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  1. roslaunch vision_ssd_detect vision_ssd_detect.launch
  2. ... logging to /home/sergiev/.ros/log/c4a1aa1e-b76a-11e9-be89-049226d4fc04/roslaunch-se3desk-4759.log
  3. Checking log directory for disk usage. This may take awhile.
  4. Press Ctrl-C to interrupt
  5. Done checking log file disk usage. Usage is <1GB.
  6.  
  7. started roslaunch server http://se3desk:44099/
  8.  
  9. SUMMARY
  10. ========
  11.  
  12. PARAMETERS
  13. * /rosdistro: kinetic
  14. * /rosversion: 1.12.14
  15. * /ssd_rects/image_out: /image_rects
  16. * /ssd_rects/image_src: /image_raw
  17. * /ssd_rects/object_src: /detection/image_...
  18. * /vision_ssd_detect/gpu_device_id: 0
  19. * /vision_ssd_detect/image_raw_node: /pylon_camera_nod...
  20. * /vision_ssd_detect/network_definition_file: /home/sergiev/ssd...
  21. * /vision_ssd_detect/pretrained_model_file: /home/sergiev/ssd...
  22. * /vision_ssd_detect/score_threshold: 0.5
  23. * /vision_ssd_detect/use_gpu: True
  24.  
  25. NODES
  26. /
  27. ssd_rects (detected_objects_visualizer/visualize_rects)
  28. vision_ssd_detect (vision_ssd_detect/vision_ssd_detect)
  29.  
  30. ROS_MASTER_URI=http://localhost:11311
  31.  
  32. process[vision_ssd_detect-1]: started with pid [4776]
  33. process[ssd_rects-2]: started with pid [4777]
  34. /image_raw
  35.  
  36. [ INFO] [1565000798.207524498]: [visualize_rects] image_src: /image_raw
  37. [ INFO] [1565000798.209531688]: [visualize_rects] object_src: /detection/image_detector/objects
  38. [ INFO] [1565000798.209986248]: [visualize_rects] image_out: /image_rects
  39. [ INFO] [1565000798.290003197]: Setting image node to /pylon_camera_node/image_raw
  40. [ INFO] [1565000798.290404865]: Network Definition File: /home/sergiev/ssdcaffe/models/bvlc_googlenet/deploy.prototxt
  41. [ INFO] [1565000798.290736516]: Pretrained Model File: /home/sergiev/ssdcaffe/models/bvlc_googlenet/bvlc_googlenet.caffemodel
  42. [ INFO] [1565000798.291076141]: Score Threshold: 0.500000
  43. [ INFO] [1565000798.291379194]: GPU Mode: 1
  44. [ INFO] [1565000798.291689920]: GPU Device ID: 0
  45. WARNING: Logging before InitGoogleLogging() is written to STDERR
  46. I0805 13:26:38.608475 4776 net.cpp:58] Initializing net from parameters:
  47. name: "GoogleNet"
  48. state {
  49. phase: TEST
  50. level: 0
  51. }
  52. layer {
  53. name: "data"
  54. type: "Input"
  55. top: "data"
  56. input_param {
  57. shape {
  58. dim: 10
  59. dim: 3
  60. dim: 224
  61. dim: 224
  62. }
  63. }
  64. }
  65. layer {
  66. name: "conv1/7x7_s2"
  67. type: "Convolution"
  68. bottom: "data"
  69. top: "conv1/7x7_s2"
  70. param {
  71. lr_mult: 1
  72. decay_mult: 1
  73. }
  74. param {
  75. lr_mult: 2
  76. decay_mult: 0
  77. }
  78. convolution_param {
  79. num_output: 64
  80. pad: 3
  81. kernel_size: 7
  82. stride: 2
  83. weight_filler {
  84. type: "xavier"
  85. std: 0.1
  86. }
  87. bias_filler {
  88. type: "constant"
  89. value: 0.2
  90. }
  91. }
  92. }
  93. layer {
  94. name: "conv1/relu_7x7"
  95. type: "ReLU"
  96. bottom: "conv1/7x7_s2"
  97. top: "conv1/7x7_s2"
  98. }
  99. layer {
  100. name: "pool1/3x3_s2"
  101. type: "Pooling"
  102. bottom: "conv1/7x7_s2"
  103. top: "pool1/3x3_s2"
  104. pooling_param {
  105. pool: MAX
  106. kernel_size: 3
  107. stride: 2
  108. }
  109. }
  110. layer {
  111. name: "pool1/norm1"
  112. type: "LRN"
  113. bottom: "pool1/3x3_s2"
  114. top: "pool1/norm1"
  115. lrn_param {
  116. local_size: 5
  117. alpha: 0.0001
  118. beta: 0.75
  119. }
  120. }
  121. layer {
  122. name: "conv2/3x3_reduce"
  123. type: "Convolution"
  124. bottom: "pool1/norm1"
  125. top: "conv2/3x3_reduce"
  126. param {
  127. lr_mult: 1
  128. decay_mult: 1
  129. }
  130. param {
  131. lr_mult: 2
  132. decay_mult: 0
  133. }
  134. convolution_param {
  135. num_output: 64
  136. kernel_size: 1
  137. weight_filler {
  138. type: "xavier"
  139. std: 0.1
  140. }
  141. bias_filler {
  142. type: "constant"
  143. value: 0.2
  144. }
  145. }
  146. }
  147. layer {
  148. name: "conv2/relu_3x3_reduce"
  149. type: "ReLU"
  150. bottom: "conv2/3x3_reduce"
  151. top: "conv2/3x3_reduce"
  152. }
  153. layer {
  154. name: "conv2/3x3"
  155. type: "Convolution"
  156. bottom: "conv2/3x3_reduce"
  157. top: "conv2/3x3"
  158. param {
  159. lr_mult: 1
  160. decay_mult: 1
  161. }
  162. param {
  163. lr_mult: 2
  164. decay_mult: 0
  165. }
  166. convolution_param {
  167. num_output: 192
  168. pad: 1
  169. kernel_size: 3
  170. weight_filler {
  171. type: "xavier"
  172. std: 0.03
  173. }
  174. bias_filler {
  175. type: "constant"
  176. value: 0.2
  177. }
  178. }
  179. }
  180. layer {
  181. name: "conv2/relu_3x3"
  182. type: "ReLU"
  183. bottom: "conv2/3x3"
  184. top: "conv2/3x3"
  185. }
  186. layer {
  187. name: "conv2/norm2"
  188. type: "LRN"
  189. bottom: "conv2/3x3"
  190. top: "conv2/norm2"
  191. lrn_param {
  192. local_size: 5
  193. alpha: 0.0001
  194. beta: 0.75
  195. }
  196. }
  197. layer {
  198. name: "pool2/3x3_s2"
  199. type: "Pooling"
  200. bottom: "conv2/norm2"
  201. top: "pool2/3x3_s2"
  202. pooling_param {
  203. pool: MAX
  204. kernel_size: 3
  205. stride: 2
  206. }
  207. }
  208. layer {
  209. name: "inception_3a/1x1"
  210. type: "Convolution"
  211. bottom: "pool2/3x3_s2"
  212. top: "inception_3a/1x1"
  213. param {
  214. lr_mult: 1
  215. decay_mult: 1
  216. }
  217. param {
  218. lr_mult: 2
  219. decay_mult: 0
  220. }
  221. convolution_param {
  222. num_output: 64
  223. kernel_size: 1
  224. weight_filler {
  225. type: "xavier"
  226. std: 0.03
  227. }
  228. bias_filler {
  229. type: "constant"
  230. value: 0.2
  231. }
  232. }
  233. }
  234. layer {
  235. name: "inception_3a/relu_1x1"
  236. type: "ReLU"
  237. bottom: "inception_3a/1x1"
  238. top: "inception_3a/1x1"
  239. }
  240. layer {
  241. name: "inception_3a/3x3_reduce"
  242. type: "Convolution"
  243. bottom: "pool2/3x3_s2"
  244. top: "inception_3a/3x3_reduce"
  245. param {
  246. lr_mult: 1
  247. decay_mult: 1
  248. }
  249. param {
  250. lr_mult: 2
  251. decay_mult: 0
  252. }
  253. convolution_param {
  254. num_output: 96
  255. kernel_size: 1
  256. weight_filler {
  257. type: "xavier"
  258. std: 0.09
  259. }
  260. bias_filler {
  261. type: "constant"
  262. value: 0.2
  263. }
  264. }
  265. }
  266. layer {
  267. name: "inception_3a/relu_3x3_reduce"
  268. type: "ReLU"
  269. bottom: "inception_3a/3x3_reduce"
  270. top: "inception_3a/3x3_reduce"
  271. }
  272. layer {
  273. name: "inception_3a/3x3"
  274. type: "Convolution"
  275. bottom: "inception_3a/3x3_reduce"
  276. top: "inception_3a/3x3"
  277. param {
  278. lr_mult: 1
  279. decay_mult: 1
  280. }
  281. param {
  282. lr_mult: 2
  283. decay_mult: 0
  284. }
  285. convolution_param {
  286. num_output: 128
  287. pad: 1
  288. kernel_size: 3
  289. weight_filler {
  290. type: "xavier"
  291. std: 0.03
  292. }
  293. bias_filler {
  294. type: "constant"
  295. value: 0.2
  296. }
  297. }
  298. }
  299. layer {
  300. name: "inception_3a/relu_3x3"
  301. type: "ReLU"
  302. bottom: "inception_3a/3x3"
  303. top: "inception_3a/3x3"
  304. }
  305. layer {
  306. name: "inception_3a/5x5_reduce"
  307. type: "Convolution"
  308. bottom: "pool2/3x3_s2"
  309. top: "inception_3a/5x5_reduce"
  310. param {
  311. lr_mult: 1
  312. decay_mult: 1
  313. }
  314. param {
  315. lr_mult: 2
  316. decay_mult: 0
  317. }
  318. convolution_param {
  319. num_output: 16
  320. kernel_size: 1
  321. weight_filler {
  322. type: "xavier"
  323. std: 0.2
  324. }
  325. bias_filler {
  326. type: "constant"
  327. value: 0.2
  328. }
  329. }
  330. }
  331. layer {
  332. name: "inception_3a/relu_5x5_reduce"
  333. type: "ReLU"
  334. bottom: "inception_3a/5x5_reduce"
  335. top: "inception_3a/5x5_reduce"
  336. }
  337. layer {
  338. name: "inception_3a/5x5"
  339. type: "Convolution"
  340. bottom: "inception_3a/5x5_reduce"
  341. top: "inception_3a/5x5"
  342. param {
  343. lr_mult: 1
  344. decay_mult: 1
  345. }
  346. param {
  347. lr_mult: 2
  348. decay_mult: 0
  349. }
  350. convolution_param {
  351. num_output: 32
  352. pad: 2
  353. kernel_size: 5
  354. weight_filler {
  355. type: "xavier"
  356. std: 0.03
  357. }
  358. bias_filler {
  359. type: "constant"
  360. value: 0.2
  361. }
  362. }
  363. }
  364. layer {
  365. name: "inception_3a/relu_5x5"
  366. type: "ReLU"
  367. bottom: "inception_3a/5x5"
  368. top: "inception_3a/5x5"
  369. }
  370. layer {
  371. name: "inception_3a/pool"
  372. type: "Pooling"
  373. bottom: "pool2/3x3_s2"
  374. top: "inception_3a/pool"
  375. pooling_param {
  376. pool: MAX
  377. kernel_size: 3
  378. stride: 1
  379. pad: 1
  380. }
  381. }
  382. layer {
  383. name: "inception_3a/pool_proj"
  384. type: "Convolution"
  385. bottom: "inception_3a/pool"
  386. top: "inception_3a/pool_proj"
  387. param {
  388. lr_mult: 1
  389. decay_mult: 1
  390. }
  391. param {
  392. lr_mult: 2
  393. decay_mult: 0
  394. }
  395. convolution_param {
  396. num_output: 32
  397. kernel_size: 1
  398. weight_filler {
  399. type: "xavier"
  400. std: 0.1
  401. }
  402. bias_filler {
  403. type: "constant"
  404. value: 0.2
  405. }
  406. }
  407. }
  408. layer {
  409. name: "inception_3a/relu_pool_proj"
  410. type: "ReLU"
  411. bottom: "inception_3a/pool_proj"
  412. top: "inception_3a/pool_proj"
  413. }
  414. layer {
  415. name: "inception_3a/output"
  416. type: "Concat"
  417. bottom: "inception_3a/1x1"
  418. bottom: "inception_3a/3x3"
  419. bottom: "inception_3a/5x5"
  420. bottom: "inception_3a/pool_proj"
  421. top: "inception_3a/output"
  422. }
  423. layer {
  424. name: "inception_3b/1x1"
  425. type: "Convolution"
  426. bottom: "inception_3a/output"
  427. top: "inception_3b/1x1"
  428. param {
  429. lr_mult: 1
  430. decay_mult: 1
  431. }
  432. param {
  433. lr_mult: 2
  434. decay_mult: 0
  435. }
  436. convolution_param {
  437. num_output: 128
  438. kernel_size: 1
  439. weight_filler {
  440. type: "xavier"
  441. std: 0.03
  442. }
  443. bias_filler {
  444. type: "constant"
  445. value: 0.2
  446. }
  447. }
  448. }
  449. layer {
  450. name: "inception_3b/relu_1x1"
  451. type: "ReLU"
  452. bottom: "inception_3b/1x1"
  453. top: "inception_3b/1x1"
  454. }
  455. layer {
  456. name: "inception_3b/3x3_reduce"
  457. type: "Convolution"
  458. bottom: "inception_3a/output"
  459. top: "inception_3b/3x3_reduce"
  460. param {
  461. lr_mult: 1
  462. decay_mult: 1
  463. }
  464. param {
  465. lr_mult: 2
  466. decay_mult: 0
  467. }
  468. convolution_param {
  469. num_output: 128
  470. kernel_size: 1
  471. weight_filler {
  472. type: "xavier"
  473. std: 0.09
  474. }
  475. bias_filler {
  476. type: "constant"
  477. value: 0.2
  478. }
  479. }
  480. }
  481. layer {
  482. name: "inception_3b/relu_3x3_reduce"
  483. type: "ReLU"
  484. bottom: "inception_3b/3x3_reduce"
  485. top: "inception_3b/3x3_reduce"
  486. }
  487. layer {
  488. name: "inception_3b/3x3"
  489. type: "Convolution"
  490. bottom: "inception_3b/3x3_reduce"
  491. top: "inception_3b/3x3"
  492. param {
  493. lr_mult: 1
  494. decay_mult: 1
  495. }
  496. param {
  497. lr_mult: 2
  498. decay_mult: 0
  499. }
  500. convolution_param {
  501. num_output: 192
  502. pad: 1
  503. kernel_size: 3
  504. weight_filler {
  505. type: "xavier"
  506. std: 0.03
  507. }
  508. bias_filler {
  509. type: "constant"
  510. value: 0.2
  511. }
  512. }
  513. }
  514. layer {
  515. name: "inception_3b/relu_3x3"
  516. type: "ReLU"
  517. bottom: "inception_3b/3x3"
  518. top: "inception_3b/3x3"
  519. }
  520. layer {
  521. name: "inception_3b/5x5_reduce"
  522. type: "Convolution"
  523. bottom: "inception_3a/output"
  524. top: "inception_3b/5x5_reduce"
  525. param {
  526. lr_mult: 1
  527. decay_mult: 1
  528. }
  529. param {
  530. lr_mult: 2
  531. decay_mult: 0
  532. }
  533. convolution_param {
  534. num_output: 32
  535. kernel_size: 1
  536. weight_filler {
  537. type: "xavier"
  538. std: 0.2
  539. }
  540. bias_filler {
  541. type: "constant"
  542. value: 0.2
  543. }
  544. }
  545. }
  546. layer {
  547. name: "inception_3b/relu_5x5_reduce"
  548. type: "ReLU"
  549. bottom: "inception_3b/5x5_reduce"
  550. top: "inception_3b/5x5_reduce"
  551. }
  552. layer {
  553. name: "inception_3b/5x5"
  554. type: "Convolution"
  555. bottom: "inception_3b/5x5_reduce"
  556. top: "inception_3b/5x5"
  557. param {
  558. lr_mult: 1
  559. decay_mult: 1
  560. }
  561. param {
  562. lr_mult: 2
  563. decay_mult: 0
  564. }
  565. convolution_param {
  566. num_output: 96
  567. pad: 2
  568. kernel_size: 5
  569. weight_filler {
  570. type: "xavier"
  571. std: 0.03
  572. }
  573. bias_filler {
  574. type: "constant"
  575. value: 0.2
  576. }
  577. }
  578. }
  579. layer {
  580. name: "inception_3b/relu_5x5"
  581. type: "ReLU"
  582. bottom: "inception_3b/5x5"
  583. top: "inception_3b/5x5"
  584. }
  585. layer {
  586. name: "inception_3b/pool"
  587. type: "Pooling"
  588. bottom: "inception_3a/output"
  589. top: "inception_3b/pool"
  590. pooling_param {
  591. pool: MAX
  592. kernel_size: 3
  593. stride: 1
  594. pad: 1
  595. }
  596. }
  597. layer {
  598. name: "inception_3b/pool_proj"
  599. type: "Convolution"
  600. bottom: "inception_3b/pool"
  601. top: "inception_3b/pool_proj"
  602. param {
  603. lr_mult: 1
  604. decay_mult: 1
  605. }
  606. param {
  607. lr_mult: 2
  608. decay_mult: 0
  609. }
  610. convolution_param {
  611. num_output: 64
  612. kernel_size: 1
  613. weight_filler {
  614. type: "xavier"
  615. std: 0.1
  616. }
  617. bias_filler {
  618. type: "constant"
  619. value: 0.2
  620. }
  621. }
  622. }
  623. layer {
  624. name: "inception_3b/relu_pool_proj"
  625. type: "ReLU"
  626. bottom: "inception_3b/pool_proj"
  627. top: "inception_3b/pool_proj"
  628. }
  629. layer {
  630. name: "inception_3b/output"
  631. type: "Concat"
  632. bottom: "inception_3b/1x1"
  633. bottom: "inception_3b/3x3"
  634. bottom: "inception_3b/5x5"
  635. bottom: "inception_3b/pool_proj"
  636. top: "inception_3b/output"
  637. }
  638. layer {
  639. name: "pool3/3x3_s2"
  640. type: "Pooling"
  641. bottom: "inception_3b/output"
  642. top: "pool3/3x3_s2"
  643. pooling_param {
  644. pool: MAX
  645. kernel_size: 3
  646. stride: 2
  647. }
  648. }
  649. layer {
  650. name: "inception_4a/1x1"
  651. type: "Convolution"
  652. bottom: "pool3/3x3_s2"
  653. top: "inception_4a/1x1"
  654. param {
  655. lr_mult: 1
  656. decay_mult: 1
  657. }
  658. param {
  659. lr_mult: 2
  660. decay_mult: 0
  661. }
  662. convolution_param {
  663. num_output: 192
  664. kernel_size: 1
  665. weight_filler {
  666. type: "xavier"
  667. std: 0.03
  668. }
  669. bias_filler {
  670. type: "constant"
  671. value: 0.2
  672. }
  673. }
  674. }
  675. layer {
  676. name: "inception_4a/relu_1x1"
  677. type: "ReLU"
  678. bottom: "inception_4a/1x1"
  679. top: "inception_4a/1x1"
  680. }
  681. layer {
  682. name: "inception_4a/3x3_reduce"
  683. type: "Convolution"
  684. bottom: "pool3/3x3_s2"
  685. top: "inception_4a/3x3_reduce"
  686. param {
  687. lr_mult: 1
  688. decay_mult: 1
  689. }
  690. param {
  691. lr_mult: 2
  692. decay_mult: 0
  693. }
  694. convolution_param {
  695. num_output: 96
  696. kernel_size: 1
  697. weight_filler {
  698. type: "xavier"
  699. std: 0.09
  700. }
  701. bias_filler {
  702. type: "constant"
  703. value: 0.2
  704. }
  705. }
  706. }
  707. layer {
  708. name: "inception_4a/relu_3x3_reduce"
  709. type: "ReLU"
  710. bottom: "inception_4a/3x3_reduce"
  711. top: "inception_4a/3x3_reduce"
  712. }
  713. layer {
  714. name: "inception_4a/3x3"
  715. type: "Convolution"
  716. bottom: "inception_4a/3x3_reduce"
  717. top: "inception_4a/3x3"
  718. param {
  719. lr_mult: 1
  720. decay_mult: 1
  721. }
  722. param {
  723. lr_mult: 2
  724. decay_mult: 0
  725. }
  726. convolution_param {
  727. num_output: 208
  728. pad: 1
  729. kernel_size: 3
  730. weight_filler {
  731. type: "xavier"
  732. std: 0.03
  733. }
  734. bias_filler {
  735. type: "constant"
  736. value: 0.2
  737. }
  738. }
  739. }
  740. layer {
  741. name: "inception_4a/relu_3x3"
  742. type: "ReLU"
  743. bottom: "inception_4a/3x3"
  744. top: "inception_4a/3x3"
  745. }
  746. layer {
  747. name: "inception_4a/5x5_reduce"
  748. type: "Convolution"
  749. bottom: "pool3/3x3_s2"
  750. top: "inception_4a/5x5_reduce"
  751. param {
  752. lr_mult: 1
  753. decay_mult: 1
  754. }
  755. param {
  756. lr_mult: 2
  757. decay_mult: 0
  758. }
  759. convolution_param {
  760. num_output: 16
  761. kernel_size: 1
  762. weight_filler {
  763. type: "xavier"
  764. std: 0.2
  765. }
  766. bias_filler {
  767. type: "constant"
  768. value: 0.2
  769. }
  770. }
  771. }
  772. layer {
  773. name: "inception_4a/relu_5x5_reduce"
  774. type: "ReLU"
  775. bottom: "inception_4a/5x5_reduce"
  776. top: "inception_4a/5x5_reduce"
  777. }
  778. layer {
  779. name: "inception_4a/5x5"
  780. type: "Convolution"
  781. bottom: "inception_4a/5x5_reduce"
  782. top: "inception_4a/5x5"
  783. param {
  784. lr_mult: 1
  785. decay_mult: 1
  786. }
  787. param {
  788. lr_mult: 2
  789. decay_mult: 0
  790. }
  791. convolution_param {
  792. num_output: 48
  793. pad: 2
  794. kernel_size: 5
  795. weight_filler {
  796. type: "xavier"
  797. std: 0.03
  798. }
  799. bias_filler {
  800. type: "constant"
  801. value: 0.2
  802. }
  803. }
  804. }
  805. layer {
  806. name: "inception_4a/relu_5x5"
  807. type: "ReLU"
  808. bottom: "inception_4a/5x5"
  809. top: "inception_4a/5x5"
  810. }
  811. layer {
  812. name: "inception_4a/pool"
  813. type: "Pooling"
  814. bottom: "pool3/3x3_s2"
  815. top: "inception_4a/pool"
  816. pooling_param {
  817. pool: MAX
  818. kernel_size: 3
  819. stride: 1
  820. pad: 1
  821. }
  822. }
  823. layer {
  824. name: "inception_4a/pool_proj"
  825. type: "Convolution"
  826. bottom: "inception_4a/pool"
  827. top: "inception_4a/pool_proj"
  828. param {
  829. lr_mult: 1
  830. decay_mult: 1
  831. }
  832. param {
  833. lr_mult: 2
  834. decay_mult: 0
  835. }
  836. convolution_param {
  837. num_output: 64
  838. kernel_size: 1
  839. weight_filler {
  840. type: "xavier"
  841. std: 0.1
  842. }
  843. bias_filler {
  844. type: "constant"
  845. value: 0.2
  846. }
  847. }
  848. }
  849. layer {
  850. name: "inception_4a/relu_pool_proj"
  851. type: "ReLU"
  852. bottom: "inception_4a/pool_proj"
  853. top: "inception_4a/pool_proj"
  854. }
  855. layer {
  856. name: "inception_4a/output"
  857. type: "Concat"
  858. bottom: "inception_4a/1x1"
  859. bottom: "inception_4a/3x3"
  860. bottom: "inception_4a/5x5"
  861. bottom: "inception_4a/pool_proj"
  862. top: "inception_4a/output"
  863. }
  864. layer {
  865. name: "inception_4b/1x1"
  866. type: "Convolution"
  867. bottom: "inception_4a/output"
  868. top: "inception_4b/1x1"
  869. param {
  870. lr_mult: 1
  871. decay_mult: 1
  872. }
  873. param {
  874. lr_mult: 2
  875. decay_mult: 0
  876. }
  877. convolution_param {
  878. num_output: 160
  879. kernel_size: 1
  880. weight_filler {
  881. type: "xavier"
  882. std: 0.03
  883. }
  884. bias_filler {
  885. type: "constant"
  886. value: 0.2
  887. }
  888. }
  889. }
  890. layer {
  891. name: "inception_4b/relu_1x1"
  892. type: "ReLU"
  893. bottom: "inception_4b/1x1"
  894. top: "inception_4b/1x1"
  895. }
  896. layer {
  897. name: "inception_4b/3x3_reduce"
  898. type: "Convolution"
  899. bottom: "inception_4a/output"
  900. top: "inception_4b/3x3_reduce"
  901. param {
  902. lr_mult: 1
  903. decay_mult: 1
  904. }
  905. param {
  906. lr_mult: 2
  907. decay_mult: 0
  908. }
  909. convolution_param {
  910. num_output: 112
  911. kernel_size: 1
  912. weight_filler {
  913. type: "xavier"
  914. std: 0.09
  915. }
  916. bias_filler {
  917. type: "constant"
  918. value: 0.2
  919. }
  920. }
  921. }
  922. layer {
  923. name: "inception_4b/relu_3x3_reduce"
  924. type: "ReLU"
  925. bottom: "inception_4b/3x3_reduce"
  926. top: "inception_4b/3x3_reduce"
  927. }
  928. layer {
  929. name: "inception_4b/3x3"
  930. type: "Convolution"
  931. bottom: "inception_4b/3x3_reduce"
  932. top: "inception_4b/3x3"
  933. param {
  934. lr_mult: 1
  935. decay_mult: 1
  936. }
  937. param {
  938. lr_mult: 2
  939. decay_mult: 0
  940. }
  941. convolution_param {
  942. num_output: 224
  943. pad: 1
  944. kernel_size: 3
  945. weight_filler {
  946. type: "xavier"
  947. std: 0.03
  948. }
  949. bias_filler {
  950. type: "constant"
  951. value: 0.2
  952. }
  953. }
  954. }
  955. layer {
  956. name: "inception_4b/relu_3x3"
  957. type: "ReLU"
  958. bottom: "inception_4b/3x3"
  959. top: "inception_4b/3x3"
  960. }
  961. layer {
  962. name: "inception_4b/5x5_reduce"
  963. type: "Convolution"
  964. bottom: "inception_4a/output"
  965. top: "inception_4b/5x5_reduce"
  966. param {
  967. lr_mult: 1
  968. decay_mult: 1
  969. }
  970. param {
  971. lr_mult: 2
  972. decay_mult: 0
  973. }
  974. convolution_param {
  975. num_output: 24
  976. kernel_size: 1
  977. weight_filler {
  978. type: "xavier"
  979. std: 0.2
  980. }
  981. bias_filler {
  982. type: "constant"
  983. value: 0.2
  984. }
  985. }
  986. }
  987. layer {
  988. name: "inception_4b/relu_5x5_reduce"
  989. type: "ReLU"
  990. bottom: "inception_4b/5x5_reduce"
  991. top: "inception_4b/5x5_reduce"
  992. }
  993. layer {
  994. name: "inception_4b/5x5"
  995. type: "Convolution"
  996. bottom: "inception_4b/5x5_reduce"
  997. top: "inception_4b/5x5"
  998. param {
  999. lr_mult: 1
  1000. decay_mult: 1
  1001. }
  1002. param {
  1003. lr_mult: 2
  1004. decay_mult: 0
  1005. }
  1006. convolution_param {
  1007. num_output: 64
  1008. pad: 2
  1009. kernel_size: 5
  1010. weight_filler {
  1011. type: "xavier"
  1012. std: 0.03
  1013. }
  1014. bias_filler {
  1015. type: "constant"
  1016. value: 0.2
  1017. }
  1018. }
  1019. }
  1020. layer {
  1021. name: "inception_4b/relu_5x5"
  1022. type: "ReLU"
  1023. bottom: "inception_4b/5x5"
  1024. top: "inception_4b/5x5"
  1025. }
  1026. layer {
  1027. name: "inception_4b/pool"
  1028. type: "Pooling"
  1029. bottom: "inception_4a/output"
  1030. top: "inception_4b/pool"
  1031. pooling_param {
  1032. pool: MAX
  1033. kernel_size: 3
  1034. stride: 1
  1035. pad: 1
  1036. }
  1037. }
  1038. layer {
  1039. name: "inception_4b/pool_proj"
  1040. type: "Convolution"
  1041. bottom: "inception_4b/pool"
  1042. top: "inception_4b/pool_proj"
  1043. param {
  1044. lr_mult: 1
  1045. decay_mult: 1
  1046. }
  1047. param {
  1048. lr_mult: 2
  1049. decay_mult: 0
  1050. }
  1051. convolution_param {
  1052. num_output: 64
  1053. kernel_size: 1
  1054. weight_filler {
  1055. type: "xavier"
  1056. std: 0.1
  1057. }
  1058. bias_filler {
  1059. type: "constant"
  1060. value: 0.2
  1061. }
  1062. }
  1063. }
  1064. layer {
  1065. name: "inception_4b/relu_pool_proj"
  1066. type: "ReLU"
  1067. bottom: "inception_4b/pool_proj"
  1068. top: "inception_4b/pool_proj"
  1069. }
  1070. layer {
  1071. name: "inception_4b/output"
  1072. type: "Concat"
  1073. bottom: "inception_4b/1x1"
  1074. bottom: "inception_4b/3x3"
  1075. bottom: "inception_4b/5x5"
  1076. bottom: "inception_4b/pool_proj"
  1077. top: "inception_4b/output"
  1078. }
  1079. layer {
  1080. name: "inception_4c/1x1"
  1081. type: "Convolution"
  1082. bottom: "inception_4b/output"
  1083. top: "inception_4c/1x1"
  1084. param {
  1085. lr_mult: 1
  1086. decay_mult: 1
  1087. }
  1088. param {
  1089. lr_mult: 2
  1090. decay_mult: 0
  1091. }
  1092. convolution_param {
  1093. num_output: 128
  1094. kernel_size: 1
  1095. weight_filler {
  1096. type: "xavier"
  1097. std: 0.03
  1098. }
  1099. bias_filler {
  1100. type: "constant"
  1101. value: 0.2
  1102. }
  1103. }
  1104. }
  1105. layer {
  1106. name: "inception_4c/relu_1x1"
  1107. type: "ReLU"
  1108. bottom: "inception_4c/1x1"
  1109. top: "inception_4c/1x1"
  1110. }
  1111. layer {
  1112. name: "inception_4c/3x3_reduce"
  1113. type: "Convolution"
  1114. bottom: "inception_4b/output"
  1115. top: "inception_4c/3x3_reduce"
  1116. param {
  1117. lr_mult: 1
  1118. decay_mult: 1
  1119. }
  1120. param {
  1121. lr_mult: 2
  1122. decay_mult: 0
  1123. }
  1124. convolution_param {
  1125. num_output: 128
  1126. kernel_size: 1
  1127. weight_filler {
  1128. type: "xavier"
  1129. std: 0.09
  1130. }
  1131. bias_filler {
  1132. type: "constant"
  1133. value: 0.2
  1134. }
  1135. }
  1136. }
  1137. layer {
  1138. name: "inception_4c/relu_3x3_reduce"
  1139. type: "ReLU"
  1140. bottom: "inception_4c/3x3_reduce"
  1141. top: "inception_4c/3x3_reduce"
  1142. }
  1143. layer {
  1144. name: "inception_4c/3x3"
  1145. type: "Convolution"
  1146. bottom: "inception_4c/3x3_reduce"
  1147. top: "inception_4c/3x3"
  1148. param {
  1149. lr_mult: 1
  1150. decay_mult: 1
  1151. }
  1152. param {
  1153. lr_mult: 2
  1154. decay_mult: 0
  1155. }
  1156. convolution_param {
  1157. num_output: 256
  1158. pad: 1
  1159. kernel_size: 3
  1160. weight_filler {
  1161. type: "xavier"
  1162. std: 0.03
  1163. }
  1164. bias_filler {
  1165. type: "constant"
  1166. value: 0.2
  1167. }
  1168. }
  1169. }
  1170. layer {
  1171. name: "inception_4c/relu_3x3"
  1172. type: "ReLU"
  1173. bottom: "inception_4c/3x3"
  1174. top: "inception_4c/3x3"
  1175. }
  1176. layer {
  1177. name: "inception_4c/5x5_reduce"
  1178. type: "Convolution"
  1179. bottom: "inception_4b/output"
  1180. top: "inception_4c/5x5_reduce"
  1181. param {
  1182. lr_mult: 1
  1183. decay_mult: 1
  1184. }
  1185. param {
  1186. lr_mult: 2
  1187. decay_mult: 0
  1188. }
  1189. convolution_param {
  1190. num_output: 24
  1191. kernel_size: 1
  1192. weight_filler {
  1193. type: "xavier"
  1194. std: 0.2
  1195. }
  1196. bias_filler {
  1197. type: "constant"
  1198. value: 0.2
  1199. }
  1200. }
  1201. }
  1202. layer {
  1203. name: "inception_4c/relu_5x5_reduce"
  1204. type: "ReLU"
  1205. bottom: "inception_4c/5x5_reduce"
  1206. top: "inception_4c/5x5_reduce"
  1207. }
  1208. layer {
  1209. name: "inception_4c/5x5"
  1210. type: "Convolution"
  1211. bottom: "inception_4c/5x5_reduce"
  1212. top: "inception_4c/5x5"
  1213. param {
  1214. lr_mult: 1
  1215. decay_mult: 1
  1216. }
  1217. param {
  1218. lr_mult: 2
  1219. decay_mult: 0
  1220. }
  1221. convolution_param {
  1222. num_output: 64
  1223. pad: 2
  1224. kernel_size: 5
  1225. weight_filler {
  1226. type: "xavier"
  1227. std: 0.03
  1228. }
  1229. bias_filler {
  1230. type: "constant"
  1231. value: 0.2
  1232. }
  1233. }
  1234. }
  1235. layer {
  1236. name: "inception_4c/relu_5x5"
  1237. type: "ReLU"
  1238. bottom: "inception_4c/5x5"
  1239. top: "inception_4c/5x5"
  1240. }
  1241. layer {
  1242. name: "inception_4c/pool"
  1243. type: "Pooling"
  1244. bottom: "inception_4b/output"
  1245. top: "inception_4c/pool"
  1246. pooling_param {
  1247. pool: MAX
  1248. kernel_size: 3
  1249. stride: 1
  1250. pad: 1
  1251. }
  1252. }
  1253. layer {
  1254. name: "inception_4c/pool_proj"
  1255. type: "Convolution"
  1256. bottom: "inception_4c/pool"
  1257. top: "inception_4c/pool_proj"
  1258. param {
  1259. lr_mult: 1
  1260. decay_mult: 1
  1261. }
  1262. param {
  1263. lr_mult: 2
  1264. decay_mult: 0
  1265. }
  1266. convolution_param {
  1267. num_output: 64
  1268. kernel_size: 1
  1269. weight_filler {
  1270. type: "xavier"
  1271. std: 0.1
  1272. }
  1273. bias_filler {
  1274. type: "constant"
  1275. value: 0.2
  1276. }
  1277. }
  1278. }
  1279. layer {
  1280. name: "inception_4c/relu_pool_proj"
  1281. type: "ReLU"
  1282. bottom: "inception_4c/pool_proj"
  1283. top: "inception_4c/pool_proj"
  1284. }
  1285. layer {
  1286. name: "inception_4c/output"
  1287. type: "Concat"
  1288. bottom: "inception_4c/1x1"
  1289. bottom: "inception_4c/3x3"
  1290. bottom: "inception_4c/5x5"
  1291. bottom: "inception_4c/pool_proj"
  1292. top: "inception_4c/output"
  1293. }
  1294. layer {
  1295. name: "inception_4d/1x1"
  1296. type: "Convolution"
  1297. bottom: "inception_4c/output"
  1298. top: "inception_4d/1x1"
  1299. param {
  1300. lr_mult: 1
  1301. decay_mult: 1
  1302. }
  1303. param {
  1304. lr_mult: 2
  1305. decay_mult: 0
  1306. }
  1307. convolution_param {
  1308. num_output: 112
  1309. kernel_size: 1
  1310. weight_filler {
  1311. type: "xavier"
  1312. std: 0.03
  1313. }
  1314. bias_filler {
  1315. type: "constant"
  1316. value: 0.2
  1317. }
  1318. }
  1319. }
  1320. layer {
  1321. name: "inception_4d/relu_1x1"
  1322. type: "ReLU"
  1323. bottom: "inception_4d/1x1"
  1324. top: "inception_4d/1x1"
  1325. }
  1326. layer {
  1327. name: "inception_4d/3x3_reduce"
  1328. type: "Convolution"
  1329. bottom: "inception_4c/output"
  1330. top: "inception_4d/3x3_reduce"
  1331. param {
  1332. lr_mult: 1
  1333. decay_mult: 1
  1334. }
  1335. param {
  1336. lr_mult: 2
  1337. decay_mult: 0
  1338. }
  1339. convolution_param {
  1340. num_output: 144
  1341. kernel_size: 1
  1342. weight_filler {
  1343. type: "xavier"
  1344. std: 0.09
  1345. }
  1346. bias_filler {
  1347. type: "constant"
  1348. value: 0.2
  1349. }
  1350. }
  1351. }
  1352. layer {
  1353. name: "inception_4d/relu_3x3_reduce"
  1354. type: "ReLU"
  1355. bottom: "inception_4d/3x3_reduce"
  1356. top: "inception_4d/3x3_reduce"
  1357. }
  1358. layer {
  1359. name: "inception_4d/3x3"
  1360. type: "Convolution"
  1361. bottom: "inception_4d/3x3_reduce"
  1362. top: "inception_4d/3x3"
  1363. param {
  1364. lr_mult: 1
  1365. decay_mult: 1
  1366. }
  1367. param {
  1368. lr_mult: 2
  1369. decay_mult: 0
  1370. }
  1371. convolution_param {
  1372. num_output: 288
  1373. pad: 1
  1374. kernel_size: 3
  1375. weight_filler {
  1376. type: "xavier"
  1377. std: 0.03
  1378. }
  1379. bias_filler {
  1380. type: "constant"
  1381. value: 0.2
  1382. }
  1383. }
  1384. }
  1385. layer {
  1386. name: "inception_4d/relu_3x3"
  1387. type: "ReLU"
  1388. bottom: "inception_4d/3x3"
  1389. top: "inception_4d/3x3"
  1390. }
  1391. layer {
  1392. name: "inception_4d/5x5_reduce"
  1393. type: "Convolution"
  1394. bottom: "inception_4c/output"
  1395. top: "inception_4d/5x5_reduce"
  1396. param {
  1397. lr_mult: 1
  1398. decay_mult: 1
  1399. }
  1400. param {
  1401. lr_mult: 2
  1402. decay_mult: 0
  1403. }
  1404. convolution_param {
  1405. num_output: 32
  1406. kernel_size: 1
  1407. weight_filler {
  1408. type: "xavier"
  1409. std: 0.2
  1410. }
  1411. bias_filler {
  1412. type: "constant"
  1413. value: 0.2
  1414. }
  1415. }
  1416. }
  1417. layer {
  1418. name: "inception_4d/relu_5x5_reduce"
  1419. type: "ReLU"
  1420. bottom: "inception_4d/5x5_reduce"
  1421. top: "inception_4d/5x5_reduce"
  1422. }
  1423. layer {
  1424. name: "inception_4d/5x5"
  1425. type: "Convolution"
  1426. bottom: "inception_4d/5x5_reduce"
  1427. top: "inception_4d/5x5"
  1428. param {
  1429. lr_mult: 1
  1430. decay_mult: 1
  1431. }
  1432. param {
  1433. lr_mult: 2
  1434. decay_mult: 0
  1435. }
  1436. convolution_param {
  1437. num_output: 64
  1438. pad: 2
  1439. kernel_size: 5
  1440. weight_filler {
  1441. type: "xavier"
  1442. std: 0.03
  1443. }
  1444. bias_filler {
  1445. type: "constant"
  1446. value: 0.2
  1447. }
  1448. }
  1449. }
  1450. layer {
  1451. name: "inception_4d/relu_5x5"
  1452. type: "ReLU"
  1453. bottom: "inception_4d/5x5"
  1454. top: "inception_4d/5x5"
  1455. }
  1456. layer {
  1457. name: "inception_4d/pool"
  1458. type: "Pooling"
  1459. bottom: "inception_4c/output"
  1460. top: "inception_4d/pool"
  1461. pooling_param {
  1462. pool: MAX
  1463. kernel_size: 3
  1464. stride: 1
  1465. pad: 1
  1466. }
  1467. }
  1468. layer {
  1469. name: "inception_4d/pool_proj"
  1470. type: "Convolution"
  1471. bottom: "inception_4d/pool"
  1472. top: "inception_4d/pool_proj"
  1473. param {
  1474. lr_mult: 1
  1475. decay_mult: 1
  1476. }
  1477. param {
  1478. lr_mult: 2
  1479. decay_mult: 0
  1480. }
  1481. convolution_param {
  1482. num_output: 64
  1483. kernel_size: 1
  1484. weight_filler {
  1485. type: "xavier"
  1486. std: 0.1
  1487. }
  1488. bias_filler {
  1489. type: "constant"
  1490. value: 0.2
  1491. }
  1492. }
  1493. }
  1494. layer {
  1495. name: "inception_4d/relu_pool_proj"
  1496. type: "ReLU"
  1497. bottom: "inception_4d/pool_proj"
  1498. top: "inception_4d/pool_proj"
  1499. }
  1500. layer {
  1501. name: "inception_4d/output"
  1502. type: "Concat"
  1503. bottom: "inception_4d/1x1"
  1504. bottom: "inception_4d/3x3"
  1505. bottom: "inception_4d/5x5"
  1506. bottom: "inception_4d/pool_proj"
  1507. top: "inception_4d/output"
  1508. }
  1509. layer {
  1510. name: "inception_4e/1x1"
  1511. type: "Convolution"
  1512. bottom: "inception_4d/output"
  1513. top: "inception_4e/1x1"
  1514. param {
  1515. lr_mult: 1
  1516. decay_mult: 1
  1517. }
  1518. param {
  1519. lr_mult: 2
  1520. decay_mult: 0
  1521. }
  1522. convolution_param {
  1523. num_output: 256
  1524. kernel_size: 1
  1525. weight_filler {
  1526. type: "xavier"
  1527. std: 0.03
  1528. }
  1529. bias_filler {
  1530. type: "constant"
  1531. value: 0.2
  1532. }
  1533. }
  1534. }
  1535. layer {
  1536. name: "inception_4e/relu_1x1"
  1537. type: "ReLU"
  1538. bottom: "inception_4e/1x1"
  1539. top: "inception_4e/1x1"
  1540. }
  1541. layer {
  1542. name: "inception_4e/3x3_reduce"
  1543. type: "Convolution"
  1544. bottom: "inception_4d/output"
  1545. top: "inception_4e/3x3_reduce"
  1546. param {
  1547. lr_mult: 1
  1548. decay_mult: 1
  1549. }
  1550. param {
  1551. lr_mult: 2
  1552. decay_mult: 0
  1553. }
  1554. convolution_param {
  1555. num_output: 160
  1556. kernel_size: 1
  1557. weight_filler {
  1558. type: "xavier"
  1559. std: 0.09
  1560. }
  1561. bias_filler {
  1562. type: "constant"
  1563. value: 0.2
  1564. }
  1565. }
  1566. }
  1567. layer {
  1568. name: "inception_4e/relu_3x3_reduce"
  1569. type: "ReLU"
  1570. bottom: "inception_4e/3x3_reduce"
  1571. top: "inception_4e/3x3_reduce"
  1572. }
  1573. layer {
  1574. name: "inception_4e/3x3"
  1575. type: "Convolution"
  1576. bottom: "inception_4e/3x3_reduce"
  1577. top: "inception_4e/3x3"
  1578. param {
  1579. lr_mult: 1
  1580. decay_mult: 1
  1581. }
  1582. param {
  1583. lr_mult: 2
  1584. decay_mult: 0
  1585. }
  1586. convolution_param {
  1587. num_output: 320
  1588. pad: 1
  1589. kernel_size: 3
  1590. weight_filler {
  1591. type: "xavier"
  1592. std: 0.03
  1593. }
  1594. bias_filler {
  1595. type: "constant"
  1596. value: 0.2
  1597. }
  1598. }
  1599. }
  1600. layer {
  1601. name: "inception_4e/relu_3x3"
  1602. type: "ReLU"
  1603. bottom: "inception_4e/3x3"
  1604. top: "inception_4e/3x3"
  1605. }
  1606. layer {
  1607. name: "inception_4e/5x5_reduce"
  1608. type: "Convolution"
  1609. bottom: "inception_4d/output"
  1610. top: "inception_4e/5x5_reduce"
  1611. param {
  1612. lr_mult: 1
  1613. decay_mult: 1
  1614. }
  1615. param {
  1616. lr_mult: 2
  1617. decay_mult: 0
  1618. }
  1619. convolution_param {
  1620. num_output: 32
  1621. kernel_size: 1
  1622. weight_filler {
  1623. type: "xavier"
  1624. std: 0.2
  1625. }
  1626. bias_filler {
  1627. type: "constant"
  1628. value: 0.2
  1629. }
  1630. }
  1631. }
  1632. layer {
  1633. name: "inception_4e/relu_5x5_reduce"
  1634. type: "ReLU"
  1635. bottom: "inception_4e/5x5_reduce"
  1636. top: "inception_4e/5x5_reduce"
  1637. }
  1638. layer {
  1639. name: "inception_4e/5x5"
  1640. type: "Convolution"
  1641. bottom: "inception_4e/5x5_reduce"
  1642. top: "inception_4e/5x5"
  1643. param {
  1644. lr_mult: 1
  1645. decay_mult: 1
  1646. }
  1647. param {
  1648. lr_mult: 2
  1649. decay_mult: 0
  1650. }
  1651. convolution_param {
  1652. num_output: 128
  1653. pad: 2
  1654. kernel_size: 5
  1655. weight_filler {
  1656. type: "xavier"
  1657. std: 0.03
  1658. }
  1659. bias_filler {
  1660. type: "constant"
  1661. value: 0.2
  1662. }
  1663. }
  1664. }
  1665. layer {
  1666. name: "inception_4e/relu_5x5"
  1667. type: "ReLU"
  1668. bottom: "inception_4e/5x5"
  1669. top: "inception_4e/5x5"
  1670. }
  1671. layer {
  1672. name: "inception_4e/pool"
  1673. type: "Pooling"
  1674. bottom: "inception_4d/output"
  1675. top: "inception_4e/pool"
  1676. pooling_param {
  1677. pool: MAX
  1678. kernel_size: 3
  1679. stride: 1
  1680. pad: 1
  1681. }
  1682. }
  1683. layer {
  1684. name: "inception_4e/pool_proj"
  1685. type: "Convolution"
  1686. bottom: "inception_4e/pool"
  1687. top: "inception_4e/pool_proj"
  1688. param {
  1689. lr_mult: 1
  1690. decay_mult: 1
  1691. }
  1692. param {
  1693. lr_mult: 2
  1694. decay_mult: 0
  1695. }
  1696. convolution_param {
  1697. num_output: 128
  1698. kernel_size: 1
  1699. weight_filler {
  1700. type: "xavier"
  1701. std: 0.1
  1702. }
  1703. bias_filler {
  1704. type: "constant"
  1705. value: 0.2
  1706. }
  1707. }
  1708. }
  1709. layer {
  1710. name: "inception_4e/relu_pool_proj"
  1711. type: "ReLU"
  1712. bottom: "inception_4e/pool_proj"
  1713. top: "inception_4e/pool_proj"
  1714. }
  1715. layer {
  1716. name: "inception_4e/output"
  1717. type: "Concat"
  1718. bottom: "inception_4e/1x1"
  1719. bottom: "inception_4e/3x3"
  1720. bottom: "inception_4e/5x5"
  1721. bottom: "inception_4e/pool_proj"
  1722. top: "inception_4e/output"
  1723. }
  1724. layer {
  1725. name: "pool4/3x3_s2"
  1726. type: "Pooling"
  1727. bottom: "inception_4e/output"
  1728. top: "pool4/3x3_s2"
  1729. pooling_param {
  1730. pool: MAX
  1731. kernel_size: 3
  1732. stride: 2
  1733. }
  1734. }
  1735. layer {
  1736. name: "inception_5a/1x1"
  1737. type: "Convolution"
  1738. bottom: "pool4/3x3_s2"
  1739. top: "inception_5a/1x1"
  1740. param {
  1741. lr_mult: 1
  1742. decay_mult: 1
  1743. }
  1744. param {
  1745. lr_mult: 2
  1746. decay_mult: 0
  1747. }
  1748. convolution_param {
  1749. num_output: 256
  1750. kernel_size: 1
  1751. weight_filler {
  1752. type: "xavier"
  1753. std: 0.03
  1754. }
  1755. bias_filler {
  1756. type: "constant"
  1757. value: 0.2
  1758. }
  1759. }
  1760. }
  1761. layer {
  1762. name: "inception_5a/relu_1x1"
  1763. type: "ReLU"
  1764. bottom: "inception_5a/1x1"
  1765. top: "inception_5a/1x1"
  1766. }
  1767. layer {
  1768. name: "inception_5a/3x3_reduce"
  1769. type: "Convolution"
  1770. bottom: "pool4/3x3_s2"
  1771. top: "inception_5a/3x3_reduce"
  1772. param {
  1773. lr_mult: 1
  1774. decay_mult: 1
  1775. }
  1776. param {
  1777. lr_mult: 2
  1778. decay_mult: 0
  1779. }
  1780. convolution_param {
  1781. num_output: 160
  1782. kernel_size: 1
  1783. weight_filler {
  1784. type: "xavier"
  1785. std: 0.09
  1786. }
  1787. bias_filler {
  1788. type: "constant"
  1789. value: 0.2
  1790. }
  1791. }
  1792. }
  1793. layer {
  1794. name: "inception_5a/relu_3x3_reduce"
  1795. type: "ReLU"
  1796. bottom: "inception_5a/3x3_reduce"
  1797. top: "inception_5a/3x3_reduce"
  1798. }
  1799. layer {
  1800. name: "inception_5a/3x3"
  1801. type: "Convolution"
  1802. bottom: "inception_5a/3x3_reduce"
  1803. top: "inception_5a/3x3"
  1804. param {
  1805. lr_mult: 1
  1806. decay_mult: 1
  1807. }
  1808. param {
  1809. lr_mult: 2
  1810. decay_mult: 0
  1811. }
  1812. convolution_param {
  1813. num_output: 320
  1814. pad: 1
  1815. kernel_size: 3
  1816. weight_filler {
  1817. type: "xavier"
  1818. std: 0.03
  1819. }
  1820. bias_filler {
  1821. type: "constant"
  1822. value: 0.2
  1823. }
  1824. }
  1825. }
  1826. layer {
  1827. name: "inception_5a/relu_3x3"
  1828. type: "ReLU"
  1829. bottom: "inception_5a/3x3"
  1830. top: "inception_5a/3x3"
  1831. }
  1832. layer {
  1833. name: "inception_5a/5x5_reduce"
  1834. type: "Convolution"
  1835. bottom: "pool4/3x3_s2"
  1836. top: "inception_5a/5x5_reduce"
  1837. param {
  1838. lr_mult: 1
  1839. decay_mult: 1
  1840. }
  1841. param {
  1842. lr_mult: 2
  1843. decay_mult: 0
  1844. }
  1845. convolution_param {
  1846. num_output: 32
  1847. kernel_size: 1
  1848. weight_filler {
  1849. type: "xavier"
  1850. std: 0.2
  1851. }
  1852. bias_filler {
  1853. type: "constant"
  1854. value:
  1855. I0805 13:26:38.619750 4776 layer_factory.hpp:77] Creating layer data
  1856. I0805 13:26:38.619773 4776 net.cpp:100] Creating Layer data
  1857. I0805 13:26:38.619779 4776 net.cpp:408] data -> data
  1858. I0805 13:26:38.636744 4776 net.cpp:150] Setting up data
  1859. I0805 13:26:38.637002 4776 net.cpp:157] Top shape: 10 3 224 224 (1505280)
  1860. I0805 13:26:38.637007 4776 net.cpp:165] Memory required for data: 6021120
  1861. I0805 13:26:38.637015 4776 layer_factory.hpp:77] Creating layer conv1/7x7_s2
  1862. I0805 13:26:38.637033 4776 net.cpp:100] Creating Layer conv1/7x7_s2
  1863. I0805 13:26:38.637042 4776 net.cpp:434] conv1/7x7_s2 <- data
  1864. I0805 13:26:38.637050 4776 net.cpp:408] conv1/7x7_s2 -> conv1/7x7_s2
  1865. I0805 13:26:38.637264 4776 net.cpp:150] Setting up conv1/7x7_s2
  1866. I0805 13:26:38.637274 4776 net.cpp:157] Top shape: 10 64 112 112 (8028160)
  1867. I0805 13:26:38.637277 4776 net.cpp:165] Memory required for data: 38133760
  1868. I0805 13:26:38.637292 4776 layer_factory.hpp:77] Creating layer conv1/relu_7x7
  1869. I0805 13:26:38.637297 4776 net.cpp:100] Creating Layer conv1/relu_7x7
  1870. I0805 13:26:38.637301 4776 net.cpp:434] conv1/relu_7x7 <- conv1/7x7_s2
  1871. I0805 13:26:38.637307 4776 net.cpp:395] conv1/relu_7x7 -> conv1/7x7_s2 (in-place)
  1872. I0805 13:26:38.637312 4776 net.cpp:150] Setting up conv1/relu_7x7
  1873. I0805 13:26:38.637316 4776 net.cpp:157] Top shape: 10 64 112 112 (8028160)
  1874. I0805 13:26:38.637318 4776 net.cpp:165] Memory required for data: 70246400
  1875. I0805 13:26:38.637321 4776 layer_factory.hpp:77] Creating layer pool1/3x3_s2
  1876. I0805 13:26:38.637329 4776 net.cpp:100] Creating Layer pool1/3x3_s2
  1877. I0805 13:26:38.637332 4776 net.cpp:434] pool1/3x3_s2 <- conv1/7x7_s2
  1878. I0805 13:26:38.637336 4776 net.cpp:408] pool1/3x3_s2 -> pool1/3x3_s2
  1879. I0805 13:26:38.637358 4776 net.cpp:150] Setting up pool1/3x3_s2
  1880. I0805 13:26:38.637364 4776 net.cpp:157] Top shape: 10 64 56 56 (2007040)
  1881. I0805 13:26:38.637367 4776 net.cpp:165] Memory required for data: 78274560
  1882. I0805 13:26:38.637369 4776 layer_factory.hpp:77] Creating layer pool1/norm1
  1883. I0805 13:26:38.637375 4776 net.cpp:100] Creating Layer pool1/norm1
  1884. I0805 13:26:38.637378 4776 net.cpp:434] pool1/norm1 <- pool1/3x3_s2
  1885. I0805 13:26:38.637382 4776 net.cpp:408] pool1/norm1 -> pool1/norm1
  1886. I0805 13:26:38.637403 4776 net.cpp:150] Setting up pool1/norm1
  1887. I0805 13:26:38.637408 4776 net.cpp:157] Top shape: 10 64 56 56 (2007040)
  1888. I0805 13:26:38.637410 4776 net.cpp:165] Memory required for data: 86302720
  1889. I0805 13:26:38.637413 4776 layer_factory.hpp:77] Creating layer conv2/3x3_reduce
  1890. I0805 13:26:38.637423 4776 net.cpp:100] Creating Layer conv2/3x3_reduce
  1891. I0805 13:26:38.637426 4776 net.cpp:434] conv2/3x3_reduce <- pool1/norm1
  1892. I0805 13:26:38.637432 4776 net.cpp:408] conv2/3x3_reduce -> conv2/3x3_reduce
  1893. I0805 13:26:38.637555 4776 net.cpp:150] Setting up conv2/3x3_reduce
  1894. I0805 13:26:38.637560 4776 net.cpp:157] Top shape: 10 64 56 56 (2007040)
  1895. I0805 13:26:38.637564 4776 net.cpp:165] Memory required for data: 94330880
  1896. I0805 13:26:38.637570 4776 layer_factory.hpp:77] Creating layer conv2/relu_3x3_reduce
  1897. I0805 13:26:38.637575 4776 net.cpp:100] Creating Layer conv2/relu_3x3_reduce
  1898. I0805 13:26:38.637579 4776 net.cpp:434] conv2/relu_3x3_reduce <- conv2/3x3_reduce
  1899. I0805 13:26:38.637583 4776 net.cpp:395] conv2/relu_3x3_reduce -> conv2/3x3_reduce (in-place)
  1900. I0805 13:26:38.637588 4776 net.cpp:150] Setting up conv2/relu_3x3_reduce
  1901. I0805 13:26:38.637593 4776 net.cpp:157] Top shape: 10 64 56 56 (2007040)
  1902. I0805 13:26:38.637595 4776 net.cpp:165] Memory required for data: 102359040
  1903. I0805 13:26:38.637598 4776 layer_factory.hpp:77] Creating layer conv2/3x3
  1904. I0805 13:26:38.637604 4776 net.cpp:100] Creating Layer conv2/3x3
  1905. I0805 13:26:38.637609 4776 net.cpp:434] conv2/3x3 <- conv2/3x3_reduce
  1906. I0805 13:26:38.637615 4776 net.cpp:408] conv2/3x3 -> conv2/3x3
  1907. I0805 13:26:38.638089 4776 net.cpp:150] Setting up conv2/3x3
  1908. I0805 13:26:38.638095 4776 net.cpp:157] Top shape: 10 192 56 56 (6021120)
  1909. I0805 13:26:38.638098 4776 net.cpp:165] Memory required for data: 126443520
  1910. I0805 13:26:38.638104 4776 layer_factory.hpp:77] Creating layer conv2/relu_3x3
  1911. I0805 13:26:38.638109 4776 net.cpp:100] Creating Layer conv2/relu_3x3
  1912. I0805 13:26:38.638113 4776 net.cpp:434] conv2/relu_3x3 <- conv2/3x3
  1913. I0805 13:26:38.638116 4776 net.cpp:395] conv2/relu_3x3 -> conv2/3x3 (in-place)
  1914. I0805 13:26:38.638121 4776 net.cpp:150] Setting up conv2/relu_3x3
  1915. I0805 13:26:38.638125 4776 net.cpp:157] Top shape: 10 192 56 56 (6021120)
  1916. I0805 13:26:38.638128 4776 net.cpp:165] Memory required for data: 150528000
  1917. I0805 13:26:38.638131 4776 layer_factory.hpp:77] Creating layer conv2/norm2
  1918. I0805 13:26:38.638135 4776 net.cpp:100] Creating Layer conv2/norm2
  1919. I0805 13:26:38.638139 4776 net.cpp:434] conv2/norm2 <- conv2/3x3
  1920. I0805 13:26:38.638144 4776 net.cpp:408] conv2/norm2 -> conv2/norm2
  1921. I0805 13:26:38.638162 4776 net.cpp:150] Setting up conv2/norm2
  1922. I0805 13:26:38.638167 4776 net.cpp:157] Top shape: 10 192 56 56 (6021120)
  1923. I0805 13:26:38.638170 4776 net.cpp:165] Memory required for data: 174612480
  1924. I0805 13:26:38.638173 4776 layer_factory.hpp:77] Creating layer pool2/3x3_s2
  1925. I0805 13:26:38.638180 4776 net.cpp:100] Creating Layer pool2/3x3_s2
  1926. I0805 13:26:38.638182 4776 net.cpp:434] pool2/3x3_s2 <- conv2/norm2
  1927. I0805 13:26:38.638187 4776 net.cpp:408] pool2/3x3_s2 -> pool2/3x3_s2
  1928. I0805 13:26:38.638206 4776 net.cpp:150] Setting up pool2/3x3_s2
  1929. I0805 13:26:38.638209 4776 net.cpp:157] Top shape: 10 192 28 28 (1505280)
  1930. I0805 13:26:38.638213 4776 net.cpp:165] Memory required for data: 180633600
  1931. I0805 13:26:38.638216 4776 layer_factory.hpp:77] Creating layer pool2/3x3_s2_pool2/3x3_s2_0_split
  1932. I0805 13:26:38.638221 4776 net.cpp:100] Creating Layer pool2/3x3_s2_pool2/3x3_s2_0_split
  1933. I0805 13:26:38.638226 4776 net.cpp:434] pool2/3x3_s2_pool2/3x3_s2_0_split <- pool2/3x3_s2
  1934. I0805 13:26:38.638229 4776 net.cpp:408] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_0
  1935. I0805 13:26:38.638236 4776 net.cpp:408] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_1
  1936. I0805 13:26:38.638242 4776 net.cpp:408] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_2
  1937. I0805 13:26:38.638247 4776 net.cpp:408] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_3
  1938. I0805 13:26:38.638275 4776 net.cpp:150] Setting up pool2/3x3_s2_pool2/3x3_s2_0_split
  1939. I0805 13:26:38.638280 4776 net.cpp:157] Top shape: 10 192 28 28 (1505280)
  1940. I0805 13:26:38.638284 4776 net.cpp:157] Top shape: 10 192 28 28 (1505280)
  1941. I0805 13:26:38.638288 4776 net.cpp:157] Top shape: 10 192 28 28 (1505280)
  1942. I0805 13:26:38.638291 4776 net.cpp:157] Top shape: 10 192 28 28 (1505280)
  1943. I0805 13:26:38.638293 4776 net.cpp:165] Memory required for data: 204718080
  1944. I0805 13:26:38.638298 4776 layer_factory.hpp:77] Creating layer inception_3a/1x1
  1945. I0805 13:26:38.638303 4776 net.cpp:100] Creating Layer inception_3a/1x1
  1946. I0805 13:26:38.638308 4776 net.cpp:434] inception_3a/1x1 <- pool2/3x3_s2_pool2/3x3_s2_0_split_0
  1947. I0805 13:26:38.638314 4776 net.cpp:408] inception_3a/1x1 -> inception_3a/1x1
  1948. I0805 13:26:38.638459 4776 net.cpp:150] Setting up inception_3a/1x1
  1949. I0805 13:26:38.638464 4776 net.cpp:157] Top shape: 10 64 28 28 (501760)
  1950. I0805 13:26:38.638468 4776 net.cpp:165] Memory required for data: 206725120
  1951. I0805 13:26:38.638473 4776 layer_factory.hpp:77] Creating layer inception_3a/relu_1x1
  1952. I0805 13:26:38.638478 4776 net.cpp:100] Creating Layer inception_3a/relu_1x1
  1953. I0805 13:26:38.638483 4776 net.cpp:434] inception_3a/relu_1x1 <- inception_3a/1x1
  1954. I0805 13:26:38.638486 4776 net.cpp:395] inception_3a/relu_1x1 -> inception_3a/1x1 (in-place)
  1955. I0805 13:26:38.638492 4776 net.cpp:150] Setting up inception_3a/relu_1x1
  1956. I0805 13:26:38.638496 4776 net.cpp:157] Top shape: 10 64 28 28 (501760)
  1957. I0805 13:26:38.638499 4776 net.cpp:165] Memory required for data: 208732160
  1958. I0805 13:26:38.638502 4776 layer_factory.hpp:77] Creating layer inception_3a/3x3_reduce
  1959. I0805 13:26:38.638507 4776 net.cpp:100] Creating Layer inception_3a/3x3_reduce
  1960. I0805 13:26:38.638511 4776 net.cpp:434] inception_3a/3x3_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_1
  1961. I0805 13:26:38.638516 4776 net.cpp:408] inception_3a/3x3_reduce -> inception_3a/3x3_reduce
  1962. I0805 13:26:38.638689 4776 net.cpp:150] Setting up inception_3a/3x3_reduce
  1963. I0805 13:26:38.638695 4776 net.cpp:157] Top shape: 10 96 28 28 (752640)
  1964. I0805 13:26:38.638697 4776 net.cpp:165] Memory required for data: 211742720
  1965. I0805 13:26:38.638703 4776 layer_factory.hpp:77] Creating layer inception_3a/relu_3x3_reduce
  1966. I0805 13:26:38.638707 4776 net.cpp:100] Creating Layer inception_3a/relu_3x3_reduce
  1967. I0805 13:26:38.638711 4776 net.cpp:434] inception_3a/relu_3x3_reduce <- inception_3a/3x3_reduce
  1968. I0805 13:26:38.638715 4776 net.cpp:395] inception_3a/relu_3x3_reduce -> inception_3a/3x3_reduce (in-place)
  1969. I0805 13:26:38.638720 4776 net.cpp:150] Setting up inception_3a/relu_3x3_reduce
  1970. I0805 13:26:38.638723 4776 net.cpp:157] Top shape: 10 96 28 28 (752640)
  1971. I0805 13:26:38.638726 4776 net.cpp:165] Memory required for data: 214753280
  1972. I0805 13:26:38.638731 4776 layer_factory.hpp:77] Creating layer inception_3a/3x3
  1973. I0805 13:26:38.638738 4776 net.cpp:100] Creating Layer inception_3a/3x3
  1974. I0805 13:26:38.638742 4776 net.cpp:434] inception_3a/3x3 <- inception_3a/3x3_reduce
  1975. I0805 13:26:38.638747 4776 net.cpp:408] inception_3a/3x3 -> inception_3a/3x3
  1976. I0805 13:26:38.639222 4776 net.cpp:150] Setting up inception_3a/3x3
  1977. I0805 13:26:38.639228 4776 net.cpp:157] Top shape: 10 128 28 28 (1003520)
  1978. I0805 13:26:38.639231 4776 net.cpp:165] Memory required for data: 218767360
  1979. I0805 13:26:38.639235 4776 layer_factory.hpp:77] Creating layer inception_3a/relu_3x3
  1980. I0805 13:26:38.639240 4776 net.cpp:100] Creating Layer inception_3a/relu_3x3
  1981. I0805 13:26:38.639245 4776 net.cpp:434] inception_3a/relu_3x3 <- inception_3a/3x3
  1982. I0805 13:26:38.639250 4776 net.cpp:395] inception_3a/relu_3x3 -> inception_3a/3x3 (in-place)
  1983. I0805 13:26:38.639253 4776 net.cpp:150] Setting up inception_3a/relu_3x3
  1984. I0805 13:26:38.639258 4776 net.cpp:157] Top shape: 10 128 28 28 (1003520)
  1985. I0805 13:26:38.639261 4776 net.cpp:165] Memory required for data: 222781440
  1986. I0805 13:26:38.639264 4776 layer_factory.hpp:77] Creating layer inception_3a/5x5_reduce
  1987. I0805 13:26:38.639271 4776 net.cpp:100] Creating Layer inception_3a/5x5_reduce
  1988. I0805 13:26:38.639274 4776 net.cpp:434] inception_3a/5x5_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_2
  1989. I0805 13:26:38.639281 4776 net.cpp:408] inception_3a/5x5_reduce -> inception_3a/5x5_reduce
  1990. I0805 13:26:38.639402 4776 net.cpp:150] Setting up inception_3a/5x5_reduce
  1991. I0805 13:26:38.639408 4776 net.cpp:157] Top shape: 10 16 28 28 (125440)
  1992. I0805 13:26:38.639411 4776 net.cpp:165] Memory required for data: 223283200
  1993. I0805 13:26:38.639416 4776 layer_factory.hpp:77] Creating layer inception_3a/relu_5x5_reduce
  1994. I0805 13:26:38.639420 4776 net.cpp:100] Creating Layer inception_3a/relu_5x5_reduce
  1995. I0805 13:26:38.639425 4776 net.cpp:434] inception_3a/relu_5x5_reduce <- inception_3a/5x5_reduce
  1996. I0805 13:26:38.639428 4776 net.cpp:395] inception_3a/relu_5x5_reduce -> inception_3a/5x5_reduce (in-place)
  1997. I0805 13:26:38.639432 4776 net.cpp:150] Setting up inception_3a/relu_5x5_reduce
  1998. I0805 13:26:38.639436 4776 net.cpp:157] Top shape: 10 16 28 28 (125440)
  1999. I0805 13:26:38.639439 4776 net.cpp:165] Memory required for data: 223784960
  2000. I0805 13:26:38.639442 4776 layer_factory.hpp:77] Creating layer inception_3a/5x5
  2001. I0805 13:26:38.639449 4776 net.cpp:100] Creating Layer inception_3a/5x5
  2002. I0805 13:26:38.639452 4776 net.cpp:434] inception_3a/5x5 <- inception_3a/5x5_reduce
  2003. I0805 13:26:38.639457 4776 net.cpp:408] inception_3a/5x5 -> inception_3a/5x5
  2004. I0805 13:26:38.639613 4776 net.cpp:150] Setting up inception_3a/5x5
  2005. I0805 13:26:38.639619 4776 net.cpp:157] Top shape: 10 32 28 28 (250880)
  2006. I0805 13:26:38.639623 4776 net.cpp:165] Memory required for data: 224788480
  2007. I0805 13:26:38.639627 4776 layer_factory.hpp:77] Creating layer inception_3a/relu_5x5
  2008. I0805 13:26:38.639632 4776 net.cpp:100] Creating Layer inception_3a/relu_5x5
  2009. I0805 13:26:38.639636 4776 net.cpp:434] inception_3a/relu_5x5 <- inception_3a/5x5
  2010. I0805 13:26:38.639641 4776 net.cpp:395] inception_3a/relu_5x5 -> inception_3a/5x5 (in-place)
  2011. I0805 13:26:38.639645 4776 net.cpp:150] Setting up inception_3a/relu_5x5
  2012. I0805 13:26:38.639649 4776 net.cpp:157] Top shape: 10 32 28 28 (250880)
  2013. I0805 13:26:38.639652 4776 net.cpp:165] Memory required for data: 225792000
  2014. I0805 13:26:38.639655 4776 layer_factory.hpp:77] Creating layer inception_3a/pool
  2015. I0805 13:26:38.639659 4776 net.cpp:100] Creating Layer inception_3a/pool
  2016. I0805 13:26:38.639662 4776 net.cpp:434] inception_3a/pool <- pool2/3x3_s2_pool2/3x3_s2_0_split_3
  2017. I0805 13:26:38.639668 4776 net.cpp:408] inception_3a/pool -> inception_3a/pool
  2018. I0805 13:26:38.639688 4776 net.cpp:150] Setting up inception_3a/pool
  2019. I0805 13:26:38.639693 4776 net.cpp:157] Top shape: 10 192 28 28 (1505280)
  2020. I0805 13:26:38.639696 4776 net.cpp:165] Memory required for data: 231813120
  2021. I0805 13:26:38.639699 4776 layer_factory.hpp:77] Creating layer inception_3a/pool_proj
  2022. I0805 13:26:38.639705 4776 net.cpp:100] Creating Layer inception_3a/pool_proj
  2023. I0805 13:26:38.639709 4776 net.cpp:434] inception_3a/pool_proj <- inception_3a/pool
  2024. I0805 13:26:38.639714 4776 net.cpp:408] inception_3a/pool_proj -> inception_3a/pool_proj
  2025. I0805 13:26:38.639847 4776 net.cpp:150] Setting up inception_3a/pool_proj
  2026. I0805 13:26:38.639853 4776 net.cpp:157] Top shape: 10 32 28 28 (250880)
  2027. I0805 13:26:38.639855 4776 net.cpp:165] Memory required for data: 232816640
  2028. I0805 13:26:38.639863 4776 layer_factory.hpp:77] Creating layer inception_3a/relu_pool_proj
  2029. I0805 13:26:38.639866 4776 net.cpp:100] Creating Layer inception_3a/relu_pool_proj
  2030. I0805 13:26:38.639870 4776 net.cpp:434] inception_3a/relu_pool_proj <- inception_3a/pool_proj
  2031. I0805 13:26:38.639875 4776 net.cpp:395] inception_3a/relu_pool_proj -> inception_3a/pool_proj (in-place)
  2032. I0805 13:26:38.639880 4776 net.cpp:150] Setting up inception_3a/relu_pool_proj
  2033. I0805 13:26:38.639884 4776 net.cpp:157] Top shape: 10 32 28 28 (250880)
  2034. I0805 13:26:38.639891 4776 net.cpp:165] Memory required for data: 233820160
  2035. I0805 13:26:38.639894 4776 layer_factory.hpp:77] Creating layer inception_3a/output
  2036. I0805 13:26:38.639899 4776 net.cpp:100] Creating Layer inception_3a/output
  2037. I0805 13:26:38.639902 4776 net.cpp:434] inception_3a/output <- inception_3a/1x1
  2038. I0805 13:26:38.639906 4776 net.cpp:434] inception_3a/output <- inception_3a/3x3
  2039. I0805 13:26:38.639909 4776 net.cpp:434] inception_3a/output <- inception_3a/5x5
  2040. I0805 13:26:38.639914 4776 net.cpp:434] inception_3a/output <- inception_3a/pool_proj
  2041. I0805 13:26:38.639919 4776 net.cpp:408] inception_3a/output -> inception_3a/output
  2042. I0805 13:26:38.639932 4776 net.cpp:150] Setting up inception_3a/output
  2043. I0805 13:26:38.639937 4776 net.cpp:157] Top shape: 10 256 28 28 (2007040)
  2044. I0805 13:26:38.639940 4776 net.cpp:165] Memory required for data: 241848320
  2045. I0805 13:26:38.639943 4776 layer_factory.hpp:77] Creating layer inception_3a/output_inception_3a/output_0_split
  2046. I0805 13:26:38.639948 4776 net.cpp:100] Creating Layer inception_3a/output_inception_3a/output_0_split
  2047. I0805 13:26:38.639952 4776 net.cpp:434] inception_3a/output_inception_3a/output_0_split <- inception_3a/output
  2048. I0805 13:26:38.639957 4776 net.cpp:408] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_0
  2049. I0805 13:26:38.639963 4776 net.cpp:408] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_1
  2050. I0805 13:26:38.639968 4776 net.cpp:408] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_2
  2051. I0805 13:26:38.639973 4776 net.cpp:408] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_3
  2052. I0805 13:26:38.640004 4776 net.cpp:150] Setting up inception_3a/output_inception_3a/output_0_split
  2053. I0805 13:26:38.640010 4776 net.cpp:157] Top shape: 10 256 28 28 (2007040)
  2054. I0805 13:26:38.640013 4776 net.cpp:157] Top shape: 10 256 28 28 (2007040)
  2055. I0805 13:26:38.640017 4776 net.cpp:157] Top shape: 10 256 28 28 (2007040)
  2056. I0805 13:26:38.640022 4776 net.cpp:157] Top shape: 10 256 28 28 (2007040)
  2057. I0805 13:26:38.640023 4776 net.cpp:165] Memory required for data: 273960960
  2058. I0805 13:26:38.640027 4776 layer_factory.hpp:77] Creating layer inception_3b/1x1
  2059. I0805 13:26:38.640033 4776 net.cpp:100] Creating Layer inception_3b/1x1
  2060. I0805 13:26:38.640038 4776 net.cpp:434] inception_3b/1x1 <- inception_3a/output_inception_3a/output_0_split_0
  2061. I0805 13:26:38.640041 4776 net.cpp:408] inception_3b/1x1 -> inception_3b/1x1
  2062. I0805 13:26:38.640259 4776 net.cpp:150] Setting up inception_3b/1x1
  2063. I0805 13:26:38.640264 4776 net.cpp:157] Top shape: 10 128 28 28 (1003520)
  2064. I0805 13:26:38.640267 4776 net.cpp:165] Memory required for data: 277975040
  2065. I0805 13:26:38.640271 4776 layer_factory.hpp:77] Creating layer inception_3b/relu_1x1
  2066. I0805 13:26:38.640276 4776 net.cpp:100] Creating Layer inception_3b/relu_1x1
  2067. I0805 13:26:38.640280 4776 net.cpp:434] inception_3b/relu_1x1 <- inception_3b/1x1
  2068. I0805 13:26:38.640283 4776 net.cpp:395] inception_3b/relu_1x1 -> inception_3b/1x1 (in-place)
  2069. I0805 13:26:38.640288 4776 net.cpp:150] Setting up inception_3b/relu_1x1
  2070. I0805 13:26:38.640292 4776 net.cpp:157] Top shape: 10 128 28 28 (1003520)
  2071. I0805 13:26:38.640295 4776 net.cpp:165] Memory required for data: 281989120
  2072. I0805 13:26:38.640298 4776 layer_factory.hpp:77] Creating layer inception_3b/3x3_reduce
  2073. I0805 13:26:38.640306 4776 net.cpp:100] Creating Layer inception_3b/3x3_reduce
  2074. I0805 13:26:38.640309 4776 net.cpp:434] inception_3b/3x3_reduce <- inception_3a/output_inception_3a/output_0_split_1
  2075. I0805 13:26:38.640316 4776 net.cpp:408] inception_3b/3x3_reduce -> inception_3b/3x3_reduce
  2076. I0805 13:26:38.640533 4776 net.cpp:150] Setting up inception_3b/3x3_reduce
  2077. I0805 13:26:38.640539 4776 net.cpp:157] Top shape: 10 128 28 28 (1003520)
  2078. I0805 13:26:38.640542 4776 net.cpp:165] Memory required for data: 286003200
  2079. I0805 13:26:38.640547 4776 layer_factory.hpp:77] Creating layer inception_3b/relu_3x3_reduce
  2080. I0805 13:26:38.640550 4776 net.cpp:100] Creating Layer inception_3b/relu_3x3_reduce
  2081. I0805 13:26:38.640553 4776 net.cpp:434] inception_3b/relu_3x3_reduce <- inception_3b/3x3_reduce
  2082. I0805 13:26:38.640558 4776 net.cpp:395] inception_3b/relu_3x3_reduce -> inception_3b/3x3_reduce (in-place)
  2083. I0805 13:26:38.640561 4776 net.cpp:150] Setting up inception_3b/relu_3x3_reduce
  2084. I0805 13:26:38.640564 4776 net.cpp:157] Top shape: 10 128 28 28 (1003520)
  2085. I0805 13:26:38.640568 4776 net.cpp:165] Memory required for data: 290017280
  2086. I0805 13:26:38.640570 4776 layer_factory.hpp:77] Creating layer inception_3b/3x3
  2087. I0805 13:26:38.640576 4776 net.cpp:100] Creating Layer inception_3b/3x3
  2088. I0805 13:26:38.640580 4776 net.cpp:434] inception_3b/3x3 <- inception_3b/3x3_reduce
  2089. I0805 13:26:38.640585 4776 net.cpp:408] inception_3b/3x3 -> inception_3b/3x3
  2090. I0805 13:26:38.641865 4776 net.cpp:150] Setting up inception_3b/3x3
  2091. I0805 13:26:38.641873 4776 net.cpp:157] Top shape: 10 192 28 28 (1505280)
  2092. I0805 13:26:38.641876 4776 net.cpp:165] Memory required for data: 296038400
  2093. I0805 13:26:38.641881 4776 layer_factory.hpp:77] Creating layer inception_3b/relu_3x3
  2094. I0805 13:26:38.641891 4776 net.cpp:100] Creating Layer inception_3b/relu_3x3
  2095. I0805 13:26:38.641893 4776 net.cpp:434] inception_3b/relu_3x3 <- inception_3b/3x3
  2096. I0805 13:26:38.641898 4776 net.cpp:395] inception_3b/relu_3x3 -> inception_3b/3x3 (in-place)
  2097. I0805 13:26:38.641903 4776 net.cpp:150] Setting up inception_3b/relu_3x3
  2098. I0805 13:26:38.641907 4776 net.cpp:157] Top shape: 10 192 28 28 (1505280)
  2099. I0805 13:26:38.641911 4776 net.cpp:165] Memory required for data: 302059520
  2100. I0805 13:26:38.641913 4776 layer_factory.hpp:77] Creating layer inception_3b/5x5_reduce
  2101. I0805 13:26:38.641921 4776 net.cpp:100] Creating Layer inception_3b/5x5_reduce
  2102. I0805 13:26:38.641924 4776 net.cpp:434] inception_3b/5x5_reduce <- inception_3a/output_inception_3a/output_0_split_2
  2103. I0805 13:26:38.641929 4776 net.cpp:408] inception_3b/5x5_reduce -> inception_3b/5x5_reduce
  2104. I0805 13:26:38.642078 4776 net.cpp:150] Setting up inception_3b/5x5_reduce
  2105. I0805 13:26:38.642084 4776 net.cpp:157] Top shape: 10 32 28 28 (250880)
  2106. I0805 13:26:38.642087 4776 net.cpp:165] Memory required for data: 303063040
  2107. I0805 13:26:38.642092 4776 layer_factory.hpp:77] Creating layer inception_3b/relu_5x5_reduce
  2108. I0805 13:26:38.642096 4776 net.cpp:100] Creating Layer inception_3b/relu_5x5_reduce
  2109. I0805 13:26:38.642100 4776 net.cpp:434] inception_3b/relu_5x5_reduce <- inception_3b/5x5_reduce
  2110. I0805 13:26:38.642105 4776 net.cpp:395] inception_3b/relu_5x5_reduce -> inception_3b/5x5_reduce (in-place)
  2111. I0805 13:26:38.642110 4776 net.cpp:150] Setting up inception_3b/relu_5x5_reduce
  2112. I0805 13:26:38.642114 4776 net.cpp:157] Top shape: 10 32 28 28 (250880)
  2113. I0805 13:26:38.642117 4776 net.cpp:165] Memory required for data: 304066560
  2114. I0805 13:26:38.642120 4776 layer_factory.hpp:77] Creating layer inception_3b/5x5
  2115. I0805 13:26:38.642125 4776 net.cpp:100] Creating Layer inception_3b/5x5
  2116. I0805 13:26:38.642129 4776 net.cpp:434] inception_3b/5x5 <- inception_3b/5x5_reduce
  2117. I0805 13:26:38.642135 4776 net.cpp:408] inception_3b/5x5 -> inception_3b/5x5
  2118. I0805 13:26:38.642513 4776 net.cpp:150] Setting up inception_3b/5x5
  2119. I0805 13:26:38.642518 4776 net.cpp:157] Top shape: 10 96 28 28 (752640)
  2120. I0805 13:26:38.642521 4776 net.cpp:165] Memory required for data: 307077120
  2121. I0805 13:26:38.642526 4776 layer_factory.hpp:77] Creating layer inception_3b/relu_5x5
  2122. I0805 13:26:38.642530 4776 net.cpp:100] Creating Layer inception_3b/relu_5x5
  2123. I0805 13:26:38.642534 4776 net.cpp:434] inception_3b/relu_5x5 <- inception_3b/5x5
  2124. I0805 13:26:38.642539 4776 net.cpp:395] inception_3b/relu_5x5 -> inception_3b/5x5 (in-place)
  2125. I0805 13:26:38.642542 4776 net.cpp:150] Setting up inception_3b/relu_5x5
  2126. I0805 13:26:38.642546 4776 net.cpp:157] Top shape: 10 96 28 28 (752640)
  2127. I0805 13:26:38.642549 4776 net.cpp:165] Memory required for data: 310087680
  2128. I0805 13:26:38.642552 4776 layer_factory.hpp:77] Creating layer inception_3b/pool
  2129. I0805 13:26:38.642558 4776 net.cpp:100] Creating Layer inception_3b/pool
  2130. I0805 13:26:38.642561 4776 net.cpp:434] inception_3b/pool <- inception_3a/output_inception_3a/output_0_split_3
  2131. I0805 13:26:38.642565 4776 net.cpp:408] inception_3b/pool -> inception_3b/pool
  2132. I0805 13:26:38.642587 4776 net.cpp:150] Setting up inception_3b/pool
  2133. I0805 13:26:38.642592 4776 net.cpp:157] Top shape: 10 256 28 28 (2007040)
  2134. I0805 13:26:38.642596 4776 net.cpp:165] Memory required for data: 318115840
  2135. I0805 13:26:38.642598 4776 layer_factory.hpp:77] Creating layer inception_3b/pool_proj
  2136. I0805 13:26:38.642606 4776 net.cpp:100] Creating Layer inception_3b/pool_proj
  2137. I0805 13:26:38.642609 4776 net.cpp:434] inception_3b/pool_proj <- inception_3b/pool
  2138. I0805 13:26:38.642614 4776 net.cpp:408] inception_3b/pool_proj -> inception_3b/pool_proj
  2139. I0805 13:26:38.642788 4776 net.cpp:150] Setting up inception_3b/pool_proj
  2140. I0805 13:26:38.642794 4776 net.cpp:157] Top shape: 10 64 28 28 (501760)
  2141. I0805 13:26:38.642797 4776 net.cpp:165] Memory required for data: 320122880
  2142. I0805 13:26:38.642802 4776 layer_factory.hpp:77] Creating layer inception_3b/relu_pool_proj
  2143. I0805 13:26:38.642807 4776 net.cpp:100] Creating Layer inception_3b/relu_pool_proj
  2144. I0805 13:26:38.642810 4776 net.cpp:434] inception_3b/relu_pool_proj <- inception_3b/pool_proj
  2145. I0805 13:26:38.642815 4776 net.cpp:395] inception_3b/relu_pool_proj -> inception_3b/pool_proj (in-place)
  2146. I0805 13:26:38.642820 4776 net.cpp:150] Setting up inception_3b/relu_pool_proj
  2147. I0805 13:26:38.642824 4776 net.cpp:157] Top shape: 10 64 28 28 (501760)
  2148. I0805 13:26:38.642827 4776 net.cpp:165] Memory required for data: 322129920
  2149. I0805 13:26:38.642830 4776 layer_factory.hpp:77] Creating layer inception_3b/output
  2150. I0805 13:26:38.642835 4776 net.cpp:100] Creating Layer inception_3b/output
  2151. I0805 13:26:38.642838 4776 net.cpp:434] inception_3b/output <- inception_3b/1x1
  2152. I0805 13:26:38.642843 4776 net.cpp:434] inception_3b/output <- inception_3b/3x3
  2153. I0805 13:26:38.642845 4776 net.cpp:434] inception_3b/output <- inception_3b/5x5
  2154. I0805 13:26:38.642849 4776 net.cpp:434] inception_3b/output <- inception_3b/pool_proj
  2155. I0805 13:26:38.642853 4776 net.cpp:408] inception_3b/output -> inception_3b/output
  2156. I0805 13:26:38.642868 4776 net.cpp:150] Setting up inception_3b/output
  2157. I0805 13:26:38.642874 4776 net.cpp:157] Top shape: 10 480 28 28 (3763200)
  2158. I0805 13:26:38.642876 4776 net.cpp:165] Memory required for data: 337182720
  2159. I0805 13:26:38.642879 4776 layer_factory.hpp:77] Creating layer pool3/3x3_s2
  2160. I0805 13:26:38.642884 4776 net.cpp:100] Creating Layer pool3/3x3_s2
  2161. I0805 13:26:38.642889 4776 net.cpp:434] pool3/3x3_s2 <- inception_3b/output
  2162. I0805 13:26:38.642894 4776 net.cpp:408] pool3/3x3_s2 -> pool3/3x3_s2
  2163. I0805 13:26:38.642918 4776 net.cpp:150] Setting up pool3/3x3_s2
  2164. I0805 13:26:38.642923 4776 net.cpp:157] Top shape: 10 480 14 14 (940800)
  2165. I0805 13:26:38.642926 4776 net.cpp:165] Memory required for data: 340945920
  2166. I0805 13:26:38.642930 4776 layer_factory.hpp:77] Creating layer pool3/3x3_s2_pool3/3x3_s2_0_split
  2167. I0805 13:26:38.642935 4776 net.cpp:100] Creating Layer pool3/3x3_s2_pool3/3x3_s2_0_split
  2168. I0805 13:26:38.642937 4776 net.cpp:434] pool3/3x3_s2_pool3/3x3_s2_0_split <- pool3/3x3_s2
  2169. I0805 13:26:38.642943 4776 net.cpp:408] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_0
  2170. I0805 13:26:38.642948 4776 net.cpp:408] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_1
  2171. I0805 13:26:38.642953 4776 net.cpp:408] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_2
  2172. I0805 13:26:38.642958 4776 net.cpp:408] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_3
  2173. I0805 13:26:38.642989 4776 net.cpp:150] Setting up pool3/3x3_s2_pool3/3x3_s2_0_split
  2174. I0805 13:26:38.642995 4776 net.cpp:157] Top shape: 10 480 14 14 (940800)
  2175. I0805 13:26:38.642998 4776 net.cpp:157] Top shape: 10 480 14 14 (940800)
  2176. I0805 13:26:38.643002 4776 net.cpp:157] Top shape: 10 480 14 14 (940800)
  2177. I0805 13:26:38.643005 4776 net.cpp:157] Top shape: 10 480 14 14 (940800)
  2178. I0805 13:26:38.643008 4776 net.cpp:165] Memory required for data: 355998720
  2179. I0805 13:26:38.643012 4776 layer_factory.hpp:77] Creating layer inception_4a/1x1
  2180. I0805 13:26:38.643018 4776 net.cpp:100] Creating Layer inception_4a/1x1
  2181. I0805 13:26:38.643021 4776 net.cpp:434] inception_4a/1x1 <- pool3/3x3_s2_pool3/3x3_s2_0_split_0
  2182. I0805 13:26:38.643026 4776 net.cpp:408] inception_4a/1x1 -> inception_4a/1x1
  2183. I0805 13:26:38.669626 4776 net.cpp:150] Setting up inception_4a/1x1
  2184. I0805 13:26:38.669638 4776 net.cpp:157] Top shape: 10 192 14 14 (376320)
  2185. I0805 13:26:38.669642 4776 net.cpp:165] Memory required for data: 357504000
  2186. I0805 13:26:38.669647 4776 layer_factory.hpp:77] Creating layer inception_4a/relu_1x1
  2187. I0805 13:26:38.669653 4776 net.cpp:100] Creating Layer inception_4a/relu_1x1
  2188. I0805 13:26:38.669656 4776 net.cpp:434] inception_4a/relu_1x1 <- inception_4a/1x1
  2189. I0805 13:26:38.669661 4776 net.cpp:395] inception_4a/relu_1x1 -> inception_4a/1x1 (in-place)
  2190. I0805 13:26:38.669667 4776 net.cpp:150] Setting up inception_4a/relu_1x1
  2191. I0805 13:26:38.669670 4776 net.cpp:157] Top shape: 10 192 14 14 (376320)
  2192. I0805 13:26:38.669674 4776 net.cpp:165] Memory required for data: 359009280
  2193. I0805 13:26:38.669677 4776 layer_factory.hpp:77] Creating layer inception_4a/3x3_reduce
  2194. I0805 13:26:38.669685 4776 net.cpp:100] Creating Layer inception_4a/3x3_reduce
  2195. I0805 13:26:38.669689 4776 net.cpp:434] inception_4a/3x3_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_1
  2196. I0805 13:26:38.669697 4776 net.cpp:408] inception_4a/3x3_reduce -> inception_4a/3x3_reduce
  2197. I0805 13:26:38.670001 4776 net.cpp:150] Setting up inception_4a/3x3_reduce
  2198. I0805 13:26:38.670007 4776 net.cpp:157] Top shape: 10 96 14 14 (188160)
  2199. I0805 13:26:38.670011 4776 net.cpp:165] Memory required for data: 359761920
  2200. I0805 13:26:38.670022 4776 layer_factory.hpp:77] Creating layer inception_4a/relu_3x3_reduce
  2201. I0805 13:26:38.670027 4776 net.cpp:100] Creating Layer inception_4a/relu_3x3_reduce
  2202. I0805 13:26:38.670030 4776 net.cpp:434] inception_4a/relu_3x3_reduce <- inception_4a/3x3_reduce
  2203. I0805 13:26:38.670035 4776 net.cpp:395] inception_4a/relu_3x3_reduce -> inception_4a/3x3_reduce (in-place)
  2204. I0805 13:26:38.670040 4776 net.cpp:150] Setting up inception_4a/relu_3x3_reduce
  2205. I0805 13:26:38.670044 4776 net.cpp:157] Top shape: 10 96 14 14 (188160)
  2206. I0805 13:26:38.670047 4776 net.cpp:165] Memory required for data: 360514560
  2207. I0805 13:26:38.670050 4776 layer_factory.hpp:77] Creating layer inception_4a/3x3
  2208. I0805 13:26:38.670061 4776 net.cpp:100] Creating Layer inception_4a/3x3
  2209. I0805 13:26:38.670065 4776 net.cpp:434] inception_4a/3x3 <- inception_4a/3x3_reduce
  2210. I0805 13:26:38.670071 4776 net.cpp:408] inception_4a/3x3 -> inception_4a/3x3
  2211. I0805 13:26:38.671340 4776 net.cpp:150] Setting up inception_4a/3x3
  2212. I0805 13:26:38.671350 4776 net.cpp:157] Top shape: 10 208 14 14 (407680)
  2213. I0805 13:26:38.671355 4776 net.cpp:165] Memory required for data: 362145280
  2214. I0805 13:26:38.671360 4776 layer_factory.hpp:77] Creating layer inception_4a/relu_3x3
  2215. I0805 13:26:38.671365 4776 net.cpp:100] Creating Layer inception_4a/relu_3x3
  2216. I0805 13:26:38.671370 4776 net.cpp:434] inception_4a/relu_3x3 <- inception_4a/3x3
  2217. I0805 13:26:38.671375 4776 net.cpp:395] inception_4a/relu_3x3 -> inception_4a/3x3 (in-place)
  2218. I0805 13:26:38.671381 4776 net.cpp:150] Setting up inception_4a/relu_3x3
  2219. I0805 13:26:38.671386 4776 net.cpp:157] Top shape: 10 208 14 14 (407680)
  2220. I0805 13:26:38.671389 4776 net.cpp:165] Memory required for data: 363776000
  2221. I0805 13:26:38.671392 4776 layer_factory.hpp:77] Creating layer inception_4a/5x5_reduce
  2222. I0805 13:26:38.671401 4776 net.cpp:100] Creating Layer inception_4a/5x5_reduce
  2223. I0805 13:26:38.671404 4776 net.cpp:434] inception_4a/5x5_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_2
  2224. I0805 13:26:38.671411 4776 net.cpp:408] inception_4a/5x5_reduce -> inception_4a/5x5_reduce
  2225. I0805 13:26:38.671573 4776 net.cpp:150] Setting up inception_4a/5x5_reduce
  2226. I0805 13:26:38.671579 4776 net.cpp:157] Top shape: 10 16 14 14 (31360)
  2227. I0805 13:26:38.671583 4776 net.cpp:165] Memory required for data: 363901440
  2228. I0805 13:26:38.671588 4776 layer_factory.hpp:77] Creating layer inception_4a/relu_5x5_reduce
  2229. I0805 13:26:38.671593 4776 net.cpp:100] Creating Layer inception_4a/relu_5x5_reduce
  2230. I0805 13:26:38.671597 4776 net.cpp:434] inception_4a/relu_5x5_reduce <- inception_4a/5x5_reduce
  2231. I0805 13:26:38.671602 4776 net.cpp:395] inception_4a/relu_5x5_reduce -> inception_4a/5x5_reduce (in-place)
  2232. I0805 13:26:38.671607 4776 net.cpp:150] Setting up inception_4a/relu_5x5_reduce
  2233. I0805 13:26:38.671610 4776 net.cpp:157] Top shape: 10 16 14 14 (31360)
  2234. I0805 13:26:38.671614 4776 net.cpp:165] Memory required for data: 364026880
  2235. I0805 13:26:38.671617 4776 layer_factory.hpp:77] Creating layer inception_4a/5x5
  2236. I0805 13:26:38.671624 4776 net.cpp:100] Creating Layer inception_4a/5x5
  2237. I0805 13:26:38.671628 4776 net.cpp:434] inception_4a/5x5 <- inception_4a/5x5_reduce
  2238. I0805 13:26:38.671633 4776 net.cpp:408] inception_4a/5x5 -> inception_4a/5x5
  2239. I0805 13:26:38.671833 4776 net.cpp:150] Setting up inception_4a/5x5
  2240. I0805 13:26:38.671839 4776 net.cpp:157] Top shape: 10 48 14 14 (94080)
  2241. I0805 13:26:38.671842 4776 net.cpp:165] Memory required for data: 364403200
  2242. I0805 13:26:38.671847 4776 layer_factory.hpp:77] Creating layer inception_4a/relu_5x5
  2243. I0805 13:26:38.671852 4776 net.cpp:100] Creating Layer inception_4a/relu_5x5
  2244. I0805 13:26:38.671856 4776 net.cpp:434] inception_4a/relu_5x5 <- inception_4a/5x5
  2245. I0805 13:26:38.671862 4776 net.cpp:395] inception_4a/relu_5x5 -> inception_4a/5x5 (in-place)
  2246. I0805 13:26:38.671867 4776 net.cpp:150] Setting up inception_4a/relu_5x5
  2247. I0805 13:26:38.671871 4776 net.cpp:157] Top shape: 10 48 14 14 (94080)
  2248. I0805 13:26:38.671875 4776 net.cpp:165] Memory required for data: 364779520
  2249. I0805 13:26:38.671878 4776 layer_factory.hpp:77] Creating layer inception_4a/pool
  2250. I0805 13:26:38.671885 4776 net.cpp:100] Creating Layer inception_4a/pool
  2251. I0805 13:26:38.671895 4776 net.cpp:434] inception_4a/pool <- pool3/3x3_s2_pool3/3x3_s2_0_split_3
  2252. I0805 13:26:38.671900 4776 net.cpp:408] inception_4a/pool -> inception_4a/pool
  2253. I0805 13:26:38.671926 4776 net.cpp:150] Setting up inception_4a/pool
  2254. I0805 13:26:38.671931 4776 net.cpp:157] Top shape: 10 480 14 14 (940800)
  2255. I0805 13:26:38.671936 4776 net.cpp:165] Memory required for data: 368542720
  2256. I0805 13:26:38.671938 4776 layer_factory.hpp:77] Creating layer inception_4a/pool_proj
  2257. I0805 13:26:38.671947 4776 net.cpp:100] Creating Layer inception_4a/pool_proj
  2258. I0805 13:26:38.671950 4776 net.cpp:434] inception_4a/pool_proj <- inception_4a/pool
  2259. I0805 13:26:38.671955 4776 net.cpp:408] inception_4a/pool_proj -> inception_4a/pool_proj
  2260. I0805 13:26:38.672192 4776 net.cpp:150] Setting up inception_4a/pool_proj
  2261. I0805 13:26:38.672199 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2262. I0805 13:26:38.672202 4776 net.cpp:165] Memory required for data: 369044480
  2263. I0805 13:26:38.672207 4776 layer_factory.hpp:77] Creating layer inception_4a/relu_pool_proj
  2264. I0805 13:26:38.672214 4776 net.cpp:100] Creating Layer inception_4a/relu_pool_proj
  2265. I0805 13:26:38.672216 4776 net.cpp:434] inception_4a/relu_pool_proj <- inception_4a/pool_proj
  2266. I0805 13:26:38.672221 4776 net.cpp:395] inception_4a/relu_pool_proj -> inception_4a/pool_proj (in-place)
  2267. I0805 13:26:38.672226 4776 net.cpp:150] Setting up inception_4a/relu_pool_proj
  2268. I0805 13:26:38.672230 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2269. I0805 13:26:38.672233 4776 net.cpp:165] Memory required for data: 369546240
  2270. I0805 13:26:38.672236 4776 layer_factory.hpp:77] Creating layer inception_4a/output
  2271. I0805 13:26:38.672242 4776 net.cpp:100] Creating Layer inception_4a/output
  2272. I0805 13:26:38.672246 4776 net.cpp:434] inception_4a/output <- inception_4a/1x1
  2273. I0805 13:26:38.672250 4776 net.cpp:434] inception_4a/output <- inception_4a/3x3
  2274. I0805 13:26:38.672255 4776 net.cpp:434] inception_4a/output <- inception_4a/5x5
  2275. I0805 13:26:38.672258 4776 net.cpp:434] inception_4a/output <- inception_4a/pool_proj
  2276. I0805 13:26:38.672263 4776 net.cpp:408] inception_4a/output -> inception_4a/output
  2277. I0805 13:26:38.672279 4776 net.cpp:150] Setting up inception_4a/output
  2278. I0805 13:26:38.672284 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2279. I0805 13:26:38.672288 4776 net.cpp:165] Memory required for data: 373560320
  2280. I0805 13:26:38.672291 4776 layer_factory.hpp:77] Creating layer inception_4a/output_inception_4a/output_0_split
  2281. I0805 13:26:38.672297 4776 net.cpp:100] Creating Layer inception_4a/output_inception_4a/output_0_split
  2282. I0805 13:26:38.672300 4776 net.cpp:434] inception_4a/output_inception_4a/output_0_split <- inception_4a/output
  2283. I0805 13:26:38.672307 4776 net.cpp:408] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_0
  2284. I0805 13:26:38.672312 4776 net.cpp:408] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_1
  2285. I0805 13:26:38.672319 4776 net.cpp:408] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_2
  2286. I0805 13:26:38.672324 4776 net.cpp:408] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_3
  2287. I0805 13:26:38.672359 4776 net.cpp:150] Setting up inception_4a/output_inception_4a/output_0_split
  2288. I0805 13:26:38.672364 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2289. I0805 13:26:38.672369 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2290. I0805 13:26:38.672372 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2291. I0805 13:26:38.672376 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2292. I0805 13:26:38.672379 4776 net.cpp:165] Memory required for data: 389616640
  2293. I0805 13:26:38.672384 4776 layer_factory.hpp:77] Creating layer inception_4b/1x1
  2294. I0805 13:26:38.672390 4776 net.cpp:100] Creating Layer inception_4b/1x1
  2295. I0805 13:26:38.672394 4776 net.cpp:434] inception_4b/1x1 <- inception_4a/output_inception_4a/output_0_split_0
  2296. I0805 13:26:38.672400 4776 net.cpp:408] inception_4b/1x1 -> inception_4b/1x1
  2297. I0805 13:26:38.672818 4776 net.cpp:150] Setting up inception_4b/1x1
  2298. I0805 13:26:38.672824 4776 net.cpp:157] Top shape: 10 160 14 14 (313600)
  2299. I0805 13:26:38.672828 4776 net.cpp:165] Memory required for data: 390871040
  2300. I0805 13:26:38.672833 4776 layer_factory.hpp:77] Creating layer inception_4b/relu_1x1
  2301. I0805 13:26:38.672838 4776 net.cpp:100] Creating Layer inception_4b/relu_1x1
  2302. I0805 13:26:38.672842 4776 net.cpp:434] inception_4b/relu_1x1 <- inception_4b/1x1
  2303. I0805 13:26:38.672847 4776 net.cpp:395] inception_4b/relu_1x1 -> inception_4b/1x1 (in-place)
  2304. I0805 13:26:38.672852 4776 net.cpp:150] Setting up inception_4b/relu_1x1
  2305. I0805 13:26:38.672855 4776 net.cpp:157] Top shape: 10 160 14 14 (313600)
  2306. I0805 13:26:38.672858 4776 net.cpp:165] Memory required for data: 392125440
  2307. I0805 13:26:38.672861 4776 layer_factory.hpp:77] Creating layer inception_4b/3x3_reduce
  2308. I0805 13:26:38.672869 4776 net.cpp:100] Creating Layer inception_4b/3x3_reduce
  2309. I0805 13:26:38.672873 4776 net.cpp:434] inception_4b/3x3_reduce <- inception_4a/output_inception_4a/output_0_split_1
  2310. I0805 13:26:38.672878 4776 net.cpp:408] inception_4b/3x3_reduce -> inception_4b/3x3_reduce
  2311. I0805 13:26:38.673218 4776 net.cpp:150] Setting up inception_4b/3x3_reduce
  2312. I0805 13:26:38.673224 4776 net.cpp:157] Top shape: 10 112 14 14 (219520)
  2313. I0805 13:26:38.673228 4776 net.cpp:165] Memory required for data: 393003520
  2314. I0805 13:26:38.673233 4776 layer_factory.hpp:77] Creating layer inception_4b/relu_3x3_reduce
  2315. I0805 13:26:38.673236 4776 net.cpp:100] Creating Layer inception_4b/relu_3x3_reduce
  2316. I0805 13:26:38.673240 4776 net.cpp:434] inception_4b/relu_3x3_reduce <- inception_4b/3x3_reduce
  2317. I0805 13:26:38.673246 4776 net.cpp:395] inception_4b/relu_3x3_reduce -> inception_4b/3x3_reduce (in-place)
  2318. I0805 13:26:38.673251 4776 net.cpp:150] Setting up inception_4b/relu_3x3_reduce
  2319. I0805 13:26:38.673255 4776 net.cpp:157] Top shape: 10 112 14 14 (219520)
  2320. I0805 13:26:38.673259 4776 net.cpp:165] Memory required for data: 393881600
  2321. I0805 13:26:38.673262 4776 layer_factory.hpp:77] Creating layer inception_4b/3x3
  2322. I0805 13:26:38.673269 4776 net.cpp:100] Creating Layer inception_4b/3x3
  2323. I0805 13:26:38.673272 4776 net.cpp:434] inception_4b/3x3 <- inception_4b/3x3_reduce
  2324. I0805 13:26:38.673279 4776 net.cpp:408] inception_4b/3x3 -> inception_4b/3x3
  2325. I0805 13:26:38.674206 4776 net.cpp:150] Setting up inception_4b/3x3
  2326. I0805 13:26:38.674211 4776 net.cpp:157] Top shape: 10 224 14 14 (439040)
  2327. I0805 13:26:38.674216 4776 net.cpp:165] Memory required for data: 395637760
  2328. I0805 13:26:38.674221 4776 layer_factory.hpp:77] Creating layer inception_4b/relu_3x3
  2329. I0805 13:26:38.674226 4776 net.cpp:100] Creating Layer inception_4b/relu_3x3
  2330. I0805 13:26:38.674229 4776 net.cpp:434] inception_4b/relu_3x3 <- inception_4b/3x3
  2331. I0805 13:26:38.674234 4776 net.cpp:395] inception_4b/relu_3x3 -> inception_4b/3x3 (in-place)
  2332. I0805 13:26:38.674239 4776 net.cpp:150] Setting up inception_4b/relu_3x3
  2333. I0805 13:26:38.674243 4776 net.cpp:157] Top shape: 10 224 14 14 (439040)
  2334. I0805 13:26:38.674247 4776 net.cpp:165] Memory required for data: 397393920
  2335. I0805 13:26:38.674249 4776 layer_factory.hpp:77] Creating layer inception_4b/5x5_reduce
  2336. I0805 13:26:38.674268 4776 net.cpp:100] Creating Layer inception_4b/5x5_reduce
  2337. I0805 13:26:38.674271 4776 net.cpp:434] inception_4b/5x5_reduce <- inception_4a/output_inception_4a/output_0_split_2
  2338. I0805 13:26:38.674276 4776 net.cpp:408] inception_4b/5x5_reduce -> inception_4b/5x5_reduce
  2339. I0805 13:26:38.674454 4776 net.cpp:150] Setting up inception_4b/5x5_reduce
  2340. I0805 13:26:38.674461 4776 net.cpp:157] Top shape: 10 24 14 14 (47040)
  2341. I0805 13:26:38.674464 4776 net.cpp:165] Memory required for data: 397582080
  2342. I0805 13:26:38.674469 4776 layer_factory.hpp:77] Creating layer inception_4b/relu_5x5_reduce
  2343. I0805 13:26:38.674475 4776 net.cpp:100] Creating Layer inception_4b/relu_5x5_reduce
  2344. I0805 13:26:38.674479 4776 net.cpp:434] inception_4b/relu_5x5_reduce <- inception_4b/5x5_reduce
  2345. I0805 13:26:38.674484 4776 net.cpp:395] inception_4b/relu_5x5_reduce -> inception_4b/5x5_reduce (in-place)
  2346. I0805 13:26:38.674489 4776 net.cpp:150] Setting up inception_4b/relu_5x5_reduce
  2347. I0805 13:26:38.674492 4776 net.cpp:157] Top shape: 10 24 14 14 (47040)
  2348. I0805 13:26:38.674496 4776 net.cpp:165] Memory required for data: 397770240
  2349. I0805 13:26:38.674499 4776 layer_factory.hpp:77] Creating layer inception_4b/5x5
  2350. I0805 13:26:38.674505 4776 net.cpp:100] Creating Layer inception_4b/5x5
  2351. I0805 13:26:38.674508 4776 net.cpp:434] inception_4b/5x5 <- inception_4b/5x5_reduce
  2352. I0805 13:26:38.674516 4776 net.cpp:408] inception_4b/5x5 -> inception_4b/5x5
  2353. I0805 13:26:38.674782 4776 net.cpp:150] Setting up inception_4b/5x5
  2354. I0805 13:26:38.674788 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2355. I0805 13:26:38.674791 4776 net.cpp:165] Memory required for data: 398272000
  2356. I0805 13:26:38.674796 4776 layer_factory.hpp:77] Creating layer inception_4b/relu_5x5
  2357. I0805 13:26:38.674801 4776 net.cpp:100] Creating Layer inception_4b/relu_5x5
  2358. I0805 13:26:38.674804 4776 net.cpp:434] inception_4b/relu_5x5 <- inception_4b/5x5
  2359. I0805 13:26:38.674809 4776 net.cpp:395] inception_4b/relu_5x5 -> inception_4b/5x5 (in-place)
  2360. I0805 13:26:38.674814 4776 net.cpp:150] Setting up inception_4b/relu_5x5
  2361. I0805 13:26:38.674818 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2362. I0805 13:26:38.674821 4776 net.cpp:165] Memory required for data: 398773760
  2363. I0805 13:26:38.674824 4776 layer_factory.hpp:77] Creating layer inception_4b/pool
  2364. I0805 13:26:38.674829 4776 net.cpp:100] Creating Layer inception_4b/pool
  2365. I0805 13:26:38.674834 4776 net.cpp:434] inception_4b/pool <- inception_4a/output_inception_4a/output_0_split_3
  2366. I0805 13:26:38.674839 4776 net.cpp:408] inception_4b/pool -> inception_4b/pool
  2367. I0805 13:26:38.674863 4776 net.cpp:150] Setting up inception_4b/pool
  2368. I0805 13:26:38.674870 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2369. I0805 13:26:38.674872 4776 net.cpp:165] Memory required for data: 402787840
  2370. I0805 13:26:38.674875 4776 layer_factory.hpp:77] Creating layer inception_4b/pool_proj
  2371. I0805 13:26:38.674883 4776 net.cpp:100] Creating Layer inception_4b/pool_proj
  2372. I0805 13:26:38.674887 4776 net.cpp:434] inception_4b/pool_proj <- inception_4b/pool
  2373. I0805 13:26:38.674892 4776 net.cpp:408] inception_4b/pool_proj -> inception_4b/pool_proj
  2374. I0805 13:26:38.702978 4776 net.cpp:150] Setting up inception_4b/pool_proj
  2375. I0805 13:26:38.703038 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2376. I0805 13:26:38.703055 4776 net.cpp:165] Memory required for data: 403289600
  2377. I0805 13:26:38.703083 4776 layer_factory.hpp:77] Creating layer inception_4b/relu_pool_proj
  2378. I0805 13:26:38.703112 4776 net.cpp:100] Creating Layer inception_4b/relu_pool_proj
  2379. I0805 13:26:38.703132 4776 net.cpp:434] inception_4b/relu_pool_proj <- inception_4b/pool_proj
  2380. I0805 13:26:38.703160 4776 net.cpp:395] inception_4b/relu_pool_proj -> inception_4b/pool_proj (in-place)
  2381. I0805 13:26:38.703187 4776 net.cpp:150] Setting up inception_4b/relu_pool_proj
  2382. I0805 13:26:38.703205 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2383. I0805 13:26:38.703218 4776 net.cpp:165] Memory required for data: 403791360
  2384. I0805 13:26:38.703236 4776 layer_factory.hpp:77] Creating layer inception_4b/output
  2385. I0805 13:26:38.703265 4776 net.cpp:100] Creating Layer inception_4b/output
  2386. I0805 13:26:38.703284 4776 net.cpp:434] inception_4b/output <- inception_4b/1x1
  2387. I0805 13:26:38.703303 4776 net.cpp:434] inception_4b/output <- inception_4b/3x3
  2388. I0805 13:26:38.703321 4776 net.cpp:434] inception_4b/output <- inception_4b/5x5
  2389. I0805 13:26:38.703337 4776 net.cpp:434] inception_4b/output <- inception_4b/pool_proj
  2390. I0805 13:26:38.703361 4776 net.cpp:408] inception_4b/output -> inception_4b/output
  2391. I0805 13:26:38.703450 4776 net.cpp:150] Setting up inception_4b/output
  2392. I0805 13:26:38.703478 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2393. I0805 13:26:38.703493 4776 net.cpp:165] Memory required for data: 407805440
  2394. I0805 13:26:38.703510 4776 layer_factory.hpp:77] Creating layer inception_4b/output_inception_4b/output_0_split
  2395. I0805 13:26:38.703533 4776 net.cpp:100] Creating Layer inception_4b/output_inception_4b/output_0_split
  2396. I0805 13:26:38.703552 4776 net.cpp:434] inception_4b/output_inception_4b/output_0_split <- inception_4b/output
  2397. I0805 13:26:38.703583 4776 net.cpp:408] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_0
  2398. I0805 13:26:38.703622 4776 net.cpp:408] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_1
  2399. I0805 13:26:38.703647 4776 net.cpp:408] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_2
  2400. I0805 13:26:38.703676 4776 net.cpp:408] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_3
  2401. I0805 13:26:38.703851 4776 net.cpp:150] Setting up inception_4b/output_inception_4b/output_0_split
  2402. I0805 13:26:38.703881 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2403. I0805 13:26:38.703922 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2404. I0805 13:26:38.703943 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2405. I0805 13:26:38.703961 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2406. I0805 13:26:38.703977 4776 net.cpp:165] Memory required for data: 423861760
  2407. I0805 13:26:38.703994 4776 layer_factory.hpp:77] Creating layer inception_4c/1x1
  2408. I0805 13:26:38.704025 4776 net.cpp:100] Creating Layer inception_4c/1x1
  2409. I0805 13:26:38.704043 4776 net.cpp:434] inception_4c/1x1 <- inception_4b/output_inception_4b/output_0_split_0
  2410. I0805 13:26:38.704074 4776 net.cpp:408] inception_4c/1x1 -> inception_4c/1x1
  2411. I0805 13:26:38.705883 4776 net.cpp:150] Setting up inception_4c/1x1
  2412. I0805 13:26:38.705915 4776 net.cpp:157] Top shape: 10 128 14 14 (250880)
  2413. I0805 13:26:38.705931 4776 net.cpp:165] Memory required for data: 424865280
  2414. I0805 13:26:38.705955 4776 layer_factory.hpp:77] Creating layer inception_4c/relu_1x1
  2415. I0805 13:26:38.705978 4776 net.cpp:100] Creating Layer inception_4c/relu_1x1
  2416. I0805 13:26:38.705998 4776 net.cpp:434] inception_4c/relu_1x1 <- inception_4c/1x1
  2417. I0805 13:26:38.706020 4776 net.cpp:395] inception_4c/relu_1x1 -> inception_4c/1x1 (in-place)
  2418. I0805 13:26:38.706045 4776 net.cpp:150] Setting up inception_4c/relu_1x1
  2419. I0805 13:26:38.706065 4776 net.cpp:157] Top shape: 10 128 14 14 (250880)
  2420. I0805 13:26:38.706082 4776 net.cpp:165] Memory required for data: 425868800
  2421. I0805 13:26:38.706099 4776 layer_factory.hpp:77] Creating layer inception_4c/3x3_reduce
  2422. I0805 13:26:38.706126 4776 net.cpp:100] Creating Layer inception_4c/3x3_reduce
  2423. I0805 13:26:38.706145 4776 net.cpp:434] inception_4c/3x3_reduce <- inception_4b/output_inception_4b/output_0_split_1
  2424. I0805 13:26:38.706176 4776 net.cpp:408] inception_4c/3x3_reduce -> inception_4c/3x3_reduce
  2425. I0805 13:26:38.708011 4776 net.cpp:150] Setting up inception_4c/3x3_reduce
  2426. I0805 13:26:38.708043 4776 net.cpp:157] Top shape: 10 128 14 14 (250880)
  2427. I0805 13:26:38.708061 4776 net.cpp:165] Memory required for data: 426872320
  2428. I0805 13:26:38.708087 4776 layer_factory.hpp:77] Creating layer inception_4c/relu_3x3_reduce
  2429. I0805 13:26:38.708112 4776 net.cpp:100] Creating Layer inception_4c/relu_3x3_reduce
  2430. I0805 13:26:38.708130 4776 net.cpp:434] inception_4c/relu_3x3_reduce <- inception_4c/3x3_reduce
  2431. I0805 13:26:38.708151 4776 net.cpp:395] inception_4c/relu_3x3_reduce -> inception_4c/3x3_reduce (in-place)
  2432. I0805 13:26:38.708178 4776 net.cpp:150] Setting up inception_4c/relu_3x3_reduce
  2433. I0805 13:26:38.708199 4776 net.cpp:157] Top shape: 10 128 14 14 (250880)
  2434. I0805 13:26:38.708214 4776 net.cpp:165] Memory required for data: 427875840
  2435. I0805 13:26:38.708230 4776 layer_factory.hpp:77] Creating layer inception_4c/3x3
  2436. I0805 13:26:38.708264 4776 net.cpp:100] Creating Layer inception_4c/3x3
  2437. I0805 13:26:38.708283 4776 net.cpp:434] inception_4c/3x3 <- inception_4c/3x3_reduce
  2438. I0805 13:26:38.708312 4776 net.cpp:408] inception_4c/3x3 -> inception_4c/3x3
  2439. I0805 13:26:38.714144 4776 net.cpp:150] Setting up inception_4c/3x3
  2440. I0805 13:26:38.714179 4776 net.cpp:157] Top shape: 10 256 14 14 (501760)
  2441. I0805 13:26:38.714195 4776 net.cpp:165] Memory required for data: 429882880
  2442. I0805 13:26:38.714217 4776 layer_factory.hpp:77] Creating layer inception_4c/relu_3x3
  2443. I0805 13:26:38.714241 4776 net.cpp:100] Creating Layer inception_4c/relu_3x3
  2444. I0805 13:26:38.714262 4776 net.cpp:434] inception_4c/relu_3x3 <- inception_4c/3x3
  2445. I0805 13:26:38.714282 4776 net.cpp:395] inception_4c/relu_3x3 -> inception_4c/3x3 (in-place)
  2446. I0805 13:26:38.714306 4776 net.cpp:150] Setting up inception_4c/relu_3x3
  2447. I0805 13:26:38.714326 4776 net.cpp:157] Top shape: 10 256 14 14 (501760)
  2448. I0805 13:26:38.714344 4776 net.cpp:165] Memory required for data: 431889920
  2449. I0805 13:26:38.714359 4776 layer_factory.hpp:77] Creating layer inception_4c/5x5_reduce
  2450. I0805 13:26:38.714392 4776 net.cpp:100] Creating Layer inception_4c/5x5_reduce
  2451. I0805 13:26:38.714411 4776 net.cpp:434] inception_4c/5x5_reduce <- inception_4b/output_inception_4b/output_0_split_2
  2452. I0805 13:26:38.714444 4776 net.cpp:408] inception_4c/5x5_reduce -> inception_4c/5x5_reduce
  2453. I0805 13:26:38.715371 4776 net.cpp:150] Setting up inception_4c/5x5_reduce
  2454. I0805 13:26:38.715404 4776 net.cpp:157] Top shape: 10 24 14 14 (47040)
  2455. I0805 13:26:38.715420 4776 net.cpp:165] Memory required for data: 432078080
  2456. I0805 13:26:38.715445 4776 layer_factory.hpp:77] Creating layer inception_4c/relu_5x5_reduce
  2457. I0805 13:26:38.715467 4776 net.cpp:100] Creating Layer inception_4c/relu_5x5_reduce
  2458. I0805 13:26:38.715485 4776 net.cpp:434] inception_4c/relu_5x5_reduce <- inception_4c/5x5_reduce
  2459. I0805 13:26:38.715512 4776 net.cpp:395] inception_4c/relu_5x5_reduce -> inception_4c/5x5_reduce (in-place)
  2460. I0805 13:26:38.715539 4776 net.cpp:150] Setting up inception_4c/relu_5x5_reduce
  2461. I0805 13:26:38.715559 4776 net.cpp:157] Top shape: 10 24 14 14 (47040)
  2462. I0805 13:26:38.715574 4776 net.cpp:165] Memory required for data: 432266240
  2463. I0805 13:26:38.715590 4776 layer_factory.hpp:77] Creating layer inception_4c/5x5
  2464. I0805 13:26:38.715620 4776 net.cpp:100] Creating Layer inception_4c/5x5
  2465. I0805 13:26:38.715636 4776 net.cpp:434] inception_4c/5x5 <- inception_4c/5x5_reduce
  2466. I0805 13:26:38.715665 4776 net.cpp:408] inception_4c/5x5 -> inception_4c/5x5
  2467. I0805 13:26:38.717033 4776 net.cpp:150] Setting up inception_4c/5x5
  2468. I0805 13:26:38.717067 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2469. I0805 13:26:38.717083 4776 net.cpp:165] Memory required for data: 432768000
  2470. I0805 13:26:38.717108 4776 layer_factory.hpp:77] Creating layer inception_4c/relu_5x5
  2471. I0805 13:26:38.717129 4776 net.cpp:100] Creating Layer inception_4c/relu_5x5
  2472. I0805 13:26:38.717149 4776 net.cpp:434] inception_4c/relu_5x5 <- inception_4c/5x5
  2473. I0805 13:26:38.717178 4776 net.cpp:395] inception_4c/relu_5x5 -> inception_4c/5x5 (in-place)
  2474. I0805 13:26:38.717205 4776 net.cpp:150] Setting up inception_4c/relu_5x5
  2475. I0805 13:26:38.717224 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2476. I0805 13:26:38.717242 4776 net.cpp:165] Memory required for data: 433269760
  2477. I0805 13:26:38.717257 4776 layer_factory.hpp:77] Creating layer inception_4c/pool
  2478. I0805 13:26:38.717279 4776 net.cpp:100] Creating Layer inception_4c/pool
  2479. I0805 13:26:38.717298 4776 net.cpp:434] inception_4c/pool <- inception_4b/output_inception_4b/output_0_split_3
  2480. I0805 13:26:38.717325 4776 net.cpp:408] inception_4c/pool -> inception_4c/pool
  2481. I0805 13:26:38.717433 4776 net.cpp:150] Setting up inception_4c/pool
  2482. I0805 13:26:38.717458 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2483. I0805 13:26:38.717473 4776 net.cpp:165] Memory required for data: 437283840
  2484. I0805 13:26:38.717490 4776 layer_factory.hpp:77] Creating layer inception_4c/pool_proj
  2485. I0805 13:26:38.717522 4776 net.cpp:100] Creating Layer inception_4c/pool_proj
  2486. I0805 13:26:38.717541 4776 net.cpp:434] inception_4c/pool_proj <- inception_4c/pool
  2487. I0805 13:26:38.717571 4776 net.cpp:408] inception_4c/pool_proj -> inception_4c/pool_proj
  2488. I0805 13:26:38.720950 4776 net.cpp:150] Setting up inception_4c/pool_proj
  2489. I0805 13:26:38.720995 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2490. I0805 13:26:38.721014 4776 net.cpp:165] Memory required for data: 437785600
  2491. I0805 13:26:38.721071 4776 layer_factory.hpp:77] Creating layer inception_4c/relu_pool_proj
  2492. I0805 13:26:38.721103 4776 net.cpp:100] Creating Layer inception_4c/relu_pool_proj
  2493. I0805 13:26:38.721123 4776 net.cpp:434] inception_4c/relu_pool_proj <- inception_4c/pool_proj
  2494. I0805 13:26:38.721148 4776 net.cpp:395] inception_4c/relu_pool_proj -> inception_4c/pool_proj (in-place)
  2495. I0805 13:26:38.721176 4776 net.cpp:150] Setting up inception_4c/relu_pool_proj
  2496. I0805 13:26:38.721197 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2497. I0805 13:26:38.721213 4776 net.cpp:165] Memory required for data: 438287360
  2498. I0805 13:26:38.721228 4776 layer_factory.hpp:77] Creating layer inception_4c/output
  2499. I0805 13:26:38.721251 4776 net.cpp:100] Creating Layer inception_4c/output
  2500. I0805 13:26:38.721268 4776 net.cpp:434] inception_4c/output <- inception_4c/1x1
  2501. I0805 13:26:38.721287 4776 net.cpp:434] inception_4c/output <- inception_4c/3x3
  2502. I0805 13:26:38.721305 4776 net.cpp:434] inception_4c/output <- inception_4c/5x5
  2503. I0805 13:26:38.721323 4776 net.cpp:434] inception_4c/output <- inception_4c/pool_proj
  2504. I0805 13:26:38.721352 4776 net.cpp:408] inception_4c/output -> inception_4c/output
  2505. I0805 13:26:38.721436 4776 net.cpp:150] Setting up inception_4c/output
  2506. I0805 13:26:38.721470 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2507. I0805 13:26:38.721487 4776 net.cpp:165] Memory required for data: 442301440
  2508. I0805 13:26:38.721504 4776 layer_factory.hpp:77] Creating layer inception_4c/output_inception_4c/output_0_split
  2509. I0805 13:26:38.721527 4776 net.cpp:100] Creating Layer inception_4c/output_inception_4c/output_0_split
  2510. I0805 13:26:38.721545 4776 net.cpp:434] inception_4c/output_inception_4c/output_0_split <- inception_4c/output
  2511. I0805 13:26:38.721573 4776 net.cpp:408] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_0
  2512. I0805 13:26:38.721606 4776 net.cpp:408] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_1
  2513. I0805 13:26:38.721632 4776 net.cpp:408] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_2
  2514. I0805 13:26:38.721658 4776 net.cpp:408] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_3
  2515. I0805 13:26:38.721884 4776 net.cpp:150] Setting up inception_4c/output_inception_4c/output_0_split
  2516. I0805 13:26:38.721918 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2517. I0805 13:26:38.721938 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2518. I0805 13:26:38.721957 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2519. I0805 13:26:38.721976 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2520. I0805 13:26:38.721993 4776 net.cpp:165] Memory required for data: 458357760
  2521. I0805 13:26:38.722009 4776 layer_factory.hpp:77] Creating layer inception_4d/1x1
  2522. I0805 13:26:38.722050 4776 net.cpp:100] Creating Layer inception_4d/1x1
  2523. I0805 13:26:38.722069 4776 net.cpp:434] inception_4d/1x1 <- inception_4c/output_inception_4c/output_0_split_0
  2524. I0805 13:26:38.722097 4776 net.cpp:408] inception_4d/1x1 -> inception_4d/1x1
  2525. I0805 13:26:38.723776 4776 net.cpp:150] Setting up inception_4d/1x1
  2526. I0805 13:26:38.723807 4776 net.cpp:157] Top shape: 10 112 14 14 (219520)
  2527. I0805 13:26:38.723824 4776 net.cpp:165] Memory required for data: 459235840
  2528. I0805 13:26:38.723850 4776 layer_factory.hpp:77] Creating layer inception_4d/relu_1x1
  2529. I0805 13:26:38.723878 4776 net.cpp:100] Creating Layer inception_4d/relu_1x1
  2530. I0805 13:26:38.723918 4776 net.cpp:434] inception_4d/relu_1x1 <- inception_4d/1x1
  2531. I0805 13:26:38.723943 4776 net.cpp:395] inception_4d/relu_1x1 -> inception_4d/1x1 (in-place)
  2532. I0805 13:26:38.723970 4776 net.cpp:150] Setting up inception_4d/relu_1x1
  2533. I0805 13:26:38.723990 4776 net.cpp:157] Top shape: 10 112 14 14 (219520)
  2534. I0805 13:26:38.724006 4776 net.cpp:165] Memory required for data: 460113920
  2535. I0805 13:26:38.724022 4776 layer_factory.hpp:77] Creating layer inception_4d/3x3_reduce
  2536. I0805 13:26:38.724058 4776 net.cpp:100] Creating Layer inception_4d/3x3_reduce
  2537. I0805 13:26:38.724076 4776 net.cpp:434] inception_4d/3x3_reduce <- inception_4c/output_inception_4c/output_0_split_1
  2538. I0805 13:26:38.724107 4776 net.cpp:408] inception_4d/3x3_reduce -> inception_4d/3x3_reduce
  2539. I0805 13:26:38.726097 4776 net.cpp:150] Setting up inception_4d/3x3_reduce
  2540. I0805 13:26:38.726130 4776 net.cpp:157] Top shape: 10 144 14 14 (282240)
  2541. I0805 13:26:38.726146 4776 net.cpp:165] Memory required for data: 461242880
  2542. I0805 13:26:38.726171 4776 layer_factory.hpp:77] Creating layer inception_4d/relu_3x3_reduce
  2543. I0805 13:26:38.726193 4776 net.cpp:100] Creating Layer inception_4d/relu_3x3_reduce
  2544. I0805 13:26:38.726213 4776 net.cpp:434] inception_4d/relu_3x3_reduce <- inception_4d/3x3_reduce
  2545. I0805 13:26:38.726234 4776 net.cpp:395] inception_4d/relu_3x3_reduce -> inception_4d/3x3_reduce (in-place)
  2546. I0805 13:26:38.726259 4776 net.cpp:150] Setting up inception_4d/relu_3x3_reduce
  2547. I0805 13:26:38.726279 4776 net.cpp:157] Top shape: 10 144 14 14 (282240)
  2548. I0805 13:26:38.726296 4776 net.cpp:165] Memory required for data: 462371840
  2549. I0805 13:26:38.726311 4776 layer_factory.hpp:77] Creating layer inception_4d/3x3
  2550. I0805 13:26:38.726346 4776 net.cpp:100] Creating Layer inception_4d/3x3
  2551. I0805 13:26:38.726363 4776 net.cpp:434] inception_4d/3x3 <- inception_4d/3x3_reduce
  2552. I0805 13:26:38.726393 4776 net.cpp:408] inception_4d/3x3 -> inception_4d/3x3
  2553. I0805 13:26:38.732537 4776 net.cpp:150] Setting up inception_4d/3x3
  2554. I0805 13:26:38.732560 4776 net.cpp:157] Top shape: 10 288 14 14 (564480)
  2555. I0805 13:26:38.732569 4776 net.cpp:165] Memory required for data: 464629760
  2556. I0805 13:26:38.732583 4776 layer_factory.hpp:77] Creating layer inception_4d/relu_3x3
  2557. I0805 13:26:38.732597 4776 net.cpp:100] Creating Layer inception_4d/relu_3x3
  2558. I0805 13:26:38.732609 4776 net.cpp:434] inception_4d/relu_3x3 <- inception_4d/3x3
  2559. I0805 13:26:38.732622 4776 net.cpp:395] inception_4d/relu_3x3 -> inception_4d/3x3 (in-place)
  2560. I0805 13:26:38.732638 4776 net.cpp:150] Setting up inception_4d/relu_3x3
  2561. I0805 13:26:38.732650 4776 net.cpp:157] Top shape: 10 288 14 14 (564480)
  2562. I0805 13:26:38.732657 4776 net.cpp:165] Memory required for data: 466887680
  2563. I0805 13:26:38.732666 4776 layer_factory.hpp:77] Creating layer inception_4d/5x5_reduce
  2564. I0805 13:26:38.732687 4776 net.cpp:100] Creating Layer inception_4d/5x5_reduce
  2565. I0805 13:26:38.732697 4776 net.cpp:434] inception_4d/5x5_reduce <- inception_4c/output_inception_4c/output_0_split_2
  2566. I0805 13:26:38.732710 4776 net.cpp:408] inception_4d/5x5_reduce -> inception_4d/5x5_reduce
  2567. I0805 13:26:38.733237 4776 net.cpp:150] Setting up inception_4d/5x5_reduce
  2568. I0805 13:26:38.733258 4776 net.cpp:157] Top shape: 10 32 14 14 (62720)
  2569. I0805 13:26:38.733266 4776 net.cpp:165] Memory required for data: 467138560
  2570. I0805 13:26:38.733279 4776 layer_factory.hpp:77] Creating layer inception_4d/relu_5x5_reduce
  2571. I0805 13:26:38.733291 4776 net.cpp:100] Creating Layer inception_4d/relu_5x5_reduce
  2572. I0805 13:26:38.733302 4776 net.cpp:434] inception_4d/relu_5x5_reduce <- inception_4d/5x5_reduce
  2573. I0805 13:26:38.733314 4776 net.cpp:395] inception_4d/relu_5x5_reduce -> inception_4d/5x5_reduce (in-place)
  2574. I0805 13:26:38.733326 4776 net.cpp:150] Setting up inception_4d/relu_5x5_reduce
  2575. I0805 13:26:38.733337 4776 net.cpp:157] Top shape: 10 32 14 14 (62720)
  2576. I0805 13:26:38.733345 4776 net.cpp:165] Memory required for data: 467389440
  2577. I0805 13:26:38.733355 4776 layer_factory.hpp:77] Creating layer inception_4d/5x5
  2578. I0805 13:26:38.733372 4776 net.cpp:100] Creating Layer inception_4d/5x5
  2579. I0805 13:26:38.733381 4776 net.cpp:434] inception_4d/5x5 <- inception_4d/5x5_reduce
  2580. I0805 13:26:38.733397 4776 net.cpp:408] inception_4d/5x5 -> inception_4d/5x5
  2581. I0805 13:26:38.734194 4776 net.cpp:150] Setting up inception_4d/5x5
  2582. I0805 13:26:38.734211 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2583. I0805 13:26:38.734220 4776 net.cpp:165] Memory required for data: 467891200
  2584. I0805 13:26:38.734230 4776 layer_factory.hpp:77] Creating layer inception_4d/relu_5x5
  2585. I0805 13:26:38.734241 4776 net.cpp:100] Creating Layer inception_4d/relu_5x5
  2586. I0805 13:26:38.734251 4776 net.cpp:434] inception_4d/relu_5x5 <- inception_4d/5x5
  2587. I0805 13:26:38.734266 4776 net.cpp:395] inception_4d/relu_5x5 -> inception_4d/5x5 (in-place)
  2588. I0805 13:26:38.734279 4776 net.cpp:150] Setting up inception_4d/relu_5x5
  2589. I0805 13:26:38.734289 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2590. I0805 13:26:38.734297 4776 net.cpp:165] Memory required for data: 468392960
  2591. I0805 13:26:38.734305 4776 layer_factory.hpp:77] Creating layer inception_4d/pool
  2592. I0805 13:26:38.734318 4776 net.cpp:100] Creating Layer inception_4d/pool
  2593. I0805 13:26:38.734325 4776 net.cpp:434] inception_4d/pool <- inception_4c/output_inception_4c/output_0_split_3
  2594. I0805 13:26:38.734339 4776 net.cpp:408] inception_4d/pool -> inception_4d/pool
  2595. I0805 13:26:38.734405 4776 net.cpp:150] Setting up inception_4d/pool
  2596. I0805 13:26:38.734418 4776 net.cpp:157] Top shape: 10 512 14 14 (1003520)
  2597. I0805 13:26:38.734426 4776 net.cpp:165] Memory required for data: 472407040
  2598. I0805 13:26:38.734432 4776 layer_factory.hpp:77] Creating layer inception_4d/pool_proj
  2599. I0805 13:26:38.734447 4776 net.cpp:100] Creating Layer inception_4d/pool_proj
  2600. I0805 13:26:38.734458 4776 net.cpp:434] inception_4d/pool_proj <- inception_4d/pool
  2601. I0805 13:26:38.734473 4776 net.cpp:408] inception_4d/pool_proj -> inception_4d/pool_proj
  2602. I0805 13:26:38.735097 4776 net.cpp:150] Setting up inception_4d/pool_proj
  2603. I0805 13:26:38.735116 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2604. I0805 13:26:38.735126 4776 net.cpp:165] Memory required for data: 472908800
  2605. I0805 13:26:38.735137 4776 layer_factory.hpp:77] Creating layer inception_4d/relu_pool_proj
  2606. I0805 13:26:38.735149 4776 net.cpp:100] Creating Layer inception_4d/relu_pool_proj
  2607. I0805 13:26:38.735158 4776 net.cpp:434] inception_4d/relu_pool_proj <- inception_4d/pool_proj
  2608. I0805 13:26:38.735170 4776 net.cpp:395] inception_4d/relu_pool_proj -> inception_4d/pool_proj (in-place)
  2609. I0805 13:26:38.735183 4776 net.cpp:150] Setting up inception_4d/relu_pool_proj
  2610. I0805 13:26:38.735193 4776 net.cpp:157] Top shape: 10 64 14 14 (125440)
  2611. I0805 13:26:38.735200 4776 net.cpp:165] Memory required for data: 473410560
  2612. I0805 13:26:38.735208 4776 layer_factory.hpp:77] Creating layer inception_4d/output
  2613. I0805 13:26:38.735219 4776 net.cpp:100] Creating Layer inception_4d/output
  2614. I0805 13:26:38.735229 4776 net.cpp:434] inception_4d/output <- inception_4d/1x1
  2615. I0805 13:26:38.735237 4776 net.cpp:434] inception_4d/output <- inception_4d/3x3
  2616. I0805 13:26:38.735247 4776 net.cpp:434] inception_4d/output <- inception_4d/5x5
  2617. I0805 13:26:38.735257 4776 net.cpp:434] inception_4d/output <- inception_4d/pool_proj
  2618. I0805 13:26:38.735271 4776 net.cpp:408] inception_4d/output -> inception_4d/output
  2619. I0805 13:26:38.735316 4776 net.cpp:150] Setting up inception_4d/output
  2620. I0805 13:26:38.735329 4776 net.cpp:157] Top shape: 10 528 14 14 (1034880)
  2621. I0805 13:26:38.735337 4776 net.cpp:165] Memory required for data: 477550080
  2622. I0805 13:26:38.735345 4776 layer_factory.hpp:77] Creating layer inception_4d/output_inception_4d/output_0_split
  2623. I0805 13:26:38.735358 4776 net.cpp:100] Creating Layer inception_4d/output_inception_4d/output_0_split
  2624. I0805 13:26:38.735368 4776 net.cpp:434] inception_4d/output_inception_4d/output_0_split <- inception_4d/output
  2625. I0805 13:26:38.735383 4776 net.cpp:408] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_0
  2626. I0805 13:26:38.735399 4776 net.cpp:408] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_1
  2627. I0805 13:26:38.735414 4776 net.cpp:408] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_2
  2628. I0805 13:26:38.735432 4776 net.cpp:408] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_3
  2629. I0805 13:26:38.735523 4776 net.cpp:150] Setting up inception_4d/output_inception_4d/output_0_split
  2630. I0805 13:26:38.735536 4776 net.cpp:157] Top shape: 10 528 14 14 (1034880)
  2631. I0805 13:26:38.735546 4776 net.cpp:157] Top shape: 10 528 14 14 (1034880)
  2632. I0805 13:26:38.735558 4776 net.cpp:157] Top shape: 10 528 14 14 (1034880)
  2633. I0805 13:26:38.735566 4776 net.cpp:157] Top shape: 10 528 14 14 (1034880)
  2634. I0805 13:26:38.735574 4776 net.cpp:165] Memory required for data: 494108160
  2635. I0805 13:26:38.735582 4776 layer_factory.hpp:77] Creating layer inception_4e/1x1
  2636. I0805 13:26:38.735600 4776 net.cpp:100] Creating Layer inception_4e/1x1
  2637. I0805 13:26:38.735611 4776 net.cpp:434] inception_4e/1x1 <- inception_4d/output_inception_4d/output_0_split_0
  2638. I0805 13:26:38.735626 4776 net.cpp:408] inception_4e/1x1 -> inception_4e/1x1
  2639. I0805 13:26:38.737076 4776 net.cpp:150] Setting up inception_4e/1x1
  2640. I0805 13:26:38.737089 4776 net.cpp:157] Top shape: 10 256 14 14 (501760)
  2641. I0805 13:26:38.737097 4776 net.cpp:165] Memory required for data: 496115200
  2642. I0805 13:26:38.737107 4776 layer_factory.hpp:77] Creating layer inception_4e/relu_1x1
  2643. I0805 13:26:38.737118 4776 net.cpp:100] Creating Layer inception_4e/relu_1x1
  2644. I0805 13:26:38.737126 4776 net.cpp:434] inception_4e/relu_1x1 <- inception_4e/1x1
  2645. I0805 13:26:38.737135 4776 net.cpp:395] inception_4e/relu_1x1 -> inception_4e/1x1 (in-place)
  2646. I0805 13:26:38.737145 4776 net.cpp:150] Setting up inception_4e/relu_1x1
  2647. I0805 13:26:38.737154 4776 net.cpp:157] Top shape: 10 256 14 14 (501760)
  2648. I0805 13:26:38.737160 4776 net.cpp:165] Memory required for data: 498122240
  2649. I0805 13:26:38.737167 4776 layer_factory.hpp:77] Creating layer inception_4e/3x3_reduce
  2650. I0805 13:26:38.737179 4776 net.cpp:100] Creating Layer inception_4e/3x3_reduce
  2651. I0805 13:26:38.737185 4776 net.cpp:434] inception_4e/3x3_reduce <- inception_4d/output_inception_4d/output_0_split_1
  2652. I0805 13:26:38.737198 4776 net.cpp:408] inception_4e/3x3_reduce -> inception_4e/3x3_reduce
  2653. I0805 13:26:38.738071 4776 net.cpp:150] Setting up inception_4e/3x3_reduce
  2654. I0805 13:26:38.738085 4776 net.cpp:157] Top shape: 10 160 14 14 (313600)
  2655. I0805 13:26:38.738091 4776 net.cpp:165] Memory required for data: 499376640
  2656. I0805 13:26:38.738101 4776 layer_factory.hpp:77] Creating layer inception_4e/relu_3x3_reduce
  2657. I0805 13:26:38.738111 4776 net.cpp:100] Creating Layer inception_4e/relu_3x3_reduce
  2658. I0805 13:26:38.738118 4776 net.cpp:434] inception_4e/relu_3x3_reduce <- inception_4e/3x3_reduce
  2659. I0805 13:26:38.738127 4776 net.cpp:395] inception_4e/relu_3x3_reduce -> inception_4e/3x3_reduce (in-place)
  2660. I0805 13:26:38.738138 4776 net.cpp:150] Setting up inception_4e/relu_3x3_reduce
  2661. I0805 13:26:38.738147 4776 net.cpp:157] Top shape: 10 160 14 14 (313600)
  2662. I0805 13:26:38.738152 4776 net.cpp:165] Memory required for data: 500631040
  2663. I0805 13:26:38.738159 4776 layer_factory.hpp:77] Creating layer inception_4e/3x3
  2664. I0805 13:26:38.738174 4776 net.cpp:100] Creating Layer inception_4e/3x3
  2665. I0805 13:26:38.738181 4776 net.cpp:434] inception_4e/3x3 <- inception_4e/3x3_reduce
  2666. I0805 13:26:38.738193 4776 net.cpp:408] inception_4e/3x3 -> inception_4e/3x3
  2667. I0805 13:26:38.742796 4776 net.cpp:150] Setting up inception_4e/3x3
  2668. I0805 13:26:38.742813 4776 net.cpp:157] Top shape: 10 320 14 14 (627200)
  2669. I0805 13:26:38.742818 4776 net.cpp:165] Memory required for data: 503139840
  2670. I0805 13:26:38.742827 4776 layer_factory.hpp:77] Creating layer inception_4e/relu_3x3
  2671. I0805 13:26:38.742835 4776 net.cpp:100] Creating Layer inception_4e/relu_3x3
  2672. I0805 13:26:38.742843 4776 net.cpp:434] inception_4e/relu_3x3 <- inception_4e/3x3
  2673. I0805 13:26:38.742852 4776 net.cpp:395] inception_4e/relu_3x3 -> inception_4e/3x3 (in-place)
  2674. I0805 13:26:38.742861 4776 net.cpp:150] Setting up inception_4e/relu_3x3
  2675. I0805 13:26:38.742868 4776 net.cpp:157] Top shape: 10 320 14 14 (627200)
  2676. I0805 13:26:38.742872 4776 net.cpp:165] Memory required for data: 505648640
  2677. I0805 13:26:38.742877 4776 layer_factory.hpp:77] Creating layer inception_4e/5x5_reduce
  2678. I0805 13:26:38.742890 4776 net.cpp:100] Creating Layer inception_4e/5x5_reduce
  2679. I0805 13:26:38.742897 4776 net.cpp:434] inception_4e/5x5_reduce <- inception_4d/output_inception_4d/output_0_split_2
  2680. I0805 13:26:38.742907 4776 net.cpp:408] inception_4e/5x5_reduce -> inception_4e/5x5_reduce
  2681. I0805 13:26:38.743240 4776 net.cpp:150] Setting up inception_4e/5x5_reduce
  2682. I0805 13:26:38.743252 4776 net.cpp:157] Top shape: 10 32 14 14 (62720)
  2683. I0805 13:26:38.743257 4776 net.cpp:165] Memory required for data: 505899520
  2684. I0805 13:26:38.743265 4776 layer_factory.hpp:77] Creating layer inception_4e/relu_5x5_reduce
  2685. I0805 13:26:38.743273 4776 net.cpp:100] Creating Layer inception_4e/relu_5x5_reduce
  2686. I0805 13:26:38.743280 4776 net.cpp:434] inception_4e/relu_5x5_reduce <- inception_4e/5x5_reduce
  2687. I0805 13:26:38.743288 4776 net.cpp:395] inception_4e/relu_5x5_reduce -> inception_4e/5x5_reduce (in-place)
  2688. I0805 13:26:38.743296 4776 net.cpp:150] Setting up inception_4e/relu_5x5_reduce
  2689. I0805 13:26:38.743304 4776 net.cpp:157] Top shape: 10 32 14 14 (62720)
  2690. I0805 13:26:38.743309 4776 net.cpp:165] Memory required for data: 506150400
  2691. I0805 13:26:38.743314 4776 layer_factory.hpp:77] Creating layer inception_4e/5x5
  2692. I0805 13:26:38.743325 4776 net.cpp:100] Creating Layer inception_4e/5x5
  2693. I0805 13:26:38.743332 4776 net.cpp:434] inception_4e/5x5 <- inception_4e/5x5_reduce
  2694. I0805 13:26:38.743341 4776 net.cpp:408] inception_4e/5x5 -> inception_4e/5x5
  2695. I0805 13:26:38.744185 4776 net.cpp:150] Setting up inception_4e/5x5
  2696. I0805 13:26:38.744197 4776 net.cpp:157] Top shape: 10 128 14 14 (250880)
  2697. I0805 13:26:38.744204 4776 net.cpp:165] Memory required for data: 507153920
  2698. I0805 13:26:38.744212 4776 layer_factory.hpp:77] Creating layer inception_4e/relu_5x5
  2699. I0805 13:26:38.744220 4776 net.cpp:100] Creating Layer inception_4e/relu_5x5
  2700. I0805 13:26:38.744227 4776 net.cpp:434] inception_4e/relu_5x5 <- inception_4e/5x5
  2701. I0805 13:26:38.744236 4776 net.cpp:395] inception_4e/relu_5x5 -> inception_4e/5x5 (in-place)
  2702. I0805 13:26:38.744246 4776 net.cpp:150] Setting up inception_4e/relu_5x5
  2703. I0805 13:26:38.744252 4776 net.cpp:157] Top shape: 10 128 14 14 (250880)
  2704. I0805 13:26:38.744258 4776 net.cpp:165] Memory required for data: 508157440
  2705. I0805 13:26:38.744263 4776 layer_factory.hpp:77] Creating layer inception_4e/pool
  2706. I0805 13:26:38.744271 4776 net.cpp:100] Creating Layer inception_4e/pool
  2707. I0805 13:26:38.744277 4776 net.cpp:434] inception_4e/pool <- inception_4d/output_inception_4d/output_0_split_3
  2708. I0805 13:26:38.744287 4776 net.cpp:408] inception_4e/pool -> inception_4e/pool
  2709. I0805 13:26:38.744331 4776 net.cpp:150] Setting up inception_4e/pool
  2710. I0805 13:26:38.744340 4776 net.cpp:157] Top shape: 10 528 14 14 (1034880)
  2711. I0805 13:26:38.744346 4776 net.cpp:165] Memory required for data: 512296960
  2712. I0805 13:26:38.744352 4776 layer_factory.hpp:77] Creating layer inception_4e/pool_proj
  2713. I0805 13:26:38.744364 4776 net.cpp:100] Creating Layer inception_4e/pool_proj
  2714. I0805 13:26:38.744370 4776 net.cpp:434] inception_4e/pool_proj <- inception_4e/pool
  2715. I0805 13:26:38.744380 4776 net.cpp:408] inception_4e/pool_proj -> inception_4e/pool_proj
  2716. I0805 13:26:38.745939 4776 net.cpp:150] Setting up inception_4e/pool_proj
  2717. I0805 13:26:38.745959 4776 net.cpp:157] Top shape: 10 128 14 14 (250880)
  2718. I0805 13:26:38.745965 4776 net.cpp:165] Memory required for data: 513300480
  2719. I0805 13:26:38.745975 4776 layer_factory.hpp:77] Creating layer inception_4e/relu_pool_proj
  2720. I0805 13:26:38.745985 4776 net.cpp:100] Creating Layer inception_4e/relu_pool_proj
  2721. I0805 13:26:38.745991 4776 net.cpp:434] inception_4e/relu_pool_proj <- inception_4e/pool_proj
  2722. I0805 13:26:38.746002 4776 net.cpp:395] inception_4e/relu_pool_proj -> inception_4e/pool_proj (in-place)
  2723. I0805 13:26:38.746013 4776 net.cpp:150] Setting up inception_4e/relu_pool_proj
  2724. I0805 13:26:38.746021 4776 net.cpp:157] Top shape: 10 128 14 14 (250880)
  2725. I0805 13:26:38.746026 4776 net.cpp:165] Memory required for data: 514304000
  2726. I0805 13:26:38.746031 4776 layer_factory.hpp:77] Creating layer inception_4e/output
  2727. I0805 13:26:38.746039 4776 net.cpp:100] Creating Layer inception_4e/output
  2728. I0805 13:26:38.746047 4776 net.cpp:434] inception_4e/output <- inception_4e/1x1
  2729. I0805 13:26:38.746052 4776 net.cpp:434] inception_4e/output <- inception_4e/3x3
  2730. I0805 13:26:38.746059 4776 net.cpp:434] inception_4e/output <- inception_4e/5x5
  2731. I0805 13:26:38.746065 4776 net.cpp:434] inception_4e/output <- inception_4e/pool_proj
  2732. I0805 13:26:38.746075 4776 net.cpp:408] inception_4e/output -> inception_4e/output
  2733. I0805 13:26:38.746106 4776 net.cpp:150] Setting up inception_4e/output
  2734. I0805 13:26:38.746114 4776 net.cpp:157] Top shape: 10 832 14 14 (1630720)
  2735. I0805 13:26:38.746120 4776 net.cpp:165] Memory required for data: 520826880
  2736. I0805 13:26:38.746126 4776 layer_factory.hpp:77] Creating layer pool4/3x3_s2
  2737. I0805 13:26:38.746136 4776 net.cpp:100] Creating Layer pool4/3x3_s2
  2738. I0805 13:26:38.746142 4776 net.cpp:434] pool4/3x3_s2 <- inception_4e/output
  2739. I0805 13:26:38.746151 4776 net.cpp:408] pool4/3x3_s2 -> pool4/3x3_s2
  2740. I0805 13:26:38.746194 4776 net.cpp:150] Setting up pool4/3x3_s2
  2741. I0805 13:26:38.746203 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2742. I0805 13:26:38.746209 4776 net.cpp:165] Memory required for data: 522457600
  2743. I0805 13:26:38.746214 4776 layer_factory.hpp:77] Creating layer pool4/3x3_s2_pool4/3x3_s2_0_split
  2744. I0805 13:26:38.746225 4776 net.cpp:100] Creating Layer pool4/3x3_s2_pool4/3x3_s2_0_split
  2745. I0805 13:26:38.746232 4776 net.cpp:434] pool4/3x3_s2_pool4/3x3_s2_0_split <- pool4/3x3_s2
  2746. I0805 13:26:38.746239 4776 net.cpp:408] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_0
  2747. I0805 13:26:38.746248 4776 net.cpp:408] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_1
  2748. I0805 13:26:38.746260 4776 net.cpp:408] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_2
  2749. I0805 13:26:38.746269 4776 net.cpp:408] pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_3
  2750. I0805 13:26:38.746327 4776 net.cpp:150] Setting up pool4/3x3_s2_pool4/3x3_s2_0_split
  2751. I0805 13:26:38.746336 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2752. I0805 13:26:38.746343 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2753. I0805 13:26:38.746349 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2754. I0805 13:26:38.760530 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2755. I0805 13:26:38.760541 4776 net.cpp:165] Memory required for data: 528980480
  2756. I0805 13:26:38.760550 4776 layer_factory.hpp:77] Creating layer inception_5a/1x1
  2757. I0805 13:26:38.760565 4776 net.cpp:100] Creating Layer inception_5a/1x1
  2758. I0805 13:26:38.760573 4776 net.cpp:434] inception_5a/1x1 <- pool4/3x3_s2_pool4/3x3_s2_0_split_0
  2759. I0805 13:26:38.760584 4776 net.cpp:408] inception_5a/1x1 -> inception_5a/1x1
  2760. I0805 13:26:38.762748 4776 net.cpp:150] Setting up inception_5a/1x1
  2761. I0805 13:26:38.762763 4776 net.cpp:157] Top shape: 10 256 7 7 (125440)
  2762. I0805 13:26:38.762768 4776 net.cpp:165] Memory required for data: 529482240
  2763. I0805 13:26:38.762779 4776 layer_factory.hpp:77] Creating layer inception_5a/relu_1x1
  2764. I0805 13:26:38.762790 4776 net.cpp:100] Creating Layer inception_5a/relu_1x1
  2765. I0805 13:26:38.762799 4776 net.cpp:434] inception_5a/relu_1x1 <- inception_5a/1x1
  2766. I0805 13:26:38.762810 4776 net.cpp:395] inception_5a/relu_1x1 -> inception_5a/1x1 (in-place)
  2767. I0805 13:26:38.762820 4776 net.cpp:150] Setting up inception_5a/relu_1x1
  2768. I0805 13:26:38.762830 4776 net.cpp:157] Top shape: 10 256 7 7 (125440)
  2769. I0805 13:26:38.762835 4776 net.cpp:165] Memory required for data: 529984000
  2770. I0805 13:26:38.762841 4776 layer_factory.hpp:77] Creating layer inception_5a/3x3_reduce
  2771. I0805 13:26:38.762854 4776 net.cpp:100] Creating Layer inception_5a/3x3_reduce
  2772. I0805 13:26:38.762862 4776 net.cpp:434] inception_5a/3x3_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_1
  2773. I0805 13:26:38.762872 4776 net.cpp:408] inception_5a/3x3_reduce -> inception_5a/3x3_reduce
  2774. I0805 13:26:38.764288 4776 net.cpp:150] Setting up inception_5a/3x3_reduce
  2775. I0805 13:26:38.764303 4776 net.cpp:157] Top shape: 10 160 7 7 (78400)
  2776. I0805 13:26:38.764308 4776 net.cpp:165] Memory required for data: 530297600
  2777. I0805 13:26:38.764315 4776 layer_factory.hpp:77] Creating layer inception_5a/relu_3x3_reduce
  2778. I0805 13:26:38.764324 4776 net.cpp:100] Creating Layer inception_5a/relu_3x3_reduce
  2779. I0805 13:26:38.764330 4776 net.cpp:434] inception_5a/relu_3x3_reduce <- inception_5a/3x3_reduce
  2780. I0805 13:26:38.764336 4776 net.cpp:395] inception_5a/relu_3x3_reduce -> inception_5a/3x3_reduce (in-place)
  2781. I0805 13:26:38.764344 4776 net.cpp:150] Setting up inception_5a/relu_3x3_reduce
  2782. I0805 13:26:38.764353 4776 net.cpp:157] Top shape: 10 160 7 7 (78400)
  2783. I0805 13:26:38.764359 4776 net.cpp:165] Memory required for data: 530611200
  2784. I0805 13:26:38.764365 4776 layer_factory.hpp:77] Creating layer inception_5a/3x3
  2785. I0805 13:26:38.764381 4776 net.cpp:100] Creating Layer inception_5a/3x3
  2786. I0805 13:26:38.764389 4776 net.cpp:434] inception_5a/3x3 <- inception_5a/3x3_reduce
  2787. I0805 13:26:38.764401 4776 net.cpp:408] inception_5a/3x3 -> inception_5a/3x3
  2788. I0805 13:26:38.767208 4776 net.cpp:150] Setting up inception_5a/3x3
  2789. I0805 13:26:38.767220 4776 net.cpp:157] Top shape: 10 320 7 7 (156800)
  2790. I0805 13:26:38.767225 4776 net.cpp:165] Memory required for data: 531238400
  2791. I0805 13:26:38.767231 4776 layer_factory.hpp:77] Creating layer inception_5a/relu_3x3
  2792. I0805 13:26:38.767240 4776 net.cpp:100] Creating Layer inception_5a/relu_3x3
  2793. I0805 13:26:38.767244 4776 net.cpp:434] inception_5a/relu_3x3 <- inception_5a/3x3
  2794. I0805 13:26:38.767252 4776 net.cpp:395] inception_5a/relu_3x3 -> inception_5a/3x3 (in-place)
  2795. I0805 13:26:38.767261 4776 net.cpp:150] Setting up inception_5a/relu_3x3
  2796. I0805 13:26:38.767266 4776 net.cpp:157] Top shape: 10 320 7 7 (156800)
  2797. I0805 13:26:38.767269 4776 net.cpp:165] Memory required for data: 531865600
  2798. I0805 13:26:38.767273 4776 layer_factory.hpp:77] Creating layer inception_5a/5x5_reduce
  2799. I0805 13:26:38.767283 4776 net.cpp:100] Creating Layer inception_5a/5x5_reduce
  2800. I0805 13:26:38.767288 4776 net.cpp:434] inception_5a/5x5_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_2
  2801. I0805 13:26:38.767297 4776 net.cpp:408] inception_5a/5x5_reduce -> inception_5a/5x5_reduce
  2802. I0805 13:26:38.767601 4776 net.cpp:150] Setting up inception_5a/5x5_reduce
  2803. I0805 13:26:38.767611 4776 net.cpp:157] Top shape: 10 32 7 7 (15680)
  2804. I0805 13:26:38.767616 4776 net.cpp:165] Memory required for data: 531928320
  2805. I0805 13:26:38.767621 4776 layer_factory.hpp:77] Creating layer inception_5a/relu_5x5_reduce
  2806. I0805 13:26:38.767627 4776 net.cpp:100] Creating Layer inception_5a/relu_5x5_reduce
  2807. I0805 13:26:38.767632 4776 net.cpp:434] inception_5a/relu_5x5_reduce <- inception_5a/5x5_reduce
  2808. I0805 13:26:38.767638 4776 net.cpp:395] inception_5a/relu_5x5_reduce -> inception_5a/5x5_reduce (in-place)
  2809. I0805 13:26:38.767644 4776 net.cpp:150] Setting up inception_5a/relu_5x5_reduce
  2810. I0805 13:26:38.767650 4776 net.cpp:157] Top shape: 10 32 7 7 (15680)
  2811. I0805 13:26:38.767654 4776 net.cpp:165] Memory required for data: 531991040
  2812. I0805 13:26:38.767658 4776 layer_factory.hpp:77] Creating layer inception_5a/5x5
  2813. I0805 13:26:38.767668 4776 net.cpp:100] Creating Layer inception_5a/5x5
  2814. I0805 13:26:38.767673 4776 net.cpp:434] inception_5a/5x5 <- inception_5a/5x5_reduce
  2815. I0805 13:26:38.767678 4776 net.cpp:408] inception_5a/5x5 -> inception_5a/5x5
  2816. I0805 13:26:38.768306 4776 net.cpp:150] Setting up inception_5a/5x5
  2817. I0805 13:26:38.768314 4776 net.cpp:157] Top shape: 10 128 7 7 (62720)
  2818. I0805 13:26:38.768318 4776 net.cpp:165] Memory required for data: 532241920
  2819. I0805 13:26:38.768324 4776 layer_factory.hpp:77] Creating layer inception_5a/relu_5x5
  2820. I0805 13:26:38.768352 4776 net.cpp:100] Creating Layer inception_5a/relu_5x5
  2821. I0805 13:26:38.768358 4776 net.cpp:434] inception_5a/relu_5x5 <- inception_5a/5x5
  2822. I0805 13:26:38.768364 4776 net.cpp:395] inception_5a/relu_5x5 -> inception_5a/5x5 (in-place)
  2823. I0805 13:26:38.768370 4776 net.cpp:150] Setting up inception_5a/relu_5x5
  2824. I0805 13:26:38.768375 4776 net.cpp:157] Top shape: 10 128 7 7 (62720)
  2825. I0805 13:26:38.768379 4776 net.cpp:165] Memory required for data: 532492800
  2826. I0805 13:26:38.768384 4776 layer_factory.hpp:77] Creating layer inception_5a/pool
  2827. I0805 13:26:38.768389 4776 net.cpp:100] Creating Layer inception_5a/pool
  2828. I0805 13:26:38.768394 4776 net.cpp:434] inception_5a/pool <- pool4/3x3_s2_pool4/3x3_s2_0_split_3
  2829. I0805 13:26:38.768400 4776 net.cpp:408] inception_5a/pool -> inception_5a/pool
  2830. I0805 13:26:38.768430 4776 net.cpp:150] Setting up inception_5a/pool
  2831. I0805 13:26:38.768436 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2832. I0805 13:26:38.768441 4776 net.cpp:165] Memory required for data: 534123520
  2833. I0805 13:26:38.768445 4776 layer_factory.hpp:77] Creating layer inception_5a/pool_proj
  2834. I0805 13:26:38.768455 4776 net.cpp:100] Creating Layer inception_5a/pool_proj
  2835. I0805 13:26:38.768460 4776 net.cpp:434] inception_5a/pool_proj <- inception_5a/pool
  2836. I0805 13:26:38.768467 4776 net.cpp:408] inception_5a/pool_proj -> inception_5a/pool_proj
  2837. I0805 13:26:38.769665 4776 net.cpp:150] Setting up inception_5a/pool_proj
  2838. I0805 13:26:38.769676 4776 net.cpp:157] Top shape: 10 128 7 7 (62720)
  2839. I0805 13:26:38.769681 4776 net.cpp:165] Memory required for data: 534374400
  2840. I0805 13:26:38.769688 4776 layer_factory.hpp:77] Creating layer inception_5a/relu_pool_proj
  2841. I0805 13:26:38.769697 4776 net.cpp:100] Creating Layer inception_5a/relu_pool_proj
  2842. I0805 13:26:38.769702 4776 net.cpp:434] inception_5a/relu_pool_proj <- inception_5a/pool_proj
  2843. I0805 13:26:38.769708 4776 net.cpp:395] inception_5a/relu_pool_proj -> inception_5a/pool_proj (in-place)
  2844. I0805 13:26:38.769716 4776 net.cpp:150] Setting up inception_5a/relu_pool_proj
  2845. I0805 13:26:38.769721 4776 net.cpp:157] Top shape: 10 128 7 7 (62720)
  2846. I0805 13:26:38.769726 4776 net.cpp:165] Memory required for data: 534625280
  2847. I0805 13:26:38.769729 4776 layer_factory.hpp:77] Creating layer inception_5a/output
  2848. I0805 13:26:38.769737 4776 net.cpp:100] Creating Layer inception_5a/output
  2849. I0805 13:26:38.769742 4776 net.cpp:434] inception_5a/output <- inception_5a/1x1
  2850. I0805 13:26:38.769747 4776 net.cpp:434] inception_5a/output <- inception_5a/3x3
  2851. I0805 13:26:38.769752 4776 net.cpp:434] inception_5a/output <- inception_5a/5x5
  2852. I0805 13:26:38.769757 4776 net.cpp:434] inception_5a/output <- inception_5a/pool_proj
  2853. I0805 13:26:38.769762 4776 net.cpp:408] inception_5a/output -> inception_5a/output
  2854. I0805 13:26:38.769785 4776 net.cpp:150] Setting up inception_5a/output
  2855. I0805 13:26:38.769793 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2856. I0805 13:26:38.769796 4776 net.cpp:165] Memory required for data: 536256000
  2857. I0805 13:26:38.769800 4776 layer_factory.hpp:77] Creating layer inception_5a/output_inception_5a/output_0_split
  2858. I0805 13:26:38.769806 4776 net.cpp:100] Creating Layer inception_5a/output_inception_5a/output_0_split
  2859. I0805 13:26:38.769811 4776 net.cpp:434] inception_5a/output_inception_5a/output_0_split <- inception_5a/output
  2860. I0805 13:26:38.769819 4776 net.cpp:408] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_0
  2861. I0805 13:26:38.769826 4776 net.cpp:408] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_1
  2862. I0805 13:26:38.769835 4776 net.cpp:408] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_2
  2863. I0805 13:26:38.769842 4776 net.cpp:408] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_3
  2864. I0805 13:26:38.769886 4776 net.cpp:150] Setting up inception_5a/output_inception_5a/output_0_split
  2865. I0805 13:26:38.769893 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2866. I0805 13:26:38.769898 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2867. I0805 13:26:38.769903 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2868. I0805 13:26:38.769908 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2869. I0805 13:26:38.769912 4776 net.cpp:165] Memory required for data: 542778880
  2870. I0805 13:26:38.769917 4776 layer_factory.hpp:77] Creating layer inception_5b/1x1
  2871. I0805 13:26:38.769925 4776 net.cpp:100] Creating Layer inception_5b/1x1
  2872. I0805 13:26:38.769930 4776 net.cpp:434] inception_5b/1x1 <- inception_5a/output_inception_5a/output_0_split_0
  2873. I0805 13:26:38.769938 4776 net.cpp:408] inception_5b/1x1 -> inception_5b/1x1
  2874. I0805 13:26:38.771507 4776 net.cpp:150] Setting up inception_5b/1x1
  2875. I0805 13:26:38.771514 4776 net.cpp:157] Top shape: 10 384 7 7 (188160)
  2876. I0805 13:26:38.771519 4776 net.cpp:165] Memory required for data: 543531520
  2877. I0805 13:26:38.771525 4776 layer_factory.hpp:77] Creating layer inception_5b/relu_1x1
  2878. I0805 13:26:38.771531 4776 net.cpp:100] Creating Layer inception_5b/relu_1x1
  2879. I0805 13:26:38.771536 4776 net.cpp:434] inception_5b/relu_1x1 <- inception_5b/1x1
  2880. I0805 13:26:38.771543 4776 net.cpp:395] inception_5b/relu_1x1 -> inception_5b/1x1 (in-place)
  2881. I0805 13:26:38.771548 4776 net.cpp:150] Setting up inception_5b/relu_1x1
  2882. I0805 13:26:38.771553 4776 net.cpp:157] Top shape: 10 384 7 7 (188160)
  2883. I0805 13:26:38.771558 4776 net.cpp:165] Memory required for data: 544284160
  2884. I0805 13:26:38.771562 4776 layer_factory.hpp:77] Creating layer inception_5b/3x3_reduce
  2885. I0805 13:26:38.771570 4776 net.cpp:100] Creating Layer inception_5b/3x3_reduce
  2886. I0805 13:26:38.771575 4776 net.cpp:434] inception_5b/3x3_reduce <- inception_5a/output_inception_5a/output_0_split_1
  2887. I0805 13:26:38.771584 4776 net.cpp:408] inception_5b/3x3_reduce -> inception_5b/3x3_reduce
  2888. I0805 13:26:38.772908 4776 net.cpp:150] Setting up inception_5b/3x3_reduce
  2889. I0805 13:26:38.772919 4776 net.cpp:157] Top shape: 10 192 7 7 (94080)
  2890. I0805 13:26:38.772923 4776 net.cpp:165] Memory required for data: 544660480
  2891. I0805 13:26:38.772929 4776 layer_factory.hpp:77] Creating layer inception_5b/relu_3x3_reduce
  2892. I0805 13:26:38.772938 4776 net.cpp:100] Creating Layer inception_5b/relu_3x3_reduce
  2893. I0805 13:26:38.772943 4776 net.cpp:434] inception_5b/relu_3x3_reduce <- inception_5b/3x3_reduce
  2894. I0805 13:26:38.772948 4776 net.cpp:395] inception_5b/relu_3x3_reduce -> inception_5b/3x3_reduce (in-place)
  2895. I0805 13:26:38.772953 4776 net.cpp:150] Setting up inception_5b/relu_3x3_reduce
  2896. I0805 13:26:38.772958 4776 net.cpp:157] Top shape: 10 192 7 7 (94080)
  2897. I0805 13:26:38.772963 4776 net.cpp:165] Memory required for data: 545036800
  2898. I0805 13:26:38.772965 4776 layer_factory.hpp:77] Creating layer inception_5b/3x3
  2899. I0805 13:26:38.772974 4776 net.cpp:100] Creating Layer inception_5b/3x3
  2900. I0805 13:26:38.772979 4776 net.cpp:434] inception_5b/3x3 <- inception_5b/3x3_reduce
  2901. I0805 13:26:38.772985 4776 net.cpp:408] inception_5b/3x3 -> inception_5b/3x3
  2902. I0805 13:26:38.776340 4776 net.cpp:150] Setting up inception_5b/3x3
  2903. I0805 13:26:38.776351 4776 net.cpp:157] Top shape: 10 384 7 7 (188160)
  2904. I0805 13:26:38.776356 4776 net.cpp:165] Memory required for data: 545789440
  2905. I0805 13:26:38.776362 4776 layer_factory.hpp:77] Creating layer inception_5b/relu_3x3
  2906. I0805 13:26:38.776371 4776 net.cpp:100] Creating Layer inception_5b/relu_3x3
  2907. I0805 13:26:38.776376 4776 net.cpp:434] inception_5b/relu_3x3 <- inception_5b/3x3
  2908. I0805 13:26:38.776381 4776 net.cpp:395] inception_5b/relu_3x3 -> inception_5b/3x3 (in-place)
  2909. I0805 13:26:38.776388 4776 net.cpp:150] Setting up inception_5b/relu_3x3
  2910. I0805 13:26:38.776393 4776 net.cpp:157] Top shape: 10 384 7 7 (188160)
  2911. I0805 13:26:38.776397 4776 net.cpp:165] Memory required for data: 546542080
  2912. I0805 13:26:38.776401 4776 layer_factory.hpp:77] Creating layer inception_5b/5x5_reduce
  2913. I0805 13:26:38.776408 4776 net.cpp:100] Creating Layer inception_5b/5x5_reduce
  2914. I0805 13:26:38.776412 4776 net.cpp:434] inception_5b/5x5_reduce <- inception_5a/output_inception_5a/output_0_split_2
  2915. I0805 13:26:38.776419 4776 net.cpp:408] inception_5b/5x5_reduce -> inception_5b/5x5_reduce
  2916. I0805 13:26:38.776748 4776 net.cpp:150] Setting up inception_5b/5x5_reduce
  2917. I0805 13:26:38.776754 4776 net.cpp:157] Top shape: 10 48 7 7 (23520)
  2918. I0805 13:26:38.776758 4776 net.cpp:165] Memory required for data: 546636160
  2919. I0805 13:26:38.776763 4776 layer_factory.hpp:77] Creating layer inception_5b/relu_5x5_reduce
  2920. I0805 13:26:38.776768 4776 net.cpp:100] Creating Layer inception_5b/relu_5x5_reduce
  2921. I0805 13:26:38.776772 4776 net.cpp:434] inception_5b/relu_5x5_reduce <- inception_5b/5x5_reduce
  2922. I0805 13:26:38.776777 4776 net.cpp:395] inception_5b/relu_5x5_reduce -> inception_5b/5x5_reduce (in-place)
  2923. I0805 13:26:38.776782 4776 net.cpp:150] Setting up inception_5b/relu_5x5_reduce
  2924. I0805 13:26:38.776785 4776 net.cpp:157] Top shape: 10 48 7 7 (23520)
  2925. I0805 13:26:38.776788 4776 net.cpp:165] Memory required for data: 546730240
  2926. I0805 13:26:38.776793 4776 layer_factory.hpp:77] Creating layer inception_5b/5x5
  2927. I0805 13:26:38.776798 4776 net.cpp:100] Creating Layer inception_5b/5x5
  2928. I0805 13:26:38.776803 4776 net.cpp:434] inception_5b/5x5 <- inception_5b/5x5_reduce
  2929. I0805 13:26:38.776808 4776 net.cpp:408] inception_5b/5x5 -> inception_5b/5x5
  2930. I0805 13:26:38.777493 4776 net.cpp:150] Setting up inception_5b/5x5
  2931. I0805 13:26:38.777499 4776 net.cpp:157] Top shape: 10 128 7 7 (62720)
  2932. I0805 13:26:38.777503 4776 net.cpp:165] Memory required for data: 546981120
  2933. I0805 13:26:38.777508 4776 layer_factory.hpp:77] Creating layer inception_5b/relu_5x5
  2934. I0805 13:26:38.777513 4776 net.cpp:100] Creating Layer inception_5b/relu_5x5
  2935. I0805 13:26:38.777518 4776 net.cpp:434] inception_5b/relu_5x5 <- inception_5b/5x5
  2936. I0805 13:26:38.777521 4776 net.cpp:395] inception_5b/relu_5x5 -> inception_5b/5x5 (in-place)
  2937. I0805 13:26:38.777526 4776 net.cpp:150] Setting up inception_5b/relu_5x5
  2938. I0805 13:26:38.777530 4776 net.cpp:157] Top shape: 10 128 7 7 (62720)
  2939. I0805 13:26:38.777534 4776 net.cpp:165] Memory required for data: 547232000
  2940. I0805 13:26:38.777537 4776 layer_factory.hpp:77] Creating layer inception_5b/pool
  2941. I0805 13:26:38.777544 4776 net.cpp:100] Creating Layer inception_5b/pool
  2942. I0805 13:26:38.777547 4776 net.cpp:434] inception_5b/pool <- inception_5a/output_inception_5a/output_0_split_3
  2943. I0805 13:26:38.777552 4776 net.cpp:408] inception_5b/pool -> inception_5b/pool
  2944. I0805 13:26:38.777578 4776 net.cpp:150] Setting up inception_5b/pool
  2945. I0805 13:26:38.777585 4776 net.cpp:157] Top shape: 10 832 7 7 (407680)
  2946. I0805 13:26:38.777587 4776 net.cpp:165] Memory required for data: 548862720
  2947. I0805 13:26:38.777590 4776 layer_factory.hpp:77] Creating layer inception_5b/pool_proj
  2948. I0805 13:26:38.777599 4776 net.cpp:100] Creating Layer inception_5b/pool_proj
  2949. I0805 13:26:38.777603 4776 net.cpp:434] inception_5b/pool_proj <- inception_5b/pool
  2950. I0805 13:26:38.777608 4776 net.cpp:408] inception_5b/pool_proj -> inception_5b/pool_proj
  2951. I0805 13:26:38.796602 4776 net.cpp:150] Setting up inception_5b/pool_proj
  2952. I0805 13:26:38.796676 4776 net.cpp:157] Top shape: 10 128 7 7 (62720)
  2953. I0805 13:26:38.796702 4776 net.cpp:165] Memory required for data: 549113600
  2954. I0805 13:26:38.796747 4776 layer_factory.hpp:77] Creating layer inception_5b/relu_pool_proj
  2955. I0805 13:26:38.796802 4776 net.cpp:100] Creating Layer inception_5b/relu_pool_proj
  2956. I0805 13:26:38.796838 4776 net.cpp:434] inception_5b/relu_pool_proj <- inception_5b/pool_proj
  2957. I0805 13:26:38.796880 4776 net.cpp:395] inception_5b/relu_pool_proj -> inception_5b/pool_proj (in-place)
  2958. I0805 13:26:38.796921 4776 net.cpp:150] Setting up inception_5b/relu_pool_proj
  2959. I0805 13:26:38.796958 4776 net.cpp:157] Top shape: 10 128 7 7 (62720)
  2960. I0805 13:26:38.796983 4776 net.cpp:165] Memory required for data: 549364480
  2961. I0805 13:26:38.797006 4776 layer_factory.hpp:77] Creating layer inception_5b/output
  2962. I0805 13:26:38.797052 4776 net.cpp:100] Creating Layer inception_5b/output
  2963. I0805 13:26:38.797082 4776 net.cpp:434] inception_5b/output <- inception_5b/1x1
  2964. I0805 13:26:38.797121 4776 net.cpp:434] inception_5b/output <- inception_5b/3x3
  2965. I0805 13:26:38.797153 4776 net.cpp:434] inception_5b/output <- inception_5b/5x5
  2966. I0805 13:26:38.797186 4776 net.cpp:434] inception_5b/output <- inception_5b/pool_proj
  2967. I0805 13:26:38.797224 4776 net.cpp:408] inception_5b/output -> inception_5b/output
  2968. I0805 13:26:38.797361 4776 net.cpp:150] Setting up inception_5b/output
  2969. I0805 13:26:38.797403 4776 net.cpp:157] Top shape: 10 1024 7 7 (501760)
  2970. I0805 13:26:38.797431 4776 net.cpp:165] Memory required for data: 551371520
  2971. I0805 13:26:38.797458 4776 layer_factory.hpp:77] Creating layer pool5/7x7_s1
  2972. I0805 13:26:38.797497 4776 net.cpp:100] Creating Layer pool5/7x7_s1
  2973. I0805 13:26:38.797528 4776 net.cpp:434] pool5/7x7_s1 <- inception_5b/output
  2974. I0805 13:26:38.797576 4776 net.cpp:408] pool5/7x7_s1 -> pool5/7x7_s1
  2975. I0805 13:26:38.797693 4776 net.cpp:150] Setting up pool5/7x7_s1
  2976. I0805 13:26:38.797734 4776 net.cpp:157] Top shape: 10 1024 1 1 (10240)
  2977. I0805 13:26:38.797762 4776 net.cpp:165] Memory required for data: 551412480
  2978. I0805 13:26:38.797789 4776 layer_factory.hpp:77] Creating layer pool5/drop_7x7_s1
  2979. I0805 13:26:38.797861 4776 net.cpp:100] Creating Layer pool5/drop_7x7_s1
  2980. I0805 13:26:38.797894 4776 net.cpp:434] pool5/drop_7x7_s1 <- pool5/7x7_s1
  2981. I0805 13:26:38.797930 4776 net.cpp:395] pool5/drop_7x7_s1 -> pool5/7x7_s1 (in-place)
  2982. I0805 13:26:38.798069 4776 net.cpp:150] Setting up pool5/drop_7x7_s1
  2983. I0805 13:26:38.798110 4776 net.cpp:157] Top shape: 10 1024 1 1 (10240)
  2984. I0805 13:26:38.798139 4776 net.cpp:165] Memory required for data: 551453440
  2985. I0805 13:26:38.798167 4776 layer_factory.hpp:77] Creating layer loss3/classifier
  2986. I0805 13:26:38.798218 4776 net.cpp:100] Creating Layer loss3/classifier
  2987. I0805 13:26:38.798247 4776 net.cpp:434] loss3/classifier <- pool5/7x7_s1
  2988. I0805 13:26:38.798295 4776 net.cpp:408] loss3/classifier -> loss3/classifier
  2989. I0805 13:26:38.816505 4776 net.cpp:150] Setting up loss3/classifier
  2990. I0805 13:26:38.816538 4776 net.cpp:157] Top shape: 10 1000 (10000)
  2991. I0805 13:26:38.816546 4776 net.cpp:165] Memory required for data: 551493440
  2992. I0805 13:26:38.816562 4776 layer_factory.hpp:77] Creating layer prob
  2993. I0805 13:26:38.816577 4776 net.cpp:100] Creating Layer prob
  2994. I0805 13:26:38.816588 4776 net.cpp:434] prob <- loss3/classifier
  2995. I0805 13:26:38.816619 4776 net.cpp:408] prob -> prob
  2996. I0805 13:26:38.816709 4776 net.cpp:150] Setting up prob
  2997. I0805 13:26:38.816720 4776 net.cpp:157] Top shape: 10 1000 (10000)
  2998. I0805 13:26:38.816725 4776 net.cpp:165] Memory required for data: 551533440
  2999. I0805 13:26:38.816731 4776 net.cpp:228] prob does not need backward computation.
  3000. I0805 13:26:38.816746 4776 net.cpp:228] loss3/classifier does not need backward computation.
  3001. I0805 13:26:38.816753 4776 net.cpp:228] pool5/drop_7x7_s1 does not need backward computation.
  3002. I0805 13:26:38.816761 4776 net.cpp:228] pool5/7x7_s1 does not need backward computation.
  3003. I0805 13:26:38.816767 4776 net.cpp:228] inception_5b/output does not need backward computation.
  3004. I0805 13:26:38.816777 4776 net.cpp:228] inception_5b/relu_pool_proj does not need backward computation.
  3005. I0805 13:26:38.816782 4776 net.cpp:228] inception_5b/pool_proj does not need backward computation.
  3006. I0805 13:26:38.816789 4776 net.cpp:228] inception_5b/pool does not need backward computation.
  3007. I0805 13:26:38.816797 4776 net.cpp:228] inception_5b/relu_5x5 does not need backward computation.
  3008. I0805 13:26:38.816804 4776 net.cpp:228] inception_5b/5x5 does not need backward computation.
  3009. I0805 13:26:38.816812 4776 net.cpp:228] inception_5b/relu_5x5_reduce does not need backward computation.
  3010. I0805 13:26:38.816818 4776 net.cpp:228] inception_5b/5x5_reduce does not need backward computation.
  3011. I0805 13:26:38.816825 4776 net.cpp:228] inception_5b/relu_3x3 does not need backward computation.
  3012. I0805 13:26:38.816833 4776 net.cpp:228] inception_5b/3x3 does not need backward computation.
  3013. I0805 13:26:38.816840 4776 net.cpp:228] inception_5b/relu_3x3_reduce does not need backward computation.
  3014. I0805 13:26:38.816846 4776 net.cpp:228] inception_5b/3x3_reduce does not need backward computation.
  3015. I0805 13:26:38.816856 4776 net.cpp:228] inception_5b/relu_1x1 does not need backward computation.
  3016. I0805 13:26:38.816864 4776 net.cpp:228] inception_5b/1x1 does not need backward computation.
  3017. I0805 13:26:38.816871 4776 net.cpp:228] inception_5a/output_inception_5a/output_0_split does not need backward computation.
  3018. I0805 13:26:38.816879 4776 net.cpp:228] inception_5a/output does not need backward computation.
  3019. I0805 13:26:38.816887 4776 net.cpp:228] inception_5a/relu_pool_proj does not need backward computation.
  3020. I0805 13:26:38.816895 4776 net.cpp:228] inception_5a/pool_proj does not need backward computation.
  3021. I0805 13:26:38.816902 4776 net.cpp:228] inception_5a/pool does not need backward computation.
  3022. I0805 13:26:38.816910 4776 net.cpp:228] inception_5a/relu_5x5 does not need backward computation.
  3023. I0805 13:26:38.816916 4776 net.cpp:228] inception_5a/5x5 does not need backward computation.
  3024. I0805 13:26:38.816924 4776 net.cpp:228] inception_5a/relu_5x5_reduce does not need backward computation.
  3025. I0805 13:26:38.816931 4776 net.cpp:228] inception_5a/5x5_reduce does not need backward computation.
  3026. I0805 13:26:38.816938 4776 net.cpp:228] inception_5a/relu_3x3 does not need backward computation.
  3027. I0805 13:26:38.816946 4776 net.cpp:228] inception_5a/3x3 does not need backward computation.
  3028. I0805 13:26:38.816953 4776 net.cpp:228] inception_5a/relu_3x3_reduce does not need backward computation.
  3029. I0805 13:26:38.816959 4776 net.cpp:228] inception_5a/3x3_reduce does not need backward computation.
  3030. I0805 13:26:38.816967 4776 net.cpp:228] inception_5a/relu_1x1 does not need backward computation.
  3031. I0805 13:26:38.816972 4776 net.cpp:228] inception_5a/1x1 does not need backward computation.
  3032. I0805 13:26:38.816982 4776 net.cpp:228] pool4/3x3_s2_pool4/3x3_s2_0_split does not need backward computation.
  3033. I0805 13:26:38.816988 4776 net.cpp:228] pool4/3x3_s2 does not need backward computation.
  3034. I0805 13:26:38.816995 4776 net.cpp:228] inception_4e/output does not need backward computation.
  3035. I0805 13:26:38.817003 4776 net.cpp:228] inception_4e/relu_pool_proj does not need backward computation.
  3036. I0805 13:26:38.817011 4776 net.cpp:228] inception_4e/pool_proj does not need backward computation.
  3037. I0805 13:26:38.817018 4776 net.cpp:228] inception_4e/pool does not need backward computation.
  3038. I0805 13:26:38.817025 4776 net.cpp:228] inception_4e/relu_5x5 does not need backward computation.
  3039. I0805 13:26:38.817032 4776 net.cpp:228] inception_4e/5x5 does not need backward computation.
  3040. I0805 13:26:38.817039 4776 net.cpp:228] inception_4e/relu_5x5_reduce does not need backward computation.
  3041. I0805 13:26:38.817046 4776 net.cpp:228] inception_4e/5x5_reduce does not need backward computation.
  3042. I0805 13:26:38.817054 4776 net.cpp:228] inception_4e/relu_3x3 does not need backward computation.
  3043. I0805 13:26:38.817060 4776 net.cpp:228] inception_4e/3x3 does not need backward computation.
  3044. I0805 13:26:38.817067 4776 net.cpp:228] inception_4e/relu_3x3_reduce does not need backward computation.
  3045. I0805 13:26:38.817075 4776 net.cpp:228] inception_4e/3x3_reduce does not need backward computation.
  3046. I0805 13:26:38.817080 4776 net.cpp:228] inception_4e/relu_1x1 does not need backward computation.
  3047. I0805 13:26:38.817087 4776 net.cpp:228] inception_4e/1x1 does not need backward computation.
  3048. I0805 13:26:38.817095 4776 net.cpp:228] inception_4d/output_inception_4d/output_0_split does not need backward computation.
  3049. I0805 13:26:38.817102 4776 net.cpp:228] inception_4d/output does not need backward computation.
  3050. I0805 13:26:38.817111 4776 net.cpp:228] inception_4d/relu_pool_proj does not need backward computation.
  3051. I0805 13:26:38.817118 4776 net.cpp:228] inception_4d/pool_proj does not need backward computation.
  3052. I0805 13:26:38.817126 4776 net.cpp:228] inception_4d/pool does not need backward computation.
  3053. I0805 13:26:38.817133 4776 net.cpp:228] inception_4d/relu_5x5 does not need backward computation.
  3054. I0805 13:26:38.817139 4776 net.cpp:228] inception_4d/5x5 does not need backward computation.
  3055. I0805 13:26:38.817147 4776 net.cpp:228] inception_4d/relu_5x5_reduce does not need backward computation.
  3056. I0805 13:26:38.817153 4776 net.cpp:228] inception_4d/5x5_reduce does not need backward computation.
  3057. I0805 13:26:38.817162 4776 net.cpp:228] inception_4d/relu_3x3 does not need backward computation.
  3058. I0805 13:26:38.817169 4776 net.cpp:228] inception_4d/3x3 does not need backward computation.
  3059. I0805 13:26:38.817176 4776 net.cpp:228] inception_4d/relu_3x3_reduce does not need backward computation.
  3060. I0805 13:26:38.817184 4776 net.cpp:228] inception_4d/3x3_reduce does not need backward computation.
  3061. I0805 13:26:38.817191 4776 net.cpp:228] inception_4d/relu_1x1 does not need backward computation.
  3062. I0805 13:26:38.817198 4776 net.cpp:228] inception_4d/1x1 does not need backward computation.
  3063. I0805 13:26:38.817205 4776 net.cpp:228] inception_4c/output_inception_4c/output_0_split does not need backward computation.
  3064. I0805 13:26:38.817214 4776 net.cpp:228] inception_4c/output does not need backward computation.
  3065. I0805 13:26:38.817221 4776 net.cpp:228] inception_4c/relu_pool_proj does not need backward computation.
  3066. I0805 13:26:38.817229 4776 net.cpp:228] inception_4c/pool_proj does not need backward computation.
  3067. I0805 13:26:38.817235 4776 net.cpp:228] inception_4c/pool does not need backward computation.
  3068. I0805 13:26:38.817242 4776 net.cpp:228] inception_4c/relu_5x5 does not need backward computation.
  3069. I0805 13:26:38.817250 4776 net.cpp:228] inception_4c/5x5 does not need backward computation.
  3070. I0805 13:26:38.817256 4776 net.cpp:228] inception_4c/relu_5x5_reduce does not need backward computation.
  3071. I0805 13:26:38.817262 4776 net.cpp:228] inception_4c/5x5_reduce does not need backward computation.
  3072. I0805 13:26:38.817270 4776 net.cpp:228] inception_4c/relu_3x3 does not need backward computation.
  3073. I0805 13:26:38.817277 4776 net.cpp:228] inception_4c/3x3 does not need backward computation.
  3074. I0805 13:26:38.817283 4776 net.cpp:228] inception_4c/relu_3x3_reduce does not need backward computation.
  3075. I0805 13:26:38.817291 4776 net.cpp:228] inception_4c/3x3_reduce does not need backward computation.
  3076. I0805 13:26:38.817297 4776 net.cpp:228] inception_4c/relu_1x1 does not need backward computation.
  3077. I0805 13:26:38.817304 4776 net.cpp:228] inception_4c/1x1 does not need backward computation.
  3078. I0805 13:26:38.817312 4776 net.cpp:228] inception_4b/output_inception_4b/output_0_split does not need backward computation.
  3079. I0805 13:26:38.817319 4776 net.cpp:228] inception_4b/output does not need backward computation.
  3080. I0805 13:26:38.817328 4776 net.cpp:228] inception_4b/relu_pool_proj does not need backward computation.
  3081. I0805 13:26:38.817334 4776 net.cpp:228] inception_4b/pool_proj does not need backward computation.
  3082. I0805 13:26:38.817342 4776 net.cpp:228] inception_4b/pool does not need backward computation.
  3083. I0805 13:26:38.817348 4776 net.cpp:228] inception_4b/relu_5x5 does not need backward computation.
  3084. I0805 13:26:38.817355 4776 net.cpp:228] inception_4b/5x5 does not need backward computation.
  3085. I0805 13:26:38.817363 4776 net.cpp:228] inception_4b/relu_5x5_reduce does not need backward computation.
  3086. I0805 13:26:38.817368 4776 net.cpp:228] inception_4b/5x5_reduce does not need backward computation.
  3087. I0805 13:26:38.817375 4776 net.cpp:228] inception_4b/relu_3x3 does not need backward computation.
  3088. I0805 13:26:38.817384 4776 net.cpp:228] inception_4b/3x3 does not need backward computation.
  3089. I0805 13:26:38.817389 4776 net.cpp:228] inception_4b/relu_3x3_reduce does not need backward computation.
  3090. I0805 13:26:38.817396 4776 net.cpp:228] inception_4b/3x3_reduce does not need backward computation.
  3091. I0805 13:26:38.817404 4776 net.cpp:228] inception_4b/relu_1x1 does not need backward computation.
  3092. I0805 13:26:38.817410 4776 net.cpp:228] inception_4b/1x1 does not need backward computation.
  3093. I0805 13:26:38.817417 4776 net.cpp:228] inception_4a/output_inception_4a/output_0_split does not need backward computation.
  3094. I0805 13:26:38.817425 4776 net.cpp:228] inception_4a/output does not need backward computation.
  3095. I0805 13:26:38.817432 4776 net.cpp:228] inception_4a/relu_pool_proj does not need backward computation.
  3096. I0805 13:26:38.817440 4776 net.cpp:228] inception_4a/pool_proj does not need backward computation.
  3097. I0805 13:26:38.817451 4776 net.cpp:228] inception_4a/pool does not need backward computation.
  3098. I0805 13:26:38.817457 4776 net.cpp:228] inception_4a/relu_5x5 does not need backward computation.
  3099. I0805 13:26:38.817464 4776 net.cpp:228] inception_4a/5x5 does not need backward computation.
  3100. I0805 13:26:38.817472 4776 net.cpp:228] inception_4a/relu_5x5_reduce does not need backward computation.
  3101. I0805 13:26:38.817479 4776 net.cpp:228] inception_4a/5x5_reduce does not need backward computation.
  3102. I0805 13:26:38.817487 4776 net.cpp:228] inception_4a/relu_3x3 does not need backward computation.
  3103. I0805 13:26:38.817493 4776 net.cpp:228] inception_4a/3x3 does not need backward computation.
  3104. I0805 13:26:38.817500 4776 net.cpp:228] inception_4a/relu_3x3_reduce does not need backward computation.
  3105. I0805 13:26:38.817507 4776 net.cpp:228] inception_4a/3x3_reduce does not need backward computation.
  3106. I0805 13:26:38.817513 4776 net.cpp:228] inception_4a/relu_1x1 does not need backward computation.
  3107. I0805 13:26:38.817520 4776 net.cpp:228] inception_4a/1x1 does not need backward computation.
  3108. I0805 13:26:38.817529 4776 net.cpp:228] pool3/3x3_s2_pool3/3x3_s2_0_split does not need backward computation.
  3109. I0805 13:26:38.817536 4776 net.cpp:228] pool3/3x3_s2 does not need backward computation.
  3110. I0805 13:26:38.817544 4776 net.cpp:228] inception_3b/output does not need backward computation.
  3111. I0805 13:26:38.817553 4776 net.cpp:228] inception_3b/relu_pool_proj does not need backward computation.
  3112. I0805 13:26:38.817559 4776 net.cpp:228] inception_3b/pool_proj does not need backward computation.
  3113. I0805 13:26:38.817567 4776 net.cpp:228] inception_3b/pool does not need backward computation.
  3114. I0805 13:26:38.817574 4776 net.cpp:228] inception_3b/relu_5x5 does not need backward computation.
  3115. I0805 13:26:38.817580 4776 net.cpp:228] inception_3b/5x5 does not need backward computation.
  3116. I0805 13:26:38.817589 4776 net.cpp:228] inception_3b/relu_5x5_reduce does not need backward computation.
  3117. I0805 13:26:38.817597 4776 net.cpp:228] inception_3b/5x5_reduce does not need backward computation.
  3118. I0805 13:26:38.817605 4776 net.cpp:228] inception_3b/relu_3x3 does not need backward computation.
  3119. I0805 13:26:38.817611 4776 net.cpp:228] inception_3b/3x3 does not need backward computation.
  3120. I0805 13:26:38.817618 4776 net.cpp:228] inception_3b/relu_3x3_reduce does not need backward computation.
  3121. I0805 13:26:38.817625 4776 net.cpp:228] inception_3b/3x3_reduce does not need backward computation.
  3122. I0805 13:26:38.822043 4776 net.cpp:228] inception_3b/relu_1x1 does not need backward computation.
  3123. I0805 13:26:38.822060 4776 net.cpp:228] inception_3b/1x1 does not need backward computation.
  3124. I0805 13:26:38.822070 4776 net.cpp:228] inception_3a/output_inception_3a/output_0_split does not need backward computation.
  3125. I0805 13:26:38.822079 4776 net.cpp:228] inception_3a/output does not need backward computation.
  3126. I0805 13:26:38.822091 4776 net.cpp:228] inception_3a/relu_pool_proj does not need backward computation.
  3127. I0805 13:26:38.822099 4776 net.cpp:228] inception_3a/pool_proj does not need backward computation.
  3128. I0805 13:26:38.822108 4776 net.cpp:228] inception_3a/pool does not need backward computation.
  3129. I0805 13:26:38.822115 4776 net.cpp:228] inception_3a/relu_5x5 does not need backward computation.
  3130. I0805 13:26:38.822122 4776 net.cpp:228] inception_3a/5x5 does not need backward computation.
  3131. I0805 13:26:38.822131 4776 net.cpp:228] inception_3a/relu_5x5_reduce does not need backward computation.
  3132. I0805 13:26:38.822140 4776 net.cpp:228] inception_3a/5x5_reduce does not need backward computation.
  3133. I0805 13:26:38.822149 4776 net.cpp:228] inception_3a/relu_3x3 does not need backward computation.
  3134. I0805 13:26:38.822158 4776 net.cpp:228] inception_3a/3x3 does not need backward computation.
  3135. I0805 13:26:38.822166 4776 net.cpp:228] inception_3a/relu_3x3_reduce does not need backward computation.
  3136. I0805 13:26:38.822175 4776 net.cpp:228] inception_3a/3x3_reduce does not need backward computation.
  3137. I0805 13:26:38.822185 4776 net.cpp:228] inception_3a/relu_1x1 does not need backward computation.
  3138. I0805 13:26:38.822193 4776 net.cpp:228] inception_3a/1x1 does not need backward computation.
  3139. I0805 13:26:38.822204 4776 net.cpp:228] pool2/3x3_s2_pool2/3x3_s2_0_split does not need backward computation.
  3140. I0805 13:26:38.822213 4776 net.cpp:228] pool2/3x3_s2 does not need backward computation.
  3141. I0805 13:26:38.822222 4776 net.cpp:228] conv2/norm2 does not need backward computation.
  3142. I0805 13:26:38.822232 4776 net.cpp:228] conv2/relu_3x3 does not need backward computation.
  3143. I0805 13:26:38.822239 4776 net.cpp:228] conv2/3x3 does not need backward computation.
  3144. I0805 13:26:38.822253 4776 net.cpp:228] conv2/relu_3x3_reduce does not need backward computation.
  3145. I0805 13:26:38.822263 4776 net.cpp:228] conv2/3x3_reduce does not need backward computation.
  3146. I0805 13:26:38.822271 4776 net.cpp:228] pool1/norm1 does not need backward computation.
  3147. I0805 13:26:38.822279 4776 net.cpp:228] pool1/3x3_s2 does not need backward computation.
  3148. I0805 13:26:38.822289 4776 net.cpp:228] conv1/relu_7x7 does not need backward computation.
  3149. I0805 13:26:38.822297 4776 net.cpp:228] conv1/7x7_s2 does not need backward computation.
  3150. I0805 13:26:38.822306 4776 net.cpp:228] data does not need backward computation.
  3151. I0805 13:26:38.822314 4776 net.cpp:270] This network produces output prob
  3152. I0805 13:26:38.822536 4776 net.cpp:283] Network initialization done.
  3153. I0805 13:26:38.873131 4776 upgrade_proto.cpp:53] Attempting to upgrade input file specified using deprecated V1LayerParameter: /home/sergiev/ssdcaffe/models/bvlc_googlenet/bvlc_googlenet.caffemodel
  3154. I0805 13:26:38.912257 4776 upgrade_proto.cpp:61] Successfully upgraded file specified using deprecated V1LayerParameter
  3155. I0805 13:26:38.912406 4776 net.cpp:761] Ignoring source layer label_data_1_split
  3156. I0805 13:26:38.912900 4776 net.cpp:761] Ignoring source layer loss1/ave_pool
  3157. I0805 13:26:38.912907 4776 net.cpp:761] Ignoring source layer loss1/conv
  3158. I0805 13:26:38.912910 4776 net.cpp:761] Ignoring source layer loss1/relu_conv
  3159. I0805 13:26:38.912912 4776 net.cpp:761] Ignoring source layer loss1/fc
  3160. I0805 13:26:38.912915 4776 net.cpp:761] Ignoring source layer loss1/relu_fc
  3161. I0805 13:26:38.912917 4776 net.cpp:761] Ignoring source layer loss1/drop_fc
  3162. I0805 13:26:38.912920 4776 net.cpp:761] Ignoring source layer loss1/classifier
  3163. I0805 13:26:38.912922 4776 net.cpp:761] Ignoring source layer loss1/loss
  3164. I0805 13:26:38.913619 4776 net.cpp:761] Ignoring source layer loss2/ave_pool
  3165. I0805 13:26:38.913625 4776 net.cpp:761] Ignoring source layer loss2/conv
  3166. I0805 13:26:38.913627 4776 net.cpp:761] Ignoring source layer loss2/relu_conv
  3167. I0805 13:26:38.913630 4776 net.cpp:761] Ignoring source layer loss2/fc
  3168. I0805 13:26:38.913632 4776 net.cpp:761] Ignoring source layer loss2/relu_fc
  3169. I0805 13:26:38.913635 4776 net.cpp:761] Ignoring source layer loss2/drop_fc
  3170. I0805 13:26:38.913637 4776 net.cpp:761] Ignoring source layer loss2/classifier
  3171. I0805 13:26:38.913640 4776 net.cpp:761] Ignoring source layer loss2/loss
  3172. I0805 13:26:38.915750 4776 net.cpp:761] Ignoring source layer loss3/loss3
  3173. [ INFO] [1565000798.919056097]: SSD Detector initialized.
  3174. [ INFO] [1565000799.033240795]: Subscribing to... /pylon_camera_node/image_raw
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