  2708. I1211 12:13:11.538776 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2709. I1211 12:13:11.538779 20 net.cpp:137] Memory required for data: 178225152
  2710. I1211 12:13:11.538786 20 layer_factory.hpp:77] Creating layer bn4a_branch2b
  2711. I1211 12:13:11.538792 20 net.cpp:84] Creating Layer bn4a_branch2b
  2712. I1211 12:13:11.538796 20 net.cpp:406] bn4a_branch2b <- res4a_branch2b
  2713. I1211 12:13:11.538803 20 net.cpp:367] bn4a_branch2b -> res4a_branch2b (in-place)
  2714. I1211 12:13:11.538816 20 net.cpp:122] Setting up bn4a_branch2b
  2715. I1211 12:13:11.538821 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2716. I1211 12:13:11.538825 20 net.cpp:137] Memory required for data: 178425856
  2717. I1211 12:13:11.538832 20 layer_factory.hpp:77] Creating layer scale4a_branch2b
  2718. I1211 12:13:11.538837 20 net.cpp:84] Creating Layer scale4a_branch2b
  2719. I1211 12:13:11.538841 20 net.cpp:406] scale4a_branch2b <- res4a_branch2b
  2720. I1211 12:13:11.538848 20 net.cpp:367] scale4a_branch2b -> res4a_branch2b (in-place)
  2721. I1211 12:13:11.538856 20 layer_factory.hpp:77] Creating layer scale4a_branch2b
  2722. I1211 12:13:11.538867 20 net.cpp:122] Setting up scale4a_branch2b
  2723. I1211 12:13:11.538872 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2724. I1211 12:13:11.538877 20 net.cpp:137] Memory required for data: 178626560
  2725. I1211 12:13:11.538882 20 layer_factory.hpp:77] Creating layer res4a_branch2b_relu
  2726. I1211 12:13:11.538887 20 net.cpp:84] Creating Layer res4a_branch2b_relu
  2727. I1211 12:13:11.538890 20 net.cpp:406] res4a_branch2b_relu <- res4a_branch2b
  2728. I1211 12:13:11.538897 20 net.cpp:367] res4a_branch2b_relu -> res4a_branch2b (in-place)
  2729. I1211 12:13:11.538902 20 net.cpp:122] Setting up res4a_branch2b_relu
  2730. I1211 12:13:11.538908 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2731. I1211 12:13:11.538911 20 net.cpp:137] Memory required for data: 178827264
  2732. I1211 12:13:11.538915 20 layer_factory.hpp:77] Creating layer res4a_branch2c
  2733. I1211 12:13:11.538921 20 net.cpp:84] Creating Layer res4a_branch2c
  2734. I1211 12:13:11.538924 20 net.cpp:406] res4a_branch2c <- res4a_branch2b
  2735. I1211 12:13:11.538930 20 net.cpp:380] res4a_branch2c -> res4a_branch2c
  2736. I1211 12:13:11.539268 20 net.cpp:122] Setting up res4a_branch2c
  2737. I1211 12:13:11.539278 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2738. I1211 12:13:11.539283 20 net.cpp:137] Memory required for data: 179630080
  2739. I1211 12:13:11.539289 20 layer_factory.hpp:77] Creating layer bn4a_branch2c
  2740. I1211 12:13:11.539296 20 net.cpp:84] Creating Layer bn4a_branch2c
  2741. I1211 12:13:11.539301 20 net.cpp:406] bn4a_branch2c <- res4a_branch2c
  2742. I1211 12:13:11.539307 20 net.cpp:367] bn4a_branch2c -> res4a_branch2c (in-place)
  2743. I1211 12:13:11.539317 20 net.cpp:122] Setting up bn4a_branch2c
  2744. I1211 12:13:11.539322 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2745. I1211 12:13:11.539325 20 net.cpp:137] Memory required for data: 180432896
  2746. I1211 12:13:11.539332 20 layer_factory.hpp:77] Creating layer scale4a_branch2c
  2747. I1211 12:13:11.539340 20 net.cpp:84] Creating Layer scale4a_branch2c
  2748. I1211 12:13:11.539345 20 net.cpp:406] scale4a_branch2c <- res4a_branch2c
  2749. I1211 12:13:11.539350 20 net.cpp:367] scale4a_branch2c -> res4a_branch2c (in-place)
  2750. I1211 12:13:11.539361 20 layer_factory.hpp:77] Creating layer scale4a_branch2c
  2751. I1211 12:13:11.539373 20 net.cpp:122] Setting up scale4a_branch2c
  2752. I1211 12:13:11.539379 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2753. I1211 12:13:11.539383 20 net.cpp:137] Memory required for data: 181235712
  2754. I1211 12:13:11.539388 20 layer_factory.hpp:77] Creating layer res4a
  2755. I1211 12:13:11.539394 20 net.cpp:84] Creating Layer res4a
  2756. I1211 12:13:11.539398 20 net.cpp:406] res4a <- res4a_branch1
  2757. I1211 12:13:11.539403 20 net.cpp:406] res4a <- res4a_branch2c
  2758. I1211 12:13:11.539412 20 net.cpp:380] res4a -> res4a
  2759. I1211 12:13:11.539418 20 net.cpp:122] Setting up res4a
  2760. I1211 12:13:11.539422 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2761. I1211 12:13:11.539424 20 net.cpp:137] Memory required for data: 182038528
  2762. I1211 12:13:11.539427 20 layer_factory.hpp:77] Creating layer res4a_relu
  2763. I1211 12:13:11.539432 20 net.cpp:84] Creating Layer res4a_relu
  2764. I1211 12:13:11.539434 20 net.cpp:406] res4a_relu <- res4a
  2765. I1211 12:13:11.539439 20 net.cpp:367] res4a_relu -> res4a (in-place)
  2766. I1211 12:13:11.539443 20 net.cpp:122] Setting up res4a_relu
  2767. I1211 12:13:11.539446 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2768. I1211 12:13:11.539449 20 net.cpp:137] Memory required for data: 182841344
  2769. I1211 12:13:11.539453 20 layer_factory.hpp:77] Creating layer res4a_res4a_relu_0_split
  2770. I1211 12:13:11.539459 20 net.cpp:84] Creating Layer res4a_res4a_relu_0_split
  2771. I1211 12:13:11.539463 20 net.cpp:406] res4a_res4a_relu_0_split <- res4a
  2772. I1211 12:13:11.539466 20 net.cpp:380] res4a_res4a_relu_0_split -> res4a_res4a_relu_0_split_0
  2773. I1211 12:13:11.539472 20 net.cpp:380] res4a_res4a_relu_0_split -> res4a_res4a_relu_0_split_1
  2774. I1211 12:13:11.539477 20 net.cpp:122] Setting up res4a_res4a_relu_0_split
  2775. I1211 12:13:11.539481 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2776. I1211 12:13:11.539484 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2777. I1211 12:13:11.539487 20 net.cpp:137] Memory required for data: 184446976
  2778. I1211 12:13:11.539491 20 layer_factory.hpp:77] Creating layer res4b_branch2a
  2779. I1211 12:13:11.539512 20 net.cpp:84] Creating Layer res4b_branch2a
  2780. I1211 12:13:11.539516 20 net.cpp:406] res4b_branch2a <- res4a_res4a_relu_0_split_0
  2781. I1211 12:13:11.539522 20 net.cpp:380] res4b_branch2a -> res4b_branch2a
  2782. I1211 12:13:11.539829 20 net.cpp:122] Setting up res4b_branch2a
  2783. I1211 12:13:11.539837 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2784. I1211 12:13:11.539841 20 net.cpp:137] Memory required for data: 184647680
  2785. I1211 12:13:11.539849 20 layer_factory.hpp:77] Creating layer bn4b_branch2a
  2786. I1211 12:13:11.539855 20 net.cpp:84] Creating Layer bn4b_branch2a
  2787. I1211 12:13:11.539860 20 net.cpp:406] bn4b_branch2a <- res4b_branch2a
  2788. I1211 12:13:11.539865 20 net.cpp:367] bn4b_branch2a -> res4b_branch2a (in-place)
  2789. I1211 12:13:11.539885 20 net.cpp:122] Setting up bn4b_branch2a
  2790. I1211 12:13:11.539889 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2791. I1211 12:13:11.539896 20 net.cpp:137] Memory required for data: 184848384
  2792. I1211 12:13:11.539904 20 layer_factory.hpp:77] Creating layer scale4b_branch2a
  2793. I1211 12:13:11.539911 20 net.cpp:84] Creating Layer scale4b_branch2a
  2794. I1211 12:13:11.539914 20 net.cpp:406] scale4b_branch2a <- res4b_branch2a
  2795. I1211 12:13:11.539919 20 net.cpp:367] scale4b_branch2a -> res4b_branch2a (in-place)
  2796. I1211 12:13:11.539928 20 layer_factory.hpp:77] Creating layer scale4b_branch2a
  2797. I1211 12:13:11.539942 20 net.cpp:122] Setting up scale4b_branch2a
  2798. I1211 12:13:11.539947 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2799. I1211 12:13:11.539952 20 net.cpp:137] Memory required for data: 185049088
  2800. I1211 12:13:11.539958 20 layer_factory.hpp:77] Creating layer res4b_branch2a_relu
  2801. I1211 12:13:11.539961 20 net.cpp:84] Creating Layer res4b_branch2a_relu
  2802. I1211 12:13:11.539964 20 net.cpp:406] res4b_branch2a_relu <- res4b_branch2a
  2803. I1211 12:13:11.539968 20 net.cpp:367] res4b_branch2a_relu -> res4b_branch2a (in-place)
  2804. I1211 12:13:11.539974 20 net.cpp:122] Setting up res4b_branch2a_relu
  2805. I1211 12:13:11.539979 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2806. I1211 12:13:11.539983 20 net.cpp:137] Memory required for data: 185249792
  2807. I1211 12:13:11.539986 20 layer_factory.hpp:77] Creating layer res4b_branch2b
  2808. I1211 12:13:11.539994 20 net.cpp:84] Creating Layer res4b_branch2b
  2809. I1211 12:13:11.539997 20 net.cpp:406] res4b_branch2b <- res4b_branch2a
  2810. I1211 12:13:11.540005 20 net.cpp:380] res4b_branch2b -> res4b_branch2b
  2811. I1211 12:13:11.540868 20 net.cpp:122] Setting up res4b_branch2b
  2812. I1211 12:13:11.540880 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2813. I1211 12:13:11.540885 20 net.cpp:137] Memory required for data: 185450496
  2814. I1211 12:13:11.540892 20 layer_factory.hpp:77] Creating layer bn4b_branch2b
  2815. I1211 12:13:11.540904 20 net.cpp:84] Creating Layer bn4b_branch2b
  2816. I1211 12:13:11.540910 20 net.cpp:406] bn4b_branch2b <- res4b_branch2b
  2817. I1211 12:13:11.540916 20 net.cpp:367] bn4b_branch2b -> res4b_branch2b (in-place)
  2818. I1211 12:13:11.540933 20 net.cpp:122] Setting up bn4b_branch2b
  2819. I1211 12:13:11.540940 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2820. I1211 12:13:11.540944 20 net.cpp:137] Memory required for data: 185651200
  2821. I1211 12:13:11.540952 20 layer_factory.hpp:77] Creating layer scale4b_branch2b
  2822. I1211 12:13:11.540962 20 net.cpp:84] Creating Layer scale4b_branch2b
  2823. I1211 12:13:11.540967 20 net.cpp:406] scale4b_branch2b <- res4b_branch2b
  2824. I1211 12:13:11.540974 20 net.cpp:367] scale4b_branch2b -> res4b_branch2b (in-place)
  2825. I1211 12:13:11.540985 20 layer_factory.hpp:77] Creating layer scale4b_branch2b
  2826. I1211 12:13:11.541021 20 net.cpp:122] Setting up scale4b_branch2b
  2827. I1211 12:13:11.541028 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2828. I1211 12:13:11.541033 20 net.cpp:137] Memory required for data: 185851904
  2829. I1211 12:13:11.541043 20 layer_factory.hpp:77] Creating layer res4b_branch2b_relu
  2830. I1211 12:13:11.541050 20 net.cpp:84] Creating Layer res4b_branch2b_relu
  2831. I1211 12:13:11.541055 20 net.cpp:406] res4b_branch2b_relu <- res4b_branch2b
  2832. I1211 12:13:11.541064 20 net.cpp:367] res4b_branch2b_relu -> res4b_branch2b (in-place)
  2833. I1211 12:13:11.541071 20 net.cpp:122] Setting up res4b_branch2b_relu
  2834. I1211 12:13:11.541077 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2835. I1211 12:13:11.541085 20 net.cpp:137] Memory required for data: 186052608
  2836. I1211 12:13:11.541088 20 layer_factory.hpp:77] Creating layer res4b_branch2c
  2837. I1211 12:13:11.541097 20 net.cpp:84] Creating Layer res4b_branch2c
  2838. I1211 12:13:11.541102 20 net.cpp:406] res4b_branch2c <- res4b_branch2b
  2839. I1211 12:13:11.541112 20 net.cpp:380] res4b_branch2c -> res4b_branch2c
  2840. I1211 12:13:11.541491 20 net.cpp:122] Setting up res4b_branch2c
  2841. I1211 12:13:11.541501 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2842. I1211 12:13:11.541504 20 net.cpp:137] Memory required for data: 186855424
  2843. I1211 12:13:11.541510 20 layer_factory.hpp:77] Creating layer bn4b_branch2c
  2844. I1211 12:13:11.541517 20 net.cpp:84] Creating Layer bn4b_branch2c
  2845. I1211 12:13:11.541520 20 net.cpp:406] bn4b_branch2c <- res4b_branch2c
  2846. I1211 12:13:11.541528 20 net.cpp:367] bn4b_branch2c -> res4b_branch2c (in-place)
  2847. I1211 12:13:11.541544 20 net.cpp:122] Setting up bn4b_branch2c
  2848. I1211 12:13:11.541550 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2849. I1211 12:13:11.541554 20 net.cpp:137] Memory required for data: 187658240
  2850. I1211 12:13:11.541561 20 layer_factory.hpp:77] Creating layer scale4b_branch2c
  2851. I1211 12:13:11.541568 20 net.cpp:84] Creating Layer scale4b_branch2c
  2852. I1211 12:13:11.541571 20 net.cpp:406] scale4b_branch2c <- res4b_branch2c
  2853. I1211 12:13:11.541576 20 net.cpp:367] scale4b_branch2c -> res4b_branch2c (in-place)
  2854. I1211 12:13:11.541589 20 layer_factory.hpp:77] Creating layer scale4b_branch2c
  2855. I1211 12:13:11.541600 20 net.cpp:122] Setting up scale4b_branch2c
  2856. I1211 12:13:11.541606 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2857. I1211 12:13:11.541610 20 net.cpp:137] Memory required for data: 188461056
  2858. I1211 12:13:11.541616 20 layer_factory.hpp:77] Creating layer res4b
  2859. I1211 12:13:11.541625 20 net.cpp:84] Creating Layer res4b
  2860. I1211 12:13:11.541628 20 net.cpp:406] res4b <- res4a_res4a_relu_0_split_1
  2861. I1211 12:13:11.541633 20 net.cpp:406] res4b <- res4b_branch2c
  2862. I1211 12:13:11.541640 20 net.cpp:380] res4b -> res4b
  2863. I1211 12:13:11.541648 20 net.cpp:122] Setting up res4b
  2864. I1211 12:13:11.541653 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2865. I1211 12:13:11.541657 20 net.cpp:137] Memory required for data: 189263872
  2866. I1211 12:13:11.541661 20 layer_factory.hpp:77] Creating layer res4b_relu
  2867. I1211 12:13:11.541667 20 net.cpp:84] Creating Layer res4b_relu
  2868. I1211 12:13:11.541671 20 net.cpp:406] res4b_relu <- res4b
  2869. I1211 12:13:11.541676 20 net.cpp:367] res4b_relu -> res4b (in-place)
  2870. I1211 12:13:11.541682 20 net.cpp:122] Setting up res4b_relu
  2871. I1211 12:13:11.541688 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2872. I1211 12:13:11.541692 20 net.cpp:137] Memory required for data: 190066688
  2873. I1211 12:13:11.541697 20 layer_factory.hpp:77] Creating layer res4b_res4b_relu_0_split
  2874. I1211 12:13:11.541702 20 net.cpp:84] Creating Layer res4b_res4b_relu_0_split
  2875. I1211 12:13:11.541707 20 net.cpp:406] res4b_res4b_relu_0_split <- res4b
  2876. I1211 12:13:11.541714 20 net.cpp:380] res4b_res4b_relu_0_split -> res4b_res4b_relu_0_split_0
  2877. I1211 12:13:11.541721 20 net.cpp:380] res4b_res4b_relu_0_split -> res4b_res4b_relu_0_split_1
  2878. I1211 12:13:11.541728 20 net.cpp:122] Setting up res4b_res4b_relu_0_split
  2879. I1211 12:13:11.541733 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2880. I1211 12:13:11.541738 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2881. I1211 12:13:11.541743 20 net.cpp:137] Memory required for data: 191672320
  2882. I1211 12:13:11.541746 20 layer_factory.hpp:77] Creating layer res4c_branch2a
  2883. I1211 12:13:11.541755 20 net.cpp:84] Creating Layer res4c_branch2a
  2884. I1211 12:13:11.541759 20 net.cpp:406] res4c_branch2a <- res4b_res4b_relu_0_split_0
  2885. I1211 12:13:11.541767 20 net.cpp:380] res4c_branch2a -> res4c_branch2a
  2886. I1211 12:13:11.542163 20 net.cpp:122] Setting up res4c_branch2a
  2887. I1211 12:13:11.542171 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2888. I1211 12:13:11.542172 20 net.cpp:137] Memory required for data: 191873024
  2889. I1211 12:13:11.542176 20 layer_factory.hpp:77] Creating layer bn4c_branch2a
  2890. I1211 12:13:11.542181 20 net.cpp:84] Creating Layer bn4c_branch2a
  2891. I1211 12:13:11.542183 20 net.cpp:406] bn4c_branch2a <- res4c_branch2a
  2892. I1211 12:13:11.542187 20 net.cpp:367] bn4c_branch2a -> res4c_branch2a (in-place)
  2893. I1211 12:13:11.542197 20 net.cpp:122] Setting up bn4c_branch2a
  2894. I1211 12:13:11.542201 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2895. I1211 12:13:11.542202 20 net.cpp:137] Memory required for data: 192073728
  2896. I1211 12:13:11.542207 20 layer_factory.hpp:77] Creating layer scale4c_branch2a
  2897. I1211 12:13:11.542210 20 net.cpp:84] Creating Layer scale4c_branch2a
  2898. I1211 12:13:11.542212 20 net.cpp:406] scale4c_branch2a <- res4c_branch2a
  2899. I1211 12:13:11.542217 20 net.cpp:367] scale4c_branch2a -> res4c_branch2a (in-place)
  2900. I1211 12:13:11.542224 20 layer_factory.hpp:77] Creating layer scale4c_branch2a
  2901. I1211 12:13:11.542234 20 net.cpp:122] Setting up scale4c_branch2a
  2902. I1211 12:13:11.542239 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2903. I1211 12:13:11.542243 20 net.cpp:137] Memory required for data: 192274432
  2904. I1211 12:13:11.542248 20 layer_factory.hpp:77] Creating layer res4c_branch2a_relu
  2905. I1211 12:13:11.542253 20 net.cpp:84] Creating Layer res4c_branch2a_relu
  2906. I1211 12:13:11.542256 20 net.cpp:406] res4c_branch2a_relu <- res4c_branch2a
  2907. I1211 12:13:11.542260 20 net.cpp:367] res4c_branch2a_relu -> res4c_branch2a (in-place)
  2908. I1211 12:13:11.542264 20 net.cpp:122] Setting up res4c_branch2a_relu
  2909. I1211 12:13:11.542268 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2910. I1211 12:13:11.542271 20 net.cpp:137] Memory required for data: 192475136
  2911. I1211 12:13:11.542273 20 layer_factory.hpp:77] Creating layer res4c_branch2b
  2912. I1211 12:13:11.542279 20 net.cpp:84] Creating Layer res4c_branch2b
  2913. I1211 12:13:11.542280 20 net.cpp:406] res4c_branch2b <- res4c_branch2a
  2914. I1211 12:13:11.542285 20 net.cpp:380] res4c_branch2b -> res4c_branch2b
  2915. I1211 12:13:11.543049 20 net.cpp:122] Setting up res4c_branch2b
  2916. I1211 12:13:11.543066 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2917. I1211 12:13:11.543069 20 net.cpp:137] Memory required for data: 192675840
  2918. I1211 12:13:11.543076 20 layer_factory.hpp:77] Creating layer bn4c_branch2b
  2919. I1211 12:13:11.543087 20 net.cpp:84] Creating Layer bn4c_branch2b
  2920. I1211 12:13:11.543092 20 net.cpp:406] bn4c_branch2b <- res4c_branch2b
  2921. I1211 12:13:11.543102 20 net.cpp:367] bn4c_branch2b -> res4c_branch2b (in-place)
  2922. I1211 12:13:11.543118 20 net.cpp:122] Setting up bn4c_branch2b
  2923. I1211 12:13:11.543123 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2924. I1211 12:13:11.543125 20 net.cpp:137] Memory required for data: 192876544
  2925. I1211 12:13:11.543130 20 layer_factory.hpp:77] Creating layer scale4c_branch2b
  2926. I1211 12:13:11.543135 20 net.cpp:84] Creating Layer scale4c_branch2b
  2927. I1211 12:13:11.543138 20 net.cpp:406] scale4c_branch2b <- res4c_branch2b
  2928. I1211 12:13:11.543144 20 net.cpp:367] scale4c_branch2b -> res4c_branch2b (in-place)
  2929. I1211 12:13:11.543154 20 layer_factory.hpp:77] Creating layer scale4c_branch2b
  2930. I1211 12:13:11.543167 20 net.cpp:122] Setting up scale4c_branch2b
  2931. I1211 12:13:11.543171 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2932. I1211 12:13:11.543174 20 net.cpp:137] Memory required for data: 193077248
  2933. I1211 12:13:11.543177 20 layer_factory.hpp:77] Creating layer res4c_branch2b_relu
  2934. I1211 12:13:11.543182 20 net.cpp:84] Creating Layer res4c_branch2b_relu
  2935. I1211 12:13:11.543185 20 net.cpp:406] res4c_branch2b_relu <- res4c_branch2b
  2936. I1211 12:13:11.543190 20 net.cpp:367] res4c_branch2b_relu -> res4c_branch2b (in-place)
  2937. I1211 12:13:11.543193 20 net.cpp:122] Setting up res4c_branch2b_relu
  2938. I1211 12:13:11.543197 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2939. I1211 12:13:11.543200 20 net.cpp:137] Memory required for data: 193277952
  2940. I1211 12:13:11.543203 20 layer_factory.hpp:77] Creating layer res4c_branch2c
  2941. I1211 12:13:11.543210 20 net.cpp:84] Creating Layer res4c_branch2c
  2942. I1211 12:13:11.543212 20 net.cpp:406] res4c_branch2c <- res4c_branch2b
  2943. I1211 12:13:11.543216 20 net.cpp:380] res4c_branch2c -> res4c_branch2c
  2944. I1211 12:13:11.543547 20 net.cpp:122] Setting up res4c_branch2c
  2945. I1211 12:13:11.543555 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2946. I1211 12:13:11.543560 20 net.cpp:137] Memory required for data: 194080768
  2947. I1211 12:13:11.543565 20 layer_factory.hpp:77] Creating layer bn4c_branch2c
  2948. I1211 12:13:11.543570 20 net.cpp:84] Creating Layer bn4c_branch2c
  2949. I1211 12:13:11.543573 20 net.cpp:406] bn4c_branch2c <- res4c_branch2c
  2950. I1211 12:13:11.543579 20 net.cpp:367] bn4c_branch2c -> res4c_branch2c (in-place)
  2951. I1211 12:13:11.543592 20 net.cpp:122] Setting up bn4c_branch2c
  2952. I1211 12:13:11.543597 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2953. I1211 12:13:11.543601 20 net.cpp:137] Memory required for data: 194883584
  2954. I1211 12:13:11.543607 20 layer_factory.hpp:77] Creating layer scale4c_branch2c
  2955. I1211 12:13:11.543613 20 net.cpp:84] Creating Layer scale4c_branch2c
  2956. I1211 12:13:11.543617 20 net.cpp:406] scale4c_branch2c <- res4c_branch2c
  2957. I1211 12:13:11.543622 20 net.cpp:367] scale4c_branch2c -> res4c_branch2c (in-place)
  2958. I1211 12:13:11.543632 20 layer_factory.hpp:77] Creating layer scale4c_branch2c
  2959. I1211 12:13:11.543643 20 net.cpp:122] Setting up scale4c_branch2c
  2960. I1211 12:13:11.543648 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2961. I1211 12:13:11.543653 20 net.cpp:137] Memory required for data: 195686400
  2962. I1211 12:13:11.543658 20 layer_factory.hpp:77] Creating layer res4c
  2963. I1211 12:13:11.543663 20 net.cpp:84] Creating Layer res4c
  2964. I1211 12:13:11.543666 20 net.cpp:406] res4c <- res4b_res4b_relu_0_split_1
  2965. I1211 12:13:11.543671 20 net.cpp:406] res4c <- res4c_branch2c
  2966. I1211 12:13:11.543676 20 net.cpp:380] res4c -> res4c
  2967. I1211 12:13:11.543684 20 net.cpp:122] Setting up res4c
  2968. I1211 12:13:11.543689 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2969. I1211 12:13:11.543691 20 net.cpp:137] Memory required for data: 196489216
  2970. I1211 12:13:11.543695 20 layer_factory.hpp:77] Creating layer res4c_relu
  2971. I1211 12:13:11.543702 20 net.cpp:84] Creating Layer res4c_relu
  2972. I1211 12:13:11.543705 20 net.cpp:406] res4c_relu <- res4c
  2973. I1211 12:13:11.543710 20 net.cpp:367] res4c_relu -> res4c (in-place)
  2974. I1211 12:13:11.543715 20 net.cpp:122] Setting up res4c_relu
  2975. I1211 12:13:11.543720 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2976. I1211 12:13:11.543723 20 net.cpp:137] Memory required for data: 197292032
  2977. I1211 12:13:11.543726 20 layer_factory.hpp:77] Creating layer res4c_res4c_relu_0_split
  2978. I1211 12:13:11.543733 20 net.cpp:84] Creating Layer res4c_res4c_relu_0_split
  2979. I1211 12:13:11.543737 20 net.cpp:406] res4c_res4c_relu_0_split <- res4c
  2980. I1211 12:13:11.543742 20 net.cpp:380] res4c_res4c_relu_0_split -> res4c_res4c_relu_0_split_0
  2981. I1211 12:13:11.543747 20 net.cpp:380] res4c_res4c_relu_0_split -> res4c_res4c_relu_0_split_1
  2982. I1211 12:13:11.543753 20 net.cpp:122] Setting up res4c_res4c_relu_0_split
  2983. I1211 12:13:11.543758 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2984. I1211 12:13:11.543762 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  2985. I1211 12:13:11.543766 20 net.cpp:137] Memory required for data: 198897664
  2986. I1211 12:13:11.543768 20 layer_factory.hpp:77] Creating layer res4d_branch2a
  2987. I1211 12:13:11.543776 20 net.cpp:84] Creating Layer res4d_branch2a
  2988. I1211 12:13:11.543779 20 net.cpp:406] res4d_branch2a <- res4c_res4c_relu_0_split_0
  2989. I1211 12:13:11.543786 20 net.cpp:380] res4d_branch2a -> res4d_branch2a
  2990. I1211 12:13:11.544098 20 net.cpp:122] Setting up res4d_branch2a
  2991. I1211 12:13:11.544103 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2992. I1211 12:13:11.544106 20 net.cpp:137] Memory required for data: 199098368
  2993. I1211 12:13:11.544109 20 layer_factory.hpp:77] Creating layer bn4d_branch2a
  2994. I1211 12:13:11.544114 20 net.cpp:84] Creating Layer bn4d_branch2a
  2995. I1211 12:13:11.544117 20 net.cpp:406] bn4d_branch2a <- res4d_branch2a
  2996. I1211 12:13:11.544121 20 net.cpp:367] bn4d_branch2a -> res4d_branch2a (in-place)
  2997. I1211 12:13:11.544133 20 net.cpp:122] Setting up bn4d_branch2a
  2998. I1211 12:13:11.544139 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  2999. I1211 12:13:11.544143 20 net.cpp:137] Memory required for data: 199299072
  3000. I1211 12:13:11.544152 20 layer_factory.hpp:77] Creating layer scale4d_branch2a
  3001. I1211 12:13:11.544155 20 net.cpp:84] Creating Layer scale4d_branch2a
  3002. I1211 12:13:11.544158 20 net.cpp:406] scale4d_branch2a <- res4d_branch2a
  3003. I1211 12:13:11.544162 20 net.cpp:367] scale4d_branch2a -> res4d_branch2a (in-place)
  3004. I1211 12:13:11.544169 20 layer_factory.hpp:77] Creating layer scale4d_branch2a
  3005. I1211 12:13:11.544180 20 net.cpp:122] Setting up scale4d_branch2a
  3006. I1211 12:13:11.544184 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3007. I1211 12:13:11.544188 20 net.cpp:137] Memory required for data: 199499776
  3008. I1211 12:13:11.544191 20 layer_factory.hpp:77] Creating layer res4d_branch2a_relu
  3009. I1211 12:13:11.544195 20 net.cpp:84] Creating Layer res4d_branch2a_relu
  3010. I1211 12:13:11.544198 20 net.cpp:406] res4d_branch2a_relu <- res4d_branch2a
  3011. I1211 12:13:11.544201 20 net.cpp:367] res4d_branch2a_relu -> res4d_branch2a (in-place)
  3012. I1211 12:13:11.544205 20 net.cpp:122] Setting up res4d_branch2a_relu
  3013. I1211 12:13:11.544209 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3014. I1211 12:13:11.544211 20 net.cpp:137] Memory required for data: 199700480
  3015. I1211 12:13:11.544214 20 layer_factory.hpp:77] Creating layer res4d_branch2b
  3016. I1211 12:13:11.544219 20 net.cpp:84] Creating Layer res4d_branch2b
  3017. I1211 12:13:11.544222 20 net.cpp:406] res4d_branch2b <- res4d_branch2a
  3018. I1211 12:13:11.544226 20 net.cpp:380] res4d_branch2b -> res4d_branch2b
  3019. I1211 12:13:11.544896 20 net.cpp:122] Setting up res4d_branch2b
  3020. I1211 12:13:11.544903 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3021. I1211 12:13:11.544906 20 net.cpp:137] Memory required for data: 199901184
  3022. I1211 12:13:11.544910 20 layer_factory.hpp:77] Creating layer bn4d_branch2b
  3023. I1211 12:13:11.544915 20 net.cpp:84] Creating Layer bn4d_branch2b
  3024. I1211 12:13:11.544919 20 net.cpp:406] bn4d_branch2b <- res4d_branch2b
  3025. I1211 12:13:11.544924 20 net.cpp:367] bn4d_branch2b -> res4d_branch2b (in-place)
  3026. I1211 12:13:11.544939 20 net.cpp:122] Setting up bn4d_branch2b
  3027. I1211 12:13:11.544945 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3028. I1211 12:13:11.544946 20 net.cpp:137] Memory required for data: 200101888
  3029. I1211 12:13:11.544951 20 layer_factory.hpp:77] Creating layer scale4d_branch2b
  3030. I1211 12:13:11.544955 20 net.cpp:84] Creating Layer scale4d_branch2b
  3031. I1211 12:13:11.544958 20 net.cpp:406] scale4d_branch2b <- res4d_branch2b
  3032. I1211 12:13:11.544962 20 net.cpp:367] scale4d_branch2b -> res4d_branch2b (in-place)
  3033. I1211 12:13:11.544968 20 layer_factory.hpp:77] Creating layer scale4d_branch2b
  3034. I1211 12:13:11.544977 20 net.cpp:122] Setting up scale4d_branch2b
  3035. I1211 12:13:11.544981 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3036. I1211 12:13:11.544983 20 net.cpp:137] Memory required for data: 200302592
  3037. I1211 12:13:11.544987 20 layer_factory.hpp:77] Creating layer res4d_branch2b_relu
  3038. I1211 12:13:11.544991 20 net.cpp:84] Creating Layer res4d_branch2b_relu
  3039. I1211 12:13:11.544994 20 net.cpp:406] res4d_branch2b_relu <- res4d_branch2b
  3040. I1211 12:13:11.544997 20 net.cpp:367] res4d_branch2b_relu -> res4d_branch2b (in-place)
  3041. I1211 12:13:11.545001 20 net.cpp:122] Setting up res4d_branch2b_relu
  3042. I1211 12:13:11.545004 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3043. I1211 12:13:11.545007 20 net.cpp:137] Memory required for data: 200503296
  3044. I1211 12:13:11.545009 20 layer_factory.hpp:77] Creating layer res4d_branch2c
  3045. I1211 12:13:11.545015 20 net.cpp:84] Creating Layer res4d_branch2c
  3046. I1211 12:13:11.545018 20 net.cpp:406] res4d_branch2c <- res4d_branch2b
  3047. I1211 12:13:11.545022 20 net.cpp:380] res4d_branch2c -> res4d_branch2c
  3048. I1211 12:13:11.545342 20 net.cpp:122] Setting up res4d_branch2c
  3049. I1211 12:13:11.545348 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3050. I1211 12:13:11.545351 20 net.cpp:137] Memory required for data: 201306112
  3051. I1211 12:13:11.545356 20 layer_factory.hpp:77] Creating layer bn4d_branch2c
  3052. I1211 12:13:11.545361 20 net.cpp:84] Creating Layer bn4d_branch2c
  3053. I1211 12:13:11.545364 20 net.cpp:406] bn4d_branch2c <- res4d_branch2c
  3054. I1211 12:13:11.545372 20 net.cpp:367] bn4d_branch2c -> res4d_branch2c (in-place)
  3055. I1211 12:13:11.545383 20 net.cpp:122] Setting up bn4d_branch2c
  3056. I1211 12:13:11.545387 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3057. I1211 12:13:11.545390 20 net.cpp:137] Memory required for data: 202108928
  3058. I1211 12:13:11.545395 20 layer_factory.hpp:77] Creating layer scale4d_branch2c
  3059. I1211 12:13:11.545398 20 net.cpp:84] Creating Layer scale4d_branch2c
  3060. I1211 12:13:11.545401 20 net.cpp:406] scale4d_branch2c <- res4d_branch2c
  3061. I1211 12:13:11.545406 20 net.cpp:367] scale4d_branch2c -> res4d_branch2c (in-place)
  3062. I1211 12:13:11.545414 20 layer_factory.hpp:77] Creating layer scale4d_branch2c
  3063. I1211 12:13:11.545423 20 net.cpp:122] Setting up scale4d_branch2c
  3064. I1211 12:13:11.545428 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3065. I1211 12:13:11.545430 20 net.cpp:137] Memory required for data: 202911744
  3066. I1211 12:13:11.545436 20 layer_factory.hpp:77] Creating layer res4d
  3067. I1211 12:13:11.545442 20 net.cpp:84] Creating Layer res4d
  3068. I1211 12:13:11.545446 20 net.cpp:406] res4d <- res4c_res4c_relu_0_split_1
  3069. I1211 12:13:11.545451 20 net.cpp:406] res4d <- res4d_branch2c
  3070. I1211 12:13:11.545456 20 net.cpp:380] res4d -> res4d
  3071. I1211 12:13:11.545464 20 net.cpp:122] Setting up res4d
  3072. I1211 12:13:11.545469 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3073. I1211 12:13:11.545473 20 net.cpp:137] Memory required for data: 203714560
  3074. I1211 12:13:11.545477 20 layer_factory.hpp:77] Creating layer res4d_relu
  3075. I1211 12:13:11.545482 20 net.cpp:84] Creating Layer res4d_relu
  3076. I1211 12:13:11.545486 20 net.cpp:406] res4d_relu <- res4d
  3077. I1211 12:13:11.545493 20 net.cpp:367] res4d_relu -> res4d (in-place)
  3078. I1211 12:13:11.545498 20 net.cpp:122] Setting up res4d_relu
  3079. I1211 12:13:11.545503 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3080. I1211 12:13:11.545506 20 net.cpp:137] Memory required for data: 204517376
  3081. I1211 12:13:11.545511 20 layer_factory.hpp:77] Creating layer res4d_res4d_relu_0_split
  3082. I1211 12:13:11.545516 20 net.cpp:84] Creating Layer res4d_res4d_relu_0_split
  3083. I1211 12:13:11.545521 20 net.cpp:406] res4d_res4d_relu_0_split <- res4d
  3084. I1211 12:13:11.545526 20 net.cpp:380] res4d_res4d_relu_0_split -> res4d_res4d_relu_0_split_0
  3085. I1211 12:13:11.545531 20 net.cpp:380] res4d_res4d_relu_0_split -> res4d_res4d_relu_0_split_1
  3086. I1211 12:13:11.545536 20 net.cpp:122] Setting up res4d_res4d_relu_0_split
  3087. I1211 12:13:11.545538 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3088. I1211 12:13:11.545541 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3089. I1211 12:13:11.545542 20 net.cpp:137] Memory required for data: 206123008
  3090. I1211 12:13:11.545544 20 layer_factory.hpp:77] Creating layer res4e_branch2a
  3091. I1211 12:13:11.545550 20 net.cpp:84] Creating Layer res4e_branch2a
  3092. I1211 12:13:11.545552 20 net.cpp:406] res4e_branch2a <- res4d_res4d_relu_0_split_0
  3093. I1211 12:13:11.545555 20 net.cpp:380] res4e_branch2a -> res4e_branch2a
  3094. I1211 12:13:11.545864 20 net.cpp:122] Setting up res4e_branch2a
  3095. I1211 12:13:11.545871 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3096. I1211 12:13:11.545874 20 net.cpp:137] Memory required for data: 206323712
  3097. I1211 12:13:11.545881 20 layer_factory.hpp:77] Creating layer bn4e_branch2a
  3098. I1211 12:13:11.545903 20 net.cpp:84] Creating Layer bn4e_branch2a
  3099. I1211 12:13:11.545907 20 net.cpp:406] bn4e_branch2a <- res4e_branch2a
  3100. I1211 12:13:11.545913 20 net.cpp:367] bn4e_branch2a -> res4e_branch2a (in-place)
  3101. I1211 12:13:11.545928 20 net.cpp:122] Setting up bn4e_branch2a
  3102. I1211 12:13:11.545934 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3103. I1211 12:13:11.545938 20 net.cpp:137] Memory required for data: 206524416
  3104. I1211 12:13:11.545946 20 layer_factory.hpp:77] Creating layer scale4e_branch2a
  3105. I1211 12:13:11.545953 20 net.cpp:84] Creating Layer scale4e_branch2a
  3106. I1211 12:13:11.545956 20 net.cpp:406] scale4e_branch2a <- res4e_branch2a
  3107. I1211 12:13:11.545961 20 net.cpp:367] scale4e_branch2a -> res4e_branch2a (in-place)
  3108. I1211 12:13:11.545969 20 layer_factory.hpp:77] Creating layer scale4e_branch2a
  3109. I1211 12:13:11.545982 20 net.cpp:122] Setting up scale4e_branch2a
  3110. I1211 12:13:11.545987 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3111. I1211 12:13:11.545991 20 net.cpp:137] Memory required for data: 206725120
  3112. I1211 12:13:11.545997 20 layer_factory.hpp:77] Creating layer res4e_branch2a_relu
  3113. I1211 12:13:11.546002 20 net.cpp:84] Creating Layer res4e_branch2a_relu
  3114. I1211 12:13:11.546006 20 net.cpp:406] res4e_branch2a_relu <- res4e_branch2a
  3115. I1211 12:13:11.546011 20 net.cpp:367] res4e_branch2a_relu -> res4e_branch2a (in-place)
  3116. I1211 12:13:11.546016 20 net.cpp:122] Setting up res4e_branch2a_relu
  3117. I1211 12:13:11.546022 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3118. I1211 12:13:11.546025 20 net.cpp:137] Memory required for data: 206925824
  3119. I1211 12:13:11.546030 20 layer_factory.hpp:77] Creating layer res4e_branch2b
  3120. I1211 12:13:11.546036 20 net.cpp:84] Creating Layer res4e_branch2b
  3121. I1211 12:13:11.546041 20 net.cpp:406] res4e_branch2b <- res4e_branch2a
  3122. I1211 12:13:11.546047 20 net.cpp:380] res4e_branch2b -> res4e_branch2b
  3123. I1211 12:13:11.546716 20 net.cpp:122] Setting up res4e_branch2b
  3124. I1211 12:13:11.546725 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3125. I1211 12:13:11.546728 20 net.cpp:137] Memory required for data: 207126528
  3126. I1211 12:13:11.546733 20 layer_factory.hpp:77] Creating layer bn4e_branch2b
  3127. I1211 12:13:11.546739 20 net.cpp:84] Creating Layer bn4e_branch2b
  3128. I1211 12:13:11.546743 20 net.cpp:406] bn4e_branch2b <- res4e_branch2b
  3129. I1211 12:13:11.546748 20 net.cpp:367] bn4e_branch2b -> res4e_branch2b (in-place)
  3130. I1211 12:13:11.546759 20 net.cpp:122] Setting up bn4e_branch2b
  3131. I1211 12:13:11.546763 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3132. I1211 12:13:11.546766 20 net.cpp:137] Memory required for data: 207327232
  3133. I1211 12:13:11.546772 20 layer_factory.hpp:77] Creating layer scale4e_branch2b
  3134. I1211 12:13:11.546778 20 net.cpp:84] Creating Layer scale4e_branch2b
  3135. I1211 12:13:11.546782 20 net.cpp:406] scale4e_branch2b <- res4e_branch2b
  3136. I1211 12:13:11.546787 20 net.cpp:367] scale4e_branch2b -> res4e_branch2b (in-place)
  3137. I1211 12:13:11.546794 20 layer_factory.hpp:77] Creating layer scale4e_branch2b
  3138. I1211 12:13:11.546805 20 net.cpp:122] Setting up scale4e_branch2b
  3139. I1211 12:13:11.546810 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3140. I1211 12:13:11.546813 20 net.cpp:137] Memory required for data: 207527936
  3141. I1211 12:13:11.546819 20 layer_factory.hpp:77] Creating layer res4e_branch2b_relu
  3142. I1211 12:13:11.546823 20 net.cpp:84] Creating Layer res4e_branch2b_relu
  3143. I1211 12:13:11.546828 20 net.cpp:406] res4e_branch2b_relu <- res4e_branch2b
  3144. I1211 12:13:11.546833 20 net.cpp:367] res4e_branch2b_relu -> res4e_branch2b (in-place)
  3145. I1211 12:13:11.546838 20 net.cpp:122] Setting up res4e_branch2b_relu
  3146. I1211 12:13:11.546842 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3147. I1211 12:13:11.546846 20 net.cpp:137] Memory required for data: 207728640
  3148. I1211 12:13:11.546849 20 layer_factory.hpp:77] Creating layer res4e_branch2c
  3149. I1211 12:13:11.546855 20 net.cpp:84] Creating Layer res4e_branch2c
  3150. I1211 12:13:11.546859 20 net.cpp:406] res4e_branch2c <- res4e_branch2b
  3151. I1211 12:13:11.546865 20 net.cpp:380] res4e_branch2c -> res4e_branch2c
  3152. I1211 12:13:11.547173 20 net.cpp:122] Setting up res4e_branch2c
  3153. I1211 12:13:11.547179 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3154. I1211 12:13:11.547181 20 net.cpp:137] Memory required for data: 208531456
  3155. I1211 12:13:11.547185 20 layer_factory.hpp:77] Creating layer bn4e_branch2c
  3156. I1211 12:13:11.547189 20 net.cpp:84] Creating Layer bn4e_branch2c
  3157. I1211 12:13:11.547192 20 net.cpp:406] bn4e_branch2c <- res4e_branch2c
  3158. I1211 12:13:11.547199 20 net.cpp:367] bn4e_branch2c -> res4e_branch2c (in-place)
  3159. I1211 12:13:11.547212 20 net.cpp:122] Setting up bn4e_branch2c
  3160. I1211 12:13:11.547217 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3161. I1211 12:13:11.547220 20 net.cpp:137] Memory required for data: 209334272
  3162. I1211 12:13:11.547225 20 layer_factory.hpp:77] Creating layer scale4e_branch2c
  3163. I1211 12:13:11.547230 20 net.cpp:84] Creating Layer scale4e_branch2c
  3164. I1211 12:13:11.547232 20 net.cpp:406] scale4e_branch2c <- res4e_branch2c
  3165. I1211 12:13:11.547235 20 net.cpp:367] scale4e_branch2c -> res4e_branch2c (in-place)
  3166. I1211 12:13:11.547242 20 layer_factory.hpp:77] Creating layer scale4e_branch2c
  3167. I1211 12:13:11.547252 20 net.cpp:122] Setting up scale4e_branch2c
  3168. I1211 12:13:11.547256 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3169. I1211 12:13:11.547260 20 net.cpp:137] Memory required for data: 210137088
  3170. I1211 12:13:11.547263 20 layer_factory.hpp:77] Creating layer res4e
  3171. I1211 12:13:11.547268 20 net.cpp:84] Creating Layer res4e
  3172. I1211 12:13:11.547271 20 net.cpp:406] res4e <- res4d_res4d_relu_0_split_1
  3173. I1211 12:13:11.547274 20 net.cpp:406] res4e <- res4e_branch2c
  3174. I1211 12:13:11.547278 20 net.cpp:380] res4e -> res4e
  3175. I1211 12:13:11.547283 20 net.cpp:122] Setting up res4e
  3176. I1211 12:13:11.547286 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3177. I1211 12:13:11.547289 20 net.cpp:137] Memory required for data: 210939904
  3178. I1211 12:13:11.547292 20 layer_factory.hpp:77] Creating layer res4e_relu
  3179. I1211 12:13:11.547297 20 net.cpp:84] Creating Layer res4e_relu
  3180. I1211 12:13:11.547298 20 net.cpp:406] res4e_relu <- res4e
  3181. I1211 12:13:11.547302 20 net.cpp:367] res4e_relu -> res4e (in-place)
  3182. I1211 12:13:11.547307 20 net.cpp:122] Setting up res4e_relu
  3183. I1211 12:13:11.547309 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3184. I1211 12:13:11.547312 20 net.cpp:137] Memory required for data: 211742720
  3185. I1211 12:13:11.547315 20 layer_factory.hpp:77] Creating layer res4e_res4e_relu_0_split
  3186. I1211 12:13:11.547319 20 net.cpp:84] Creating Layer res4e_res4e_relu_0_split
  3187. I1211 12:13:11.547322 20 net.cpp:406] res4e_res4e_relu_0_split <- res4e
  3188. I1211 12:13:11.547327 20 net.cpp:380] res4e_res4e_relu_0_split -> res4e_res4e_relu_0_split_0
  3189. I1211 12:13:11.547332 20 net.cpp:380] res4e_res4e_relu_0_split -> res4e_res4e_relu_0_split_1
  3190. I1211 12:13:11.547336 20 net.cpp:122] Setting up res4e_res4e_relu_0_split
  3191. I1211 12:13:11.547339 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3192. I1211 12:13:11.547343 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3193. I1211 12:13:11.547345 20 net.cpp:137] Memory required for data: 213348352
  3194. I1211 12:13:11.547348 20 layer_factory.hpp:77] Creating layer res4f_branch2a
  3195. I1211 12:13:11.547353 20 net.cpp:84] Creating Layer res4f_branch2a
  3196. I1211 12:13:11.547356 20 net.cpp:406] res4f_branch2a <- res4e_res4e_relu_0_split_0
  3197. I1211 12:13:11.547361 20 net.cpp:380] res4f_branch2a -> res4f_branch2a
  3198. I1211 12:13:11.605774 20 net.cpp:122] Setting up res4f_branch2a
  3199. I1211 12:13:11.605800 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3200. I1211 12:13:11.605805 20 net.cpp:137] Memory required for data: 213549056
  3201. I1211 12:13:11.605813 20 layer_factory.hpp:77] Creating layer bn4f_branch2a
  3202. I1211 12:13:11.605823 20 net.cpp:84] Creating Layer bn4f_branch2a
  3203. I1211 12:13:11.605829 20 net.cpp:406] bn4f_branch2a <- res4f_branch2a
  3204. I1211 12:13:11.605837 20 net.cpp:367] bn4f_branch2a -> res4f_branch2a (in-place)
  3205. I1211 12:13:11.605852 20 net.cpp:122] Setting up bn4f_branch2a
  3206. I1211 12:13:11.605857 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3207. I1211 12:13:11.605860 20 net.cpp:137] Memory required for data: 213749760
  3208. I1211 12:13:11.605867 20 layer_factory.hpp:77] Creating layer scale4f_branch2a
  3209. I1211 12:13:11.605875 20 net.cpp:84] Creating Layer scale4f_branch2a
  3210. I1211 12:13:11.605877 20 net.cpp:406] scale4f_branch2a <- res4f_branch2a
  3211. I1211 12:13:11.605885 20 net.cpp:367] scale4f_branch2a -> res4f_branch2a (in-place)
  3212. I1211 12:13:11.605906 20 layer_factory.hpp:77] Creating layer scale4f_branch2a
  3213. I1211 12:13:11.605921 20 net.cpp:122] Setting up scale4f_branch2a
  3214. I1211 12:13:11.605926 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3215. I1211 12:13:11.605931 20 net.cpp:137] Memory required for data: 213950464
  3216. I1211 12:13:11.605938 20 layer_factory.hpp:77] Creating layer res4f_branch2a_relu
  3217. I1211 12:13:11.605952 20 net.cpp:84] Creating Layer res4f_branch2a_relu
  3218. I1211 12:13:11.605955 20 net.cpp:406] res4f_branch2a_relu <- res4f_branch2a
  3219. I1211 12:13:11.605959 20 net.cpp:367] res4f_branch2a_relu -> res4f_branch2a (in-place)
  3220. I1211 12:13:11.605965 20 net.cpp:122] Setting up res4f_branch2a_relu
  3221. I1211 12:13:11.605970 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3222. I1211 12:13:11.605974 20 net.cpp:137] Memory required for data: 214151168
  3223. I1211 12:13:11.605978 20 layer_factory.hpp:77] Creating layer res4f_branch2b
  3224. I1211 12:13:11.605986 20 net.cpp:84] Creating Layer res4f_branch2b
  3225. I1211 12:13:11.605989 20 net.cpp:406] res4f_branch2b <- res4f_branch2a
  3226. I1211 12:13:11.605995 20 net.cpp:380] res4f_branch2b -> res4f_branch2b
  3227. I1211 12:13:11.606714 20 net.cpp:122] Setting up res4f_branch2b
  3228. I1211 12:13:11.606721 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3229. I1211 12:13:11.606724 20 net.cpp:137] Memory required for data: 214351872
  3230. I1211 12:13:11.606730 20 layer_factory.hpp:77] Creating layer bn4f_branch2b
  3231. I1211 12:13:11.606737 20 net.cpp:84] Creating Layer bn4f_branch2b
  3232. I1211 12:13:11.606742 20 net.cpp:406] bn4f_branch2b <- res4f_branch2b
  3233. I1211 12:13:11.606751 20 net.cpp:367] bn4f_branch2b -> res4f_branch2b (in-place)
  3234. I1211 12:13:11.606765 20 net.cpp:122] Setting up bn4f_branch2b
  3235. I1211 12:13:11.606770 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3236. I1211 12:13:11.606773 20 net.cpp:137] Memory required for data: 214552576
  3237. I1211 12:13:11.606781 20 layer_factory.hpp:77] Creating layer scale4f_branch2b
  3238. I1211 12:13:11.606786 20 net.cpp:84] Creating Layer scale4f_branch2b
  3239. I1211 12:13:11.606791 20 net.cpp:406] scale4f_branch2b <- res4f_branch2b
  3240. I1211 12:13:11.606798 20 net.cpp:367] scale4f_branch2b -> res4f_branch2b (in-place)
  3241. I1211 12:13:11.606807 20 layer_factory.hpp:77] Creating layer scale4f_branch2b
  3242. I1211 12:13:11.606820 20 net.cpp:122] Setting up scale4f_branch2b
  3243. I1211 12:13:11.606824 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3244. I1211 12:13:11.606828 20 net.cpp:137] Memory required for data: 214753280
  3245. I1211 12:13:11.606834 20 layer_factory.hpp:77] Creating layer res4f_branch2b_relu
  3246. I1211 12:13:11.606842 20 net.cpp:84] Creating Layer res4f_branch2b_relu
  3247. I1211 12:13:11.606847 20 net.cpp:406] res4f_branch2b_relu <- res4f_branch2b
  3248. I1211 12:13:11.606851 20 net.cpp:367] res4f_branch2b_relu -> res4f_branch2b (in-place)
  3249. I1211 12:13:11.606858 20 net.cpp:122] Setting up res4f_branch2b_relu
  3250. I1211 12:13:11.606863 20 net.cpp:129] Top shape: 1 256 14 14 (50176)
  3251. I1211 12:13:11.606866 20 net.cpp:137] Memory required for data: 214953984
  3252. I1211 12:13:11.606870 20 layer_factory.hpp:77] Creating layer res4f_branch2c
  3253. I1211 12:13:11.606878 20 net.cpp:84] Creating Layer res4f_branch2c
  3254. I1211 12:13:11.606883 20 net.cpp:406] res4f_branch2c <- res4f_branch2b
  3255. I1211 12:13:11.606887 20 net.cpp:380] res4f_branch2c -> res4f_branch2c
  3256. I1211 12:13:11.607218 20 net.cpp:122] Setting up res4f_branch2c
  3257. I1211 12:13:11.607225 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3258. I1211 12:13:11.607228 20 net.cpp:137] Memory required for data: 215756800
  3259. I1211 12:13:11.607234 20 layer_factory.hpp:77] Creating layer bn4f_branch2c
  3260. I1211 12:13:11.607240 20 net.cpp:84] Creating Layer bn4f_branch2c
  3261. I1211 12:13:11.607244 20 net.cpp:406] bn4f_branch2c <- res4f_branch2c
  3262. I1211 12:13:11.607250 20 net.cpp:367] bn4f_branch2c -> res4f_branch2c (in-place)
  3263. I1211 12:13:11.607267 20 net.cpp:122] Setting up bn4f_branch2c
  3264. I1211 12:13:11.607273 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3265. I1211 12:13:11.607277 20 net.cpp:137] Memory required for data: 216559616
  3266. I1211 12:13:11.607311 20 layer_factory.hpp:77] Creating layer scale4f_branch2c
  3267. I1211 12:13:11.607316 20 net.cpp:84] Creating Layer scale4f_branch2c
  3268. I1211 12:13:11.607321 20 net.cpp:406] scale4f_branch2c <- res4f_branch2c
  3269. I1211 12:13:11.607326 20 net.cpp:367] scale4f_branch2c -> res4f_branch2c (in-place)
  3270. I1211 12:13:11.607338 20 layer_factory.hpp:77] Creating layer scale4f_branch2c
  3271. I1211 12:13:11.607352 20 net.cpp:122] Setting up scale4f_branch2c
  3272. I1211 12:13:11.607357 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3273. I1211 12:13:11.607360 20 net.cpp:137] Memory required for data: 217362432
  3274. I1211 12:13:11.607367 20 layer_factory.hpp:77] Creating layer res4f
  3275. I1211 12:13:11.607373 20 net.cpp:84] Creating Layer res4f
  3276. I1211 12:13:11.607378 20 net.cpp:406] res4f <- res4e_res4e_relu_0_split_1
  3277. I1211 12:13:11.607383 20 net.cpp:406] res4f <- res4f_branch2c
  3278. I1211 12:13:11.607390 20 net.cpp:380] res4f -> res4f
  3279. I1211 12:13:11.607398 20 net.cpp:122] Setting up res4f
  3280. I1211 12:13:11.607403 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3281. I1211 12:13:11.607409 20 net.cpp:137] Memory required for data: 218165248
  3282. I1211 12:13:11.607412 20 layer_factory.hpp:77] Creating layer res4f_relu
  3283. I1211 12:13:11.607419 20 net.cpp:84] Creating Layer res4f_relu
  3284. I1211 12:13:11.607422 20 net.cpp:406] res4f_relu <- res4f
  3285. I1211 12:13:11.607429 20 net.cpp:367] res4f_relu -> res4f (in-place)
  3286. I1211 12:13:11.607465 20 net.cpp:122] Setting up res4f_relu
  3287. I1211 12:13:11.607470 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3288. I1211 12:13:11.607473 20 net.cpp:137] Memory required for data: 218968064
  3289. I1211 12:13:11.607478 20 layer_factory.hpp:77] Creating layer res4f_res4f_relu_0_split
  3290. I1211 12:13:11.607483 20 net.cpp:84] Creating Layer res4f_res4f_relu_0_split
  3291. I1211 12:13:11.607488 20 net.cpp:406] res4f_res4f_relu_0_split <- res4f
  3292. I1211 12:13:11.607494 20 net.cpp:380] res4f_res4f_relu_0_split -> res4f_res4f_relu_0_split_0
  3293. I1211 12:13:11.607502 20 net.cpp:380] res4f_res4f_relu_0_split -> res4f_res4f_relu_0_split_1
  3294. I1211 12:13:11.607509 20 net.cpp:122] Setting up res4f_res4f_relu_0_split
  3295. I1211 12:13:11.607515 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3296. I1211 12:13:11.607520 20 net.cpp:129] Top shape: 1 1024 14 14 (200704)
  3297. I1211 12:13:11.607524 20 net.cpp:137] Memory required for data: 220573696
  3298. I1211 12:13:11.607528 20 layer_factory.hpp:77] Creating layer res5a_branch1
  3299. I1211 12:13:11.607537 20 net.cpp:84] Creating Layer res5a_branch1
  3300. I1211 12:13:11.607542 20 net.cpp:406] res5a_branch1 <- res4f_res4f_relu_0_split_0
  3301. I1211 12:13:11.607547 20 net.cpp:380] res5a_branch1 -> res5a_branch1
  3302. I1211 12:13:11.737172 20 net.cpp:122] Setting up res5a_branch1
  3303. I1211 12:13:11.737196 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3304. I1211 12:13:11.737201 20 net.cpp:137] Memory required for data: 220975104
  3305. I1211 12:13:11.737210 20 layer_factory.hpp:77] Creating layer bn5a_branch1
  3306. I1211 12:13:11.737222 20 net.cpp:84] Creating Layer bn5a_branch1
  3307. I1211 12:13:11.737228 20 net.cpp:406] bn5a_branch1 <- res5a_branch1
  3308. I1211 12:13:11.737236 20 net.cpp:367] bn5a_branch1 -> res5a_branch1 (in-place)
  3309. I1211 12:13:11.737253 20 net.cpp:122] Setting up bn5a_branch1
  3310. I1211 12:13:11.737259 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3311. I1211 12:13:11.737263 20 net.cpp:137] Memory required for data: 221376512
  3312. I1211 12:13:11.737270 20 layer_factory.hpp:77] Creating layer scale5a_branch1
  3313. I1211 12:13:11.737277 20 net.cpp:84] Creating Layer scale5a_branch1
  3314. I1211 12:13:11.737282 20 net.cpp:406] scale5a_branch1 <- res5a_branch1
  3315. I1211 12:13:11.737287 20 net.cpp:367] scale5a_branch1 -> res5a_branch1 (in-place)
  3316. I1211 12:13:11.737306 20 layer_factory.hpp:77] Creating layer scale5a_branch1
  3317. I1211 12:13:11.737325 20 net.cpp:122] Setting up scale5a_branch1
  3318. I1211 12:13:11.737331 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3319. I1211 12:13:11.737334 20 net.cpp:137] Memory required for data: 221777920
  3320. I1211 12:13:11.737341 20 layer_factory.hpp:77] Creating layer res5a_branch2a
  3321. I1211 12:13:11.737354 20 net.cpp:84] Creating Layer res5a_branch2a
  3322. I1211 12:13:11.737357 20 net.cpp:406] res5a_branch2a <- res4f_res4f_relu_0_split_1
  3323. I1211 12:13:11.737362 20 net.cpp:380] res5a_branch2a -> res5a_branch2a
  3324. I1211 12:13:11.738063 20 net.cpp:122] Setting up res5a_branch2a
  3325. I1211 12:13:11.738072 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3326. I1211 12:13:11.738075 20 net.cpp:137] Memory required for data: 221878272
  3327. I1211 12:13:11.738080 20 layer_factory.hpp:77] Creating layer bn5a_branch2a
  3328. I1211 12:13:11.738083 20 net.cpp:84] Creating Layer bn5a_branch2a
  3329. I1211 12:13:11.738086 20 net.cpp:406] bn5a_branch2a <- res5a_branch2a
  3330. I1211 12:13:11.738091 20 net.cpp:367] bn5a_branch2a -> res5a_branch2a (in-place)
  3331. I1211 12:13:11.738104 20 net.cpp:122] Setting up bn5a_branch2a
  3332. I1211 12:13:11.738107 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3333. I1211 12:13:11.738109 20 net.cpp:137] Memory required for data: 221978624
  3334. I1211 12:13:11.738116 20 layer_factory.hpp:77] Creating layer scale5a_branch2a
  3335. I1211 12:13:11.738121 20 net.cpp:84] Creating Layer scale5a_branch2a
  3336. I1211 12:13:11.738124 20 net.cpp:406] scale5a_branch2a <- res5a_branch2a
  3337. I1211 12:13:11.738128 20 net.cpp:367] scale5a_branch2a -> res5a_branch2a (in-place)
  3338. I1211 12:13:11.738137 20 layer_factory.hpp:77] Creating layer scale5a_branch2a
  3339. I1211 12:13:11.738147 20 net.cpp:122] Setting up scale5a_branch2a
  3340. I1211 12:13:11.738152 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3341. I1211 12:13:11.738155 20 net.cpp:137] Memory required for data: 222078976
  3342. I1211 12:13:11.738162 20 layer_factory.hpp:77] Creating layer res5a_branch2a_relu
  3343. I1211 12:13:11.738168 20 net.cpp:84] Creating Layer res5a_branch2a_relu
  3344. I1211 12:13:11.738171 20 net.cpp:406] res5a_branch2a_relu <- res5a_branch2a
  3345. I1211 12:13:11.738175 20 net.cpp:367] res5a_branch2a_relu -> res5a_branch2a (in-place)
  3346. I1211 12:13:11.738180 20 net.cpp:122] Setting up res5a_branch2a_relu
  3347. I1211 12:13:11.738184 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3348. I1211 12:13:11.738188 20 net.cpp:137] Memory required for data: 222179328
  3349. I1211 12:13:11.738191 20 layer_factory.hpp:77] Creating layer res5a_branch2b
  3350. I1211 12:13:11.738200 20 net.cpp:84] Creating Layer res5a_branch2b
  3351. I1211 12:13:11.738205 20 net.cpp:406] res5a_branch2b <- res5a_branch2a
  3352. I1211 12:13:11.738210 20 net.cpp:380] res5a_branch2b -> res5a_branch2b
  3353. I1211 12:13:11.741058 20 net.cpp:122] Setting up res5a_branch2b
  3354. I1211 12:13:11.741078 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3355. I1211 12:13:11.741082 20 net.cpp:137] Memory required for data: 222279680
  3356. I1211 12:13:11.741088 20 layer_factory.hpp:77] Creating layer bn5a_branch2b
  3357. I1211 12:13:11.741098 20 net.cpp:84] Creating Layer bn5a_branch2b
  3358. I1211 12:13:11.741103 20 net.cpp:406] bn5a_branch2b <- res5a_branch2b
  3359. I1211 12:13:11.741109 20 net.cpp:367] bn5a_branch2b -> res5a_branch2b (in-place)
  3360. I1211 12:13:11.741130 20 net.cpp:122] Setting up bn5a_branch2b
  3361. I1211 12:13:11.741137 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3362. I1211 12:13:11.741143 20 net.cpp:137] Memory required for data: 222380032
  3363. I1211 12:13:11.741152 20 layer_factory.hpp:77] Creating layer scale5a_branch2b
  3364. I1211 12:13:11.741158 20 net.cpp:84] Creating Layer scale5a_branch2b
  3365. I1211 12:13:11.741163 20 net.cpp:406] scale5a_branch2b <- res5a_branch2b
  3366. I1211 12:13:11.741168 20 net.cpp:367] scale5a_branch2b -> res5a_branch2b (in-place)
  3367. I1211 12:13:11.741181 20 layer_factory.hpp:77] Creating layer scale5a_branch2b
  3368. I1211 12:13:11.741195 20 net.cpp:122] Setting up scale5a_branch2b
  3369. I1211 12:13:11.741201 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3370. I1211 12:13:11.741205 20 net.cpp:137] Memory required for data: 222480384
  3371. I1211 12:13:11.741211 20 layer_factory.hpp:77] Creating layer res5a_branch2b_relu
  3372. I1211 12:13:11.741216 20 net.cpp:84] Creating Layer res5a_branch2b_relu
  3373. I1211 12:13:11.741221 20 net.cpp:406] res5a_branch2b_relu <- res5a_branch2b
  3374. I1211 12:13:11.741228 20 net.cpp:367] res5a_branch2b_relu -> res5a_branch2b (in-place)
  3375. I1211 12:13:11.741235 20 net.cpp:122] Setting up res5a_branch2b_relu
  3376. I1211 12:13:11.741240 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3377. I1211 12:13:11.741243 20 net.cpp:137] Memory required for data: 222580736
  3378. I1211 12:13:11.741248 20 layer_factory.hpp:77] Creating layer res5a_branch2c
  3379. I1211 12:13:11.741255 20 net.cpp:84] Creating Layer res5a_branch2c
  3380. I1211 12:13:11.741258 20 net.cpp:406] res5a_branch2c <- res5a_branch2b
  3381. I1211 12:13:11.741266 20 net.cpp:380] res5a_branch2c -> res5a_branch2c
  3382. I1211 12:13:11.742530 20 net.cpp:122] Setting up res5a_branch2c
  3383. I1211 12:13:11.742539 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3384. I1211 12:13:11.742543 20 net.cpp:137] Memory required for data: 222982144
  3385. I1211 12:13:11.742547 20 layer_factory.hpp:77] Creating layer bn5a_branch2c
  3386. I1211 12:13:11.742553 20 net.cpp:84] Creating Layer bn5a_branch2c
  3387. I1211 12:13:11.742558 20 net.cpp:406] bn5a_branch2c <- res5a_branch2c
  3388. I1211 12:13:11.742565 20 net.cpp:367] bn5a_branch2c -> res5a_branch2c (in-place)
  3389. I1211 12:13:11.742579 20 net.cpp:122] Setting up bn5a_branch2c
  3390. I1211 12:13:11.742584 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3391. I1211 12:13:11.742588 20 net.cpp:137] Memory required for data: 223383552
  3392. I1211 12:13:11.742592 20 layer_factory.hpp:77] Creating layer scale5a_branch2c
  3393. I1211 12:13:11.742599 20 net.cpp:84] Creating Layer scale5a_branch2c
  3394. I1211 12:13:11.742602 20 net.cpp:406] scale5a_branch2c <- res5a_branch2c
  3395. I1211 12:13:11.742606 20 net.cpp:367] scale5a_branch2c -> res5a_branch2c (in-place)
  3396. I1211 12:13:11.742616 20 layer_factory.hpp:77] Creating layer scale5a_branch2c
  3397. I1211 12:13:11.742630 20 net.cpp:122] Setting up scale5a_branch2c
  3398. I1211 12:13:11.742635 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3399. I1211 12:13:11.742637 20 net.cpp:137] Memory required for data: 223784960
  3400. I1211 12:13:11.742642 20 layer_factory.hpp:77] Creating layer res5a
  3401. I1211 12:13:11.742648 20 net.cpp:84] Creating Layer res5a
  3402. I1211 12:13:11.742651 20 net.cpp:406] res5a <- res5a_branch1
  3403. I1211 12:13:11.742656 20 net.cpp:406] res5a <- res5a_branch2c
  3404. I1211 12:13:11.742660 20 net.cpp:380] res5a -> res5a
  3405. I1211 12:13:11.742666 20 net.cpp:122] Setting up res5a
  3406. I1211 12:13:11.742671 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3407. I1211 12:13:11.742673 20 net.cpp:137] Memory required for data: 224186368
  3408. I1211 12:13:11.742677 20 layer_factory.hpp:77] Creating layer res5a_relu
  3409. I1211 12:13:11.742684 20 net.cpp:84] Creating Layer res5a_relu
  3410. I1211 12:13:11.742688 20 net.cpp:406] res5a_relu <- res5a
  3411. I1211 12:13:11.742696 20 net.cpp:367] res5a_relu -> res5a (in-place)
  3412. I1211 12:13:11.742702 20 net.cpp:122] Setting up res5a_relu
  3413. I1211 12:13:11.742708 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3414. I1211 12:13:11.742713 20 net.cpp:137] Memory required for data: 224587776
  3415. I1211 12:13:11.742717 20 layer_factory.hpp:77] Creating layer res5a_res5a_relu_0_split
  3416. I1211 12:13:11.742724 20 net.cpp:84] Creating Layer res5a_res5a_relu_0_split
  3417. I1211 12:13:11.742730 20 net.cpp:406] res5a_res5a_relu_0_split <- res5a
  3418. I1211 12:13:11.742738 20 net.cpp:380] res5a_res5a_relu_0_split -> res5a_res5a_relu_0_split_0
  3419. I1211 12:13:11.742748 20 net.cpp:380] res5a_res5a_relu_0_split -> res5a_res5a_relu_0_split_1
  3420. I1211 12:13:11.742756 20 net.cpp:122] Setting up res5a_res5a_relu_0_split
  3421. I1211 12:13:11.742763 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3422. I1211 12:13:11.742770 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3423. I1211 12:13:11.742774 20 net.cpp:137] Memory required for data: 225390592
  3424. I1211 12:13:11.742779 20 layer_factory.hpp:77] Creating layer res5b_branch2a
  3425. I1211 12:13:11.742790 20 net.cpp:84] Creating Layer res5b_branch2a
  3426. I1211 12:13:11.742796 20 net.cpp:406] res5b_branch2a <- res5a_res5a_relu_0_split_0
  3427. I1211 12:13:11.742805 20 net.cpp:380] res5b_branch2a -> res5b_branch2a
  3428. I1211 12:13:11.744063 20 net.cpp:122] Setting up res5b_branch2a
  3429. I1211 12:13:11.744072 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3430. I1211 12:13:11.744076 20 net.cpp:137] Memory required for data: 225490944
  3431. I1211 12:13:11.744081 20 layer_factory.hpp:77] Creating layer bn5b_branch2a
  3432. I1211 12:13:11.744089 20 net.cpp:84] Creating Layer bn5b_branch2a
  3433. I1211 12:13:11.744094 20 net.cpp:406] bn5b_branch2a <- res5b_branch2a
  3434. I1211 12:13:11.744102 20 net.cpp:367] bn5b_branch2a -> res5b_branch2a (in-place)
  3435. I1211 12:13:11.744117 20 net.cpp:122] Setting up bn5b_branch2a
  3436. I1211 12:13:11.744122 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3437. I1211 12:13:11.744125 20 net.cpp:137] Memory required for data: 225591296
  3438. I1211 12:13:11.744132 20 layer_factory.hpp:77] Creating layer scale5b_branch2a
  3439. I1211 12:13:11.744138 20 net.cpp:84] Creating Layer scale5b_branch2a
  3440. I1211 12:13:11.744141 20 net.cpp:406] scale5b_branch2a <- res5b_branch2a
  3441. I1211 12:13:11.744146 20 net.cpp:367] scale5b_branch2a -> res5b_branch2a (in-place)
  3442. I1211 12:13:11.744155 20 layer_factory.hpp:77] Creating layer scale5b_branch2a
  3443. I1211 12:13:11.744165 20 net.cpp:122] Setting up scale5b_branch2a
  3444. I1211 12:13:11.744170 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3445. I1211 12:13:11.744174 20 net.cpp:137] Memory required for data: 225691648
  3446. I1211 12:13:11.744176 20 layer_factory.hpp:77] Creating layer res5b_branch2a_relu
  3447. I1211 12:13:11.744181 20 net.cpp:84] Creating Layer res5b_branch2a_relu
  3448. I1211 12:13:11.744184 20 net.cpp:406] res5b_branch2a_relu <- res5b_branch2a
  3449. I1211 12:13:11.744189 20 net.cpp:367] res5b_branch2a_relu -> res5b_branch2a (in-place)
  3450. I1211 12:13:11.744194 20 net.cpp:122] Setting up res5b_branch2a_relu
  3451. I1211 12:13:11.744197 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3452. I1211 12:13:11.744200 20 net.cpp:137] Memory required for data: 225792000
  3453. I1211 12:13:11.744204 20 layer_factory.hpp:77] Creating layer res5b_branch2b
  3454. I1211 12:13:11.744208 20 net.cpp:84] Creating Layer res5b_branch2b
  3455. I1211 12:13:11.744211 20 net.cpp:406] res5b_branch2b <- res5b_branch2a
  3456. I1211 12:13:11.744216 20 net.cpp:380] res5b_branch2b -> res5b_branch2b
  3457. I1211 12:13:11.746940 20 net.cpp:122] Setting up res5b_branch2b
  3458. I1211 12:13:11.746958 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3459. I1211 12:13:11.746961 20 net.cpp:137] Memory required for data: 225892352
  3460. I1211 12:13:11.746966 20 layer_factory.hpp:77] Creating layer bn5b_branch2b
  3461. I1211 12:13:11.746976 20 net.cpp:84] Creating Layer bn5b_branch2b
  3462. I1211 12:13:11.746981 20 net.cpp:406] bn5b_branch2b <- res5b_branch2b
  3463. I1211 12:13:11.746986 20 net.cpp:367] bn5b_branch2b -> res5b_branch2b (in-place)
  3464. I1211 12:13:11.747000 20 net.cpp:122] Setting up bn5b_branch2b
  3465. I1211 12:13:11.747004 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3466. I1211 12:13:11.747007 20 net.cpp:137] Memory required for data: 225992704
  3467. I1211 12:13:11.747014 20 layer_factory.hpp:77] Creating layer scale5b_branch2b
  3468. I1211 12:13:11.747020 20 net.cpp:84] Creating Layer scale5b_branch2b
  3469. I1211 12:13:11.747023 20 net.cpp:406] scale5b_branch2b <- res5b_branch2b
  3470. I1211 12:13:11.747028 20 net.cpp:367] scale5b_branch2b -> res5b_branch2b (in-place)
  3471. I1211 12:13:11.747038 20 layer_factory.hpp:77] Creating layer scale5b_branch2b
  3472. I1211 12:13:11.747053 20 net.cpp:122] Setting up scale5b_branch2b
  3473. I1211 12:13:11.747059 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3474. I1211 12:13:11.747063 20 net.cpp:137] Memory required for data: 226093056
  3475. I1211 12:13:11.747069 20 layer_factory.hpp:77] Creating layer res5b_branch2b_relu
  3476. I1211 12:13:11.747076 20 net.cpp:84] Creating Layer res5b_branch2b_relu
  3477. I1211 12:13:11.747081 20 net.cpp:406] res5b_branch2b_relu <- res5b_branch2b
  3478. I1211 12:13:11.747086 20 net.cpp:367] res5b_branch2b_relu -> res5b_branch2b (in-place)
  3479. I1211 12:13:11.747092 20 net.cpp:122] Setting up res5b_branch2b_relu
  3480. I1211 12:13:11.747098 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3481. I1211 12:13:11.747103 20 net.cpp:137] Memory required for data: 226193408
  3482. I1211 12:13:11.747107 20 layer_factory.hpp:77] Creating layer res5b_branch2c
  3483. I1211 12:13:11.747114 20 net.cpp:84] Creating Layer res5b_branch2c
  3484. I1211 12:13:11.747118 20 net.cpp:406] res5b_branch2c <- res5b_branch2b
  3485. I1211 12:13:11.747123 20 net.cpp:380] res5b_branch2c -> res5b_branch2c
  3486. I1211 12:13:11.748347 20 net.cpp:122] Setting up res5b_branch2c
  3487. I1211 12:13:11.748356 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3488. I1211 12:13:11.748359 20 net.cpp:137] Memory required for data: 226594816
  3489. I1211 12:13:11.748363 20 layer_factory.hpp:77] Creating layer bn5b_branch2c
  3490. I1211 12:13:11.748371 20 net.cpp:84] Creating Layer bn5b_branch2c
  3491. I1211 12:13:11.748376 20 net.cpp:406] bn5b_branch2c <- res5b_branch2c
  3492. I1211 12:13:11.748383 20 net.cpp:367] bn5b_branch2c -> res5b_branch2c (in-place)
  3493. I1211 12:13:11.748404 20 net.cpp:122] Setting up bn5b_branch2c
  3494. I1211 12:13:11.748411 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3495. I1211 12:13:11.748415 20 net.cpp:137] Memory required for data: 226996224
  3496. I1211 12:13:11.748423 20 layer_factory.hpp:77] Creating layer scale5b_branch2c
  3497. I1211 12:13:11.748430 20 net.cpp:84] Creating Layer scale5b_branch2c
  3498. I1211 12:13:11.748435 20 net.cpp:406] scale5b_branch2c <- res5b_branch2c
  3499. I1211 12:13:11.748441 20 net.cpp:367] scale5b_branch2c -> res5b_branch2c (in-place)
  3500. I1211 12:13:11.748452 20 layer_factory.hpp:77] Creating layer scale5b_branch2c
  3501. I1211 12:13:11.748468 20 net.cpp:122] Setting up scale5b_branch2c
  3502. I1211 12:13:11.748472 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3503. I1211 12:13:11.748476 20 net.cpp:137] Memory required for data: 227397632
  3504. I1211 12:13:11.748481 20 layer_factory.hpp:77] Creating layer res5b
  3505. I1211 12:13:11.748484 20 net.cpp:84] Creating Layer res5b
  3506. I1211 12:13:11.748488 20 net.cpp:406] res5b <- res5a_res5a_relu_0_split_1
  3507. I1211 12:13:11.748492 20 net.cpp:406] res5b <- res5b_branch2c
  3508. I1211 12:13:11.748497 20 net.cpp:380] res5b -> res5b
  3509. I1211 12:13:11.748503 20 net.cpp:122] Setting up res5b
  3510. I1211 12:13:11.748507 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3511. I1211 12:13:11.748510 20 net.cpp:137] Memory required for data: 227799040
  3512. I1211 12:13:11.748513 20 layer_factory.hpp:77] Creating layer res5b_relu
  3513. I1211 12:13:11.748518 20 net.cpp:84] Creating Layer res5b_relu
  3514. I1211 12:13:11.748522 20 net.cpp:406] res5b_relu <- res5b
  3515. I1211 12:13:11.748526 20 net.cpp:367] res5b_relu -> res5b (in-place)
  3516. I1211 12:13:11.748530 20 net.cpp:122] Setting up res5b_relu
  3517. I1211 12:13:11.748534 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3518. I1211 12:13:11.748538 20 net.cpp:137] Memory required for data: 228200448
  3519. I1211 12:13:11.748540 20 layer_factory.hpp:77] Creating layer res5b_res5b_relu_0_split
  3520. I1211 12:13:11.748544 20 net.cpp:84] Creating Layer res5b_res5b_relu_0_split
  3521. I1211 12:13:11.748548 20 net.cpp:406] res5b_res5b_relu_0_split <- res5b
  3522. I1211 12:13:11.748551 20 net.cpp:380] res5b_res5b_relu_0_split -> res5b_res5b_relu_0_split_0
  3523. I1211 12:13:11.748558 20 net.cpp:380] res5b_res5b_relu_0_split -> res5b_res5b_relu_0_split_1
  3524. I1211 12:13:11.748564 20 net.cpp:122] Setting up res5b_res5b_relu_0_split
  3525. I1211 12:13:11.748567 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3526. I1211 12:13:11.748571 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3527. I1211 12:13:11.748574 20 net.cpp:137] Memory required for data: 229003264
  3528. I1211 12:13:11.748576 20 layer_factory.hpp:77] Creating layer res5c_branch2a
  3529. I1211 12:13:11.748581 20 net.cpp:84] Creating Layer res5c_branch2a
  3530. I1211 12:13:11.748585 20 net.cpp:406] res5c_branch2a <- res5b_res5b_relu_0_split_0
  3531. I1211 12:13:11.748589 20 net.cpp:380] res5c_branch2a -> res5c_branch2a
  3532. I1211 12:13:11.749804 20 net.cpp:122] Setting up res5c_branch2a
  3533. I1211 12:13:11.749814 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3534. I1211 12:13:11.749817 20 net.cpp:137] Memory required for data: 229103616
  3535. I1211 12:13:11.749824 20 layer_factory.hpp:77] Creating layer bn5c_branch2a
  3536. I1211 12:13:11.749831 20 net.cpp:84] Creating Layer bn5c_branch2a
  3537. I1211 12:13:11.749835 20 net.cpp:406] bn5c_branch2a <- res5c_branch2a
  3538. I1211 12:13:11.749841 20 net.cpp:367] bn5c_branch2a -> res5c_branch2a (in-place)
  3539. I1211 12:13:11.749855 20 net.cpp:122] Setting up bn5c_branch2a
  3540. I1211 12:13:11.749861 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3541. I1211 12:13:11.749862 20 net.cpp:137] Memory required for data: 229203968
  3542. I1211 12:13:11.749871 20 layer_factory.hpp:77] Creating layer scale5c_branch2a
  3543. I1211 12:13:11.749876 20 net.cpp:84] Creating Layer scale5c_branch2a
  3544. I1211 12:13:11.749881 20 net.cpp:406] scale5c_branch2a <- res5c_branch2a
  3545. I1211 12:13:11.749884 20 net.cpp:367] scale5c_branch2a -> res5c_branch2a (in-place)
  3546. I1211 12:13:11.749903 20 layer_factory.hpp:77] Creating layer scale5c_branch2a
  3547. I1211 12:13:11.749913 20 net.cpp:122] Setting up scale5c_branch2a
  3548. I1211 12:13:11.749918 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3549. I1211 12:13:11.749922 20 net.cpp:137] Memory required for data: 229304320
  3550. I1211 12:13:11.749925 20 layer_factory.hpp:77] Creating layer res5c_branch2a_relu
  3551. I1211 12:13:11.749930 20 net.cpp:84] Creating Layer res5c_branch2a_relu
  3552. I1211 12:13:11.749933 20 net.cpp:406] res5c_branch2a_relu <- res5c_branch2a
  3553. I1211 12:13:11.749938 20 net.cpp:367] res5c_branch2a_relu -> res5c_branch2a (in-place)
  3554. I1211 12:13:11.749941 20 net.cpp:122] Setting up res5c_branch2a_relu
  3555. I1211 12:13:11.749945 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3556. I1211 12:13:11.749948 20 net.cpp:137] Memory required for data: 229404672
  3557. I1211 12:13:11.749951 20 layer_factory.hpp:77] Creating layer res5c_branch2b
  3558. I1211 12:13:11.749958 20 net.cpp:84] Creating Layer res5c_branch2b
  3559. I1211 12:13:11.749960 20 net.cpp:406] res5c_branch2b <- res5c_branch2a
  3560. I1211 12:13:11.749965 20 net.cpp:380] res5c_branch2b -> res5c_branch2b
  3561. I1211 12:13:11.752692 20 net.cpp:122] Setting up res5c_branch2b
  3562. I1211 12:13:11.752709 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3563. I1211 12:13:11.752712 20 net.cpp:137] Memory required for data: 229505024
  3564. I1211 12:13:11.752718 20 layer_factory.hpp:77] Creating layer bn5c_branch2b
  3565. I1211 12:13:11.752728 20 net.cpp:84] Creating Layer bn5c_branch2b
  3566. I1211 12:13:11.752733 20 net.cpp:406] bn5c_branch2b <- res5c_branch2b
  3567. I1211 12:13:11.752738 20 net.cpp:367] bn5c_branch2b -> res5c_branch2b (in-place)
  3568. I1211 12:13:11.752753 20 net.cpp:122] Setting up bn5c_branch2b
  3569. I1211 12:13:11.752758 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3570. I1211 12:13:11.752760 20 net.cpp:137] Memory required for data: 229605376
  3571. I1211 12:13:11.752769 20 layer_factory.hpp:77] Creating layer scale5c_branch2b
  3572. I1211 12:13:11.752775 20 net.cpp:84] Creating Layer scale5c_branch2b
  3573. I1211 12:13:11.752779 20 net.cpp:406] scale5c_branch2b <- res5c_branch2b
  3574. I1211 12:13:11.752784 20 net.cpp:367] scale5c_branch2b -> res5c_branch2b (in-place)
  3575. I1211 12:13:11.752794 20 layer_factory.hpp:77] Creating layer scale5c_branch2b
  3576. I1211 12:13:11.752807 20 net.cpp:122] Setting up scale5c_branch2b
  3577. I1211 12:13:11.752811 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3578. I1211 12:13:11.752815 20 net.cpp:137] Memory required for data: 229705728
  3579. I1211 12:13:11.752820 20 layer_factory.hpp:77] Creating layer res5c_branch2b_relu
  3580. I1211 12:13:11.752823 20 net.cpp:84] Creating Layer res5c_branch2b_relu
  3581. I1211 12:13:11.752827 20 net.cpp:406] res5c_branch2b_relu <- res5c_branch2b
  3582. I1211 12:13:11.752832 20 net.cpp:367] res5c_branch2b_relu -> res5c_branch2b (in-place)
  3583. I1211 12:13:11.752838 20 net.cpp:122] Setting up res5c_branch2b_relu
  3584. I1211 12:13:11.752843 20 net.cpp:129] Top shape: 1 512 7 7 (25088)
  3585. I1211 12:13:11.752846 20 net.cpp:137] Memory required for data: 229806080
  3586. I1211 12:13:11.752849 20 layer_factory.hpp:77] Creating layer res5c_branch2c
  3587. I1211 12:13:11.752856 20 net.cpp:84] Creating Layer res5c_branch2c
  3588. I1211 12:13:11.752858 20 net.cpp:406] res5c_branch2c <- res5c_branch2b
  3589. I1211 12:13:11.752863 20 net.cpp:380] res5c_branch2c -> res5c_branch2c
  3590. I1211 12:13:11.754119 20 net.cpp:122] Setting up res5c_branch2c
  3591. I1211 12:13:11.754132 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3592. I1211 12:13:11.754135 20 net.cpp:137] Memory required for data: 230207488
  3593. I1211 12:13:11.754142 20 layer_factory.hpp:77] Creating layer bn5c_branch2c
  3594. I1211 12:13:11.754149 20 net.cpp:84] Creating Layer bn5c_branch2c
  3595. I1211 12:13:11.754154 20 net.cpp:406] bn5c_branch2c <- res5c_branch2c
  3596. I1211 12:13:11.754160 20 net.cpp:367] bn5c_branch2c -> res5c_branch2c (in-place)
  3597. I1211 12:13:11.754179 20 net.cpp:122] Setting up bn5c_branch2c
  3598. I1211 12:13:11.754185 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3599. I1211 12:13:11.754189 20 net.cpp:137] Memory required for data: 230608896
  3600. I1211 12:13:11.754197 20 layer_factory.hpp:77] Creating layer scale5c_branch2c
  3601. I1211 12:13:11.754204 20 net.cpp:84] Creating Layer scale5c_branch2c
  3602. I1211 12:13:11.754207 20 net.cpp:406] scale5c_branch2c <- res5c_branch2c
  3603. I1211 12:13:11.754214 20 net.cpp:367] scale5c_branch2c -> res5c_branch2c (in-place)
  3604. I1211 12:13:11.754225 20 layer_factory.hpp:77] Creating layer scale5c_branch2c
  3605. I1211 12:13:11.754245 20 net.cpp:122] Setting up scale5c_branch2c
  3606. I1211 12:13:11.754251 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3607. I1211 12:13:11.754256 20 net.cpp:137] Memory required for data: 231010304
  3608. I1211 12:13:11.754261 20 layer_factory.hpp:77] Creating layer res5c
  3609. I1211 12:13:11.754267 20 net.cpp:84] Creating Layer res5c
  3610. I1211 12:13:11.754272 20 net.cpp:406] res5c <- res5b_res5b_relu_0_split_1
  3611. I1211 12:13:11.754278 20 net.cpp:406] res5c <- res5c_branch2c
  3612. I1211 12:13:11.754285 20 net.cpp:380] res5c -> res5c
  3613. I1211 12:13:11.754294 20 net.cpp:122] Setting up res5c
  3614. I1211 12:13:11.754300 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3615. I1211 12:13:11.754303 20 net.cpp:137] Memory required for data: 231411712
  3616. I1211 12:13:11.754308 20 layer_factory.hpp:77] Creating layer res5c_relu
  3617. I1211 12:13:11.754314 20 net.cpp:84] Creating Layer res5c_relu
  3618. I1211 12:13:11.754319 20 net.cpp:406] res5c_relu <- res5c
  3619. I1211 12:13:11.754325 20 net.cpp:367] res5c_relu -> res5c (in-place)
  3620. I1211 12:13:11.754331 20 net.cpp:122] Setting up res5c_relu
  3621. I1211 12:13:11.754338 20 net.cpp:129] Top shape: 1 2048 7 7 (100352)
  3622. I1211 12:13:11.754341 20 net.cpp:137] Memory required for data: 231813120
  3623. I1211 12:13:11.754345 20 layer_factory.hpp:77] Creating layer pool5
  3624. I1211 12:13:11.754359 20 net.cpp:84] Creating Layer pool5
  3625. I1211 12:13:11.754364 20 net.cpp:406] pool5 <- res5c
  3626. I1211 12:13:11.754370 20 net.cpp:380] pool5 -> pool5
  3627. I1211 12:13:11.754379 20 net.cpp:122] Setting up pool5
  3628. I1211 12:13:11.754385 20 net.cpp:129] Top shape: 1 2048 1 1 (2048)
  3629. I1211 12:13:11.754390 20 net.cpp:137] Memory required for data: 231821312
  3630. I1211 12:13:11.754395 20 layer_factory.hpp:77] Creating layer fc1000
  3631. I1211 12:13:11.754401 20 net.cpp:84] Creating Layer fc1000
  3632. I1211 12:13:11.754406 20 net.cpp:406] fc1000 <- pool5
  3633. I1211 12:13:11.754412 20 net.cpp:380] fc1000 -> fc1000
  3634. I1211 12:13:11.757571 20 net.cpp:122] Setting up fc1000
  3635. I1211 12:13:11.757597 20 net.cpp:129] Top shape: 1 1000 (1000)
  3636. I1211 12:13:11.757602 20 net.cpp:137] Memory required for data: 231825312
  3637. I1211 12:13:11.757616 20 layer_factory.hpp:77] Creating layer prob
  3638. I1211 12:13:11.757627 20 net.cpp:84] Creating Layer prob
  3639. I1211 12:13:11.757633 20 net.cpp:406] prob <- fc1000
  3640. I1211 12:13:11.757645 20 net.cpp:380] prob -> prob
  3641. I1211 12:13:11.757659 20 net.cpp:122] Setting up prob
  3642. I1211 12:13:11.757666 20 net.cpp:129] Top shape: 1 1000 (1000)
  3643. I1211 12:13:11.757670 20 net.cpp:137] Memory required for data: 231829312
  3644. I1211 12:13:11.757675 20 net.cpp:200] prob does not need backward computation.
  3645. I1211 12:13:11.757680 20 net.cpp:200] fc1000 does not need backward computation.
  3646. I1211 12:13:11.757685 20 net.cpp:200] pool5 does not need backward computation.
  3647. I1211 12:13:11.757690 20 net.cpp:200] res5c_relu does not need backward computation.
  3648. I1211 12:13:11.757695 20 net.cpp:200] res5c does not need backward computation.
  3649. I1211 12:13:11.757701 20 net.cpp:200] scale5c_branch2c does not need backward computation.
  3650. I1211 12:13:11.757706 20 net.cpp:200] bn5c_branch2c does not need backward computation.
  3651. I1211 12:13:11.757711 20 net.cpp:200] res5c_branch2c does not need backward computation.
  3652. I1211 12:13:11.757716 20 net.cpp:200] res5c_branch2b_relu does not need backward computation.
  3653. I1211 12:13:11.757721 20 net.cpp:200] scale5c_branch2b does not need backward computation.
  3654. I1211 12:13:11.757726 20 net.cpp:200] bn5c_branch2b does not need backward computation.
  3655. I1211 12:13:11.757731 20 net.cpp:200] res5c_branch2b does not need backward computation.
  3656. I1211 12:13:11.757736 20 net.cpp:200] res5c_branch2a_relu does not need backward computation.
  3657. I1211 12:13:11.757741 20 net.cpp:200] scale5c_branch2a does not need backward computation.
  3658. I1211 12:13:11.757746 20 net.cpp:200] bn5c_branch2a does not need backward computation.
  3659. I1211 12:13:11.757750 20 net.cpp:200] res5c_branch2a does not need backward computation.
  3660. I1211 12:13:11.757756 20 net.cpp:200] res5b_res5b_relu_0_split does not need backward computation.
  3661. I1211 12:13:11.757761 20 net.cpp:200] res5b_relu does not need backward computation.
  3662. I1211 12:13:11.757766 20 net.cpp:200] res5b does not need backward computation.
  3663. I1211 12:13:11.757771 20 net.cpp:200] scale5b_branch2c does not need backward computation.
  3664. I1211 12:13:11.757776 20 net.cpp:200] bn5b_branch2c does not need backward computation.
  3665. I1211 12:13:11.757781 20 net.cpp:200] res5b_branch2c does not need backward computation.
  3666. I1211 12:13:11.757787 20 net.cpp:200] res5b_branch2b_relu does not need backward computation.
  3667. I1211 12:13:11.757792 20 net.cpp:200] scale5b_branch2b does not need backward computation.
  3668. I1211 12:13:11.757797 20 net.cpp:200] bn5b_branch2b does not need backward computation.
  3669. I1211 12:13:11.757800 20 net.cpp:200] res5b_branch2b does not need backward computation.
  3670. I1211 12:13:11.757805 20 net.cpp:200] res5b_branch2a_relu does not need backward computation.
  3671. I1211 12:13:11.757810 20 net.cpp:200] scale5b_branch2a does not need backward computation.
  3672. I1211 12:13:11.757814 20 net.cpp:200] bn5b_branch2a does not need backward computation.
  3673. I1211 12:13:11.757819 20 net.cpp:200] res5b_branch2a does not need backward computation.
  3674. I1211 12:13:11.757824 20 net.cpp:200] res5a_res5a_relu_0_split does not need backward computation.
  3675. I1211 12:13:11.757828 20 net.cpp:200] res5a_relu does not need backward computation.
  3676. I1211 12:13:11.757833 20 net.cpp:200] res5a does not need backward computation.
  3677. I1211 12:13:11.757838 20 net.cpp:200] scale5a_branch2c does not need backward computation.
  3678. I1211 12:13:11.757839 20 net.cpp:200] bn5a_branch2c does not need backward computation.
  3679. I1211 12:13:11.757843 20 net.cpp:200] res5a_branch2c does not need backward computation.
  3680. I1211 12:13:11.757845 20 net.cpp:200] res5a_branch2b_relu does not need backward computation.
  3681. I1211 12:13:11.757848 20 net.cpp:200] scale5a_branch2b does not need backward computation.
  3682. I1211 12:13:11.757850 20 net.cpp:200] bn5a_branch2b does not need backward computation.
  3683. I1211 12:13:11.757853 20 net.cpp:200] res5a_branch2b does not need backward computation.
  3684. I1211 12:13:11.757858 20 net.cpp:200] res5a_branch2a_relu does not need backward computation.
  3685. I1211 12:13:11.757860 20 net.cpp:200] scale5a_branch2a does not need backward computation.
  3686. I1211 12:13:11.757863 20 net.cpp:200] bn5a_branch2a does not need backward computation.
  3687. I1211 12:13:11.757865 20 net.cpp:200] res5a_branch2a does not need backward computation.
  3688. I1211 12:13:11.757869 20 net.cpp:200] scale5a_branch1 does not need backward computation.
  3689. I1211 12:13:11.757871 20 net.cpp:200] bn5a_branch1 does not need backward computation.
  3690. I1211 12:13:11.757874 20 net.cpp:200] res5a_branch1 does not need backward computation.
  3691. I1211 12:13:11.757876 20 net.cpp:200] res4f_res4f_relu_0_split does not need backward computation.
  3692. I1211 12:13:11.757879 20 net.cpp:200] res4f_relu does not need backward computation.
  3693. I1211 12:13:11.757882 20 net.cpp:200] res4f does not need backward computation.
  3694. I1211 12:13:11.757895 20 net.cpp:200] scale4f_branch2c does not need backward computation.
  3695. I1211 12:13:11.757899 20 net.cpp:200] bn4f_branch2c does not need backward computation.
  3696. I1211 12:13:11.757901 20 net.cpp:200] res4f_branch2c does not need backward computation.
  3697. I1211 12:13:11.757905 20 net.cpp:200] res4f_branch2b_relu does not need backward computation.
  3698. I1211 12:13:11.757906 20 net.cpp:200] scale4f_branch2b does not need backward computation.
  3699. I1211 12:13:11.757910 20 net.cpp:200] bn4f_branch2b does not need backward computation.
  3700. I1211 12:13:11.757911 20 net.cpp:200] res4f_branch2b does not need backward computation.
  3701. I1211 12:13:11.757915 20 net.cpp:200] res4f_branch2a_relu does not need backward computation.
  3702. I1211 12:13:11.757917 20 net.cpp:200] scale4f_branch2a does not need backward computation.
  3703. I1211 12:13:11.757920 20 net.cpp:200] bn4f_branch2a does not need backward computation.
  3704. I1211 12:13:11.757922 20 net.cpp:200] res4f_branch2a does not need backward computation.
  3705. I1211 12:13:11.757925 20 net.cpp:200] res4e_res4e_relu_0_split does not need backward computation.
  3706. I1211 12:13:11.757928 20 net.cpp:200] res4e_relu does not need backward computation.
  3707. I1211 12:13:11.757931 20 net.cpp:200] res4e does not need backward computation.
  3708. I1211 12:13:11.757935 20 net.cpp:200] scale4e_branch2c does not need backward computation.
  3709. I1211 12:13:11.757936 20 net.cpp:200] bn4e_branch2c does not need backward computation.
  3710. I1211 12:13:11.757939 20 net.cpp:200] res4e_branch2c does not need backward computation.
  3711. I1211 12:13:11.757941 20 net.cpp:200] res4e_branch2b_relu does not need backward computation.
  3712. I1211 12:13:11.757944 20 net.cpp:200] scale4e_branch2b does not need backward computation.
  3713. I1211 12:13:11.757947 20 net.cpp:200] bn4e_branch2b does not need backward computation.
  3714. I1211 12:13:11.757949 20 net.cpp:200] res4e_branch2b does not need backward computation.
  3715. I1211 12:13:11.757952 20 net.cpp:200] res4e_branch2a_relu does not need backward computation.
  3716. I1211 12:13:11.757956 20 net.cpp:200] scale4e_branch2a does not need backward computation.
  3717. I1211 12:13:11.757957 20 net.cpp:200] bn4e_branch2a does not need backward computation.
  3718. I1211 12:13:11.757961 20 net.cpp:200] res4e_branch2a does not need backward computation.
  3719. I1211 12:13:11.757962 20 net.cpp:200] res4d_res4d_relu_0_split does not need backward computation.
  3720. I1211 12:13:11.757966 20 net.cpp:200] res4d_relu does not need backward computation.
  3721. I1211 12:13:11.757968 20 net.cpp:200] res4d does not need backward computation.
  3722. I1211 12:13:11.757972 20 net.cpp:200] scale4d_branch2c does not need backward computation.
  3723. I1211 12:13:11.757973 20 net.cpp:200] bn4d_branch2c does not need backward computation.
  3724. I1211 12:13:11.757975 20 net.cpp:200] res4d_branch2c does not need backward computation.
  3725. I1211 12:13:11.757978 20 net.cpp:200] res4d_branch2b_relu does not need backward computation.
  3726. I1211 12:13:11.757982 20 net.cpp:200] scale4d_branch2b does not need backward computation.
  3727. I1211 12:13:11.757985 20 net.cpp:200] bn4d_branch2b does not need backward computation.
  3728. I1211 12:13:11.757988 20 net.cpp:200] res4d_branch2b does not need backward computation.
  3729. I1211 12:13:11.757990 20 net.cpp:200] res4d_branch2a_relu does not need backward computation.
  3730. I1211 12:13:11.757993 20 net.cpp:200] scale4d_branch2a does not need backward computation.
  3731. I1211 12:13:11.757997 20 net.cpp:200] bn4d_branch2a does not need backward computation.
  3732. I1211 12:13:11.757998 20 net.cpp:200] res4d_branch2a does not need backward computation.
  3733. I1211 12:13:11.758002 20 net.cpp:200] res4c_res4c_relu_0_split does not need backward computation.
  3734. I1211 12:13:11.758004 20 net.cpp:200] res4c_relu does not need backward computation.
  3735. I1211 12:13:11.758008 20 net.cpp:200] res4c does not need backward computation.
  3736. I1211 12:13:11.758009 20 net.cpp:200] scale4c_branch2c does not need backward computation.
  3737. I1211 12:13:11.758013 20 net.cpp:200] bn4c_branch2c does not need backward computation.
  3738. I1211 12:13:11.758015 20 net.cpp:200] res4c_branch2c does not need backward computation.
  3739. I1211 12:13:11.758018 20 net.cpp:200] res4c_branch2b_relu does not need backward computation.
  3740. I1211 12:13:11.758020 20 net.cpp:200] scale4c_branch2b does not need backward computation.
  3741. I1211 12:13:11.758023 20 net.cpp:200] bn4c_branch2b does not need backward computation.
  3742. I1211 12:13:11.758025 20 net.cpp:200] res4c_branch2b does not need backward computation.
  3743. I1211 12:13:11.758028 20 net.cpp:200] res4c_branch2a_relu does not need backward computation.
  3744. I1211 12:13:11.758030 20 net.cpp:200] scale4c_branch2a does not need backward computation.
  3745. I1211 12:13:11.758033 20 net.cpp:200] bn4c_branch2a does not need backward computation.
  3746. I1211 12:13:11.758035 20 net.cpp:200] res4c_branch2a does not need backward computation.
  3747. I1211 12:13:11.758038 20 net.cpp:200] res4b_res4b_relu_0_split does not need backward computation.
  3748. I1211 12:13:11.758040 20 net.cpp:200] res4b_relu does not need backward computation.
  3749. I1211 12:13:11.758044 20 net.cpp:200] res4b does not need backward computation.
  3750. I1211 12:13:11.758046 20 net.cpp:200] scale4b_branch2c does not need backward computation.
  3751. I1211 12:13:11.758049 20 net.cpp:200] bn4b_branch2c does not need backward computation.
  3752. I1211 12:13:11.758051 20 net.cpp:200] res4b_branch2c does not need backward computation.
  3753. I1211 12:13:11.758054 20 net.cpp:200] res4b_branch2b_relu does not need backward computation.
  3754. I1211 12:13:11.758056 20 net.cpp:200] scale4b_branch2b does not need backward computation.
  3755. I1211 12:13:11.758059 20 net.cpp:200] bn4b_branch2b does not need backward computation.
  3756. I1211 12:13:11.758061 20 net.cpp:200] res4b_branch2b does not need backward computation.
  3757. I1211 12:13:11.758064 20 net.cpp:200] res4b_branch2a_relu does not need backward computation.
  3758. I1211 12:13:11.758066 20 net.cpp:200] scale4b_branch2a does not need backward computation.
  3759. I1211 12:13:11.758069 20 net.cpp:200] bn4b_branch2a does not need backward computation.
  3760. I1211 12:13:11.758071 20 net.cpp:200] res4b_branch2a does not need backward computation.
  3761. I1211 12:13:11.758074 20 net.cpp:200] res4a_res4a_relu_0_split does not need backward computation.
  3762. I1211 12:13:11.758076 20 net.cpp:200] res4a_relu does not need backward computation.
  3763. I1211 12:13:11.758080 20 net.cpp:200] res4a does not need backward computation.
  3764. I1211 12:13:11.758082 20 net.cpp:200] scale4a_branch2c does not need backward computation.
  3765. I1211 12:13:11.758085 20 net.cpp:200] bn4a_branch2c does not need backward computation.
  3766. I1211 12:13:11.758087 20 net.cpp:200] res4a_branch2c does not need backward computation.
  3767. I1211 12:13:11.758090 20 net.cpp:200] res4a_branch2b_relu does not need backward computation.
  3768. I1211 12:13:11.758092 20 net.cpp:200] scale4a_branch2b does not need backward computation.
  3769. I1211 12:13:11.758095 20 net.cpp:200] bn4a_branch2b does not need backward computation.
  3770. I1211 12:13:11.758097 20 net.cpp:200] res4a_branch2b does not need backward computation.
  3771. I1211 12:13:11.758100 20 net.cpp:200] res4a_branch2a_relu does not need backward computation.
  3772. I1211 12:13:11.758103 20 net.cpp:200] scale4a_branch2a does not need backward computation.
  3773. I1211 12:13:11.758105 20 net.cpp:200] bn4a_branch2a does not need backward computation.
  3774. I1211 12:13:11.758108 20 net.cpp:200] res4a_branch2a does not need backward computation.
  3775. I1211 12:13:11.758111 20 net.cpp:200] scale4a_branch1 does not need backward computation.
  3776. I1211 12:13:11.758113 20 net.cpp:200] bn4a_branch1 does not need backward computation.
  3777. I1211 12:13:11.758116 20 net.cpp:200] res4a_branch1 does not need backward computation.
  3778. I1211 12:13:11.758118 20 net.cpp:200] res3d_res3d_relu_0_split does not need backward computation.
  3779. I1211 12:13:11.758121 20 net.cpp:200] res3d_relu does not need backward computation.
  3780. I1211 12:13:11.758124 20 net.cpp:200] res3d does not need backward computation.
  3781. I1211 12:13:11.758127 20 net.cpp:200] scale3d_branch2c does not need backward computation.
  3782. I1211 12:13:11.758129 20 net.cpp:200] bn3d_branch2c does not need backward computation.
  3783. I1211 12:13:11.758132 20 net.cpp:200] res3d_branch2c does not need backward computation.
  3784. I1211 12:13:11.758136 20 net.cpp:200] res3d_branch2b_relu does not need backward computation.
  3785. I1211 12:13:11.758138 20 net.cpp:200] scale3d_branch2b does not need backward computation.
  3786. I1211 12:13:11.758141 20 net.cpp:200] bn3d_branch2b does not need backward computation.
  3787. I1211 12:13:11.758143 20 net.cpp:200] res3d_branch2b does not need backward computation.
  3788. I1211 12:13:11.758146 20 net.cpp:200] res3d_branch2a_relu does not need backward computation.
  3789. I1211 12:13:11.758148 20 net.cpp:200] scale3d_branch2a does not need backward computation.
  3790. I1211 12:13:11.758152 20 net.cpp:200] bn3d_branch2a does not need backward computation.
  3791. I1211 12:13:11.758153 20 net.cpp:200] res3d_branch2a does not need backward computation.
  3792. I1211 12:13:11.758157 20 net.cpp:200] res3c_res3c_relu_0_split does not need backward computation.
  3793. I1211 12:13:11.758158 20 net.cpp:200] res3c_relu does not need backward computation.
  3794. I1211 12:13:11.758162 20 net.cpp:200] res3c does not need backward computation.
  3795. I1211 12:13:11.758163 20 net.cpp:200] scale3c_branch2c does not need backward computation.
  3796. I1211 12:13:11.758167 20 net.cpp:200] bn3c_branch2c does not need backward computation.
  3797. I1211 12:13:11.758169 20 net.cpp:200] res3c_branch2c does not need backward computation.
  3798. I1211 12:13:11.758172 20 net.cpp:200] res3c_branch2b_relu does not need backward computation.
  3799. I1211 12:13:11.758173 20 net.cpp:200] scale3c_branch2b does not need backward computation.
  3800. I1211 12:13:11.758177 20 net.cpp:200] bn3c_branch2b does not need backward computation.
  3801. I1211 12:13:11.758178 20 net.cpp:200] res3c_branch2b does not need backward computation.
  3802. I1211 12:13:11.758182 20 net.cpp:200] res3c_branch2a_relu does not need backward computation.
  3803. I1211 12:13:11.758183 20 net.cpp:200] scale3c_branch2a does not need backward computation.
  3804. I1211 12:13:11.758186 20 net.cpp:200] bn3c_branch2a does not need backward computation.
  3805. I1211 12:13:11.758189 20 net.cpp:200] res3c_branch2a does not need backward computation.
  3806. I1211 12:13:11.758191 20 net.cpp:200] res3b_res3b_relu_0_split does not need backward computation.
  3807. I1211 12:13:11.758194 20 net.cpp:200] res3b_relu does not need backward computation.
  3808. I1211 12:13:11.758196 20 net.cpp:200] res3b does not need backward computation.
  3809. I1211 12:13:11.758199 20 net.cpp:200] scale3b_branch2c does not need backward computation.
  3810. I1211 12:13:11.758203 20 net.cpp:200] bn3b_branch2c does not need backward computation.
  3811. I1211 12:13:11.758205 20 net.cpp:200] res3b_branch2c does not need backward computation.
  3812. I1211 12:13:11.758208 20 net.cpp:200] res3b_branch2b_relu does not need backward computation.
  3813. I1211 12:13:11.758210 20 net.cpp:200] scale3b_branch2b does not need backward computation.
  3814. I1211 12:13:11.758213 20 net.cpp:200] bn3b_branch2b does not need backward computation.
  3815. I1211 12:13:11.758215 20 net.cpp:200] res3b_branch2b does not need backward computation.
  3816. I1211 12:13:11.758217 20 net.cpp:200] res3b_branch2a_relu does not need backward computation.
  3817. I1211 12:13:11.758220 20 net.cpp:200] scale3b_branch2a does not need backward computation.
  3818. I1211 12:13:11.758222 20 net.cpp:200] bn3b_branch2a does not need backward computation.
  3819. I1211 12:13:11.758225 20 net.cpp:200] res3b_branch2a does not need backward computation.
  3820. I1211 12:13:11.758227 20 net.cpp:200] res3a_res3a_relu_0_split does not need backward computation.
  3821. I1211 12:13:11.758230 20 net.cpp:200] res3a_relu does not need backward computation.
  3822. I1211 12:13:11.758234 20 net.cpp:200] res3a does not need backward computation.
  3823. I1211 12:13:11.758236 20 net.cpp:200] scale3a_branch2c does not need backward computation.
  3824. I1211 12:13:11.758239 20 net.cpp:200] bn3a_branch2c does not need backward computation.
  3825. I1211 12:13:11.758797 20 net.cpp:200] res3a_branch2c does not need backward computation.
  3826. I1211 12:13:11.758810 20 net.cpp:200] res3a_branch2b_relu does not need backward computation.
  3827. I1211 12:13:11.758816 20 net.cpp:200] scale3a_branch2b does not need backward computation.
  3828. I1211 12:13:11.758821 20 net.cpp:200] bn3a_branch2b does not need backward computation.
  3829. I1211 12:13:11.758824 20 net.cpp:200] res3a_branch2b does not need backward computation.
  3830. I1211 12:13:11.758831 20 net.cpp:200] res3a_branch2a_relu does not need backward computation.
  3831. I1211 12:13:11.758836 20 net.cpp:200] scale3a_branch2a does not need backward computation.
  3832. I1211 12:13:11.758841 20 net.cpp:200] bn3a_branch2a does not need backward computation.
  3833. I1211 12:13:11.758844 20 net.cpp:200] res3a_branch2a does not need backward computation.
  3834. I1211 12:13:11.758852 20 net.cpp:200] scale3a_branch1 does not need backward computation.
  3835. I1211 12:13:11.758855 20 net.cpp:200] bn3a_branch1 does not need backward computation.
  3836. I1211 12:13:11.758860 20 net.cpp:200] res3a_branch1 does not need backward computation.
  3837. I1211 12:13:11.758867 20 net.cpp:200] res2c_res2c_relu_0_split does not need backward computation.
  3838. I1211 12:13:11.758872 20 net.cpp:200] res2c_relu does not need backward computation.
  3839. I1211 12:13:11.758877 20 net.cpp:200] res2c does not need backward computation.
  3840. I1211 12:13:11.758882 20 net.cpp:200] scale2c_branch2c does not need backward computation.
  3841. I1211 12:13:11.758888 20 net.cpp:200] bn2c_branch2c does not need backward computation.
  3842. I1211 12:13:11.758893 20 net.cpp:200] res2c_branch2c does not need backward computation.
  3843. I1211 12:13:11.758899 20 net.cpp:200] res2c_branch2b_relu does not need backward computation.
  3844. I1211 12:13:11.758904 20 net.cpp:200] scale2c_branch2b does not need backward computation.
  3845. I1211 12:13:11.758910 20 net.cpp:200] bn2c_branch2b does not need backward computation.
  3846. I1211 12:13:11.758915 20 net.cpp:200] res2c_branch2b does not need backward computation.
  3847. I1211 12:13:11.758920 20 net.cpp:200] res2c_branch2a_relu does not need backward computation.
  3848. I1211 12:13:11.758926 20 net.cpp:200] scale2c_branch2a does not need backward computation.
  3849. I1211 12:13:11.758930 20 net.cpp:200] bn2c_branch2a does not need backward computation.
  3850. I1211 12:13:11.758934 20 net.cpp:200] res2c_branch2a does not need backward computation.
  3851. I1211 12:13:11.758939 20 net.cpp:200] res2b_res2b_relu_0_split does not need backward computation.
  3852. I1211 12:13:11.758944 20 net.cpp:200] res2b_relu does not need backward computation.
  3853. I1211 12:13:11.758950 20 net.cpp:200] res2b does not need backward computation.
  3854. I1211 12:13:11.758955 20 net.cpp:200] scale2b_branch2c does not need backward computation.
  3855. I1211 12:13:11.758962 20 net.cpp:200] bn2b_branch2c does not need backward computation.
  3856. I1211 12:13:11.758967 20 net.cpp:200] res2b_branch2c does not need backward computation.
  3857. I1211 12:13:11.758973 20 net.cpp:200] res2b_branch2b_relu does not need backward computation.
  3858. I1211 12:13:11.758980 20 net.cpp:200] scale2b_branch2b does not need backward computation.
  3859. I1211 12:13:11.758985 20 net.cpp:200] bn2b_branch2b does not need backward computation.
  3860. I1211 12:13:11.758991 20 net.cpp:200] res2b_branch2b does not need backward computation.
  3861. I1211 12:13:11.758996 20 net.cpp:200] res2b_branch2a_relu does not need backward computation.
  3862. I1211 12:13:11.758999 20 net.cpp:200] scale2b_branch2a does not need backward computation.
  3863. I1211 12:13:11.759004 20 net.cpp:200] bn2b_branch2a does not need backward computation.
  3864. I1211 12:13:11.759008 20 net.cpp:200] res2b_branch2a does not need backward computation.
  3865. I1211 12:13:11.759014 20 net.cpp:200] res2a_res2a_relu_0_split does not need backward computation.
  3866. I1211 12:13:11.759019 20 net.cpp:200] res2a_relu does not need backward computation.
  3867. I1211 12:13:11.759023 20 net.cpp:200] res2a does not need backward computation.
  3868. I1211 12:13:11.759029 20 net.cpp:200] scale2a_branch2c does not need backward computation.
  3869. I1211 12:13:11.759034 20 net.cpp:200] bn2a_branch2c does not need backward computation.
  3870. I1211 12:13:11.759040 20 net.cpp:200] res2a_branch2c does not need backward computation.
  3871. I1211 12:13:11.759044 20 net.cpp:200] res2a_branch2b_relu does not need backward computation.
  3872. I1211 12:13:11.759048 20 net.cpp:200] scale2a_branch2b does not need backward computation.
  3873. I1211 12:13:11.759052 20 net.cpp:200] bn2a_branch2b does not need backward computation.
  3874. I1211 12:13:11.759055 20 net.cpp:200] res2a_branch2b does not need backward computation.
  3875. I1211 12:13:11.759059 20 net.cpp:200] res2a_branch2a_relu does not need backward computation.
  3876. I1211 12:13:11.759064 20 net.cpp:200] scale2a_branch2a does not need backward computation.
  3877. I1211 12:13:11.759069 20 net.cpp:200] bn2a_branch2a does not need backward computation.
  3878. I1211 12:13:11.759073 20 net.cpp:200] res2a_branch2a does not need backward computation.
  3879. I1211 12:13:11.759078 20 net.cpp:200] scale2a_branch1 does not need backward computation.
  3880. I1211 12:13:11.759083 20 net.cpp:200] bn2a_branch1 does not need backward computation.
  3881. I1211 12:13:11.759088 20 net.cpp:200] res2a_branch1 does not need backward computation.
  3882. I1211 12:13:11.759093 20 net.cpp:200] pool1_pool1_0_split does not need backward computation.
  3883. I1211 12:13:11.759096 20 net.cpp:200] pool1 does not need backward computation.
  3884. I1211 12:13:11.759101 20 net.cpp:200] conv1_relu does not need backward computation.
  3885. I1211 12:13:11.759105 20 net.cpp:200] scale_conv1 does not need backward computation.
  3886. I1211 12:13:11.759110 20 net.cpp:200] bn_conv1 does not need backward computation.
  3887. I1211 12:13:11.759114 20 net.cpp:200] conv1 does not need backward computation.
  3888. I1211 12:13:11.759119 20 net.cpp:200] data does not need backward computation.
  3889. I1211 12:13:11.759122 20 net.cpp:242] This network produces output prob
  3890. I1211 12:13:11.759258 20 net.cpp:255] Network initialization done.
  3891. I1211 12:13:12.772039 20 upgrade_proto.cpp:67] Attempting to upgrade input file specified using deprecated input fields: /workspace/bmnet_models//resnet50/resnet50.caffemodel
  3892. I1211 12:13:12.772056 20 upgrade_proto.cpp:70] Successfully upgraded file specified using deprecated input fields.
  3893. W1211 12:13:12.772060 20 upgrade_proto.cpp:72] Note that future Caffe releases will only support input layers and not input fields.
  3894. ('outputs:', ['prob'])
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