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  1. Log file created at: 2017/12/14 10:11:40
  2. Running on machine: CLIENTPC3
  3. Log line format: [IWEF]mmdd hh:mm:ss.uuuuuu threadid file:line] msg
  4. I1214 10:11:40.429093 1280 caffe.cpp:500] Use GPU with device ID 0
  5. I1214 10:11:40.459610 1280 device.cpp:72] CL_DEVICE_HOST_UNIFIED_MEMORY: 1
  6. I1214 10:11:40.474776 1280 upgrade_proto.cpp:67] Attempting to upgrade input file specified using deprecated input fields: GoogleNetAugged-deploy.prototxt
  7. I1214 10:11:40.476794 1280 upgrade_proto.cpp:70] Successfully upgraded file specified using deprecated input fields.
  8. W1214 10:11:40.476794 1280 upgrade_proto.cpp:72] Note that future Caffe releases will only support input layers and not input fields.
  9. I1214 10:11:40.479797 1280 net.cpp:57] Initializing net from parameters:
  10. name: "GoogleNetAugged"
  11. state {
  12. phase: TEST
  13. level: 0
  14. stage: ""
  15. }
  16. layer {
  17. name: "input"
  18. type: "Input"
  19. top: "data"
  20. input_param {
  21. shape {
  22. dim: 10
  23. dim: 3
  24. dim: 224
  25. dim: 224
  26. }
  27. }
  28. }
  29. layer {
  30. name: "conv1/7x7_s2"
  31. type: "Convolution"
  32. bottom: "data"
  33. top: "conv1/7x7_s2"
  34. param {
  35. lr_mult: 1
  36. decay_mult: 1
  37. }
  38. param {
  39. lr_mult: 2
  40. decay_mult: 0
  41. }
  42. convolution_param {
  43. num_output: 64
  44. pad: 3
  45. kernel_size: 7
  46. stride: 2
  47. weight_filler {
  48. type: "xavier"
  49. std: 0.1
  50. }
  51. bias_filler {
  52. type: "constant"
  53. value: 0.2
  54. }
  55. }
  56. }
  57. layer {
  58. name: "conv1/relu_7x7"
  59. type: "ReLU"
  60. bottom: "conv1/7x7_s2"
  61. top: "conv1/7x7_s2"
  62. }
  63. layer {
  64. name: "pool1/3x3_s2"
  65. type: "Pooling"
  66. bottom: "conv1/7x7_s2"
  67. top: "pool1/3x3_s2"
  68. pooling_param {
  69. pool: MAX
  70. kernel_size: 3
  71. stride: 2
  72. }
  73. }
  74. layer {
  75. name: "pool1/norm1"
  76. type: "LRN"
  77. bottom: "pool1/3x3_s2"
  78. top: "pool1/norm1"
  79. lrn_param {
  80. local_size: 5
  81. alpha: 0.0001
  82. beta: 0.75
  83. }
  84. }
  85. layer {
  86. name: "conv2/3x3_reduce"
  87. type: "Convolution"
  88. bottom: "pool1/norm1"
  89. top: "conv2/3x3_reduce"
  90. param {
  91. lr_mult: 1
  92. decay_mult: 1
  93. }
  94. param {
  95. lr_mult: 2
  96. decay_mult: 0
  97. }
  98. convolution_param {
  99. num_output: 64
  100. kernel_size: 1
  101. weight_filler {
  102. type: "xavier"
  103. std: 0.1
  104. }
  105. bias_filler {
  106. type: "constant"
  107. value: 0.2
  108. }
  109. }
  110. }
  111. layer {
  112. name: "conv2/relu_3x3_reduce"
  113. type: "ReLU"
  114. bottom: "conv2/3x3_reduce"
  115. top: "conv2/3x3_reduce"
  116. }
  117. layer {
  118. name: "conv2/3x3"
  119. type: "Convolution"
  120. bottom: "conv2/3x3_reduce"
  121. top: "conv2/3x3"
  122. param {
  123. lr_mult: 1
  124. decay_mult: 1
  125. }
  126. param {
  127. lr_mult: 2
  128. decay_mult: 0
  129. }
  130. convolution_param {
  131. num_output: 192
  132. pad: 1
  133. kernel_size: 3
  134. weight_filler {
  135. type: "xavier"
  136. std: 0.03
  137. }
  138. bias_filler {
  139. type: "constant"
  140. value: 0.2
  141. }
  142. }
  143. }
  144. layer {
  145. name: "conv2/relu_3x3"
  146. type: "ReLU"
  147. bottom: "conv2/3x3"
  148. top: "conv2/3x3"
  149. }
  150. layer {
  151. name: "conv2/norm2"
  152. type: "LRN"
  153. bottom: "conv2/3x3"
  154. top: "conv2/norm2"
  155. lrn_param {
  156. local_size: 5
  157. alpha: 0.0001
  158. beta: 0.75
  159. }
  160. }
  161. layer {
  162. name: "pool2/3x3_s2"
  163. type: "Pooling"
  164. bottom: "conv2/norm2"
  165. top: "pool2/3x3_s2"
  166. pooling_param {
  167. pool: MAX
  168. kernel_size: 3
  169. stride: 2
  170. }
  171. }
  172. layer {
  173. name: "inception_3a/1x1"
  174. type: "Convolution"
  175. bottom: "pool2/3x3_s2"
  176. top: "inception_3a/1x1"
  177. param {
  178. lr_mult: 1
  179. decay_mult: 1
  180. }
  181. param {
  182. lr_mult: 2
  183. decay_mult: 0
  184. }
  185. convolution_param {
  186. num_output: 64
  187. kernel_size: 1
  188. weight_filler {
  189. type: "xavier"
  190. std: 0.03
  191. }
  192. bias_filler {
  193. type: "constant"
  194. value: 0.2
  195. }
  196. }
  197. }
  198. layer {
  199. name: "inception_3a/relu_1x1"
  200. type: "ReLU"
  201. bottom: "inception_3a/1x1"
  202. top: "inception_3a/1x1"
  203. }
  204. layer {
  205. name: "inception_3a/3x3_reduce"
  206. type: "Convolution"
  207. bottom: "pool2/3x3_s2"
  208. top: "inception_3a/3x3_reduce"
  209. param {
  210. lr_mult: 1
  211. decay_mult: 1
  212. }
  213. param {
  214. lr_mult: 2
  215. decay_mult: 0
  216. }
  217. convolution_param {
  218. num_output: 96
  219. kernel_size: 1
  220. weight_filler {
  221. type: "xavier"
  222. std: 0.09
  223. }
  224. bias_filler {
  225. type: "constant"
  226. value: 0.2
  227. }
  228. }
  229. }
  230. layer {
  231. name: "inception_3a/relu_3x3_reduce"
  232. type: "ReLU"
  233. bottom: "inception_3a/3x3_reduce"
  234. top: "inception_3a/3x3_reduce"
  235. }
  236. layer {
  237. name: "inception_3a/3x3"
  238. type: "Convolution"
  239. bottom: "inception_3a/3x3_reduce"
  240. top: "inception_3a/3x3"
  241. param {
  242. lr_mult: 1
  243. decay_mult: 1
  244. }
  245. param {
  246. lr_mult: 2
  247. decay_mult: 0
  248. }
  249. convolution_param {
  250. num_output: 128
  251. pad: 1
  252. kernel_size: 3
  253. weight_filler {
  254. type: "xavier"
  255. std: 0.03
  256. }
  257. bias_filler {
  258. type: "constant"
  259. value: 0.2
  260. }
  261. }
  262. }
  263. layer {
  264. name: "inception_3a/relu_3x3"
  265. type: "ReLU"
  266. bottom: "inception_3a/3x3"
  267. top: "inception_3a/3x3"
  268. }
  269. layer {
  270. name: "inception_3a/5x5_reduce"
  271. type: "Convolution"
  272. bottom: "pool2/3x3_s2"
  273. top: "inception_3a/5x5_reduce"
  274. param {
  275. lr_mult: 1
  276. decay_mult: 1
  277. }
  278. param {
  279. lr_mult: 2
  280. decay_mult: 0
  281. }
  282. convolution_param {
  283. num_output: 16
  284. kernel_size: 1
  285. weight_filler {
  286. type: "xavier"
  287. std: 0.2
  288. }
  289. bias_filler {
  290. type: "constant"
  291. value: 0.2
  292. }
  293. }
  294. }
  295. layer {
  296. name: "inception_3a/relu_5x5_reduce"
  297. type: "ReLU"
  298. bottom: "inception_3a/5x5_reduce"
  299. top: "inception_3a/5x5_reduce"
  300. }
  301. layer {
  302. name: "inception_3a/5x5"
  303. type: "Convolution"
  304. bottom: "inception_3a/5x5_reduce"
  305. top: "inception_3a/5x5"
  306. param {
  307. lr_mult: 1
  308. decay_mult: 1
  309. }
  310. param {
  311. lr_mult: 2
  312. decay_mult: 0
  313. }
  314. convolution_param {
  315. num_output: 32
  316. pad: 2
  317. kernel_size: 5
  318. weight_filler {
  319. type: "xavier"
  320. std: 0.03
  321. }
  322. bias_filler {
  323. type: "constant"
  324. value: 0.2
  325. }
  326. }
  327. }
  328. layer {
  329. name: "inception_3a/relu_5x5"
  330. type: "ReLU"
  331. bottom: "inception_3a/5x5"
  332. top: "inception_3a/5x5"
  333. }
  334. layer {
  335. name: "inception_3a/pool"
  336. type: "Pooling"
  337. bottom: "pool2/3x3_s2"
  338. top: "inception_3a/pool"
  339. pooling_param {
  340. pool: MAX
  341. kernel_size: 3
  342. stride: 1
  343. pad: 1
  344. }
  345. }
  346. layer {
  347. name: "inception_3a/pool_proj"
  348. type: "Convolution"
  349. bottom: "inception_3a/pool"
  350. top: "inception_3a/pool_proj"
  351. param {
  352. lr_mult: 1
  353. decay_mult: 1
  354. }
  355. param {
  356. lr_mult: 2
  357. decay_mult: 0
  358. }
  359. convolution_param {
  360. num_output: 32
  361. kernel_size: 1
  362. weight_filler {
  363. type: "xavier"
  364. std: 0.1
  365. }
  366. bias_filler {
  367. type: "constant"
  368. value: 0.2
  369. }
  370. }
  371. }
  372. layer {
  373. name: "inception_3a/relu_pool_proj"
  374. type: "ReLU"
  375. bottom: "inception_3a/pool_proj"
  376. top: "inception_3a/pool_proj"
  377. }
  378. layer {
  379. name: "inception_3a/output"
  380. type: "Concat"
  381. bottom: "inception_3a/1x1"
  382. bottom: "inception_3a/3x3"
  383. bottom: "inception_3a/5x5"
  384. bottom: "inception_3a/pool_proj"
  385. top: "inception_3a/output"
  386. }
  387. layer {
  388. name: "inception_3b/1x1"
  389. type: "Convolution"
  390. bottom: "inception_3a/output"
  391. top: "inception_3b/1x1"
  392. param {
  393. lr_mult: 1
  394. decay_mult: 1
  395. }
  396. param {
  397. lr_mult: 2
  398. decay_mult: 0
  399. }
  400. convolution_param {
  401. num_output: 128
  402. kernel_size: 1
  403. weight_filler {
  404. type: "xavier"
  405. std: 0.03
  406. }
  407. bias_filler {
  408. type: "constant"
  409. value: 0.2
  410. }
  411. }
  412. }
  413. layer {
  414. name: "inception_3b/relu_1x1"
  415. type: "ReLU"
  416. bottom: "inception_3b/1x1"
  417. top: "inception_3b/1x1"
  418. }
  419. layer {
  420. name: "inception_3b/3x3_reduce"
  421. type: "Convolution"
  422. bottom: "inception_3a/output"
  423. top: "inception_3b/3x3_reduce"
  424. param {
  425. lr_mult: 1
  426. decay_mult: 1
  427. }
  428. param {
  429. lr_mult: 2
  430. decay_mult: 0
  431. }
  432. convolution_param {
  433. num_output: 128
  434. kernel_size: 1
  435. weight_filler {
  436. type: "xavier"
  437. std: 0.09
  438. }
  439. bias_filler {
  440. type: "constant"
  441. value: 0.2
  442. }
  443. }
  444. }
  445. layer {
  446. name: "inception_3b/relu_3x3_reduce"
  447. type: "ReLU"
  448. bottom: "inception_3b/3x3_reduce"
  449. top: "inception_3b/3x3_reduce"
  450. }
  451. layer {
  452. name: "inception_3b/3x3"
  453. type: "Convolution"
  454. bottom: "inception_3b/3x3_reduce"
  455. top: "inception_3b/3x3"
  456. param {
  457. lr_mult: 1
  458. decay_mult: 1
  459. }
  460. param {
  461. lr_mult: 2
  462. decay_mult: 0
  463. }
  464. convolution_param {
  465. num_output: 192
  466. pad: 1
  467. kernel_size: 3
  468. weight_filler {
  469. type: "xavier"
  470. std: 0.03
  471. }
  472. bias_filler {
  473. type: "constant"
  474. value: 0.2
  475. }
  476. }
  477. }
  478. layer {
  479. name: "inception_3b/relu_3x3"
  480. type: "ReLU"
  481. bottom: "inception_3b/3x3"
  482. top: "inception_3b/3x3"
  483. }
  484. layer {
  485. name: "inception_3b/5x5_reduce"
  486. type: "Convolution"
  487. bottom: "inception_3a/output"
  488. top: "inception_3b/5x5_reduce"
  489. param {
  490. lr_mult: 1
  491. decay_mult: 1
  492. }
  493. param {
  494. lr_mult: 2
  495. decay_mult: 0
  496. }
  497. convolution_param {
  498. num_output: 32
  499. kernel_size: 1
  500. weight_filler {
  501. type: "xavier"
  502. std: 0.2
  503. }
  504. bias_filler {
  505. type: "constant"
  506. value: 0.2
  507. }
  508. }
  509. }
  510. layer {
  511. name: "inception_3b/relu_5x5_reduce"
  512. type: "ReLU"
  513. bottom: "inception_3b/5x5_reduce"
  514. top: "inception_3b/5x5_reduce"
  515. }
  516. layer {
  517. name: "inception_3b/5x5"
  518. type: "Convolution"
  519. bottom: "inception_3b/5x5_reduce"
  520. top: "inception_3b/5x5"
  521. param {
  522. lr_mult: 1
  523. decay_mult: 1
  524. }
  525. param {
  526. lr_mult: 2
  527. decay_mult: 0
  528. }
  529. convolution_param {
  530. num_output: 96
  531. pad: 2
  532. kernel_size: 5
  533. weight_filler {
  534. type: "xavier"
  535. std: 0.03
  536. }
  537. bias_filler {
  538. type: "constant"
  539. value: 0.2
  540. }
  541. }
  542. }
  543. layer {
  544. name: "inception_3b/relu_5x5"
  545. type: "ReLU"
  546. bottom: "inception_3b/5x5"
  547. top: "inception_3b/5x5"
  548. }
  549. layer {
  550. name: "inception_3b/pool"
  551. type: "Pooling"
  552. bottom: "inception_3a/output"
  553. top: "inception_3b/pool"
  554. pooling_param {
  555. pool: MAX
  556. kernel_size: 3
  557. stride: 1
  558. pad: 1
  559. }
  560. }
  561. layer {
  562. name: "inception_3b/pool_proj"
  563. type: "Convolution"
  564. bottom: "inception_3b/pool"
  565. top: "inception_3b/pool_proj"
  566. param {
  567. lr_mult: 1
  568. decay_mult: 1
  569. }
  570. param {
  571. lr_mult: 2
  572. decay_mult: 0
  573. }
  574. convolution_param {
  575. num_output: 64
  576. kernel_size: 1
  577. weight_filler {
  578. type: "xavier"
  579. std: 0.1
  580. }
  581. bias_filler {
  582. type: "constant"
  583. value: 0.2
  584. }
  585. }
  586. }
  587. layer {
  588. name: "inception_3b/relu_pool_proj"
  589. type: "ReLU"
  590. bottom: "inception_3b/pool_proj"
  591. top: "inception_3b/pool_proj"
  592. }
  593. layer {
  594. name: "inception_3b/output"
  595. type: "Concat"
  596. bottom: "inception_3b/1x1"
  597. bottom: "inception_3b/3x3"
  598. bottom: "inception_3b/5x5"
  599. bottom: "inception_3b/pool_proj"
  600. top: "inception_3b/output"
  601. }
  602. layer {
  603. name: "pool3/3x3_s2"
  604. type: "Pooling"
  605. bottom: "inception_3b/output"
  606. top: "pool3/3x3_s2"
  607. pooling_param {
  608. pool: MAX
  609. kernel_size: 3
  610. stride: 2
  611. }
  612. }
  613. layer {
  614. name: "inception_4a/1x1"
  615. type: "Convolution"
  616. bottom: "pool3/3x3_s2"
  617. top: "inception_4a/1x1"
  618. param {
  619. lr_mult: 1
  620. decay_mult: 1
  621. }
  622. param {
  623. lr_mult: 2
  624. decay_mult: 0
  625. }
  626. convolution_param {
  627. num_output: 192
  628. kernel_size: 1
  629. weight_filler {
  630. type: "xavier"
  631. std: 0.03
  632. }
  633. bias_filler {
  634. type: "constant"
  635. value: 0.2
  636. }
  637. }
  638. }
  639. layer {
  640. name: "inception_4a/relu_1x1"
  641. type: "ReLU"
  642. bottom: "inception_4a/1x1"
  643. top: "inception_4a/1x1"
  644. }
  645. layer {
  646. name: "inception_4a/3x3_reduce"
  647. type: "Convolution"
  648. bottom: "pool3/3x3_s2"
  649. top: "inception_4a/3x3_reduce"
  650. param {
  651. lr_mult: 1
  652. decay_mult: 1
  653. }
  654. param {
  655. lr_mult: 2
  656. decay_mult: 0
  657. }
  658. convolution_param {
  659. num_output: 96
  660. kernel_size: 1
  661. weight_filler {
  662. type: "xavier"
  663. std: 0.09
  664. }
  665. bias_filler {
  666. type: "constant"
  667. value: 0.2
  668. }
  669. }
  670. }
  671. layer {
  672. name: "inception_4a/relu_3x3_reduce"
  673. type: "ReLU"
  674. bottom: "inception_4a/3x3_reduce"
  675. top: "inception_4a/3x3_reduce"
  676. }
  677. layer {
  678. name: "inception_4a/3x3"
  679. type: "Convolution"
  680. bottom: "inception_4a/3x3_reduce"
  681. top: "inception_4a/3x3"
  682. param {
  683. lr_mult: 1
  684. decay_mult: 1
  685. }
  686. param {
  687. lr_mult: 2
  688. decay_mult: 0
  689. }
  690. convolution_param {
  691. num_output: 208
  692. pad: 1
  693. kernel_size: 3
  694. weight_filler {
  695. type: "xavier"
  696. std: 0.03
  697. }
  698. bias_filler {
  699. type: "constant"
  700. value: 0.2
  701. }
  702. }
  703. }
  704. layer {
  705. name: "inception_4a/relu_3x3"
  706. type: "ReLU"
  707. bottom: "inception_4a/3x3"
  708. top: "inception_4a/3x3"
  709. }
  710. layer {
  711. name: "inception_4a/5x5_reduce"
  712. type: "Convolution"
  713. bottom: "pool3/3x3_s2"
  714. top: "inception_4a/5x5_reduce"
  715. param {
  716. lr_mult: 1
  717. decay_mult: 1
  718. }
  719. param {
  720. lr_mult: 2
  721. decay_mult: 0
  722. }
  723. convolution_param {
  724. num_output: 16
  725. kernel_size: 1
  726. weight_filler {
  727. type: "xavier"
  728. std: 0.2
  729. }
  730. bias_filler {
  731. type: "constant"
  732. value: 0.2
  733. }
  734. }
  735. }
  736. layer {
  737. name: "inception_4a/relu_5x5_reduce"
  738. type: "ReLU"
  739. bottom: "inception_4a/5x5_reduce"
  740. top: "inception_4a/5x5_reduce"
  741. }
  742. layer {
  743. name: "inception_4a/5x5"
  744. type: "Convolution"
  745. bottom: "inception_4a/5x5_reduce"
  746. top: "inception_4a/5x5"
  747. param {
  748. lr_mult: 1
  749. decay_mult: 1
  750. }
  751. param {
  752. lr_mult: 2
  753. decay_mult: 0
  754. }
  755. convolution_param {
  756. num_output: 48
  757. pad: 2
  758. kernel_size: 5
  759. weight_filler {
  760. type: "xavier"
  761. std: 0.03
  762. }
  763. bias_filler {
  764. type: "constant"
  765. value: 0.2
  766. }
  767. }
  768. }
  769. layer {
  770. name: "inception_4a/relu_5x5"
  771. type: "ReLU"
  772. bottom: "inception_4a/5x5"
  773. top: "inception_4a/5x5"
  774. }
  775. layer {
  776. name: "inception_4a/pool"
  777. type: "Pooling"
  778. bottom: "pool3/3x3_s2"
  779. top: "inception_4a/pool"
  780. pooling_param {
  781. pool: MAX
  782. kernel_size: 3
  783. stride: 1
  784. pad: 1
  785. }
  786. }
  787. layer {
  788. name: "inception_4a/pool_proj"
  789. type: "Convolution"
  790. bottom: "inception_4a/pool"
  791. top: "inception_4a/pool_proj"
  792. param {
  793. lr_mult: 1
  794. decay_mult: 1
  795. }
  796. param {
  797. lr_mult: 2
  798. decay_mult: 0
  799. }
  800. convolution_param {
  801. num_output: 64
  802. kernel_size: 1
  803. weight_filler {
  804. type: "xavier"
  805. std: 0.1
  806. }
  807. bias_filler {
  808. type: "constant"
  809. value: 0.2
  810. }
  811. }
  812. }
  813. layer {
  814. name: "inception_4a/relu_pool_proj"
  815. type: "ReLU"
  816. bottom: "inception_4a/pool_proj"
  817. top: "inception_4a/pool_proj"
  818. }
  819. layer {
  820. name: "inception_4a/output"
  821. type: "Concat"
  822. bottom: "inception_4a/1x1"
  823. bottom: "inception_4a/3x3"
  824. bottom: "inception_4a/5x5"
  825. bottom: "inception_4a/pool_proj"
  826. top: "inception_4a/output"
  827. }
  828. layer {
  829. name: "inception_4b/1x1"
  830. type: "Convolution"
  831. bottom: "inception_4a/output"
  832. top: "inception_4b/1x1"
  833. param {
  834. lr_mult: 1
  835. decay_mult: 1
  836. }
  837. param {
  838. lr_mult: 2
  839. decay_mult: 0
  840. }
  841. convolution_param {
  842. num_output: 160
  843. kernel_size: 1
  844. weight_filler {
  845. type: "xavier"
  846. std: 0.03
  847. }
  848. bias_filler {
  849. type: "constant"
  850. value: 0.2
  851. }
  852. }
  853. }
  854. layer {
  855. name: "inception_4b/relu_1x1"
  856. type: "ReLU"
  857. bottom: "inception_4b/1x1"
  858. top: "inception_4b/1x1"
  859. }
  860. layer {
  861. name: "inception_4b/3x3_reduce"
  862. type: "Convolution"
  863. bottom: "inception_4a/output"
  864. top: "inception_4b/3x3_reduce"
  865. param {
  866. lr_mult: 1
  867. decay_mult: 1
  868. }
  869. param {
  870. lr_mult: 2
  871. decay_mult: 0
  872. }
  873. convolution_param {
  874. num_output: 112
  875. kernel_size: 1
  876. weight_filler {
  877. type: "xavier"
  878. std: 0.09
  879. }
  880. bias_filler {
  881. type: "constant"
  882. value: 0.2
  883. }
  884. }
  885. }
  886. layer {
  887. name: "inception_4b/relu_3x3_reduce"
  888. type: "ReLU"
  889. bottom: "inception_4b/3x3_reduce"
  890. top: "inception_4b/3x3_reduce"
  891. }
  892. layer {
  893. name: "inception_4b/3x3"
  894. type: "Convolution"
  895. bottom: "inception_4b/3x3_reduce"
  896. top: "inception_4b/3x3"
  897. param {
  898. lr_mult: 1
  899. decay_mult: 1
  900. }
  901. param {
  902. lr_mult: 2
  903. decay_mult: 0
  904. }
  905. convolution_param {
  906. num_output: 224
  907. pad: 1
  908. kernel_size: 3
  909. weight_filler {
  910. type: "xavier"
  911. std: 0.03
  912. }
  913. bias_filler {
  914. type: "constant"
  915. value: 0.2
  916. }
  917. }
  918. }
  919. layer {
  920. name: "inception_4b/relu_3x3"
  921. type: "ReLU"
  922. bottom: "inception_4b/3x3"
  923. top: "inception_4b/3x3"
  924. }
  925. layer {
  926. name: "inception_4b/5x5_reduce"
  927. type: "Convolution"
  928. bottom: "inception_4a/output"
  929. top: "inception_4b/5x5_reduce"
  930. param {
  931. lr_mult: 1
  932. decay_mult: 1
  933. }
  934. param {
  935. lr_mult: 2
  936. decay_mult: 0
  937. }
  938. convolution_param {
  939. num_output: 24
  940. kernel_size: 1
  941. weight_filler {
  942. type: "xavier"
  943. std: 0.2
  944. }
  945. bias_filler {
  946. type: "constant"
  947. value: 0.2
  948. }
  949. }
  950. }
  951. layer {
  952. name: "inception_4b/relu_5x5_reduce"
  953. type: "ReLU"
  954. bottom: "inception_4b/5x5_reduce"
  955. top: "inception_4b/5x5_reduce"
  956. }
  957. layer {
  958. name: "inception_4b/5x5"
  959. type: "Convolution"
  960. bottom: "inception_4b/5x5_reduce"
  961. top: "inception_4b/5x5"
  962. param {
  963. lr_mult: 1
  964. decay_mult: 1
  965. }
  966. param {
  967. lr_mult: 2
  968. decay_mult: 0
  969. }
  970. convolution_param {
  971. num_output: 64
  972. pad: 2
  973. kernel_size: 5
  974. weight_filler {
  975. type: "xavier"
  976. std: 0.03
  977. }
  978. bias_filler {
  979. type: "constant"
  980. value: 0.2
  981. }
  982. }
  983. }
  984. layer {
  985. name: "inception_4b/relu_5x5"
  986. type: "ReLU"
  987. bottom: "inception_4b/5x5"
  988. top: "inception_4b/5x5"
  989. }
  990. layer {
  991. name: "inception_4b/pool"
  992. type: "Pooling"
  993. bottom: "inception_4a/output"
  994. top: "inception_4b/pool"
  995. pooling_param {
  996. pool: MAX
  997. kernel_size: 3
  998. stride: 1
  999. pad: 1
  1000. }
  1001. }
  1002. layer {
  1003. name: "inception_4b/pool_proj"
  1004. type: "Convolution"
  1005. bottom: "inception_4b/pool"
  1006. top: "inception_4b/pool_proj"
  1007. param {
  1008. lr_mult: 1
  1009. decay_mult: 1
  1010. }
  1011. param {
  1012. lr_mult: 2
  1013. decay_mult: 0
  1014. }
  1015. convolution_param {
  1016. num_output: 64
  1017. kernel_size: 1
  1018. weight_filler {
  1019. type: "xavier"
  1020. std: 0.1
  1021. }
  1022. bias_filler {
  1023. type: "constant"
  1024. value: 0.2
  1025. }
  1026. }
  1027. }
  1028. layer {
  1029. name: "inception_4b/relu_pool_proj"
  1030. type: "ReLU"
  1031. bottom: "inception_4b/pool_proj"
  1032. top: "inception_4b/pool_proj"
  1033. }
  1034. layer {
  1035. name: "inception_4b/output"
  1036. type: "Concat"
  1037. bottom: "inception_4b/1x1"
  1038. bottom: "inception_4b/3x3"
  1039. bottom: "inception_4b/5x5"
  1040. bottom: "inception_4b/pool_proj"
  1041. top: "inception_4b/output"
  1042. }
  1043. layer {
  1044. name: "inception_4c/1x1"
  1045. type: "Convolution"
  1046. bottom: "inception_4b/output"
  1047. top: "inception_4c/1x1"
  1048. param {
  1049. lr_mult: 1
  1050. decay_mult: 1
  1051. }
  1052. param {
  1053. lr_mult: 2
  1054. decay_mult: 0
  1055. }
  1056. convolution_param {
  1057. num_output: 128
  1058. kernel_size: 1
  1059. weight_filler {
  1060. type: "xavier"
  1061. std: 0.03
  1062. }
  1063. bias_filler {
  1064. type: "constant"
  1065. value: 0.2
  1066. }
  1067. }
  1068. }
  1069. layer {
  1070. name: "inception_4c/relu_1x1"
  1071. type: "ReLU"
  1072. bottom: "inception_4c/1x1"
  1073. top: "inception_4c/1x1"
  1074. }
  1075. layer {
  1076. name: "inception_4c/3x3_reduce"
  1077. type: "Convolution"
  1078. bottom: "inception_4b/output"
  1079. top: "inception_4c/3x3_reduce"
  1080. param {
  1081. lr_mult: 1
  1082. decay_mult: 1
  1083. }
  1084. param {
  1085. lr_mult: 2
  1086. decay_mult: 0
  1087. }
  1088. convolution_param {
  1089. num_output: 128
  1090. kernel_size: 1
  1091. weight_filler {
  1092. type: "xavier"
  1093. std: 0.09
  1094. }
  1095. bias_filler {
  1096. type: "constant"
  1097. value: 0.2
  1098. }
  1099. }
  1100. }
  1101. layer {
  1102. name: "inception_4c/relu_3x3_reduce"
  1103. type: "ReLU"
  1104. bottom: "inception_4c/3x3_reduce"
  1105. top: "inception_4c/3x3_reduce"
  1106. }
  1107. layer {
  1108. name: "inception_4c/3x3"
  1109. type: "Convolution"
  1110. bottom: "inception_4c/3x3_reduce"
  1111. top: "inception_4c/3x3"
  1112. param {
  1113. lr_mult: 1
  1114. decay_mult: 1
  1115. }
  1116. param {
  1117. lr_mult: 2
  1118. decay_mult: 0
  1119. }
  1120. convolution_param {
  1121. num_output: 256
  1122. pad: 1
  1123. kernel_size: 3
  1124. weight_filler {
  1125. type: "xavier"
  1126. std: 0.03
  1127. }
  1128. bias_filler {
  1129. type: "constant"
  1130. value: 0.2
  1131. }
  1132. }
  1133. }
  1134. layer {
  1135. name: "inception_4c/relu_3x3"
  1136. type: "ReLU"
  1137. bottom: "inception_4c/3x3"
  1138. top: "inception_4c/3x3"
  1139. }
  1140. layer {
  1141. name: "inception_4c/5x5_reduce"
  1142. type: "Convolution"
  1143. bottom: "inception_4b/output"
  1144. top: "inception_4c/5x5_reduce"
  1145. param {
  1146. lr_mult: 1
  1147. decay_mult: 1
  1148. }
  1149. param {
  1150. lr_mult: 2
  1151. decay_mult: 0
  1152. }
  1153. convolution_param {
  1154. num_output: 24
  1155. kernel_size: 1
  1156. weight_filler {
  1157. type: "xavier"
  1158. std: 0.2
  1159. }
  1160. bias_filler {
  1161. type: "constant"
  1162. value: 0.2
  1163. }
  1164. }
  1165. }
  1166. layer {
  1167. name: "inception_4c/relu_5x5_reduce"
  1168. type: "ReLU"
  1169. bottom: "inception_4c/5x5_reduce"
  1170. top: "inception_4c/5x5_reduce"
  1171. }
  1172. layer {
  1173. name: "inception_4c/5x5"
  1174. type: "Convolution"
  1175. bottom: "inception_4c/5x5_reduce"
  1176. top: "inception_4c/5x5"
  1177. param {
  1178. lr_mult: 1
  1179. decay_mult: 1
  1180. }
  1181. param {
  1182. lr_mult: 2
  1183. decay_mult: 0
  1184. }
  1185. convolution_param {
  1186. num_output: 64
  1187. pad: 2
  1188. kernel_size: 5
  1189. weight_filler {
  1190. type: "xavier"
  1191. std: 0.03
  1192. }
  1193. bias_filler {
  1194. type: "constant"
  1195. value: 0.2
  1196. }
  1197. }
  1198. }
  1199. layer {
  1200. name: "inception_4c/relu_5x5"
  1201. type: "ReLU"
  1202. bottom: "inception_4c/5x5"
  1203. top: "inception_4c/5x5"
  1204. }
  1205. layer {
  1206. name: "inception_4c/pool"
  1207. type: "Pooling"
  1208. bottom: "inception_4b/output"
  1209. top: "inception_4c/pool"
  1210. pooling_param {
  1211. pool: MAX
  1212. kernel_size: 3
  1213. stride: 1
  1214. pad: 1
  1215. }
  1216. }
  1217. layer {
  1218. name: "inception_4c/pool_proj"
  1219. type: "Convolution"
  1220. bottom: "inception_4c/pool"
  1221. top: "inception_4c/pool_proj"
  1222. param {
  1223. lr_mult: 1
  1224. decay_mult: 1
  1225. }
  1226. param {
  1227. lr_mult: 2
  1228. decay_mult: 0
  1229. }
  1230. convolution_param {
  1231. num_output: 64
  1232. kernel_size: 1
  1233. weight_filler {
  1234. type: "xavier"
  1235. std: 0.1
  1236. }
  1237. bias_filler {
  1238. type: "constant"
  1239. value: 0.2
  1240. }
  1241. }
  1242. }
  1243. layer {
  1244. name: "inception_4c/relu_pool_proj"
  1245. type: "ReLU"
  1246. bottom: "inception_4c/pool_proj"
  1247. top: "inception_4c/pool_proj"
  1248. }
  1249. layer {
  1250. name: "inception_4c/output"
  1251. type: "Concat"
  1252. bottom: "inception_4c/1x1"
  1253. bottom: "inception_4c/3x3"
  1254. bottom: "inception_4c/5x5"
  1255. bottom: "inception_4c/pool_proj"
  1256. top: "inception_4c/output"
  1257. }
  1258. layer {
  1259. name: "inception_4d/1x1"
  1260. type: "Convolution"
  1261. bottom: "inception_4c/output"
  1262. top: "inception_4d/1x1"
  1263. param {
  1264. lr_mult: 1
  1265. decay_mult: 1
  1266. }
  1267. param {
  1268. lr_mult: 2
  1269. decay_mult: 0
  1270. }
  1271. convolution_param {
  1272. num_output: 112
  1273. kernel_size: 1
  1274. weight_filler {
  1275. type: "xavier"
  1276. std: 0.03
  1277. }
  1278. bias_filler {
  1279. type: "constant"
  1280. value: 0.2
  1281. }
  1282. }
  1283. }
  1284. layer {
  1285. name: "inception_4d/relu_1x1"
  1286. type: "ReLU"
  1287. bottom: "inception_4d/1x1"
  1288. top: "inception_4d/1x1"
  1289. }
  1290. layer {
  1291. name: "inception_4d/3x3_reduce"
  1292. type: "Convolution"
  1293. bottom: "inception_4c/output"
  1294. top: "inception_4d/3x3_reduce"
  1295. param {
  1296. lr_mult: 1
  1297. decay_mult: 1
  1298. }
  1299. param {
  1300. lr_mult: 2
  1301. decay_mult: 0
  1302. }
  1303. convolution_param {
  1304. num_output: 144
  1305. kernel_size: 1
  1306. weight_filler {
  1307. type: "xavier"
  1308. std: 0.09
  1309. }
  1310. bias_filler {
  1311. type: "constant"
  1312. value: 0.2
  1313. }
  1314. }
  1315. }
  1316. layer {
  1317. name: "inception_4d/relu_3x3_reduce"
  1318. type: "ReLU"
  1319. bottom: "inception_4d/3x3_reduce"
  1320. top: "inception_4d/3x3_reduce"
  1321. }
  1322. layer {
  1323. name: "inception_4d/3x3"
  1324. type: "Convolution"
  1325. bottom: "inception_4d/3x3_reduce"
  1326. top: "inception_4d/3x3"
  1327. param {
  1328. lr_mult: 1
  1329. decay_mult: 1
  1330. }
  1331. param {
  1332. lr_mult: 2
  1333. decay_mult: 0
  1334. }
  1335. convolution_param {
  1336. num_output: 288
  1337. pad: 1
  1338. kernel_size: 3
  1339. weight_filler {
  1340. type: "xavier"
  1341. std: 0.03
  1342. }
  1343. bias_filler {
  1344. type: "constant"
  1345. value: 0.2
  1346. }
  1347. }
  1348. }
  1349. layer {
  1350. name: "inception_4d/relu_3x3"
  1351. type: "ReLU"
  1352. bottom: "inception_4d/3x3"
  1353. top: "inception_4d/3x3"
  1354. }
  1355. layer {
  1356. name: "inception_4d/5x5_reduce"
  1357. type: "Convolution"
  1358. bottom: "inception_4c/output"
  1359. top: "inception_4d/5x5_reduce"
  1360. param {
  1361. lr_mult: 1
  1362. decay_mult: 1
  1363. }
  1364. param {
  1365. lr_mult: 2
  1366. decay_mult: 0
  1367. }
  1368. convolution_param {
  1369. num_output: 32
  1370. kernel_size: 1
  1371. weight_filler {
  1372. type: "xavier"
  1373. std: 0.2
  1374. }
  1375. bias_filler {
  1376. type: "constant"
  1377. value: 0.2
  1378. }
  1379. }
  1380. }
  1381. layer {
  1382. name: "inception_4d/relu_5x5_reduce"
  1383. type: "ReLU"
  1384. bottom: "inception_4d/5x5_reduce"
  1385. top: "inception_4d/5x5_reduce"
  1386. }
  1387. layer {
  1388. name: "inception_4d/5x5"
  1389. type: "Convolution"
  1390. bottom: "inception_4d/5x5_reduce"
  1391. top: "inception_4d/5x5"
  1392. param {
  1393. lr_mult: 1
  1394. decay_mult: 1
  1395. }
  1396. param {
  1397. lr_mult: 2
  1398. decay_mult: 0
  1399. }
  1400. convolution_param {
  1401. num_output: 64
  1402. pad: 2
  1403. kernel_size: 5
  1404. weight_filler {
  1405. type: "xavier"
  1406. std: 0.03
  1407. }
  1408. bias_filler {
  1409. type: "constant"
  1410. value: 0.2
  1411. }
  1412. }
  1413. }
  1414. layer {
  1415. name: "inception_4d/relu_5x5"
  1416. type: "ReLU"
  1417. bottom: "inception_4d/5x5"
  1418. top: "inception_4d/5x5"
  1419. }
  1420. layer {
  1421. name: "inception_4d/pool"
  1422. type: "Pooling"
  1423. bottom: "inception_4c/output"
  1424. top: "inception_4d/pool"
  1425. pooling_param {
  1426. pool: MAX
  1427. kernel_size: 3
  1428. stride: 1
  1429. pad: 1
  1430. }
  1431. }
  1432. layer {
  1433. name: "inception_4d/pool_proj"
  1434. type: "Convolution"
  1435. bottom: "inception_4d/pool"
  1436. top: "inception_4d/pool_proj"
  1437. param {
  1438. lr_mult: 1
  1439. decay_mult: 1
  1440. }
  1441. param {
  1442. lr_mult: 2
  1443. decay_mult: 0
  1444. }
  1445. convolution_param {
  1446. num_output: 64
  1447. kernel_size: 1
  1448. weight_filler {
  1449. type: "xavier"
  1450. std: 0.1
  1451. }
  1452. bias_filler {
  1453. type: "constant"
  1454. value: 0.2
  1455. }
  1456. }
  1457. }
  1458. layer {
  1459. name: "inception_4d/relu_pool_proj"
  1460. type: "ReLU"
  1461. bottom: "inception_4d/pool_proj"
  1462. top: "inception_4d/pool_proj"
  1463. }
  1464. layer {
  1465. name: "inception_4d/output"
  1466. type: "Concat"
  1467. bottom: "inception_4d/1x1"
  1468. bottom: "inception_4d/3x3"
  1469. bottom: "inception_4d/5x5"
  1470. bottom: "inception_4d/pool_proj"
  1471. top: "inception_4d/output"
  1472. }
  1473. layer {
  1474. name: "inception_4e/1x1"
  1475. type: "Convolution"
  1476. bottom: "inception_4d/output"
  1477. top: "inception_4e/1x1"
  1478. param {
  1479. lr_mult: 1
  1480. decay_mult: 1
  1481. }
  1482. param {
  1483. lr_mult: 2
  1484. decay_mult: 0
  1485. }
  1486. convolution_param {
  1487. num_output: 256
  1488. kernel_size: 1
  1489. weight_filler {
  1490. type: "xavier"
  1491. std: 0.03
  1492. }
  1493. bias_filler {
  1494. type: "constant"
  1495. value: 0.2
  1496. }
  1497. }
  1498. }
  1499. layer {
  1500. name: "inception_4e/relu_1x1"
  1501. type: "ReLU"
  1502. bottom: "inception_4e/1x1"
  1503. top: "inception_4e/1x1"
  1504. }
  1505. layer {
  1506. name: "inception_4e/3x3_reduce"
  1507. type: "Convolution"
  1508. bottom: "inception_4d/output"
  1509. top: "inception_4e/3x3_reduce"
  1510. param {
  1511. lr_mult: 1
  1512. decay_mult: 1
  1513. }
  1514. param {
  1515. lr_mult: 2
  1516. decay_mult: 0
  1517. }
  1518. convolution_param {
  1519. num_output: 160
  1520. kernel_size: 1
  1521. weight_filler {
  1522. type: "xavier"
  1523. std: 0.09
  1524. }
  1525. bias_filler {
  1526. type: "constant"
  1527. value: 0.2
  1528. }
  1529. }
  1530. }
  1531. layer {
  1532. name: "inception_4e/relu_3x3_reduce"
  1533. type: "ReLU"
  1534. bottom: "inception_4e/3x3_reduce"
  1535. top: "inception_4e/3x3_reduce"
  1536. }
  1537. layer {
  1538. name: "inception_4e/3x3"
  1539. type: "Convolution"
  1540. bottom: "inception_4e/3x3_reduce"
  1541. top: "inception_4e/3x3"
  1542. param {
  1543. lr_mult: 1
  1544. decay_mult: 1
  1545. }
  1546. param {
  1547. lr_mult: 2
  1548. decay_mult: 0
  1549. }
  1550. convolution_param {
  1551. num_output: 320
  1552. pad: 1
  1553. kernel_size: 3
  1554. weight_filler {
  1555. type: "xavier"
  1556. std: 0.03
  1557. }
  1558. bias_filler {
  1559. type: "constant"
  1560. value: 0.2
  1561. }
  1562. }
  1563. }
  1564. layer {
  1565. name: "inception_4e/relu_3x3"
  1566. type: "ReLU"
  1567. bottom: "inception_4e/3x3"
  1568. top: "inception_4e/3x3"
  1569. }
  1570. layer {
  1571. name: "inception_4e/5x5_reduce"
  1572. type: "Convolution"
  1573. bottom: "inception_4d/output"
  1574. top: "inception_4e/5x5_reduce"
  1575. param {
  1576. lr_mult: 1
  1577. decay_mult: 1
  1578. }
  1579. param {
  1580. lr_mult: 2
  1581. decay_mult: 0
  1582. }
  1583. convolution_param {
  1584. num_output: 32
  1585. kernel_size: 1
  1586. weight_filler {
  1587. type: "xavier"
  1588. std: 0.2
  1589. }
  1590. bias_filler {
  1591. type: "constant"
  1592. value: 0.2
  1593. }
  1594. }
  1595. }
  1596. layer {
  1597. name: "inception_4e/relu_5x5_reduce"
  1598. type: "ReLU"
  1599. bottom: "inception_4e/5x5_reduce"
  1600. top: "inception_4e/5x5_reduce"
  1601. }
  1602. layer {
  1603. name: "inception_4e/5x5"
  1604. type: "Convolution"
  1605. bottom: "inception_4e/5x5_reduce"
  1606. top: "inception_4e/5x5"
  1607. param {
  1608. lr_mult: 1
  1609. decay_mult: 1
  1610. }
  1611. param {
  1612. lr_mult: 2
  1613. decay_mult: 0
  1614. }
  1615. convolution_param {
  1616. num_output: 128
  1617. pad: 2
  1618. kernel_size: 5
  1619. weight_filler {
  1620. type: "xavier"
  1621. std: 0.03
  1622. }
  1623. bias_filler {
  1624. type: "constant"
  1625. value: 0.2
  1626. }
  1627. }
  1628. }
  1629. layer {
  1630. name: "inception_4e/relu_5x5"
  1631. type: "ReLU"
  1632. bottom: "inception_4e/5x5"
  1633. top: "inception_4e/5x5"
  1634. }
  1635. layer {
  1636. name: "inception_4e/pool"
  1637. type: "Pooling"
  1638. bottom: "inception_4d/output"
  1639. top: "inception_4e/pool"
  1640. pooling_param {
  1641. pool: MAX
  1642. kernel_size: 3
  1643. stride: 1
  1644. pad: 1
  1645. }
  1646. }
  1647. layer {
  1648. name: "inception_4e/pool_proj"
  1649. type: "Convolution"
  1650. bottom: "inception_4e/pool"
  1651. top: "inception_4e/pool_proj"
  1652. param {
  1653. lr_mult: 1
  1654. decay_mult: 1
  1655. }
  1656. param {
  1657. lr_mult: 2
  1658. decay_mult: 0
  1659. }
  1660. convolution_param {
  1661. num_output: 128
  1662. kernel_size: 1
  1663. weight_filler {
  1664. type: "xavier"
  1665. std: 0.1
  1666. }
  1667. bias_filler {
  1668. type: "constant"
  1669. value: 0.2
  1670. }
  1671. }
  1672. }
  1673. layer {
  1674. name: "inception_4e/relu_pool_proj"
  1675. type: "ReLU"
  1676. bottom: "inception_4e/pool_proj"
  1677. top: "inception_4e/pool_proj"
  1678. }
  1679. layer {
  1680. name: "inception_4e/output"
  1681. type: "Concat"
  1682. bottom: "inception_4e/1x1"
  1683. bottom: "inception_4e/3x3"
  1684. bottom: "inception_4e/5x5"
  1685. bottom: "inception_4e/pool_proj"
  1686. top: "inception_4e/output"
  1687. }
  1688. layer {
  1689. name: "pool4/3x3_s2"
  1690. type: "Pooling"
  1691. bottom: "inception_4e/output"
  1692. top: "pool4/3x3_s2"
  1693. pooling_param {
  1694. pool: MAX
  1695. kernel_size: 3
  1696. stride: 2
  1697. }
  1698. }
  1699. layer {
  1700. name: "inception_5a/1x1"
  1701. type: "Convolution"
  1702. bottom: "pool4/3x3_s2"
  1703. top: "inception_5a/1x1"
  1704. param {
  1705. lr_mult: 1
  1706. decay_mult: 1
  1707. }
  1708. param {
  1709. lr_mult: 2
  1710. decay_mult: 0
  1711. }
  1712. convolution_param {
  1713. num_output: 256
  1714. kernel_size: 1
  1715. weight_filler {
  1716. type: "xavier"
  1717. std: 0.03
  1718. }
  1719. bias_filler {
  1720. type: "constant"
  1721. value: 0.2
  1722. }
  1723. }
  1724. }
  1725. layer {
  1726. name: "inception_5a/relu_1x1"
  1727. type: "ReLU"
  1728. bottom: "inception_5a/1x1"
  1729. top: "inception_5a/1x1"
  1730. }
  1731. layer {
  1732. name: "inception_5a/3x3_reduce"
  1733. type: "Convolution"
  1734. bottom: "pool4/3x3_s2"
  1735. top: "inception_5a/3x3_reduce"
  1736. param {
  1737. lr_mult: 1
  1738. decay_mult: 1
  1739. }
  1740. param {
  1741. lr_mult: 2
  1742. decay_mult: 0
  1743. }
  1744. convolution_param {
  1745. num_output: 160
  1746. kernel_size: 1
  1747. weight_filler {
  1748. type: "xavier"
  1749. std: 0.09
  1750. }
  1751. bias_filler {
  1752. type: "constant"
  1753. value: 0.2
  1754. }
  1755. }
  1756. }
  1757. layer {
  1758. name: "inception_5a/relu_3x3_reduce"
  1759. type: "ReLU"
  1760. bottom: "inception_5a/3x3_reduce"
  1761. top: "inception_5a/3x3_reduce"
  1762. }
  1763. layer {
  1764. name: "inception_5a/3x3"
  1765. type: "Convolution"
  1766. bottom: "inception_5a/3x3_reduce"
  1767. top: "inception_5a/3x3"
  1768. param {
  1769. lr_mult: 1
  1770. decay_mult: 1
  1771. }
  1772. param {
  1773. lr_mult: 2
  1774. decay_mult: 0
  1775. }
  1776. convolution_param {
  1777. num_output: 320
  1778. pad: 1
  1779. kernel_size: 3
  1780. weight_filler {
  1781. type: "xavier"
  1782. std: 0.03
  1783. }
  1784. bias_filler {
  1785. type: "constant"
  1786. value: 0.2
  1787. }
  1788. }
  1789. }
  1790. layer {
  1791. name: "inception_5a/relu_3x3"
  1792. type: "ReLU"
  1793. bottom: "inception_5a/3x3"
  1794. top: "inception_5a/3x3"
  1795. }
  1796. layer {
  1797. name: "inception_5a/5x5_reduce"
  1798. type: "Convolution"
  1799. bottom: "pool4/3x3_s2"
  1800. top: "inception_5a/5x5_reduce"
  1801. param {
  1802. lr_mult: 1
  1803. decay_mult: 1
  1804. }
  1805. param {
  1806. lr_mult: 2
  1807. decay_mult: 0
  1808. }
  1809. convolution_param {
  1810. num_output: 32
  1811. kernel_size: 1
  1812. weight_filler {
  1813. type: "xavier"
  1814. std: 0.2
  1815. }
  1816. bias_filler {
  1817. type: "con
  1818. I1214 10:11:40.482832 1280 layer_factory.cpp:65] Creating layer input
  1819. I1214 10:11:40.482832 1280 net.cpp:96] Creating Layer input
  1820. I1214 10:11:40.482832 1280 net.cpp:413] input -> data
  1821. I1214 10:11:40.487854 1280 net.cpp:134] Setting up input
  1822. I1214 10:11:40.487854 1280 net.cpp:142] Top shape: 10 3 224 224 (1505280)
  1823. I1214 10:11:40.487854 1280 layer_factory.cpp:65] Creating layer conv1/7x7_s2
  1824. I1214 10:11:40.487854 1280 net.cpp:96] Creating Layer conv1/7x7_s2
  1825. I1214 10:11:40.488873 1280 net.cpp:444] conv1/7x7_s2 <- data
  1826. I1214 10:11:40.488873 1280 net.cpp:413] conv1/7x7_s2 -> conv1/7x7_s2
  1827. I1214 10:11:40.495508 1280 common.cpp:140] System entropy source not available, using fallback algorithm to generate seed instead.
  1828. I1214 10:11:40.497738 1280 net.cpp:134] Setting up conv1/7x7_s2
  1829. I1214 10:11:40.497738 1280 net.cpp:142] Top shape: 10 64 112 112 (8028160)
  1830. I1214 10:11:40.497738 1280 layer_factory.cpp:65] Creating layer conv1/relu_7x7
  1831. I1214 10:11:40.497738 1280 net.cpp:96] Creating Layer conv1/relu_7x7
  1832. I1214 10:11:40.497738 1280 net.cpp:444] conv1/relu_7x7 <- conv1/7x7_s2
  1833. I1214 10:11:40.497738 1280 net.cpp:400] conv1/relu_7x7 -> conv1/7x7_s2 (in-place)
  1834. I1214 10:11:40.498723 1280 net.cpp:134] Setting up conv1/relu_7x7
  1835. I1214 10:11:40.498723 1280 net.cpp:142] Top shape: 10 64 112 112 (8028160)
  1836. I1214 10:11:40.498723 1280 layer_factory.cpp:65] Creating layer pool1/3x3_s2
  1837. I1214 10:11:40.498723 1280 net.cpp:96] Creating Layer pool1/3x3_s2
  1838. I1214 10:11:40.498723 1280 net.cpp:444] pool1/3x3_s2 <- conv1/7x7_s2
  1839. I1214 10:11:40.498723 1280 net.cpp:413] pool1/3x3_s2 -> pool1/3x3_s2
  1840. I1214 10:11:40.501927 1280 net.cpp:134] Setting up pool1/3x3_s2
  1841. I1214 10:11:40.501927 1280 net.cpp:142] Top shape: 10 64 56 56 (2007040)
  1842. I1214 10:11:40.501927 1280 layer_factory.cpp:65] Creating layer pool1/norm1
  1843. I1214 10:11:40.501927 1280 net.cpp:96] Creating Layer pool1/norm1
  1844. I1214 10:11:40.501927 1280 net.cpp:444] pool1/norm1 <- pool1/3x3_s2
  1845. I1214 10:11:40.501927 1280 net.cpp:413] pool1/norm1 -> pool1/norm1
  1846. I1214 10:11:40.502898 1280 net.cpp:134] Setting up pool1/norm1
  1847. I1214 10:11:40.502898 1280 net.cpp:142] Top shape: 10 64 56 56 (2007040)
  1848. I1214 10:11:40.502898 1280 layer_factory.cpp:65] Creating layer conv2/3x3_reduce
  1849. I1214 10:11:40.502898 1280 net.cpp:96] Creating Layer conv2/3x3_reduce
  1850. I1214 10:11:40.502898 1280 net.cpp:444] conv2/3x3_reduce <- pool1/norm1
  1851. I1214 10:11:40.502898 1280 net.cpp:413] conv2/3x3_reduce -> conv2/3x3_reduce
  1852. I1214 10:11:40.502898 1280 net.cpp:134] Setting up conv2/3x3_reduce
  1853. I1214 10:11:40.502898 1280 net.cpp:142] Top shape: 10 64 56 56 (2007040)
  1854. I1214 10:11:40.502898 1280 layer_factory.cpp:65] Creating layer conv2/relu_3x3_reduce
  1855. I1214 10:11:40.502898 1280 net.cpp:96] Creating Layer conv2/relu_3x3_reduce
  1856. I1214 10:11:40.502898 1280 net.cpp:444] conv2/relu_3x3_reduce <- conv2/3x3_reduce
  1857. I1214 10:11:40.502898 1280 net.cpp:400] conv2/relu_3x3_reduce -> conv2/3x3_reduce (in-place)
  1858. I1214 10:11:40.502898 1280 net.cpp:134] Setting up conv2/relu_3x3_reduce
  1859. I1214 10:11:40.502898 1280 net.cpp:142] Top shape: 10 64 56 56 (2007040)
  1860. I1214 10:11:40.502898 1280 layer_factory.cpp:65] Creating layer conv2/3x3
  1861. I1214 10:11:40.502898 1280 net.cpp:96] Creating Layer conv2/3x3
  1862. I1214 10:11:40.502898 1280 net.cpp:444] conv2/3x3 <- conv2/3x3_reduce
  1863. I1214 10:11:40.502898 1280 net.cpp:413] conv2/3x3 -> conv2/3x3
  1864. I1214 10:11:40.505900 1280 net.cpp:134] Setting up conv2/3x3
  1865. I1214 10:11:40.505900 1280 net.cpp:142] Top shape: 10 192 56 56 (6021120)
  1866. I1214 10:11:40.505900 1280 layer_factory.cpp:65] Creating layer conv2/relu_3x3
  1867. I1214 10:11:40.505900 1280 net.cpp:96] Creating Layer conv2/relu_3x3
  1868. I1214 10:11:40.505900 1280 net.cpp:444] conv2/relu_3x3 <- conv2/3x3
  1869. I1214 10:11:40.505900 1280 net.cpp:400] conv2/relu_3x3 -> conv2/3x3 (in-place)
  1870. I1214 10:11:40.505900 1280 net.cpp:134] Setting up conv2/relu_3x3
  1871. I1214 10:11:40.505900 1280 net.cpp:142] Top shape: 10 192 56 56 (6021120)
  1872. I1214 10:11:40.505900 1280 layer_factory.cpp:65] Creating layer conv2/norm2
  1873. I1214 10:11:40.505900 1280 net.cpp:96] Creating Layer conv2/norm2
  1874. I1214 10:11:40.505900 1280 net.cpp:444] conv2/norm2 <- conv2/3x3
  1875. I1214 10:11:40.505900 1280 net.cpp:413] conv2/norm2 -> conv2/norm2
  1876. I1214 10:11:40.505900 1280 net.cpp:134] Setting up conv2/norm2
  1877. I1214 10:11:40.505900 1280 net.cpp:142] Top shape: 10 192 56 56 (6021120)
  1878. I1214 10:11:40.505900 1280 layer_factory.cpp:65] Creating layer pool2/3x3_s2
  1879. I1214 10:11:40.505900 1280 net.cpp:96] Creating Layer pool2/3x3_s2
  1880. I1214 10:11:40.505900 1280 net.cpp:444] pool2/3x3_s2 <- conv2/norm2
  1881. I1214 10:11:40.505900 1280 net.cpp:413] pool2/3x3_s2 -> pool2/3x3_s2
  1882. I1214 10:11:40.506901 1280 net.cpp:134] Setting up pool2/3x3_s2
  1883. I1214 10:11:40.506901 1280 net.cpp:142] Top shape: 10 192 28 28 (1505280)
  1884. I1214 10:11:40.506901 1280 layer_factory.cpp:65] Creating layer pool2/3x3_s2_pool2/3x3_s2_0_split
  1885. I1214 10:11:40.506901 1280 net.cpp:96] Creating Layer pool2/3x3_s2_pool2/3x3_s2_0_split
  1886. I1214 10:11:40.506901 1280 net.cpp:444] pool2/3x3_s2_pool2/3x3_s2_0_split <- pool2/3x3_s2
  1887. I1214 10:11:40.506901 1280 net.cpp:413] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_0
  1888. I1214 10:11:40.506901 1280 net.cpp:413] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_1
  1889. I1214 10:11:40.506901 1280 net.cpp:413] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_2
  1890. I1214 10:11:40.506901 1280 net.cpp:413] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_3
  1891. I1214 10:11:40.506901 1280 net.cpp:134] Setting up pool2/3x3_s2_pool2/3x3_s2_0_split
  1892. I1214 10:11:40.506901 1280 net.cpp:142] Top shape: 10 192 28 28 (1505280)
  1893. I1214 10:11:40.506901 1280 net.cpp:142] Top shape: 10 192 28 28 (1505280)
  1894. I1214 10:11:40.506901 1280 net.cpp:142] Top shape: 10 192 28 28 (1505280)
  1895. I1214 10:11:40.506901 1280 net.cpp:142] Top shape: 10 192 28 28 (1505280)
  1896. I1214 10:11:40.506901 1280 layer_factory.cpp:65] Creating layer inception_3a/1x1
  1897. I1214 10:11:40.506901 1280 net.cpp:96] Creating Layer inception_3a/1x1
  1898. I1214 10:11:40.506901 1280 net.cpp:444] inception_3a/1x1 <- pool2/3x3_s2_pool2/3x3_s2_0_split_0
  1899. I1214 10:11:40.506901 1280 net.cpp:413] inception_3a/1x1 -> inception_3a/1x1
  1900. I1214 10:11:40.507901 1280 net.cpp:134] Setting up inception_3a/1x1
  1901. I1214 10:11:40.507901 1280 net.cpp:142] Top shape: 10 64 28 28 (501760)
  1902. I1214 10:11:40.507901 1280 layer_factory.cpp:65] Creating layer inception_3a/relu_1x1
  1903. I1214 10:11:40.507901 1280 net.cpp:96] Creating Layer inception_3a/relu_1x1
  1904. I1214 10:11:40.507901 1280 net.cpp:444] inception_3a/relu_1x1 <- inception_3a/1x1
  1905. I1214 10:11:40.507901 1280 net.cpp:400] inception_3a/relu_1x1 -> inception_3a/1x1 (in-place)
  1906. I1214 10:11:40.507901 1280 net.cpp:134] Setting up inception_3a/relu_1x1
  1907. I1214 10:11:40.507901 1280 net.cpp:142] Top shape: 10 64 28 28 (501760)
  1908. I1214 10:11:40.507901 1280 layer_factory.cpp:65] Creating layer inception_3a/3x3_reduce
  1909. I1214 10:11:40.507901 1280 net.cpp:96] Creating Layer inception_3a/3x3_reduce
  1910. I1214 10:11:40.507901 1280 net.cpp:444] inception_3a/3x3_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_1
  1911. I1214 10:11:40.507901 1280 net.cpp:413] inception_3a/3x3_reduce -> inception_3a/3x3_reduce
  1912. I1214 10:11:40.508903 1280 net.cpp:134] Setting up inception_3a/3x3_reduce
  1913. I1214 10:11:40.508903 1280 net.cpp:142] Top shape: 10 96 28 28 (752640)
  1914. I1214 10:11:40.508903 1280 layer_factory.cpp:65] Creating layer inception_3a/relu_3x3_reduce
  1915. I1214 10:11:40.508903 1280 net.cpp:96] Creating Layer inception_3a/relu_3x3_reduce
  1916. I1214 10:11:40.508903 1280 net.cpp:444] inception_3a/relu_3x3_reduce <- inception_3a/3x3_reduce
  1917. I1214 10:11:40.508903 1280 net.cpp:400] inception_3a/relu_3x3_reduce -> inception_3a/3x3_reduce (in-place)
  1918. I1214 10:11:40.508903 1280 net.cpp:134] Setting up inception_3a/relu_3x3_reduce
  1919. I1214 10:11:40.508903 1280 net.cpp:142] Top shape: 10 96 28 28 (752640)
  1920. I1214 10:11:40.508903 1280 layer_factory.cpp:65] Creating layer inception_3a/3x3
  1921. I1214 10:11:40.508903 1280 net.cpp:96] Creating Layer inception_3a/3x3
  1922. I1214 10:11:40.508903 1280 net.cpp:444] inception_3a/3x3 <- inception_3a/3x3_reduce
  1923. I1214 10:11:40.508903 1280 net.cpp:413] inception_3a/3x3 -> inception_3a/3x3
  1924. I1214 10:11:40.511907 1280 net.cpp:134] Setting up inception_3a/3x3
  1925. I1214 10:11:40.511907 1280 net.cpp:142] Top shape: 10 128 28 28 (1003520)
  1926. I1214 10:11:40.511907 1280 layer_factory.cpp:65] Creating layer inception_3a/relu_3x3
  1927. I1214 10:11:40.511907 1280 net.cpp:96] Creating Layer inception_3a/relu_3x3
  1928. I1214 10:11:40.511907 1280 net.cpp:444] inception_3a/relu_3x3 <- inception_3a/3x3
  1929. I1214 10:11:40.511907 1280 net.cpp:400] inception_3a/relu_3x3 -> inception_3a/3x3 (in-place)
  1930. I1214 10:11:40.511907 1280 net.cpp:134] Setting up inception_3a/relu_3x3
  1931. I1214 10:11:40.511907 1280 net.cpp:142] Top shape: 10 128 28 28 (1003520)
  1932. I1214 10:11:40.511907 1280 layer_factory.cpp:65] Creating layer inception_3a/5x5_reduce
  1933. I1214 10:11:40.511907 1280 net.cpp:96] Creating Layer inception_3a/5x5_reduce
  1934. I1214 10:11:40.511907 1280 net.cpp:444] inception_3a/5x5_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_2
  1935. I1214 10:11:40.511907 1280 net.cpp:413] inception_3a/5x5_reduce -> inception_3a/5x5_reduce
  1936. I1214 10:11:40.512907 1280 net.cpp:134] Setting up inception_3a/5x5_reduce
  1937. I1214 10:11:40.512907 1280 net.cpp:142] Top shape: 10 16 28 28 (125440)
  1938. I1214 10:11:40.512907 1280 layer_factory.cpp:65] Creating layer inception_3a/relu_5x5_reduce
  1939. I1214 10:11:40.512907 1280 net.cpp:96] Creating Layer inception_3a/relu_5x5_reduce
  1940. I1214 10:11:40.512907 1280 net.cpp:444] inception_3a/relu_5x5_reduce <- inception_3a/5x5_reduce
  1941. I1214 10:11:40.512907 1280 net.cpp:400] inception_3a/relu_5x5_reduce -> inception_3a/5x5_reduce (in-place)
  1942. I1214 10:11:40.512907 1280 net.cpp:134] Setting up inception_3a/relu_5x5_reduce
  1943. I1214 10:11:40.512907 1280 net.cpp:142] Top shape: 10 16 28 28 (125440)
  1944. I1214 10:11:40.512907 1280 layer_factory.cpp:65] Creating layer inception_3a/5x5
  1945. I1214 10:11:40.512907 1280 net.cpp:96] Creating Layer inception_3a/5x5
  1946. I1214 10:11:40.512907 1280 net.cpp:444] inception_3a/5x5 <- inception_3a/5x5_reduce
  1947. I1214 10:11:40.512907 1280 net.cpp:413] inception_3a/5x5 -> inception_3a/5x5
  1948. I1214 10:11:40.513906 1280 net.cpp:134] Setting up inception_3a/5x5
  1949. I1214 10:11:40.513906 1280 net.cpp:142] Top shape: 10 32 28 28 (250880)
  1950. I1214 10:11:40.513906 1280 layer_factory.cpp:65] Creating layer inception_3a/relu_5x5
  1951. I1214 10:11:40.513906 1280 net.cpp:96] Creating Layer inception_3a/relu_5x5
  1952. I1214 10:11:40.513906 1280 net.cpp:444] inception_3a/relu_5x5 <- inception_3a/5x5
  1953. I1214 10:11:40.513906 1280 net.cpp:400] inception_3a/relu_5x5 -> inception_3a/5x5 (in-place)
  1954. I1214 10:11:40.513906 1280 net.cpp:134] Setting up inception_3a/relu_5x5
  1955. I1214 10:11:40.513906 1280 net.cpp:142] Top shape: 10 32 28 28 (250880)
  1956. I1214 10:11:40.513906 1280 layer_factory.cpp:65] Creating layer inception_3a/pool
  1957. I1214 10:11:40.513906 1280 net.cpp:96] Creating Layer inception_3a/pool
  1958. I1214 10:11:40.513906 1280 net.cpp:444] inception_3a/pool <- pool2/3x3_s2_pool2/3x3_s2_0_split_3
  1959. I1214 10:11:40.513906 1280 net.cpp:413] inception_3a/pool -> inception_3a/pool
  1960. I1214 10:11:40.514906 1280 net.cpp:134] Setting up inception_3a/pool
  1961. I1214 10:11:40.514906 1280 net.cpp:142] Top shape: 10 192 28 28 (1505280)
  1962. I1214 10:11:40.514906 1280 layer_factory.cpp:65] Creating layer inception_3a/pool_proj
  1963. I1214 10:11:40.514906 1280 net.cpp:96] Creating Layer inception_3a/pool_proj
  1964. I1214 10:11:40.514906 1280 net.cpp:444] inception_3a/pool_proj <- inception_3a/pool
  1965. I1214 10:11:40.514906 1280 net.cpp:413] inception_3a/pool_proj -> inception_3a/pool_proj
  1966. I1214 10:11:40.514906 1280 net.cpp:134] Setting up inception_3a/pool_proj
  1967. I1214 10:11:40.514906 1280 net.cpp:142] Top shape: 10 32 28 28 (250880)
  1968. I1214 10:11:40.514906 1280 layer_factory.cpp:65] Creating layer inception_3a/relu_pool_proj
  1969. I1214 10:11:40.514906 1280 net.cpp:96] Creating Layer inception_3a/relu_pool_proj
  1970. I1214 10:11:40.514906 1280 net.cpp:444] inception_3a/relu_pool_proj <- inception_3a/pool_proj
  1971. I1214 10:11:40.514906 1280 net.cpp:400] inception_3a/relu_pool_proj -> inception_3a/pool_proj (in-place)
  1972. I1214 10:11:40.514906 1280 net.cpp:134] Setting up inception_3a/relu_pool_proj
  1973. I1214 10:11:40.514906 1280 net.cpp:142] Top shape: 10 32 28 28 (250880)
  1974. I1214 10:11:40.514906 1280 layer_factory.cpp:65] Creating layer inception_3a/output
  1975. I1214 10:11:40.515935 1280 net.cpp:96] Creating Layer inception_3a/output
  1976. I1214 10:11:40.515935 1280 net.cpp:444] inception_3a/output <- inception_3a/1x1
  1977. I1214 10:11:40.515935 1280 net.cpp:444] inception_3a/output <- inception_3a/3x3
  1978. I1214 10:11:40.515935 1280 net.cpp:444] inception_3a/output <- inception_3a/5x5
  1979. I1214 10:11:40.515935 1280 net.cpp:444] inception_3a/output <- inception_3a/pool_proj
  1980. I1214 10:11:40.515935 1280 net.cpp:413] inception_3a/output -> inception_3a/output
  1981. I1214 10:11:40.515935 1280 net.cpp:134] Setting up inception_3a/output
  1982. I1214 10:11:40.515935 1280 net.cpp:142] Top shape: 10 256 28 28 (2007040)
  1983. I1214 10:11:40.515935 1280 layer_factory.cpp:65] Creating layer inception_3a/output_inception_3a/output_0_split
  1984. I1214 10:11:40.515935 1280 net.cpp:96] Creating Layer inception_3a/output_inception_3a/output_0_split
  1985. I1214 10:11:40.515935 1280 net.cpp:444] inception_3a/output_inception_3a/output_0_split <- inception_3a/output
  1986. I1214 10:11:40.515935 1280 net.cpp:413] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_0
  1987. I1214 10:11:40.515935 1280 net.cpp:413] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_1
  1988. I1214 10:11:40.515935 1280 net.cpp:413] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_2
  1989. I1214 10:11:40.515935 1280 net.cpp:413] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_3
  1990. I1214 10:11:40.515935 1280 net.cpp:134] Setting up inception_3a/output_inception_3a/output_0_split
  1991. I1214 10:11:40.515935 1280 net.cpp:142] Top shape: 10 256 28 28 (2007040)
  1992. I1214 10:11:40.515935 1280 net.cpp:142] Top shape: 10 256 28 28 (2007040)
  1993. I1214 10:11:40.515935 1280 net.cpp:142] Top shape: 10 256 28 28 (2007040)
  1994. I1214 10:11:40.515935 1280 net.cpp:142] Top shape: 10 256 28 28 (2007040)
  1995. I1214 10:11:40.515935 1280 layer_factory.cpp:65] Creating layer inception_3b/1x1
  1996. I1214 10:11:40.515935 1280 net.cpp:96] Creating Layer inception_3b/1x1
  1997. I1214 10:11:40.515935 1280 net.cpp:444] inception_3b/1x1 <- inception_3a/output_inception_3a/output_0_split_0
  1998. I1214 10:11:40.515935 1280 net.cpp:413] inception_3b/1x1 -> inception_3b/1x1
  1999. I1214 10:11:40.516911 1280 net.cpp:134] Setting up inception_3b/1x1
  2000. I1214 10:11:40.516911 1280 net.cpp:142] Top shape: 10 128 28 28 (1003520)
  2001. I1214 10:11:40.516911 1280 layer_factory.cpp:65] Creating layer inception_3b/relu_1x1
  2002. I1214 10:11:40.516911 1280 net.cpp:96] Creating Layer inception_3b/relu_1x1
  2003. I1214 10:11:40.516911 1280 net.cpp:444] inception_3b/relu_1x1 <- inception_3b/1x1
  2004. I1214 10:11:40.516911 1280 net.cpp:400] inception_3b/relu_1x1 -> inception_3b/1x1 (in-place)
  2005. I1214 10:11:40.516911 1280 net.cpp:134] Setting up inception_3b/relu_1x1
  2006. I1214 10:11:40.516911 1280 net.cpp:142] Top shape: 10 128 28 28 (1003520)
  2007. I1214 10:11:40.516911 1280 layer_factory.cpp:65] Creating layer inception_3b/3x3_reduce
  2008. I1214 10:11:40.516911 1280 net.cpp:96] Creating Layer inception_3b/3x3_reduce
  2009. I1214 10:11:40.516911 1280 net.cpp:444] inception_3b/3x3_reduce <- inception_3a/output_inception_3a/output_0_split_1
  2010. I1214 10:11:40.516911 1280 net.cpp:413] inception_3b/3x3_reduce -> inception_3b/3x3_reduce
  2011. I1214 10:11:40.517910 1280 net.cpp:134] Setting up inception_3b/3x3_reduce
  2012. I1214 10:11:40.517910 1280 net.cpp:142] Top shape: 10 128 28 28 (1003520)
  2013. I1214 10:11:40.517910 1280 layer_factory.cpp:65] Creating layer inception_3b/relu_3x3_reduce
  2014. I1214 10:11:40.517910 1280 net.cpp:96] Creating Layer inception_3b/relu_3x3_reduce
  2015. I1214 10:11:40.517910 1280 net.cpp:444] inception_3b/relu_3x3_reduce <- inception_3b/3x3_reduce
  2016. I1214 10:11:40.517910 1280 net.cpp:400] inception_3b/relu_3x3_reduce -> inception_3b/3x3_reduce (in-place)
  2017. I1214 10:11:40.517910 1280 net.cpp:134] Setting up inception_3b/relu_3x3_reduce
  2018. I1214 10:11:40.517910 1280 net.cpp:142] Top shape: 10 128 28 28 (1003520)
  2019. I1214 10:11:40.517910 1280 layer_factory.cpp:65] Creating layer inception_3b/3x3
  2020. I1214 10:11:40.517910 1280 net.cpp:96] Creating Layer inception_3b/3x3
  2021. I1214 10:11:40.517910 1280 net.cpp:444] inception_3b/3x3 <- inception_3b/3x3_reduce
  2022. I1214 10:11:40.517910 1280 net.cpp:413] inception_3b/3x3 -> inception_3b/3x3
  2023. I1214 10:11:40.522913 1280 net.cpp:134] Setting up inception_3b/3x3
  2024. I1214 10:11:40.522913 1280 net.cpp:142] Top shape: 10 192 28 28 (1505280)
  2025. I1214 10:11:40.522913 1280 layer_factory.cpp:65] Creating layer inception_3b/relu_3x3
  2026. I1214 10:11:40.522913 1280 net.cpp:96] Creating Layer inception_3b/relu_3x3
  2027. I1214 10:11:40.522913 1280 net.cpp:444] inception_3b/relu_3x3 <- inception_3b/3x3
  2028. I1214 10:11:40.522913 1280 net.cpp:400] inception_3b/relu_3x3 -> inception_3b/3x3 (in-place)
  2029. I1214 10:11:40.522913 1280 net.cpp:134] Setting up inception_3b/relu_3x3
  2030. I1214 10:11:40.522913 1280 net.cpp:142] Top shape: 10 192 28 28 (1505280)
  2031. I1214 10:11:40.522913 1280 layer_factory.cpp:65] Creating layer inception_3b/5x5_reduce
  2032. I1214 10:11:40.522913 1280 net.cpp:96] Creating Layer inception_3b/5x5_reduce
  2033. I1214 10:11:40.522913 1280 net.cpp:444] inception_3b/5x5_reduce <- inception_3a/output_inception_3a/output_0_split_2
  2034. I1214 10:11:40.522913 1280 net.cpp:413] inception_3b/5x5_reduce -> inception_3b/5x5_reduce
  2035. I1214 10:11:40.522913 1280 net.cpp:134] Setting up inception_3b/5x5_reduce
  2036. I1214 10:11:40.522913 1280 net.cpp:142] Top shape: 10 32 28 28 (250880)
  2037. I1214 10:11:40.522913 1280 layer_factory.cpp:65] Creating layer inception_3b/relu_5x5_reduce
  2038. I1214 10:11:40.522913 1280 net.cpp:96] Creating Layer inception_3b/relu_5x5_reduce
  2039. I1214 10:11:40.522913 1280 net.cpp:444] inception_3b/relu_5x5_reduce <- inception_3b/5x5_reduce
  2040. I1214 10:11:40.522913 1280 net.cpp:400] inception_3b/relu_5x5_reduce -> inception_3b/5x5_reduce (in-place)
  2041. I1214 10:11:40.522913 1280 net.cpp:134] Setting up inception_3b/relu_5x5_reduce
  2042. I1214 10:11:40.522913 1280 net.cpp:142] Top shape: 10 32 28 28 (250880)
  2043. I1214 10:11:40.522913 1280 layer_factory.cpp:65] Creating layer inception_3b/5x5
  2044. I1214 10:11:40.522913 1280 net.cpp:96] Creating Layer inception_3b/5x5
  2045. I1214 10:11:40.522913 1280 net.cpp:444] inception_3b/5x5 <- inception_3b/5x5_reduce
  2046. I1214 10:11:40.522913 1280 net.cpp:413] inception_3b/5x5 -> inception_3b/5x5
  2047. I1214 10:11:40.524915 1280 net.cpp:134] Setting up inception_3b/5x5
  2048. I1214 10:11:40.524915 1280 net.cpp:142] Top shape: 10 96 28 28 (752640)
  2049. I1214 10:11:40.524915 1280 layer_factory.cpp:65] Creating layer inception_3b/relu_5x5
  2050. I1214 10:11:40.524915 1280 net.cpp:96] Creating Layer inception_3b/relu_5x5
  2051. I1214 10:11:40.524915 1280 net.cpp:444] inception_3b/relu_5x5 <- inception_3b/5x5
  2052. I1214 10:11:40.524915 1280 net.cpp:400] inception_3b/relu_5x5 -> inception_3b/5x5 (in-place)
  2053. I1214 10:11:40.524915 1280 net.cpp:134] Setting up inception_3b/relu_5x5
  2054. I1214 10:11:40.524915 1280 net.cpp:142] Top shape: 10 96 28 28 (752640)
  2055. I1214 10:11:40.524915 1280 layer_factory.cpp:65] Creating layer inception_3b/pool
  2056. I1214 10:11:40.524915 1280 net.cpp:96] Creating Layer inception_3b/pool
  2057. I1214 10:11:40.524915 1280 net.cpp:444] inception_3b/pool <- inception_3a/output_inception_3a/output_0_split_3
  2058. I1214 10:11:40.524915 1280 net.cpp:413] inception_3b/pool -> inception_3b/pool
  2059. I1214 10:11:40.525916 1280 net.cpp:134] Setting up inception_3b/pool
  2060. I1214 10:11:40.525916 1280 net.cpp:142] Top shape: 10 256 28 28 (2007040)
  2061. I1214 10:11:40.525916 1280 layer_factory.cpp:65] Creating layer inception_3b/pool_proj
  2062. I1214 10:11:40.525916 1280 net.cpp:96] Creating Layer inception_3b/pool_proj
  2063. I1214 10:11:40.525916 1280 net.cpp:444] inception_3b/pool_proj <- inception_3b/pool
  2064. I1214 10:11:40.525916 1280 net.cpp:413] inception_3b/pool_proj -> inception_3b/pool_proj
  2065. I1214 10:11:40.526917 1280 net.cpp:134] Setting up inception_3b/pool_proj
  2066. I1214 10:11:40.526917 1280 net.cpp:142] Top shape: 10 64 28 28 (501760)
  2067. I1214 10:11:40.526917 1280 layer_factory.cpp:65] Creating layer inception_3b/relu_pool_proj
  2068. I1214 10:11:40.526917 1280 net.cpp:96] Creating Layer inception_3b/relu_pool_proj
  2069. I1214 10:11:40.526917 1280 net.cpp:444] inception_3b/relu_pool_proj <- inception_3b/pool_proj
  2070. I1214 10:11:40.526917 1280 net.cpp:400] inception_3b/relu_pool_proj -> inception_3b/pool_proj (in-place)
  2071. I1214 10:11:40.526917 1280 net.cpp:134] Setting up inception_3b/relu_pool_proj
  2072. I1214 10:11:40.526917 1280 net.cpp:142] Top shape: 10 64 28 28 (501760)
  2073. I1214 10:11:40.526917 1280 layer_factory.cpp:65] Creating layer inception_3b/output
  2074. I1214 10:11:40.526917 1280 net.cpp:96] Creating Layer inception_3b/output
  2075. I1214 10:11:40.526917 1280 net.cpp:444] inception_3b/output <- inception_3b/1x1
  2076. I1214 10:11:40.526917 1280 net.cpp:444] inception_3b/output <- inception_3b/3x3
  2077. I1214 10:11:40.526917 1280 net.cpp:444] inception_3b/output <- inception_3b/5x5
  2078. I1214 10:11:40.526917 1280 net.cpp:444] inception_3b/output <- inception_3b/pool_proj
  2079. I1214 10:11:40.526917 1280 net.cpp:413] inception_3b/output -> inception_3b/output
  2080. I1214 10:11:40.526917 1280 net.cpp:134] Setting up inception_3b/output
  2081. I1214 10:11:40.526917 1280 net.cpp:142] Top shape: 10 480 28 28 (3763200)
  2082. I1214 10:11:40.526917 1280 layer_factory.cpp:65] Creating layer pool3/3x3_s2
  2083. I1214 10:11:40.526917 1280 net.cpp:96] Creating Layer pool3/3x3_s2
  2084. I1214 10:11:40.526917 1280 net.cpp:444] pool3/3x3_s2 <- inception_3b/output
  2085. I1214 10:11:40.526917 1280 net.cpp:413] pool3/3x3_s2 -> pool3/3x3_s2
  2086. I1214 10:11:40.527918 1280 net.cpp:134] Setting up pool3/3x3_s2
  2087. I1214 10:11:40.527918 1280 net.cpp:142] Top shape: 10 480 14 14 (940800)
  2088. I1214 10:11:40.527918 1280 layer_factory.cpp:65] Creating layer pool3/3x3_s2_pool3/3x3_s2_0_split
  2089. I1214 10:11:40.527918 1280 net.cpp:96] Creating Layer pool3/3x3_s2_pool3/3x3_s2_0_split
  2090. I1214 10:11:40.527918 1280 net.cpp:444] pool3/3x3_s2_pool3/3x3_s2_0_split <- pool3/3x3_s2
  2091. I1214 10:11:40.527918 1280 net.cpp:413] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_0
  2092. I1214 10:11:40.527918 1280 net.cpp:413] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_1
  2093. I1214 10:11:40.527918 1280 net.cpp:413] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_2
  2094. I1214 10:11:40.527918 1280 net.cpp:413] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_3
  2095. I1214 10:11:40.527918 1280 net.cpp:134] Setting up pool3/3x3_s2_pool3/3x3_s2_0_split
  2096. I1214 10:11:40.527918 1280 net.cpp:142] Top shape: 10 480 14 14 (940800)
  2097. I1214 10:11:40.527918 1280 net.cpp:142] Top shape: 10 480 14 14 (940800)
  2098. I1214 10:11:40.527918 1280 net.cpp:142] Top shape: 10 480 14 14 (940800)
  2099. I1214 10:11:40.527918 1280 net.cpp:142] Top shape: 10 480 14 14 (940800)
  2100. I1214 10:11:40.527918 1280 layer_factory.cpp:65] Creating layer inception_4a/1x1
  2101. I1214 10:11:40.527918 1280 net.cpp:96] Creating Layer inception_4a/1x1
  2102. I1214 10:11:40.527918 1280 net.cpp:444] inception_4a/1x1 <- pool3/3x3_s2_pool3/3x3_s2_0_split_0
  2103. I1214 10:11:40.527918 1280 net.cpp:413] inception_4a/1x1 -> inception_4a/1x1
  2104. I1214 10:11:40.529919 1280 net.cpp:134] Setting up inception_4a/1x1
  2105. I1214 10:11:40.529919 1280 net.cpp:142] Top shape: 10 192 14 14 (376320)
  2106. I1214 10:11:40.529919 1280 layer_factory.cpp:65] Creating layer inception_4a/relu_1x1
  2107. I1214 10:11:40.529919 1280 net.cpp:96] Creating Layer inception_4a/relu_1x1
  2108. I1214 10:11:40.529919 1280 net.cpp:444] inception_4a/relu_1x1 <- inception_4a/1x1
  2109. I1214 10:11:40.529919 1280 net.cpp:400] inception_4a/relu_1x1 -> inception_4a/1x1 (in-place)
  2110. I1214 10:11:40.529919 1280 net.cpp:134] Setting up inception_4a/relu_1x1
  2111. I1214 10:11:40.529919 1280 net.cpp:142] Top shape: 10 192 14 14 (376320)
  2112. I1214 10:11:40.530920 1280 layer_factory.cpp:65] Creating layer inception_4a/3x3_reduce
  2113. I1214 10:11:40.530920 1280 net.cpp:96] Creating Layer inception_4a/3x3_reduce
  2114. I1214 10:11:40.530920 1280 net.cpp:444] inception_4a/3x3_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_1
  2115. I1214 10:11:40.530920 1280 net.cpp:413] inception_4a/3x3_reduce -> inception_4a/3x3_reduce
  2116. I1214 10:11:40.531920 1280 net.cpp:134] Setting up inception_4a/3x3_reduce
  2117. I1214 10:11:40.531920 1280 net.cpp:142] Top shape: 10 96 14 14 (188160)
  2118. I1214 10:11:40.531920 1280 layer_factory.cpp:65] Creating layer inception_4a/relu_3x3_reduce
  2119. I1214 10:11:40.531920 1280 net.cpp:96] Creating Layer inception_4a/relu_3x3_reduce
  2120. I1214 10:11:40.531920 1280 net.cpp:444] inception_4a/relu_3x3_reduce <- inception_4a/3x3_reduce
  2121. I1214 10:11:40.531920 1280 net.cpp:400] inception_4a/relu_3x3_reduce -> inception_4a/3x3_reduce (in-place)
  2122. I1214 10:11:40.531920 1280 net.cpp:134] Setting up inception_4a/relu_3x3_reduce
  2123. I1214 10:11:40.531920 1280 net.cpp:142] Top shape: 10 96 14 14 (188160)
  2124. I1214 10:11:40.531920 1280 layer_factory.cpp:65] Creating layer inception_4a/3x3
  2125. I1214 10:11:40.531920 1280 net.cpp:96] Creating Layer inception_4a/3x3
  2126. I1214 10:11:40.531920 1280 net.cpp:444] inception_4a/3x3 <- inception_4a/3x3_reduce
  2127. I1214 10:11:40.531920 1280 net.cpp:413] inception_4a/3x3 -> inception_4a/3x3
  2128. I1214 10:11:40.534922 1280 net.cpp:134] Setting up inception_4a/3x3
  2129. I1214 10:11:40.534922 1280 net.cpp:142] Top shape: 10 208 14 14 (407680)
  2130. I1214 10:11:40.534922 1280 layer_factory.cpp:65] Creating layer inception_4a/relu_3x3
  2131. I1214 10:11:40.534922 1280 net.cpp:96] Creating Layer inception_4a/relu_3x3
  2132. I1214 10:11:40.534922 1280 net.cpp:444] inception_4a/relu_3x3 <- inception_4a/3x3
  2133. I1214 10:11:40.535923 1280 net.cpp:400] inception_4a/relu_3x3 -> inception_4a/3x3 (in-place)
  2134. I1214 10:11:40.535923 1280 net.cpp:134] Setting up inception_4a/relu_3x3
  2135. I1214 10:11:40.535923 1280 net.cpp:142] Top shape: 10 208 14 14 (407680)
  2136. I1214 10:11:40.535923 1280 layer_factory.cpp:65] Creating layer inception_4a/5x5_reduce
  2137. I1214 10:11:40.535923 1280 net.cpp:96] Creating Layer inception_4a/5x5_reduce
  2138. I1214 10:11:40.535923 1280 net.cpp:444] inception_4a/5x5_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_2
  2139. I1214 10:11:40.535923 1280 net.cpp:413] inception_4a/5x5_reduce -> inception_4a/5x5_reduce
  2140. I1214 10:11:40.535923 1280 net.cpp:134] Setting up inception_4a/5x5_reduce
  2141. I1214 10:11:40.535923 1280 net.cpp:142] Top shape: 10 16 14 14 (31360)
  2142. I1214 10:11:40.535923 1280 layer_factory.cpp:65] Creating layer inception_4a/relu_5x5_reduce
  2143. I1214 10:11:40.535923 1280 net.cpp:96] Creating Layer inception_4a/relu_5x5_reduce
  2144. I1214 10:11:40.535923 1280 net.cpp:444] inception_4a/relu_5x5_reduce <- inception_4a/5x5_reduce
  2145. I1214 10:11:40.535923 1280 net.cpp:400] inception_4a/relu_5x5_reduce -> inception_4a/5x5_reduce (in-place)
  2146. I1214 10:11:40.535923 1280 net.cpp:134] Setting up inception_4a/relu_5x5_reduce
  2147. I1214 10:11:40.535923 1280 net.cpp:142] Top shape: 10 16 14 14 (31360)
  2148. I1214 10:11:40.535923 1280 layer_factory.cpp:65] Creating layer inception_4a/5x5
  2149. I1214 10:11:40.535923 1280 net.cpp:96] Creating Layer inception_4a/5x5
  2150. I1214 10:11:40.535923 1280 net.cpp:444] inception_4a/5x5 <- inception_4a/5x5_reduce
  2151. I1214 10:11:40.535923 1280 net.cpp:413] inception_4a/5x5 -> inception_4a/5x5
  2152. I1214 10:11:40.536924 1280 net.cpp:134] Setting up inception_4a/5x5
  2153. I1214 10:11:40.536924 1280 net.cpp:142] Top shape: 10 48 14 14 (94080)
  2154. I1214 10:11:40.536924 1280 layer_factory.cpp:65] Creating layer inception_4a/relu_5x5
  2155. I1214 10:11:40.536924 1280 net.cpp:96] Creating Layer inception_4a/relu_5x5
  2156. I1214 10:11:40.536924 1280 net.cpp:444] inception_4a/relu_5x5 <- inception_4a/5x5
  2157. I1214 10:11:40.536924 1280 net.cpp:400] inception_4a/relu_5x5 -> inception_4a/5x5 (in-place)
  2158. I1214 10:11:40.536924 1280 net.cpp:134] Setting up inception_4a/relu_5x5
  2159. I1214 10:11:40.536924 1280 net.cpp:142] Top shape: 10 48 14 14 (94080)
  2160. I1214 10:11:40.536924 1280 layer_factory.cpp:65] Creating layer inception_4a/pool
  2161. I1214 10:11:40.536924 1280 net.cpp:96] Creating Layer inception_4a/pool
  2162. I1214 10:11:40.536924 1280 net.cpp:444] inception_4a/pool <- pool3/3x3_s2_pool3/3x3_s2_0_split_3
  2163. I1214 10:11:40.536924 1280 net.cpp:413] inception_4a/pool -> inception_4a/pool
  2164. I1214 10:11:40.537925 1280 net.cpp:134] Setting up inception_4a/pool
  2165. I1214 10:11:40.537925 1280 net.cpp:142] Top shape: 10 480 14 14 (940800)
  2166. I1214 10:11:40.537925 1280 layer_factory.cpp:65] Creating layer inception_4a/pool_proj
  2167. I1214 10:11:40.537925 1280 net.cpp:96] Creating Layer inception_4a/pool_proj
  2168. I1214 10:11:40.537925 1280 net.cpp:444] inception_4a/pool_proj <- inception_4a/pool
  2169. I1214 10:11:40.537925 1280 net.cpp:413] inception_4a/pool_proj -> inception_4a/pool_proj
  2170. I1214 10:11:40.538925 1280 net.cpp:134] Setting up inception_4a/pool_proj
  2171. I1214 10:11:40.538925 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2172. I1214 10:11:40.538925 1280 layer_factory.cpp:65] Creating layer inception_4a/relu_pool_proj
  2173. I1214 10:11:40.538925 1280 net.cpp:96] Creating Layer inception_4a/relu_pool_proj
  2174. I1214 10:11:40.538925 1280 net.cpp:444] inception_4a/relu_pool_proj <- inception_4a/pool_proj
  2175. I1214 10:11:40.538925 1280 net.cpp:400] inception_4a/relu_pool_proj -> inception_4a/pool_proj (in-place)
  2176. I1214 10:11:40.538925 1280 net.cpp:134] Setting up inception_4a/relu_pool_proj
  2177. I1214 10:11:40.538925 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2178. I1214 10:11:40.538925 1280 layer_factory.cpp:65] Creating layer inception_4a/output
  2179. I1214 10:11:40.538925 1280 net.cpp:96] Creating Layer inception_4a/output
  2180. I1214 10:11:40.538925 1280 net.cpp:444] inception_4a/output <- inception_4a/1x1
  2181. I1214 10:11:40.538925 1280 net.cpp:444] inception_4a/output <- inception_4a/3x3
  2182. I1214 10:11:40.538925 1280 net.cpp:444] inception_4a/output <- inception_4a/5x5
  2183. I1214 10:11:40.538925 1280 net.cpp:444] inception_4a/output <- inception_4a/pool_proj
  2184. I1214 10:11:40.538925 1280 net.cpp:413] inception_4a/output -> inception_4a/output
  2185. I1214 10:11:40.538925 1280 net.cpp:134] Setting up inception_4a/output
  2186. I1214 10:11:40.538925 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2187. I1214 10:11:40.538925 1280 layer_factory.cpp:65] Creating layer inception_4a/output_inception_4a/output_0_split
  2188. I1214 10:11:40.538925 1280 net.cpp:96] Creating Layer inception_4a/output_inception_4a/output_0_split
  2189. I1214 10:11:40.538925 1280 net.cpp:444] inception_4a/output_inception_4a/output_0_split <- inception_4a/output
  2190. I1214 10:11:40.538925 1280 net.cpp:413] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_0
  2191. I1214 10:11:40.538925 1280 net.cpp:413] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_1
  2192. I1214 10:11:40.538925 1280 net.cpp:413] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_2
  2193. I1214 10:11:40.538925 1280 net.cpp:413] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_3
  2194. I1214 10:11:40.538925 1280 net.cpp:134] Setting up inception_4a/output_inception_4a/output_0_split
  2195. I1214 10:11:40.538925 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2196. I1214 10:11:40.538925 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2197. I1214 10:11:40.538925 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2198. I1214 10:11:40.538925 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2199. I1214 10:11:40.538925 1280 layer_factory.cpp:65] Creating layer inception_4b/1x1
  2200. I1214 10:11:40.538925 1280 net.cpp:96] Creating Layer inception_4b/1x1
  2201. I1214 10:11:40.538925 1280 net.cpp:444] inception_4b/1x1 <- inception_4a/output_inception_4a/output_0_split_0
  2202. I1214 10:11:40.538925 1280 net.cpp:413] inception_4b/1x1 -> inception_4b/1x1
  2203. I1214 10:11:40.540927 1280 net.cpp:134] Setting up inception_4b/1x1
  2204. I1214 10:11:40.540927 1280 net.cpp:142] Top shape: 10 160 14 14 (313600)
  2205. I1214 10:11:40.540927 1280 layer_factory.cpp:65] Creating layer inception_4b/relu_1x1
  2206. I1214 10:11:40.540927 1280 net.cpp:96] Creating Layer inception_4b/relu_1x1
  2207. I1214 10:11:40.540927 1280 net.cpp:444] inception_4b/relu_1x1 <- inception_4b/1x1
  2208. I1214 10:11:40.540927 1280 net.cpp:400] inception_4b/relu_1x1 -> inception_4b/1x1 (in-place)
  2209. I1214 10:11:40.540927 1280 net.cpp:134] Setting up inception_4b/relu_1x1
  2210. I1214 10:11:40.540927 1280 net.cpp:142] Top shape: 10 160 14 14 (313600)
  2211. I1214 10:11:40.540927 1280 layer_factory.cpp:65] Creating layer inception_4b/3x3_reduce
  2212. I1214 10:11:40.540927 1280 net.cpp:96] Creating Layer inception_4b/3x3_reduce
  2213. I1214 10:11:40.540927 1280 net.cpp:444] inception_4b/3x3_reduce <- inception_4a/output_inception_4a/output_0_split_1
  2214. I1214 10:11:40.540927 1280 net.cpp:413] inception_4b/3x3_reduce -> inception_4b/3x3_reduce
  2215. I1214 10:11:40.542928 1280 net.cpp:134] Setting up inception_4b/3x3_reduce
  2216. I1214 10:11:40.542928 1280 net.cpp:142] Top shape: 10 112 14 14 (219520)
  2217. I1214 10:11:40.542928 1280 layer_factory.cpp:65] Creating layer inception_4b/relu_3x3_reduce
  2218. I1214 10:11:40.542928 1280 net.cpp:96] Creating Layer inception_4b/relu_3x3_reduce
  2219. I1214 10:11:40.542928 1280 net.cpp:444] inception_4b/relu_3x3_reduce <- inception_4b/3x3_reduce
  2220. I1214 10:11:40.542928 1280 net.cpp:400] inception_4b/relu_3x3_reduce -> inception_4b/3x3_reduce (in-place)
  2221. I1214 10:11:40.542928 1280 net.cpp:134] Setting up inception_4b/relu_3x3_reduce
  2222. I1214 10:11:40.542928 1280 net.cpp:142] Top shape: 10 112 14 14 (219520)
  2223. I1214 10:11:40.542928 1280 layer_factory.cpp:65] Creating layer inception_4b/3x3
  2224. I1214 10:11:40.542928 1280 net.cpp:96] Creating Layer inception_4b/3x3
  2225. I1214 10:11:40.542928 1280 net.cpp:444] inception_4b/3x3 <- inception_4b/3x3_reduce
  2226. I1214 10:11:40.542928 1280 net.cpp:413] inception_4b/3x3 -> inception_4b/3x3
  2227. I1214 10:11:40.547931 1280 net.cpp:134] Setting up inception_4b/3x3
  2228. I1214 10:11:40.547931 1280 net.cpp:142] Top shape: 10 224 14 14 (439040)
  2229. I1214 10:11:40.547931 1280 layer_factory.cpp:65] Creating layer inception_4b/relu_3x3
  2230. I1214 10:11:40.547931 1280 net.cpp:96] Creating Layer inception_4b/relu_3x3
  2231. I1214 10:11:40.547931 1280 net.cpp:444] inception_4b/relu_3x3 <- inception_4b/3x3
  2232. I1214 10:11:40.547931 1280 net.cpp:400] inception_4b/relu_3x3 -> inception_4b/3x3 (in-place)
  2233. I1214 10:11:40.547931 1280 net.cpp:134] Setting up inception_4b/relu_3x3
  2234. I1214 10:11:40.547931 1280 net.cpp:142] Top shape: 10 224 14 14 (439040)
  2235. I1214 10:11:40.547931 1280 layer_factory.cpp:65] Creating layer inception_4b/5x5_reduce
  2236. I1214 10:11:40.547931 1280 net.cpp:96] Creating Layer inception_4b/5x5_reduce
  2237. I1214 10:11:40.547931 1280 net.cpp:444] inception_4b/5x5_reduce <- inception_4a/output_inception_4a/output_0_split_2
  2238. I1214 10:11:40.547931 1280 net.cpp:413] inception_4b/5x5_reduce -> inception_4b/5x5_reduce
  2239. I1214 10:11:40.548933 1280 net.cpp:134] Setting up inception_4b/5x5_reduce
  2240. I1214 10:11:40.548933 1280 net.cpp:142] Top shape: 10 24 14 14 (47040)
  2241. I1214 10:11:40.548933 1280 layer_factory.cpp:65] Creating layer inception_4b/relu_5x5_reduce
  2242. I1214 10:11:40.549934 1280 net.cpp:96] Creating Layer inception_4b/relu_5x5_reduce
  2243. I1214 10:11:40.549934 1280 net.cpp:444] inception_4b/relu_5x5_reduce <- inception_4b/5x5_reduce
  2244. I1214 10:11:40.549934 1280 net.cpp:400] inception_4b/relu_5x5_reduce -> inception_4b/5x5_reduce (in-place)
  2245. I1214 10:11:40.549934 1280 net.cpp:134] Setting up inception_4b/relu_5x5_reduce
  2246. I1214 10:11:40.549934 1280 net.cpp:142] Top shape: 10 24 14 14 (47040)
  2247. I1214 10:11:40.549934 1280 layer_factory.cpp:65] Creating layer inception_4b/5x5
  2248. I1214 10:11:40.549934 1280 net.cpp:96] Creating Layer inception_4b/5x5
  2249. I1214 10:11:40.549934 1280 net.cpp:444] inception_4b/5x5 <- inception_4b/5x5_reduce
  2250. I1214 10:11:40.549934 1280 net.cpp:413] inception_4b/5x5 -> inception_4b/5x5
  2251. I1214 10:11:40.550933 1280 net.cpp:134] Setting up inception_4b/5x5
  2252. I1214 10:11:40.550933 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2253. I1214 10:11:40.551935 1280 layer_factory.cpp:65] Creating layer inception_4b/relu_5x5
  2254. I1214 10:11:40.551935 1280 net.cpp:96] Creating Layer inception_4b/relu_5x5
  2255. I1214 10:11:40.551935 1280 net.cpp:444] inception_4b/relu_5x5 <- inception_4b/5x5
  2256. I1214 10:11:40.551935 1280 net.cpp:400] inception_4b/relu_5x5 -> inception_4b/5x5 (in-place)
  2257. I1214 10:11:40.551935 1280 net.cpp:134] Setting up inception_4b/relu_5x5
  2258. I1214 10:11:40.551935 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2259. I1214 10:11:40.551935 1280 layer_factory.cpp:65] Creating layer inception_4b/pool
  2260. I1214 10:11:40.551935 1280 net.cpp:96] Creating Layer inception_4b/pool
  2261. I1214 10:11:40.551935 1280 net.cpp:444] inception_4b/pool <- inception_4a/output_inception_4a/output_0_split_3
  2262. I1214 10:11:40.551935 1280 net.cpp:413] inception_4b/pool -> inception_4b/pool
  2263. I1214 10:11:40.552937 1280 net.cpp:134] Setting up inception_4b/pool
  2264. I1214 10:11:40.552937 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2265. I1214 10:11:40.552937 1280 layer_factory.cpp:65] Creating layer inception_4b/pool_proj
  2266. I1214 10:11:40.552937 1280 net.cpp:96] Creating Layer inception_4b/pool_proj
  2267. I1214 10:11:40.552937 1280 net.cpp:444] inception_4b/pool_proj <- inception_4b/pool
  2268. I1214 10:11:40.552937 1280 net.cpp:413] inception_4b/pool_proj -> inception_4b/pool_proj
  2269. I1214 10:11:40.553936 1280 net.cpp:134] Setting up inception_4b/pool_proj
  2270. I1214 10:11:40.553936 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2271. I1214 10:11:40.553936 1280 layer_factory.cpp:65] Creating layer inception_4b/relu_pool_proj
  2272. I1214 10:11:40.553936 1280 net.cpp:96] Creating Layer inception_4b/relu_pool_proj
  2273. I1214 10:11:40.553936 1280 net.cpp:444] inception_4b/relu_pool_proj <- inception_4b/pool_proj
  2274. I1214 10:11:40.553936 1280 net.cpp:400] inception_4b/relu_pool_proj -> inception_4b/pool_proj (in-place)
  2275. I1214 10:11:40.553936 1280 net.cpp:134] Setting up inception_4b/relu_pool_proj
  2276. I1214 10:11:40.553936 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2277. I1214 10:11:40.553936 1280 layer_factory.cpp:65] Creating layer inception_4b/output
  2278. I1214 10:11:40.553936 1280 net.cpp:96] Creating Layer inception_4b/output
  2279. I1214 10:11:40.553936 1280 net.cpp:444] inception_4b/output <- inception_4b/1x1
  2280. I1214 10:11:40.553936 1280 net.cpp:444] inception_4b/output <- inception_4b/3x3
  2281. I1214 10:11:40.553936 1280 net.cpp:444] inception_4b/output <- inception_4b/5x5
  2282. I1214 10:11:40.553936 1280 net.cpp:444] inception_4b/output <- inception_4b/pool_proj
  2283. I1214 10:11:40.553936 1280 net.cpp:413] inception_4b/output -> inception_4b/output
  2284. I1214 10:11:40.553936 1280 net.cpp:134] Setting up inception_4b/output
  2285. I1214 10:11:40.553936 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2286. I1214 10:11:40.553936 1280 layer_factory.cpp:65] Creating layer inception_4b/output_inception_4b/output_0_split
  2287. I1214 10:11:40.553936 1280 net.cpp:96] Creating Layer inception_4b/output_inception_4b/output_0_split
  2288. I1214 10:11:40.553936 1280 net.cpp:444] inception_4b/output_inception_4b/output_0_split <- inception_4b/output
  2289. I1214 10:11:40.553936 1280 net.cpp:413] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_0
  2290. I1214 10:11:40.553936 1280 net.cpp:413] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_1
  2291. I1214 10:11:40.553936 1280 net.cpp:413] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_2
  2292. I1214 10:11:40.553936 1280 net.cpp:413] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_3
  2293. I1214 10:11:40.553936 1280 net.cpp:134] Setting up inception_4b/output_inception_4b/output_0_split
  2294. I1214 10:11:40.553936 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2295. I1214 10:11:40.553936 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2296. I1214 10:11:40.553936 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2297. I1214 10:11:40.553936 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2298. I1214 10:11:40.553936 1280 layer_factory.cpp:65] Creating layer inception_4c/1x1
  2299. I1214 10:11:40.553936 1280 net.cpp:96] Creating Layer inception_4c/1x1
  2300. I1214 10:11:40.553936 1280 net.cpp:444] inception_4c/1x1 <- inception_4b/output_inception_4b/output_0_split_0
  2301. I1214 10:11:40.553936 1280 net.cpp:413] inception_4c/1x1 -> inception_4c/1x1
  2302. I1214 10:11:40.555938 1280 net.cpp:134] Setting up inception_4c/1x1
  2303. I1214 10:11:40.555938 1280 net.cpp:142] Top shape: 10 128 14 14 (250880)
  2304. I1214 10:11:40.555938 1280 layer_factory.cpp:65] Creating layer inception_4c/relu_1x1
  2305. I1214 10:11:40.555938 1280 net.cpp:96] Creating Layer inception_4c/relu_1x1
  2306. I1214 10:11:40.555938 1280 net.cpp:444] inception_4c/relu_1x1 <- inception_4c/1x1
  2307. I1214 10:11:40.555938 1280 net.cpp:400] inception_4c/relu_1x1 -> inception_4c/1x1 (in-place)
  2308. I1214 10:11:40.555938 1280 net.cpp:134] Setting up inception_4c/relu_1x1
  2309. I1214 10:11:40.555938 1280 net.cpp:142] Top shape: 10 128 14 14 (250880)
  2310. I1214 10:11:40.555938 1280 layer_factory.cpp:65] Creating layer inception_4c/3x3_reduce
  2311. I1214 10:11:40.555938 1280 net.cpp:96] Creating Layer inception_4c/3x3_reduce
  2312. I1214 10:11:40.555938 1280 net.cpp:444] inception_4c/3x3_reduce <- inception_4b/output_inception_4b/output_0_split_1
  2313. I1214 10:11:40.555938 1280 net.cpp:413] inception_4c/3x3_reduce -> inception_4c/3x3_reduce
  2314. I1214 10:11:40.557938 1280 net.cpp:134] Setting up inception_4c/3x3_reduce
  2315. I1214 10:11:40.557938 1280 net.cpp:142] Top shape: 10 128 14 14 (250880)
  2316. I1214 10:11:40.557938 1280 layer_factory.cpp:65] Creating layer inception_4c/relu_3x3_reduce
  2317. I1214 10:11:40.557938 1280 net.cpp:96] Creating Layer inception_4c/relu_3x3_reduce
  2318. I1214 10:11:40.557938 1280 net.cpp:444] inception_4c/relu_3x3_reduce <- inception_4c/3x3_reduce
  2319. I1214 10:11:40.557938 1280 net.cpp:400] inception_4c/relu_3x3_reduce -> inception_4c/3x3_reduce (in-place)
  2320. I1214 10:11:40.557938 1280 net.cpp:134] Setting up inception_4c/relu_3x3_reduce
  2321. I1214 10:11:40.557938 1280 net.cpp:142] Top shape: 10 128 14 14 (250880)
  2322. I1214 10:11:40.557938 1280 layer_factory.cpp:65] Creating layer inception_4c/3x3
  2323. I1214 10:11:40.557938 1280 net.cpp:96] Creating Layer inception_4c/3x3
  2324. I1214 10:11:40.557938 1280 net.cpp:444] inception_4c/3x3 <- inception_4c/3x3_reduce
  2325. I1214 10:11:40.557938 1280 net.cpp:413] inception_4c/3x3 -> inception_4c/3x3
  2326. I1214 10:11:40.563942 1280 net.cpp:134] Setting up inception_4c/3x3
  2327. I1214 10:11:40.563942 1280 net.cpp:142] Top shape: 10 256 14 14 (501760)
  2328. I1214 10:11:40.563942 1280 layer_factory.cpp:65] Creating layer inception_4c/relu_3x3
  2329. I1214 10:11:40.563942 1280 net.cpp:96] Creating Layer inception_4c/relu_3x3
  2330. I1214 10:11:40.563942 1280 net.cpp:444] inception_4c/relu_3x3 <- inception_4c/3x3
  2331. I1214 10:11:40.563942 1280 net.cpp:400] inception_4c/relu_3x3 -> inception_4c/3x3 (in-place)
  2332. I1214 10:11:40.563942 1280 net.cpp:134] Setting up inception_4c/relu_3x3
  2333. I1214 10:11:40.563942 1280 net.cpp:142] Top shape: 10 256 14 14 (501760)
  2334. I1214 10:11:40.563942 1280 layer_factory.cpp:65] Creating layer inception_4c/5x5_reduce
  2335. I1214 10:11:40.563942 1280 net.cpp:96] Creating Layer inception_4c/5x5_reduce
  2336. I1214 10:11:40.563942 1280 net.cpp:444] inception_4c/5x5_reduce <- inception_4b/output_inception_4b/output_0_split_2
  2337. I1214 10:11:40.563942 1280 net.cpp:413] inception_4c/5x5_reduce -> inception_4c/5x5_reduce
  2338. I1214 10:11:40.564944 1280 net.cpp:134] Setting up inception_4c/5x5_reduce
  2339. I1214 10:11:40.564944 1280 net.cpp:142] Top shape: 10 24 14 14 (47040)
  2340. I1214 10:11:40.564944 1280 layer_factory.cpp:65] Creating layer inception_4c/relu_5x5_reduce
  2341. I1214 10:11:40.564944 1280 net.cpp:96] Creating Layer inception_4c/relu_5x5_reduce
  2342. I1214 10:11:40.564944 1280 net.cpp:444] inception_4c/relu_5x5_reduce <- inception_4c/5x5_reduce
  2343. I1214 10:11:40.564944 1280 net.cpp:400] inception_4c/relu_5x5_reduce -> inception_4c/5x5_reduce (in-place)
  2344. I1214 10:11:40.564944 1280 net.cpp:134] Setting up inception_4c/relu_5x5_reduce
  2345. I1214 10:11:40.564944 1280 net.cpp:142] Top shape: 10 24 14 14 (47040)
  2346. I1214 10:11:40.564944 1280 layer_factory.cpp:65] Creating layer inception_4c/5x5
  2347. I1214 10:11:40.564944 1280 net.cpp:96] Creating Layer inception_4c/5x5
  2348. I1214 10:11:40.564944 1280 net.cpp:444] inception_4c/5x5 <- inception_4c/5x5_reduce
  2349. I1214 10:11:40.564944 1280 net.cpp:413] inception_4c/5x5 -> inception_4c/5x5
  2350. I1214 10:11:40.565944 1280 net.cpp:134] Setting up inception_4c/5x5
  2351. I1214 10:11:40.565944 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2352. I1214 10:11:40.565944 1280 layer_factory.cpp:65] Creating layer inception_4c/relu_5x5
  2353. I1214 10:11:40.565944 1280 net.cpp:96] Creating Layer inception_4c/relu_5x5
  2354. I1214 10:11:40.565944 1280 net.cpp:444] inception_4c/relu_5x5 <- inception_4c/5x5
  2355. I1214 10:11:40.565944 1280 net.cpp:400] inception_4c/relu_5x5 -> inception_4c/5x5 (in-place)
  2356. I1214 10:11:40.565944 1280 net.cpp:134] Setting up inception_4c/relu_5x5
  2357. I1214 10:11:40.565944 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2358. I1214 10:11:40.565944 1280 layer_factory.cpp:65] Creating layer inception_4c/pool
  2359. I1214 10:11:40.565944 1280 net.cpp:96] Creating Layer inception_4c/pool
  2360. I1214 10:11:40.565944 1280 net.cpp:444] inception_4c/pool <- inception_4b/output_inception_4b/output_0_split_3
  2361. I1214 10:11:40.565944 1280 net.cpp:413] inception_4c/pool -> inception_4c/pool
  2362. I1214 10:11:40.566946 1280 net.cpp:134] Setting up inception_4c/pool
  2363. I1214 10:11:40.566946 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2364. I1214 10:11:40.566946 1280 layer_factory.cpp:65] Creating layer inception_4c/pool_proj
  2365. I1214 10:11:40.566946 1280 net.cpp:96] Creating Layer inception_4c/pool_proj
  2366. I1214 10:11:40.566946 1280 net.cpp:444] inception_4c/pool_proj <- inception_4c/pool
  2367. I1214 10:11:40.566946 1280 net.cpp:413] inception_4c/pool_proj -> inception_4c/pool_proj
  2368. I1214 10:11:40.567945 1280 net.cpp:134] Setting up inception_4c/pool_proj
  2369. I1214 10:11:40.567945 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2370. I1214 10:11:40.567945 1280 layer_factory.cpp:65] Creating layer inception_4c/relu_pool_proj
  2371. I1214 10:11:40.567945 1280 net.cpp:96] Creating Layer inception_4c/relu_pool_proj
  2372. I1214 10:11:40.567945 1280 net.cpp:444] inception_4c/relu_pool_proj <- inception_4c/pool_proj
  2373. I1214 10:11:40.567945 1280 net.cpp:400] inception_4c/relu_pool_proj -> inception_4c/pool_proj (in-place)
  2374. I1214 10:11:40.567945 1280 net.cpp:134] Setting up inception_4c/relu_pool_proj
  2375. I1214 10:11:40.567945 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2376. I1214 10:11:40.567945 1280 layer_factory.cpp:65] Creating layer inception_4c/output
  2377. I1214 10:11:40.567945 1280 net.cpp:96] Creating Layer inception_4c/output
  2378. I1214 10:11:40.567945 1280 net.cpp:444] inception_4c/output <- inception_4c/1x1
  2379. I1214 10:11:40.567945 1280 net.cpp:444] inception_4c/output <- inception_4c/3x3
  2380. I1214 10:11:40.567945 1280 net.cpp:444] inception_4c/output <- inception_4c/5x5
  2381. I1214 10:11:40.567945 1280 net.cpp:444] inception_4c/output <- inception_4c/pool_proj
  2382. I1214 10:11:40.567945 1280 net.cpp:413] inception_4c/output -> inception_4c/output
  2383. I1214 10:11:40.567945 1280 net.cpp:134] Setting up inception_4c/output
  2384. I1214 10:11:40.567945 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2385. I1214 10:11:40.567945 1280 layer_factory.cpp:65] Creating layer inception_4c/output_inception_4c/output_0_split
  2386. I1214 10:11:40.567945 1280 net.cpp:96] Creating Layer inception_4c/output_inception_4c/output_0_split
  2387. I1214 10:11:40.567945 1280 net.cpp:444] inception_4c/output_inception_4c/output_0_split <- inception_4c/output
  2388. I1214 10:11:40.567945 1280 net.cpp:413] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_0
  2389. I1214 10:11:40.567945 1280 net.cpp:413] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_1
  2390. I1214 10:11:40.567945 1280 net.cpp:413] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_2
  2391. I1214 10:11:40.567945 1280 net.cpp:413] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_3
  2392. I1214 10:11:40.567945 1280 net.cpp:134] Setting up inception_4c/output_inception_4c/output_0_split
  2393. I1214 10:11:40.567945 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2394. I1214 10:11:40.567945 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2395. I1214 10:11:40.567945 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2396. I1214 10:11:40.567945 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2397. I1214 10:11:40.567945 1280 layer_factory.cpp:65] Creating layer inception_4d/1x1
  2398. I1214 10:11:40.567945 1280 net.cpp:96] Creating Layer inception_4d/1x1
  2399. I1214 10:11:40.567945 1280 net.cpp:444] inception_4d/1x1 <- inception_4c/output_inception_4c/output_0_split_0
  2400. I1214 10:11:40.567945 1280 net.cpp:413] inception_4d/1x1 -> inception_4d/1x1
  2401. I1214 10:11:40.568948 1280 net.cpp:134] Setting up inception_4d/1x1
  2402. I1214 10:11:40.569947 1280 net.cpp:142] Top shape: 10 112 14 14 (219520)
  2403. I1214 10:11:40.569947 1280 layer_factory.cpp:65] Creating layer inception_4d/relu_1x1
  2404. I1214 10:11:40.569947 1280 net.cpp:96] Creating Layer inception_4d/relu_1x1
  2405. I1214 10:11:40.569947 1280 net.cpp:444] inception_4d/relu_1x1 <- inception_4d/1x1
  2406. I1214 10:11:40.569947 1280 net.cpp:400] inception_4d/relu_1x1 -> inception_4d/1x1 (in-place)
  2407. I1214 10:11:40.569947 1280 net.cpp:134] Setting up inception_4d/relu_1x1
  2408. I1214 10:11:40.569947 1280 net.cpp:142] Top shape: 10 112 14 14 (219520)
  2409. I1214 10:11:40.569947 1280 layer_factory.cpp:65] Creating layer inception_4d/3x3_reduce
  2410. I1214 10:11:40.569947 1280 net.cpp:96] Creating Layer inception_4d/3x3_reduce
  2411. I1214 10:11:40.569947 1280 net.cpp:444] inception_4d/3x3_reduce <- inception_4c/output_inception_4c/output_0_split_1
  2412. I1214 10:11:40.569947 1280 net.cpp:413] inception_4d/3x3_reduce -> inception_4d/3x3_reduce
  2413. I1214 10:11:40.570948 1280 net.cpp:134] Setting up inception_4d/3x3_reduce
  2414. I1214 10:11:40.570948 1280 net.cpp:142] Top shape: 10 144 14 14 (282240)
  2415. I1214 10:11:40.570948 1280 layer_factory.cpp:65] Creating layer inception_4d/relu_3x3_reduce
  2416. I1214 10:11:40.570948 1280 net.cpp:96] Creating Layer inception_4d/relu_3x3_reduce
  2417. I1214 10:11:40.570948 1280 net.cpp:444] inception_4d/relu_3x3_reduce <- inception_4d/3x3_reduce
  2418. I1214 10:11:40.570948 1280 net.cpp:400] inception_4d/relu_3x3_reduce -> inception_4d/3x3_reduce (in-place)
  2419. I1214 10:11:40.570948 1280 net.cpp:134] Setting up inception_4d/relu_3x3_reduce
  2420. I1214 10:11:40.570948 1280 net.cpp:142] Top shape: 10 144 14 14 (282240)
  2421. I1214 10:11:40.570948 1280 layer_factory.cpp:65] Creating layer inception_4d/3x3
  2422. I1214 10:11:40.570948 1280 net.cpp:96] Creating Layer inception_4d/3x3
  2423. I1214 10:11:40.570948 1280 net.cpp:444] inception_4d/3x3 <- inception_4d/3x3_reduce
  2424. I1214 10:11:40.570948 1280 net.cpp:413] inception_4d/3x3 -> inception_4d/3x3
  2425. I1214 10:11:40.578953 1280 net.cpp:134] Setting up inception_4d/3x3
  2426. I1214 10:11:40.578953 1280 net.cpp:142] Top shape: 10 288 14 14 (564480)
  2427. I1214 10:11:40.578953 1280 layer_factory.cpp:65] Creating layer inception_4d/relu_3x3
  2428. I1214 10:11:40.578953 1280 net.cpp:96] Creating Layer inception_4d/relu_3x3
  2429. I1214 10:11:40.578953 1280 net.cpp:444] inception_4d/relu_3x3 <- inception_4d/3x3
  2430. I1214 10:11:40.578953 1280 net.cpp:400] inception_4d/relu_3x3 -> inception_4d/3x3 (in-place)
  2431. I1214 10:11:40.578953 1280 net.cpp:134] Setting up inception_4d/relu_3x3
  2432. I1214 10:11:40.578953 1280 net.cpp:142] Top shape: 10 288 14 14 (564480)
  2433. I1214 10:11:40.578953 1280 layer_factory.cpp:65] Creating layer inception_4d/5x5_reduce
  2434. I1214 10:11:40.578953 1280 net.cpp:96] Creating Layer inception_4d/5x5_reduce
  2435. I1214 10:11:40.578953 1280 net.cpp:444] inception_4d/5x5_reduce <- inception_4c/output_inception_4c/output_0_split_2
  2436. I1214 10:11:40.578953 1280 net.cpp:413] inception_4d/5x5_reduce -> inception_4d/5x5_reduce
  2437. I1214 10:11:40.579955 1280 net.cpp:134] Setting up inception_4d/5x5_reduce
  2438. I1214 10:11:40.579955 1280 net.cpp:142] Top shape: 10 32 14 14 (62720)
  2439. I1214 10:11:40.579955 1280 layer_factory.cpp:65] Creating layer inception_4d/relu_5x5_reduce
  2440. I1214 10:11:40.579955 1280 net.cpp:96] Creating Layer inception_4d/relu_5x5_reduce
  2441. I1214 10:11:40.579955 1280 net.cpp:444] inception_4d/relu_5x5_reduce <- inception_4d/5x5_reduce
  2442. I1214 10:11:40.579955 1280 net.cpp:400] inception_4d/relu_5x5_reduce -> inception_4d/5x5_reduce (in-place)
  2443. I1214 10:11:40.579955 1280 net.cpp:134] Setting up inception_4d/relu_5x5_reduce
  2444. I1214 10:11:40.579955 1280 net.cpp:142] Top shape: 10 32 14 14 (62720)
  2445. I1214 10:11:40.579955 1280 layer_factory.cpp:65] Creating layer inception_4d/5x5
  2446. I1214 10:11:40.579955 1280 net.cpp:96] Creating Layer inception_4d/5x5
  2447. I1214 10:11:40.579955 1280 net.cpp:444] inception_4d/5x5 <- inception_4d/5x5_reduce
  2448. I1214 10:11:40.579955 1280 net.cpp:413] inception_4d/5x5 -> inception_4d/5x5
  2449. I1214 10:11:40.580956 1280 net.cpp:134] Setting up inception_4d/5x5
  2450. I1214 10:11:40.580956 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2451. I1214 10:11:40.580956 1280 layer_factory.cpp:65] Creating layer inception_4d/relu_5x5
  2452. I1214 10:11:40.580956 1280 net.cpp:96] Creating Layer inception_4d/relu_5x5
  2453. I1214 10:11:40.580956 1280 net.cpp:444] inception_4d/relu_5x5 <- inception_4d/5x5
  2454. I1214 10:11:40.580956 1280 net.cpp:400] inception_4d/relu_5x5 -> inception_4d/5x5 (in-place)
  2455. I1214 10:11:40.580956 1280 net.cpp:134] Setting up inception_4d/relu_5x5
  2456. I1214 10:11:40.580956 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2457. I1214 10:11:40.580956 1280 layer_factory.cpp:65] Creating layer inception_4d/pool
  2458. I1214 10:11:40.580956 1280 net.cpp:96] Creating Layer inception_4d/pool
  2459. I1214 10:11:40.580956 1280 net.cpp:444] inception_4d/pool <- inception_4c/output_inception_4c/output_0_split_3
  2460. I1214 10:11:40.580956 1280 net.cpp:413] inception_4d/pool -> inception_4d/pool
  2461. I1214 10:11:40.581956 1280 net.cpp:134] Setting up inception_4d/pool
  2462. I1214 10:11:40.581956 1280 net.cpp:142] Top shape: 10 512 14 14 (1003520)
  2463. I1214 10:11:40.581956 1280 layer_factory.cpp:65] Creating layer inception_4d/pool_proj
  2464. I1214 10:11:40.581956 1280 net.cpp:96] Creating Layer inception_4d/pool_proj
  2465. I1214 10:11:40.581956 1280 net.cpp:444] inception_4d/pool_proj <- inception_4d/pool
  2466. I1214 10:11:40.581956 1280 net.cpp:413] inception_4d/pool_proj -> inception_4d/pool_proj
  2467. I1214 10:11:40.582957 1280 net.cpp:134] Setting up inception_4d/pool_proj
  2468. I1214 10:11:40.582957 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2469. I1214 10:11:40.582957 1280 layer_factory.cpp:65] Creating layer inception_4d/relu_pool_proj
  2470. I1214 10:11:40.582957 1280 net.cpp:96] Creating Layer inception_4d/relu_pool_proj
  2471. I1214 10:11:40.582957 1280 net.cpp:444] inception_4d/relu_pool_proj <- inception_4d/pool_proj
  2472. I1214 10:11:40.582957 1280 net.cpp:400] inception_4d/relu_pool_proj -> inception_4d/pool_proj (in-place)
  2473. I1214 10:11:40.582957 1280 net.cpp:134] Setting up inception_4d/relu_pool_proj
  2474. I1214 10:11:40.582957 1280 net.cpp:142] Top shape: 10 64 14 14 (125440)
  2475. I1214 10:11:40.582957 1280 layer_factory.cpp:65] Creating layer inception_4d/output
  2476. I1214 10:11:40.582957 1280 net.cpp:96] Creating Layer inception_4d/output
  2477. I1214 10:11:40.582957 1280 net.cpp:444] inception_4d/output <- inception_4d/1x1
  2478. I1214 10:11:40.582957 1280 net.cpp:444] inception_4d/output <- inception_4d/3x3
  2479. I1214 10:11:40.582957 1280 net.cpp:444] inception_4d/output <- inception_4d/5x5
  2480. I1214 10:11:40.582957 1280 net.cpp:444] inception_4d/output <- inception_4d/pool_proj
  2481. I1214 10:11:40.582957 1280 net.cpp:413] inception_4d/output -> inception_4d/output
  2482. I1214 10:11:40.582957 1280 net.cpp:134] Setting up inception_4d/output
  2483. I1214 10:11:40.582957 1280 net.cpp:142] Top shape: 10 528 14 14 (1034880)
  2484. I1214 10:11:40.582957 1280 layer_factory.cpp:65] Creating layer inception_4d/output_inception_4d/output_0_split
  2485. I1214 10:11:40.582957 1280 net.cpp:96] Creating Layer inception_4d/output_inception_4d/output_0_split
  2486. I1214 10:11:40.582957 1280 net.cpp:444] inception_4d/output_inception_4d/output_0_split <- inception_4d/output
  2487. I1214 10:11:40.582957 1280 net.cpp:413] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_0
  2488. I1214 10:11:40.582957 1280 net.cpp:413] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_1
  2489. I1214 10:11:40.582957 1280 net.cpp:413] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_2
  2490. I1214 10:11:40.582957 1280 net.cpp:413] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_3
  2491. I1214 10:11:40.582957 1280 net.cpp:134] Setting up inception_4d/output_inception_4d/output_0_split
  2492. I1214 10:11:40.582957 1280 net.cpp:142] Top shape: 10 528 14 14 (1034880)
  2493. I1214 10:11:40.582957 1280 net.cpp:142] Top shape: 10 528 14 14 (1034880)
  2494. I1214 10:11:40.582957 1280 net.cpp:142] Top shape: 10 528 14 14 (1034880)
  2495. I1214 10:11:40.582957 1280 net.cpp:142] Top shape: 10 528 14 14 (1034880)
  2496. I1214 10:11:40.582957 1280 layer_factory.cpp:65] Creating layer inception_4e/1x1
  2497. I1214 10:11:40.582957 1280 net.cpp:96] Creating Layer inception_4e/1x1
  2498. I1214 10:11:40.582957 1280 net.cpp:444] inception_4e/1x1 <- inception_4d/output_inception_4d/output_0_split_0
  2499. I1214 10:11:40.582957 1280 net.cpp:413] inception_4e/1x1 -> inception_4e/1x1
  2500. I1214 10:11:40.585958 1280 net.cpp:134] Setting up inception_4e/1x1
  2501. I1214 10:11:40.585958 1280 net.cpp:142] Top shape: 10 256 14 14 (501760)
  2502. I1214 10:11:40.585958 1280 layer_factory.cpp:65] Creating layer inception_4e/relu_1x1
  2503. I1214 10:11:40.585958 1280 net.cpp:96] Creating Layer inception_4e/relu_1x1
  2504. I1214 10:11:40.585958 1280 net.cpp:444] inception_4e/relu_1x1 <- inception_4e/1x1
  2505. I1214 10:11:40.585958 1280 net.cpp:400] inception_4e/relu_1x1 -> inception_4e/1x1 (in-place)
  2506. I1214 10:11:40.585958 1280 net.cpp:134] Setting up inception_4e/relu_1x1
  2507. I1214 10:11:40.585958 1280 net.cpp:142] Top shape: 10 256 14 14 (501760)
  2508. I1214 10:11:40.585958 1280 layer_factory.cpp:65] Creating layer inception_4e/3x3_reduce
  2509. I1214 10:11:40.585958 1280 net.cpp:96] Creating Layer inception_4e/3x3_reduce
  2510. I1214 10:11:40.585958 1280 net.cpp:444] inception_4e/3x3_reduce <- inception_4d/output_inception_4d/output_0_split_1
  2511. I1214 10:11:40.585958 1280 net.cpp:413] inception_4e/3x3_reduce -> inception_4e/3x3_reduce
  2512. I1214 10:11:40.588970 1280 net.cpp:134] Setting up inception_4e/3x3_reduce
  2513. I1214 10:11:40.588970 1280 net.cpp:142] Top shape: 10 160 14 14 (313600)
  2514. I1214 10:11:40.588970 1280 layer_factory.cpp:65] Creating layer inception_4e/relu_3x3_reduce
  2515. I1214 10:11:40.588970 1280 net.cpp:96] Creating Layer inception_4e/relu_3x3_reduce
  2516. I1214 10:11:40.588970 1280 net.cpp:444] inception_4e/relu_3x3_reduce <- inception_4e/3x3_reduce
  2517. I1214 10:11:40.588970 1280 net.cpp:400] inception_4e/relu_3x3_reduce -> inception_4e/3x3_reduce (in-place)
  2518. I1214 10:11:40.588970 1280 net.cpp:134] Setting up inception_4e/relu_3x3_reduce
  2519. I1214 10:11:40.588970 1280 net.cpp:142] Top shape: 10 160 14 14 (313600)
  2520. I1214 10:11:40.588970 1280 layer_factory.cpp:65] Creating layer inception_4e/3x3
  2521. I1214 10:11:40.588970 1280 net.cpp:96] Creating Layer inception_4e/3x3
  2522. I1214 10:11:40.588970 1280 net.cpp:444] inception_4e/3x3 <- inception_4e/3x3_reduce
  2523. I1214 10:11:40.588970 1280 net.cpp:413] inception_4e/3x3 -> inception_4e/3x3
  2524. I1214 10:11:40.598968 1280 net.cpp:134] Setting up inception_4e/3x3
  2525. I1214 10:11:40.598968 1280 net.cpp:142] Top shape: 10 320 14 14 (627200)
  2526. I1214 10:11:40.598968 1280 layer_factory.cpp:65] Creating layer inception_4e/relu_3x3
  2527. I1214 10:11:40.598968 1280 net.cpp:96] Creating Layer inception_4e/relu_3x3
  2528. I1214 10:11:40.598968 1280 net.cpp:444] inception_4e/relu_3x3 <- inception_4e/3x3
  2529. I1214 10:11:40.598968 1280 net.cpp:400] inception_4e/relu_3x3 -> inception_4e/3x3 (in-place)
  2530. I1214 10:11:40.598968 1280 net.cpp:134] Setting up inception_4e/relu_3x3
  2531. I1214 10:11:40.598968 1280 net.cpp:142] Top shape: 10 320 14 14 (627200)
  2532. I1214 10:11:40.598968 1280 layer_factory.cpp:65] Creating layer inception_4e/5x5_reduce
  2533. I1214 10:11:40.598968 1280 net.cpp:96] Creating Layer inception_4e/5x5_reduce
  2534. I1214 10:11:40.598968 1280 net.cpp:444] inception_4e/5x5_reduce <- inception_4d/output_inception_4d/output_0_split_2
  2535. I1214 10:11:40.598968 1280 net.cpp:413] inception_4e/5x5_reduce -> inception_4e/5x5_reduce
  2536. I1214 10:11:40.598968 1280 net.cpp:134] Setting up inception_4e/5x5_reduce
  2537. I1214 10:11:40.598968 1280 net.cpp:142] Top shape: 10 32 14 14 (62720)
  2538. I1214 10:11:40.598968 1280 layer_factory.cpp:65] Creating layer inception_4e/relu_5x5_reduce
  2539. I1214 10:11:40.598968 1280 net.cpp:96] Creating Layer inception_4e/relu_5x5_reduce
  2540. I1214 10:11:40.598968 1280 net.cpp:444] inception_4e/relu_5x5_reduce <- inception_4e/5x5_reduce
  2541. I1214 10:11:40.598968 1280 net.cpp:400] inception_4e/relu_5x5_reduce -> inception_4e/5x5_reduce (in-place)
  2542. I1214 10:11:40.598968 1280 net.cpp:134] Setting up inception_4e/relu_5x5_reduce
  2543. I1214 10:11:40.598968 1280 net.cpp:142] Top shape: 10 32 14 14 (62720)
  2544. I1214 10:11:40.598968 1280 layer_factory.cpp:65] Creating layer inception_4e/5x5
  2545. I1214 10:11:40.598968 1280 net.cpp:96] Creating Layer inception_4e/5x5
  2546. I1214 10:11:40.598968 1280 net.cpp:444] inception_4e/5x5 <- inception_4e/5x5_reduce
  2547. I1214 10:11:40.598968 1280 net.cpp:413] inception_4e/5x5 -> inception_4e/5x5
  2548. I1214 10:11:40.600970 1280 net.cpp:134] Setting up inception_4e/5x5
  2549. I1214 10:11:40.600970 1280 net.cpp:142] Top shape: 10 128 14 14 (250880)
  2550. I1214 10:11:40.600970 1280 layer_factory.cpp:65] Creating layer inception_4e/relu_5x5
  2551. I1214 10:11:40.600970 1280 net.cpp:96] Creating Layer inception_4e/relu_5x5
  2552. I1214 10:11:40.600970 1280 net.cpp:444] inception_4e/relu_5x5 <- inception_4e/5x5
  2553. I1214 10:11:40.600970 1280 net.cpp:400] inception_4e/relu_5x5 -> inception_4e/5x5 (in-place)
  2554. I1214 10:11:40.601970 1280 net.cpp:134] Setting up inception_4e/relu_5x5
  2555. I1214 10:11:40.601970 1280 net.cpp:142] Top shape: 10 128 14 14 (250880)
  2556. I1214 10:11:40.601970 1280 layer_factory.cpp:65] Creating layer inception_4e/pool
  2557. I1214 10:11:40.601970 1280 net.cpp:96] Creating Layer inception_4e/pool
  2558. I1214 10:11:40.601970 1280 net.cpp:444] inception_4e/pool <- inception_4d/output_inception_4d/output_0_split_3
  2559. I1214 10:11:40.601970 1280 net.cpp:413] inception_4e/pool -> inception_4e/pool
  2560. I1214 10:11:40.602972 1280 net.cpp:134] Setting up inception_4e/pool
  2561. I1214 10:11:40.602972 1280 net.cpp:142] Top shape: 10 528 14 14 (1034880)
  2562. I1214 10:11:40.602972 1280 layer_factory.cpp:65] Creating layer inception_4e/pool_proj
  2563. I1214 10:11:40.602972 1280 net.cpp:96] Creating Layer inception_4e/pool_proj
  2564. I1214 10:11:40.602972 1280 net.cpp:444] inception_4e/pool_proj <- inception_4e/pool
  2565. I1214 10:11:40.602972 1280 net.cpp:413] inception_4e/pool_proj -> inception_4e/pool_proj
  2566. I1214 10:11:40.603971 1280 net.cpp:134] Setting up inception_4e/pool_proj
  2567. I1214 10:11:40.603971 1280 net.cpp:142] Top shape: 10 128 14 14 (250880)
  2568. I1214 10:11:40.603971 1280 layer_factory.cpp:65] Creating layer inception_4e/relu_pool_proj
  2569. I1214 10:11:40.603971 1280 net.cpp:96] Creating Layer inception_4e/relu_pool_proj
  2570. I1214 10:11:40.603971 1280 net.cpp:444] inception_4e/relu_pool_proj <- inception_4e/pool_proj
  2571. I1214 10:11:40.603971 1280 net.cpp:400] inception_4e/relu_pool_proj -> inception_4e/pool_proj (in-place)
  2572. I1214 10:11:40.603971 1280 net.cpp:134] Setting up inception_4e/relu_pool_proj
  2573. I1214 10:11:40.603971 1280 net.cpp:142] Top shape: 10 128 14 14 (250880)
  2574. I1214 10:11:40.603971 1280 layer_factory.cpp:65] Creating layer inception_4e/output
  2575. I1214 10:11:40.603971 1280 net.cpp:96] Creating Layer inception_4e/output
  2576. I1214 10:11:40.603971 1280 net.cpp:444] inception_4e/output <- inception_4e/1x1
  2577. I1214 10:11:40.603971 1280 net.cpp:444] inception_4e/output <- inception_4e/3x3
  2578. I1214 10:11:40.603971 1280 net.cpp:444] inception_4e/output <- inception_4e/5x5
  2579. I1214 10:11:40.603971 1280 net.cpp:444] inception_4e/output <- inception_4e/pool_proj
  2580. I1214 10:11:40.603971 1280 net.cpp:413] inception_4e/output -> inception_4e/output
  2581. I1214 10:11:40.603971 1280 net.cpp:134] Setting up inception_4e/output
  2582. I1214 10:11:40.603971 1280 net.cpp:142] Top shape: 10 832 14 14 (1630720)
  2583. I1214 10:11:40.603971 1280 layer_factory.cpp:65] Creating layer pool4/3x3_s2
  2584. I1214 10:11:40.603971 1280 net.cpp:96] Creating Layer pool4/3x3_s2
  2585. I1214 10:11:40.603971 1280 net.cpp:444] pool4/3x3_s2 <- inception_4e/output
  2586. I1214 10:11:40.603971 1280 net.cpp:413] pool4/3x3_s2 -> pool4/3x3_s2
  2587. I1214 10:11:40.605988 1280 net.cpp:134] Setting up pool4/3x3_s2
  2588. I1214 10:11:40.605988 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2589. I1214 10:11:40.605988 1280 layer_factory.cpp:65] Creating layer pool4/3x3_s2_pool4/3x3_s2_0_split
  2590. I1214 10:11:40.605988 1280 net.cpp:96] Creating Layer pool4/3x3_s2_pool4/3x3_s2_0_split
  2591. I1214 10:11:40.605988 1280 net.cpp:444] pool4/3x3_s2_pool4/3x3_s2_0_split <- pool4/3x3_s2
  2592. I1214 10:11:40.605988 1280 net.cpp:413] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_0
  2593. I1214 10:11:40.605988 1280 net.cpp:413] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_1
  2594. I1214 10:11:40.605988 1280 net.cpp:413] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_2
  2595. I1214 10:11:40.605988 1280 net.cpp:413] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_3
  2596. I1214 10:11:40.605988 1280 net.cpp:134] Setting up pool4/3x3_s2_pool4/3x3_s2_0_split
  2597. I1214 10:11:40.605988 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2598. I1214 10:11:40.605988 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2599. I1214 10:11:40.605988 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2600. I1214 10:11:40.605988 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2601. I1214 10:11:40.605988 1280 layer_factory.cpp:65] Creating layer inception_5a/1x1
  2602. I1214 10:11:40.605988 1280 net.cpp:96] Creating Layer inception_5a/1x1
  2603. I1214 10:11:40.605988 1280 net.cpp:444] inception_5a/1x1 <- pool4/3x3_s2_pool4/3x3_s2_0_split_0
  2604. I1214 10:11:40.605988 1280 net.cpp:413] inception_5a/1x1 -> inception_5a/1x1
  2605. I1214 10:11:40.610975 1280 net.cpp:134] Setting up inception_5a/1x1
  2606. I1214 10:11:40.610975 1280 net.cpp:142] Top shape: 10 256 7 7 (125440)
  2607. I1214 10:11:40.610975 1280 layer_factory.cpp:65] Creating layer inception_5a/relu_1x1
  2608. I1214 10:11:40.610975 1280 net.cpp:96] Creating Layer inception_5a/relu_1x1
  2609. I1214 10:11:40.610975 1280 net.cpp:444] inception_5a/relu_1x1 <- inception_5a/1x1
  2610. I1214 10:11:40.610975 1280 net.cpp:400] inception_5a/relu_1x1 -> inception_5a/1x1 (in-place)
  2611. I1214 10:11:40.610975 1280 net.cpp:134] Setting up inception_5a/relu_1x1
  2612. I1214 10:11:40.610975 1280 net.cpp:142] Top shape: 10 256 7 7 (125440)
  2613. I1214 10:11:40.610975 1280 layer_factory.cpp:65] Creating layer inception_5a/3x3_reduce
  2614. I1214 10:11:40.610975 1280 net.cpp:96] Creating Layer inception_5a/3x3_reduce
  2615. I1214 10:11:40.610975 1280 net.cpp:444] inception_5a/3x3_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_1
  2616. I1214 10:11:40.610975 1280 net.cpp:413] inception_5a/3x3_reduce -> inception_5a/3x3_reduce
  2617. I1214 10:11:40.613997 1280 net.cpp:134] Setting up inception_5a/3x3_reduce
  2618. I1214 10:11:40.613997 1280 net.cpp:142] Top shape: 10 160 7 7 (78400)
  2619. I1214 10:11:40.613997 1280 layer_factory.cpp:65] Creating layer inception_5a/relu_3x3_reduce
  2620. I1214 10:11:40.613997 1280 net.cpp:96] Creating Layer inception_5a/relu_3x3_reduce
  2621. I1214 10:11:40.613997 1280 net.cpp:444] inception_5a/relu_3x3_reduce <- inception_5a/3x3_reduce
  2622. I1214 10:11:40.613997 1280 net.cpp:400] inception_5a/relu_3x3_reduce -> inception_5a/3x3_reduce (in-place)
  2623. I1214 10:11:40.613997 1280 net.cpp:134] Setting up inception_5a/relu_3x3_reduce
  2624. I1214 10:11:40.613997 1280 net.cpp:142] Top shape: 10 160 7 7 (78400)
  2625. I1214 10:11:40.613997 1280 layer_factory.cpp:65] Creating layer inception_5a/3x3
  2626. I1214 10:11:40.613997 1280 net.cpp:96] Creating Layer inception_5a/3x3
  2627. I1214 10:11:40.613997 1280 net.cpp:444] inception_5a/3x3 <- inception_5a/3x3_reduce
  2628. I1214 10:11:40.613997 1280 net.cpp:413] inception_5a/3x3 -> inception_5a/3x3
  2629. I1214 10:11:40.622982 1280 net.cpp:134] Setting up inception_5a/3x3
  2630. I1214 10:11:40.622982 1280 net.cpp:142] Top shape: 10 320 7 7 (156800)
  2631. I1214 10:11:40.622982 1280 layer_factory.cpp:65] Creating layer inception_5a/relu_3x3
  2632. I1214 10:11:40.622982 1280 net.cpp:96] Creating Layer inception_5a/relu_3x3
  2633. I1214 10:11:40.622982 1280 net.cpp:444] inception_5a/relu_3x3 <- inception_5a/3x3
  2634. I1214 10:11:40.622982 1280 net.cpp:400] inception_5a/relu_3x3 -> inception_5a/3x3 (in-place)
  2635. I1214 10:11:40.622982 1280 net.cpp:134] Setting up inception_5a/relu_3x3
  2636. I1214 10:11:40.622982 1280 net.cpp:142] Top shape: 10 320 7 7 (156800)
  2637. I1214 10:11:40.622982 1280 layer_factory.cpp:65] Creating layer inception_5a/5x5_reduce
  2638. I1214 10:11:40.622982 1280 net.cpp:96] Creating Layer inception_5a/5x5_reduce
  2639. I1214 10:11:40.622982 1280 net.cpp:444] inception_5a/5x5_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_2
  2640. I1214 10:11:40.622982 1280 net.cpp:413] inception_5a/5x5_reduce -> inception_5a/5x5_reduce
  2641. I1214 10:11:40.623984 1280 net.cpp:134] Setting up inception_5a/5x5_reduce
  2642. I1214 10:11:40.623984 1280 net.cpp:142] Top shape: 10 32 7 7 (15680)
  2643. I1214 10:11:40.623984 1280 layer_factory.cpp:65] Creating layer inception_5a/relu_5x5_reduce
  2644. I1214 10:11:40.623984 1280 net.cpp:96] Creating Layer inception_5a/relu_5x5_reduce
  2645. I1214 10:11:40.623984 1280 net.cpp:444] inception_5a/relu_5x5_reduce <- inception_5a/5x5_reduce
  2646. I1214 10:11:40.623984 1280 net.cpp:400] inception_5a/relu_5x5_reduce -> inception_5a/5x5_reduce (in-place)
  2647. I1214 10:11:40.623984 1280 net.cpp:134] Setting up inception_5a/relu_5x5_reduce
  2648. I1214 10:11:40.623984 1280 net.cpp:142] Top shape: 10 32 7 7 (15680)
  2649. I1214 10:11:40.623984 1280 layer_factory.cpp:65] Creating layer inception_5a/5x5
  2650. I1214 10:11:40.623984 1280 net.cpp:96] Creating Layer inception_5a/5x5
  2651. I1214 10:11:40.623984 1280 net.cpp:444] inception_5a/5x5 <- inception_5a/5x5_reduce
  2652. I1214 10:11:40.623984 1280 net.cpp:413] inception_5a/5x5 -> inception_5a/5x5
  2653. I1214 10:11:40.627017 1280 net.cpp:134] Setting up inception_5a/5x5
  2654. I1214 10:11:40.627017 1280 net.cpp:142] Top shape: 10 128 7 7 (62720)
  2655. I1214 10:11:40.627017 1280 layer_factory.cpp:65] Creating layer inception_5a/relu_5x5
  2656. I1214 10:11:40.627017 1280 net.cpp:96] Creating Layer inception_5a/relu_5x5
  2657. I1214 10:11:40.627017 1280 net.cpp:444] inception_5a/relu_5x5 <- inception_5a/5x5
  2658. I1214 10:11:40.627017 1280 net.cpp:400] inception_5a/relu_5x5 -> inception_5a/5x5 (in-place)
  2659. I1214 10:11:40.628010 1280 net.cpp:134] Setting up inception_5a/relu_5x5
  2660. I1214 10:11:40.628010 1280 net.cpp:142] Top shape: 10 128 7 7 (62720)
  2661. I1214 10:11:40.628010 1280 layer_factory.cpp:65] Creating layer inception_5a/pool
  2662. I1214 10:11:40.628010 1280 net.cpp:96] Creating Layer inception_5a/pool
  2663. I1214 10:11:40.628010 1280 net.cpp:444] inception_5a/pool <- pool4/3x3_s2_pool4/3x3_s2_0_split_3
  2664. I1214 10:11:40.628010 1280 net.cpp:413] inception_5a/pool -> inception_5a/pool
  2665. I1214 10:11:40.629007 1280 net.cpp:134] Setting up inception_5a/pool
  2666. I1214 10:11:40.629007 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2667. I1214 10:11:40.629007 1280 layer_factory.cpp:65] Creating layer inception_5a/pool_proj
  2668. I1214 10:11:40.629007 1280 net.cpp:96] Creating Layer inception_5a/pool_proj
  2669. I1214 10:11:40.629007 1280 net.cpp:444] inception_5a/pool_proj <- inception_5a/pool
  2670. I1214 10:11:40.629007 1280 net.cpp:413] inception_5a/pool_proj -> inception_5a/pool_proj
  2671. I1214 10:11:40.631009 1280 net.cpp:134] Setting up inception_5a/pool_proj
  2672. I1214 10:11:40.631009 1280 net.cpp:142] Top shape: 10 128 7 7 (62720)
  2673. I1214 10:11:40.631009 1280 layer_factory.cpp:65] Creating layer inception_5a/relu_pool_proj
  2674. I1214 10:11:40.631009 1280 net.cpp:96] Creating Layer inception_5a/relu_pool_proj
  2675. I1214 10:11:40.631009 1280 net.cpp:444] inception_5a/relu_pool_proj <- inception_5a/pool_proj
  2676. I1214 10:11:40.631009 1280 net.cpp:400] inception_5a/relu_pool_proj -> inception_5a/pool_proj (in-place)
  2677. I1214 10:11:40.631009 1280 net.cpp:134] Setting up inception_5a/relu_pool_proj
  2678. I1214 10:11:40.631009 1280 net.cpp:142] Top shape: 10 128 7 7 (62720)
  2679. I1214 10:11:40.631009 1280 layer_factory.cpp:65] Creating layer inception_5a/output
  2680. I1214 10:11:40.631009 1280 net.cpp:96] Creating Layer inception_5a/output
  2681. I1214 10:11:40.631009 1280 net.cpp:444] inception_5a/output <- inception_5a/1x1
  2682. I1214 10:11:40.631009 1280 net.cpp:444] inception_5a/output <- inception_5a/3x3
  2683. I1214 10:11:40.631009 1280 net.cpp:444] inception_5a/output <- inception_5a/5x5
  2684. I1214 10:11:40.631009 1280 net.cpp:444] inception_5a/output <- inception_5a/pool_proj
  2685. I1214 10:11:40.631009 1280 net.cpp:413] inception_5a/output -> inception_5a/output
  2686. I1214 10:11:40.631009 1280 net.cpp:134] Setting up inception_5a/output
  2687. I1214 10:11:40.631009 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2688. I1214 10:11:40.631009 1280 layer_factory.cpp:65] Creating layer inception_5a/output_inception_5a/output_0_split
  2689. I1214 10:11:40.631009 1280 net.cpp:96] Creating Layer inception_5a/output_inception_5a/output_0_split
  2690. I1214 10:11:40.631009 1280 net.cpp:444] inception_5a/output_inception_5a/output_0_split <- inception_5a/output
  2691. I1214 10:11:40.631009 1280 net.cpp:413] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_0
  2692. I1214 10:11:40.631009 1280 net.cpp:413] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_1
  2693. I1214 10:11:40.631009 1280 net.cpp:413] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_2
  2694. I1214 10:11:40.631009 1280 net.cpp:413] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_3
  2695. I1214 10:11:40.631009 1280 net.cpp:134] Setting up inception_5a/output_inception_5a/output_0_split
  2696. I1214 10:11:40.631009 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2697. I1214 10:11:40.631009 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2698. I1214 10:11:40.631009 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2699. I1214 10:11:40.631009 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2700. I1214 10:11:40.632010 1280 layer_factory.cpp:65] Creating layer inception_5b/1x1
  2701. I1214 10:11:40.632010 1280 net.cpp:96] Creating Layer inception_5b/1x1
  2702. I1214 10:11:40.632010 1280 net.cpp:444] inception_5b/1x1 <- inception_5a/output_inception_5a/output_0_split_0
  2703. I1214 10:11:40.632010 1280 net.cpp:413] inception_5b/1x1 -> inception_5b/1x1
  2704. I1214 10:11:40.637995 1280 net.cpp:134] Setting up inception_5b/1x1
  2705. I1214 10:11:40.637995 1280 net.cpp:142] Top shape: 10 384 7 7 (188160)
  2706. I1214 10:11:40.637995 1280 layer_factory.cpp:65] Creating layer inception_5b/relu_1x1
  2707. I1214 10:11:40.637995 1280 net.cpp:96] Creating Layer inception_5b/relu_1x1
  2708. I1214 10:11:40.637995 1280 net.cpp:444] inception_5b/relu_1x1 <- inception_5b/1x1
  2709. I1214 10:11:40.637995 1280 net.cpp:400] inception_5b/relu_1x1 -> inception_5b/1x1 (in-place)
  2710. I1214 10:11:40.637995 1280 net.cpp:134] Setting up inception_5b/relu_1x1
  2711. I1214 10:11:40.637995 1280 net.cpp:142] Top shape: 10 384 7 7 (188160)
  2712. I1214 10:11:40.637995 1280 layer_factory.cpp:65] Creating layer inception_5b/3x3_reduce
  2713. I1214 10:11:40.637995 1280 net.cpp:96] Creating Layer inception_5b/3x3_reduce
  2714. I1214 10:11:40.637995 1280 net.cpp:444] inception_5b/3x3_reduce <- inception_5a/output_inception_5a/output_0_split_1
  2715. I1214 10:11:40.637995 1280 net.cpp:413] inception_5b/3x3_reduce -> inception_5b/3x3_reduce
  2716. I1214 10:11:40.640997 1280 net.cpp:134] Setting up inception_5b/3x3_reduce
  2717. I1214 10:11:40.640997 1280 net.cpp:142] Top shape: 10 192 7 7 (94080)
  2718. I1214 10:11:40.640997 1280 layer_factory.cpp:65] Creating layer inception_5b/relu_3x3_reduce
  2719. I1214 10:11:40.640997 1280 net.cpp:96] Creating Layer inception_5b/relu_3x3_reduce
  2720. I1214 10:11:40.640997 1280 net.cpp:444] inception_5b/relu_3x3_reduce <- inception_5b/3x3_reduce
  2721. I1214 10:11:40.640997 1280 net.cpp:400] inception_5b/relu_3x3_reduce -> inception_5b/3x3_reduce (in-place)
  2722. I1214 10:11:40.640997 1280 net.cpp:134] Setting up inception_5b/relu_3x3_reduce
  2723. I1214 10:11:40.640997 1280 net.cpp:142] Top shape: 10 192 7 7 (94080)
  2724. I1214 10:11:40.641997 1280 layer_factory.cpp:65] Creating layer inception_5b/3x3
  2725. I1214 10:11:40.641997 1280 net.cpp:96] Creating Layer inception_5b/3x3
  2726. I1214 10:11:40.641997 1280 net.cpp:444] inception_5b/3x3 <- inception_5b/3x3_reduce
  2727. I1214 10:11:40.641997 1280 net.cpp:413] inception_5b/3x3 -> inception_5b/3x3
  2728. I1214 10:11:40.654005 1280 net.cpp:134] Setting up inception_5b/3x3
  2729. I1214 10:11:40.654005 1280 net.cpp:142] Top shape: 10 384 7 7 (188160)
  2730. I1214 10:11:40.654005 1280 layer_factory.cpp:65] Creating layer inception_5b/relu_3x3
  2731. I1214 10:11:40.654005 1280 net.cpp:96] Creating Layer inception_5b/relu_3x3
  2732. I1214 10:11:40.654005 1280 net.cpp:444] inception_5b/relu_3x3 <- inception_5b/3x3
  2733. I1214 10:11:40.654005 1280 net.cpp:400] inception_5b/relu_3x3 -> inception_5b/3x3 (in-place)
  2734. I1214 10:11:40.654005 1280 net.cpp:134] Setting up inception_5b/relu_3x3
  2735. I1214 10:11:40.654005 1280 net.cpp:142] Top shape: 10 384 7 7 (188160)
  2736. I1214 10:11:40.654005 1280 layer_factory.cpp:65] Creating layer inception_5b/5x5_reduce
  2737. I1214 10:11:40.654005 1280 net.cpp:96] Creating Layer inception_5b/5x5_reduce
  2738. I1214 10:11:40.654005 1280 net.cpp:444] inception_5b/5x5_reduce <- inception_5a/output_inception_5a/output_0_split_2
  2739. I1214 10:11:40.654005 1280 net.cpp:413] inception_5b/5x5_reduce -> inception_5b/5x5_reduce
  2740. I1214 10:11:40.655006 1280 net.cpp:134] Setting up inception_5b/5x5_reduce
  2741. I1214 10:11:40.655006 1280 net.cpp:142] Top shape: 10 48 7 7 (23520)
  2742. I1214 10:11:40.655006 1280 layer_factory.cpp:65] Creating layer inception_5b/relu_5x5_reduce
  2743. I1214 10:11:40.655006 1280 net.cpp:96] Creating Layer inception_5b/relu_5x5_reduce
  2744. I1214 10:11:40.655006 1280 net.cpp:444] inception_5b/relu_5x5_reduce <- inception_5b/5x5_reduce
  2745. I1214 10:11:40.655006 1280 net.cpp:400] inception_5b/relu_5x5_reduce -> inception_5b/5x5_reduce (in-place)
  2746. I1214 10:11:40.655006 1280 net.cpp:134] Setting up inception_5b/relu_5x5_reduce
  2747. I1214 10:11:40.655006 1280 net.cpp:142] Top shape: 10 48 7 7 (23520)
  2748. I1214 10:11:40.655006 1280 layer_factory.cpp:65] Creating layer inception_5b/5x5
  2749. I1214 10:11:40.655006 1280 net.cpp:96] Creating Layer inception_5b/5x5
  2750. I1214 10:11:40.655006 1280 net.cpp:444] inception_5b/5x5 <- inception_5b/5x5_reduce
  2751. I1214 10:11:40.655006 1280 net.cpp:413] inception_5b/5x5 -> inception_5b/5x5
  2752. I1214 10:11:40.659029 1280 net.cpp:134] Setting up inception_5b/5x5
  2753. I1214 10:11:40.659029 1280 net.cpp:142] Top shape: 10 128 7 7 (62720)
  2754. I1214 10:11:40.659029 1280 layer_factory.cpp:65] Creating layer inception_5b/relu_5x5
  2755. I1214 10:11:40.659029 1280 net.cpp:96] Creating Layer inception_5b/relu_5x5
  2756. I1214 10:11:40.659029 1280 net.cpp:444] inception_5b/relu_5x5 <- inception_5b/5x5
  2757. I1214 10:11:40.659029 1280 net.cpp:400] inception_5b/relu_5x5 -> inception_5b/5x5 (in-place)
  2758. I1214 10:11:40.659029 1280 net.cpp:134] Setting up inception_5b/relu_5x5
  2759. I1214 10:11:40.659029 1280 net.cpp:142] Top shape: 10 128 7 7 (62720)
  2760. I1214 10:11:40.659029 1280 layer_factory.cpp:65] Creating layer inception_5b/pool
  2761. I1214 10:11:40.659029 1280 net.cpp:96] Creating Layer inception_5b/pool
  2762. I1214 10:11:40.659029 1280 net.cpp:444] inception_5b/pool <- inception_5a/output_inception_5a/output_0_split_3
  2763. I1214 10:11:40.659029 1280 net.cpp:413] inception_5b/pool -> inception_5b/pool
  2764. I1214 10:11:40.660029 1280 net.cpp:134] Setting up inception_5b/pool
  2765. I1214 10:11:40.660029 1280 net.cpp:142] Top shape: 10 832 7 7 (407680)
  2766. I1214 10:11:40.660029 1280 layer_factory.cpp:65] Creating layer inception_5b/pool_proj
  2767. I1214 10:11:40.660029 1280 net.cpp:96] Creating Layer inception_5b/pool_proj
  2768. I1214 10:11:40.660029 1280 net.cpp:444] inception_5b/pool_proj <- inception_5b/pool
  2769. I1214 10:11:40.660029 1280 net.cpp:413] inception_5b/pool_proj -> inception_5b/pool_proj
  2770. I1214 10:11:40.662030 1280 net.cpp:134] Setting up inception_5b/pool_proj
  2771. I1214 10:11:40.662030 1280 net.cpp:142] Top shape: 10 128 7 7 (62720)
  2772. I1214 10:11:40.662030 1280 layer_factory.cpp:65] Creating layer inception_5b/relu_pool_proj
  2773. I1214 10:11:40.663031 1280 net.cpp:96] Creating Layer inception_5b/relu_pool_proj
  2774. I1214 10:11:40.663031 1280 net.cpp:444] inception_5b/relu_pool_proj <- inception_5b/pool_proj
  2775. I1214 10:11:40.663031 1280 net.cpp:400] inception_5b/relu_pool_proj -> inception_5b/pool_proj (in-place)
  2776. I1214 10:11:40.663031 1280 net.cpp:134] Setting up inception_5b/relu_pool_proj
  2777. I1214 10:11:40.663031 1280 net.cpp:142] Top shape: 10 128 7 7 (62720)
  2778. I1214 10:11:40.663031 1280 layer_factory.cpp:65] Creating layer inception_5b/output
  2779. I1214 10:11:40.663031 1280 net.cpp:96] Creating Layer inception_5b/output
  2780. I1214 10:11:40.663031 1280 net.cpp:444] inception_5b/output <- inception_5b/1x1
  2781. I1214 10:11:40.663031 1280 net.cpp:444] inception_5b/output <- inception_5b/3x3
  2782. I1214 10:11:40.663031 1280 net.cpp:444] inception_5b/output <- inception_5b/5x5
  2783. I1214 10:11:40.663031 1280 net.cpp:444] inception_5b/output <- inception_5b/pool_proj
  2784. I1214 10:11:40.663031 1280 net.cpp:413] inception_5b/output -> inception_5b/output
  2785. I1214 10:11:40.663031 1280 net.cpp:134] Setting up inception_5b/output
  2786. I1214 10:11:40.663031 1280 net.cpp:142] Top shape: 10 1024 7 7 (501760)
  2787. I1214 10:11:40.663031 1280 layer_factory.cpp:65] Creating layer pool5/7x7_s1
  2788. I1214 10:11:40.663031 1280 net.cpp:96] Creating Layer pool5/7x7_s1
  2789. I1214 10:11:40.663031 1280 net.cpp:444] pool5/7x7_s1 <- inception_5b/output
  2790. I1214 10:11:40.663031 1280 net.cpp:413] pool5/7x7_s1 -> pool5/7x7_s1
  2791. I1214 10:11:40.666039 1280 net.cpp:134] Setting up pool5/7x7_s1
  2792. I1214 10:11:40.666039 1280 net.cpp:142] Top shape: 10 1024 1 1 (10240)
  2793. I1214 10:11:40.666039 1280 layer_factory.cpp:65] Creating layer pool5/drop_7x7_s1
  2794. I1214 10:11:40.666039 1280 net.cpp:96] Creating Layer pool5/drop_7x7_s1
  2795. I1214 10:11:40.666039 1280 net.cpp:444] pool5/drop_7x7_s1 <- pool5/7x7_s1
  2796. I1214 10:11:40.667017 1280 net.cpp:400] pool5/drop_7x7_s1 -> pool5/7x7_s1 (in-place)
  2797. I1214 10:11:40.667017 1280 net.cpp:134] Setting up pool5/drop_7x7_s1
  2798. I1214 10:11:40.667017 1280 net.cpp:142] Top shape: 10 1024 1 1 (10240)
  2799. I1214 10:11:40.667017 1280 layer_factory.cpp:65] Creating layer loss3/classified
  2800. I1214 10:11:40.667017 1280 net.cpp:96] Creating Layer loss3/classified
  2801. I1214 10:11:40.667017 1280 net.cpp:444] loss3/classified <- pool5/7x7_s1
  2802. I1214 10:11:40.667017 1280 net.cpp:413] loss3/classified -> loss3/classified
  2803. I1214 10:11:40.667017 1280 net.cpp:134] Setting up loss3/classified
  2804. I1214 10:11:40.667017 1280 net.cpp:142] Top shape: 10 6 (60)
  2805. I1214 10:11:40.667017 1280 layer_factory.cpp:65] Creating layer softmax
  2806. I1214 10:11:40.667017 1280 net.cpp:96] Creating Layer softmax
  2807. I1214 10:11:40.667017 1280 net.cpp:444] softmax <- loss3/classified
  2808. I1214 10:11:40.667017 1280 net.cpp:413] softmax -> softmax
  2809. I1214 10:11:40.667017 1280 net.cpp:134] Setting up softmax
  2810. I1214 10:11:40.667017 1280 net.cpp:142] Top shape: 10 6 (60)
  2811. I1214 10:11:40.667017 1280 net.cpp:223] softmax does not need backward computation.
  2812. I1214 10:11:40.667017 1280 net.cpp:223] loss3/classified does not need backward computation.
  2813. I1214 10:11:40.667017 1280 net.cpp:223] pool5/drop_7x7_s1 does not need backward computation.
  2814. I1214 10:11:40.667017 1280 net.cpp:223] pool5/7x7_s1 does not need backward computation.
  2815. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/output does not need backward computation.
  2816. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/relu_pool_proj does not need backward computation.
  2817. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/pool_proj does not need backward computation.
  2818. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/pool does not need backward computation.
  2819. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/relu_5x5 does not need backward computation.
  2820. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/5x5 does not need backward computation.
  2821. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/relu_5x5_reduce does not need backward computation.
  2822. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/5x5_reduce does not need backward computation.
  2823. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/relu_3x3 does not need backward computation.
  2824. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/3x3 does not need backward computation.
  2825. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/relu_3x3_reduce does not need backward computation.
  2826. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/3x3_reduce does not need backward computation.
  2827. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/relu_1x1 does not need backward computation.
  2828. I1214 10:11:40.667017 1280 net.cpp:223] inception_5b/1x1 does not need backward computation.
  2829. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/output_inception_5a/output_0_split does not need backward computation.
  2830. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/output does not need backward computation.
  2831. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/relu_pool_proj does not need backward computation.
  2832. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/pool_proj does not need backward computation.
  2833. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/pool does not need backward computation.
  2834. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/relu_5x5 does not need backward computation.
  2835. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/5x5 does not need backward computation.
  2836. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/relu_5x5_reduce does not need backward computation.
  2837. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/5x5_reduce does not need backward computation.
  2838. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/relu_3x3 does not need backward computation.
  2839. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/3x3 does not need backward computation.
  2840. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/relu_3x3_reduce does not need backward computation.
  2841. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/3x3_reduce does not need backward computation.
  2842. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/relu_1x1 does not need backward computation.
  2843. I1214 10:11:40.667017 1280 net.cpp:223] inception_5a/1x1 does not need backward computation.
  2844. I1214 10:11:40.667017 1280 net.cpp:223] pool4/3x3_s2_pool4/3x3_s2_0_split does not need backward computation.
  2845. I1214 10:11:40.667017 1280 net.cpp:223] pool4/3x3_s2 does not need backward computation.
  2846. I1214 10:11:40.667017 1280 net.cpp:223] inception_4e/output does not need backward computation.
  2847. I1214 10:11:40.667017 1280 net.cpp:223] inception_4e/relu_pool_proj does not need backward computation.
  2848. I1214 10:11:40.667017 1280 net.cpp:223] inception_4e/pool_proj does not need backward computation.
  2849. I1214 10:11:40.667017 1280 net.cpp:223] inception_4e/pool does not need backward computation.
  2850. I1214 10:11:40.667017 1280 net.cpp:223] inception_4e/relu_5x5 does not need backward computation.
  2851. I1214 10:11:40.668016 1280 net.cpp:223] inception_4e/5x5 does not need backward computation.
  2852. I1214 10:11:40.668016 1280 net.cpp:223] inception_4e/relu_5x5_reduce does not need backward computation.
  2853. I1214 10:11:40.668016 1280 net.cpp:223] inception_4e/5x5_reduce does not need backward computation.
  2854. I1214 10:11:40.668016 1280 net.cpp:223] inception_4e/relu_3x3 does not need backward computation.
  2855. I1214 10:11:40.668016 1280 net.cpp:223] inception_4e/3x3 does not need backward computation.
  2856. I1214 10:11:40.668016 1280 net.cpp:223] inception_4e/relu_3x3_reduce does not need backward computation.
  2857. I1214 10:11:40.668016 1280 net.cpp:223] inception_4e/3x3_reduce does not need backward computation.
  2858. I1214 10:11:40.668016 1280 net.cpp:223] inception_4e/relu_1x1 does not need backward computation.
  2859. I1214 10:11:40.668016 1280 net.cpp:223] inception_4e/1x1 does not need backward computation.
  2860. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/output_inception_4d/output_0_split does not need backward computation.
  2861. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/output does not need backward computation.
  2862. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/relu_pool_proj does not need backward computation.
  2863. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/pool_proj does not need backward computation.
  2864. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/pool does not need backward computation.
  2865. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/relu_5x5 does not need backward computation.
  2866. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/5x5 does not need backward computation.
  2867. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/relu_5x5_reduce does not need backward computation.
  2868. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/5x5_reduce does not need backward computation.
  2869. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/relu_3x3 does not need backward computation.
  2870. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/3x3 does not need backward computation.
  2871. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/relu_3x3_reduce does not need backward computation.
  2872. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/3x3_reduce does not need backward computation.
  2873. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/relu_1x1 does not need backward computation.
  2874. I1214 10:11:40.668016 1280 net.cpp:223] inception_4d/1x1 does not need backward computation.
  2875. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/output_inception_4c/output_0_split does not need backward computation.
  2876. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/output does not need backward computation.
  2877. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/relu_pool_proj does not need backward computation.
  2878. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/pool_proj does not need backward computation.
  2879. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/pool does not need backward computation.
  2880. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/relu_5x5 does not need backward computation.
  2881. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/5x5 does not need backward computation.
  2882. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/relu_5x5_reduce does not need backward computation.
  2883. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/5x5_reduce does not need backward computation.
  2884. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/relu_3x3 does not need backward computation.
  2885. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/3x3 does not need backward computation.
  2886. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/relu_3x3_reduce does not need backward computation.
  2887. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/3x3_reduce does not need backward computation.
  2888. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/relu_1x1 does not need backward computation.
  2889. I1214 10:11:40.668016 1280 net.cpp:223] inception_4c/1x1 does not need backward computation.
  2890. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/output_inception_4b/output_0_split does not need backward computation.
  2891. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/output does not need backward computation.
  2892. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/relu_pool_proj does not need backward computation.
  2893. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/pool_proj does not need backward computation.
  2894. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/pool does not need backward computation.
  2895. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/relu_5x5 does not need backward computation.
  2896. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/5x5 does not need backward computation.
  2897. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/relu_5x5_reduce does not need backward computation.
  2898. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/5x5_reduce does not need backward computation.
  2899. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/relu_3x3 does not need backward computation.
  2900. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/3x3 does not need backward computation.
  2901. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/relu_3x3_reduce does not need backward computation.
  2902. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/3x3_reduce does not need backward computation.
  2903. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/relu_1x1 does not need backward computation.
  2904. I1214 10:11:40.668016 1280 net.cpp:223] inception_4b/1x1 does not need backward computation.
  2905. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/output_inception_4a/output_0_split does not need backward computation.
  2906. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/output does not need backward computation.
  2907. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/relu_pool_proj does not need backward computation.
  2908. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/pool_proj does not need backward computation.
  2909. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/pool does not need backward computation.
  2910. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/relu_5x5 does not need backward computation.
  2911. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/5x5 does not need backward computation.
  2912. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/relu_5x5_reduce does not need backward computation.
  2913. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/5x5_reduce does not need backward computation.
  2914. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/relu_3x3 does not need backward computation.
  2915. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/3x3 does not need backward computation.
  2916. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/relu_3x3_reduce does not need backward computation.
  2917. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/3x3_reduce does not need backward computation.
  2918. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/relu_1x1 does not need backward computation.
  2919. I1214 10:11:40.668016 1280 net.cpp:223] inception_4a/1x1 does not need backward computation.
  2920. I1214 10:11:40.668016 1280 net.cpp:223] pool3/3x3_s2_pool3/3x3_s2_0_split does not need backward computation.
  2921. I1214 10:11:40.668016 1280 net.cpp:223] pool3/3x3_s2 does not need backward computation.
  2922. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/output does not need backward computation.
  2923. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/relu_pool_proj does not need backward computation.
  2924. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/pool_proj does not need backward computation.
  2925. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/pool does not need backward computation.
  2926. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/relu_5x5 does not need backward computation.
  2927. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/5x5 does not need backward computation.
  2928. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/relu_5x5_reduce does not need backward computation.
  2929. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/5x5_reduce does not need backward computation.
  2930. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/relu_3x3 does not need backward computation.
  2931. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/3x3 does not need backward computation.
  2932. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/relu_3x3_reduce does not need backward computation.
  2933. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/3x3_reduce does not need backward computation.
  2934. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/relu_1x1 does not need backward computation.
  2935. I1214 10:11:40.668016 1280 net.cpp:223] inception_3b/1x1 does not need backward computation.
  2936. I1214 10:11:40.668016 1280 net.cpp:223] inception_3a/output_inception_3a/output_0_split does not need backward computation.
  2937. I1214 10:11:40.668016 1280 net.cpp:223] inception_3a/output does not need backward computation.
  2938. I1214 10:11:40.668016 1280 net.cpp:223] inception_3a/relu_pool_proj does not need backward computation.
  2939. I1214 10:11:40.668016 1280 net.cpp:223] inception_3a/pool_proj does not need backward computation.
  2940. I1214 10:11:40.668016 1280 net.cpp:223] inception_3a/pool does not need backward computation.
  2941. I1214 10:11:40.668016 1280 net.cpp:223] inception_3a/relu_5x5 does not need backward computation.
  2942. I1214 10:11:40.
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