API tools faq
paste
Advertisement
Guest User

Untitled

a guest
Jun 6th, 2018
137
0
Never
Add comment
Not a member of Pastebin yet? Sign Up, it unlocks many cool features!
text 314.41 KB | None | 0 0
raw download clone embed print report
  1. libdc1394 error: Failed to initialize libdc1394
  2. I0606 13:30:29.834102 81 upgrade_proto.cpp:1044] Attempting to upgrade input file specified using deprecated 'solver_type' field (enum)': /jobs/20180606-133028-de13/solver.prototxt
  3. I0606 13:30:29.834412 81 upgrade_proto.cpp:1051] Successfully upgraded file specified using deprecated 'solver_type' field (enum) to 'type' field (string).
  4. W0606 13:30:29.834421 81 upgrade_proto.cpp:1053] Note that future Caffe releases will only support 'type' field (string) for a solver's type.
  5. I0606 13:30:29.976161 81 caffe.cpp:197] Using GPUs 0
  6. I0606 13:30:29.976682 81 caffe.cpp:202] GPU 0: GeForce GTX 950M
  7. I0606 13:30:31.690457 81 solver.cpp:48] Initializing solver from parameters:
  8. test_iter: 1456
  9. test_interval: 1492
  10. base_lr: 2.5e-05
  11. display: 186
  12. max_iter: 14920
  13. lr_policy: "exp"
  14. gamma: 0.99993265
  15. momentum: 0.9
  16. weight_decay: 2.5e-07
  17. snapshot: 1492
  18. snapshot_prefix: "snapshot"
  19. solver_mode: GPU
  20. device_id: 0
  21. net: "train_val.prototxt"
  22. iter_size: 2
  23. type: "Adam"
  24. I0606 13:30:31.690572 81 solver.cpp:91] Creating training net from net file: train_val.prototxt
  25. I0606 13:30:31.693636 81 net.cpp:323] The NetState phase (0) differed from the phase (1) specified by a rule in layer val_data
  26. I0606 13:30:31.693648 81 net.cpp:323] The NetState phase (0) differed from the phase (1) specified by a rule in layer val_label
  27. I0606 13:30:31.693655 81 net.cpp:323] The NetState phase (0) differed from the phase (1) specified by a rule in layer val_transform
  28. I0606 13:30:31.693716 81 net.cpp:323] The NetState phase (0) differed from the phase (1) specified by a rule in layer cluster
  29. I0606 13:30:31.693720 81 net.cpp:323] The NetState phase (0) differed from the phase (1) specified by a rule in layer cluster_gt
  30. I0606 13:30:31.693723 81 net.cpp:323] The NetState phase (0) differed from the phase (1) specified by a rule in layer score
  31. I0606 13:30:31.693727 81 net.cpp:323] The NetState phase (0) differed from the phase (1) specified by a rule in layer mAP
  32. I0606 13:30:31.694576 81 net.cpp:52] Initializing net from parameters:
  33. state {
  34. phase: TRAIN
  35. }
  36. layer {
  37. name: "train_data"
  38. type: "Data"
  39. top: "data"
  40. include {
  41. phase: TRAIN
  42. }
  43. data_param {
  44. source: "/jobs/20180606-131727-8f92/train_db/features"
  45. batch_size: 2
  46. backend: LMDB
  47. }
  48. }
  49. layer {
  50. name: "train_label"
  51. type: "Data"
  52. top: "label"
  53. include {
  54. phase: TRAIN
  55. }
  56. data_param {
  57. source: "/jobs/20180606-131727-8f92/train_db/labels"
  58. batch_size: 2
  59. backend: LMDB
  60. }
  61. }
  62. layer {
  63. name: "train_transform"
  64. type: "DetectNetTransformation"
  65. bottom: "data"
  66. bottom: "label"
  67. top: "transformed_data"
  68. top: "transformed_label"
  69. include {
  70. phase: TRAIN
  71. }
  72. transform_param {
  73. mean_value: 127
  74. }
  75. detectnet_groundtruth_param {
  76. stride: 16
  77. scale_cvg: 0.4
  78. gridbox_type: GRIDBOX_MIN
  79. min_cvg_len: 20
  80. coverage_type: RECTANGULAR
  81. image_size_x: 640
  82. image_size_y: 640
  83. obj_norm: true
  84. crop_bboxes: false
  85. object_class {
  86. src: 1
  87. dst: 0
  88. }
  89. }
  90. detectnet_augmentation_param {
  91. crop_prob: 1
  92. shift_x: 32
  93. shift_y: 32
  94. scale_prob: 0.4
  95. scale_min: 0.8
  96. scale_max: 1.2
  97. flip_prob: 0.5
  98. rotation_prob: 0
  99. max_rotate_degree: 5
  100. hue_rotation_prob: 0.8
  101. hue_rotation: 30
  102. desaturation_prob: 0.8
  103. desaturation_max: 0.8
  104. }
  105. }
  106. layer {
  107. name: "slice-label"
  108. type: "Slice"
  109. bottom: "transformed_label"
  110. top: "foreground-label"
  111. top: "bbox-label"
  112. top: "size-label"
  113. top: "obj-label"
  114. top: "coverage-label"
  115. slice_param {
  116. slice_dim: 1
  117. slice_point: 1
  118. slice_point: 5
  119. slice_point: 7
  120. slice_point: 8
  121. }
  122. }
  123. layer {
  124. name: "coverage-block"
  125. type: "Concat"
  126. bottom: "foreground-label"
  127. bottom: "foreground-label"
  128. bottom: "foreground-label"
  129. bottom: "foreground-label"
  130. top: "coverage-block"
  131. concat_param {
  132. concat_dim: 1
  133. }
  134. }
  135. layer {
  136. name: "size-block"
  137. type: "Concat"
  138. bottom: "size-label"
  139. bottom: "size-label"
  140. top: "size-block"
  141. concat_param {
  142. concat_dim: 1
  143. }
  144. }
  145. layer {
  146. name: "obj-block"
  147. type: "Concat"
  148. bottom: "obj-label"
  149. bottom: "obj-label"
  150. bottom: "obj-label"
  151. bottom: "obj-label"
  152. top: "obj-block"
  153. concat_param {
  154. concat_dim: 1
  155. }
  156. }
  157. layer {
  158. name: "bb-label-norm"
  159. type: "Eltwise"
  160. bottom: "bbox-label"
  161. bottom: "size-block"
  162. top: "bbox-label-norm"
  163. eltwise_param {
  164. operation: PROD
  165. }
  166. }
  167. layer {
  168. name: "bb-obj-norm"
  169. type: "Eltwise"
  170. bottom: "bbox-label-norm"
  171. bottom: "obj-block"
  172. top: "bbox-obj-label-norm"
  173. eltwise_param {
  174. operation: PROD
  175. }
  176. }
  177. layer {
  178. name: "conv1/7x7_s2"
  179. type: "Convolution"
  180. bottom: "transformed_data"
  181. top: "conv1/7x7_s2"
  182. param {
  183. lr_mult: 1
  184. decay_mult: 1
  185. }
  186. param {
  187. lr_mult: 2
  188. decay_mult: 0
  189. }
  190. convolution_param {
  191. num_output: 64
  192. pad: 3
  193. kernel_size: 7
  194. stride: 2
  195. weight_filler {
  196. type: "xavier"
  197. std: 0.1
  198. }
  199. bias_filler {
  200. type: "constant"
  201. value: 0.2
  202. }
  203. }
  204. }
  205. layer {
  206. name: "conv1/relu_7x7"
  207. type: "ReLU"
  208. bottom: "conv1/7x7_s2"
  209. top: "conv1/7x7_s2"
  210. }
  211. layer {
  212. name: "pool1/3x3_s2"
  213. type: "Pooling"
  214. bottom: "conv1/7x7_s2"
  215. top: "pool1/3x3_s2"
  216. pooling_param {
  217. pool: MAX
  218. kernel_size: 3
  219. stride: 2
  220. }
  221. }
  222. layer {
  223. name: "pool1/norm1"
  224. type: "LRN"
  225. bottom: "pool1/3x3_s2"
  226. top: "pool1/norm1"
  227. lrn_param {
  228. local_size: 5
  229. alpha: 0.0001
  230. beta: 0.75
  231. }
  232. }
  233. layer {
  234. name: "conv2/3x3_reduce"
  235. type: "Convolution"
  236. bottom: "pool1/norm1"
  237. top: "conv2/3x3_reduce"
  238. param {
  239. lr_mult: 1
  240. decay_mult: 1
  241. }
  242. param {
  243. lr_mult: 2
  244. decay_mult: 0
  245. }
  246. convolution_param {
  247. num_output: 64
  248. kernel_size: 1
  249. weight_filler {
  250. type: "xavier"
  251. std: 0.1
  252. }
  253. bias_filler {
  254. type: "constant"
  255. value: 0.2
  256. }
  257. }
  258. }
  259. layer {
  260. name: "conv2/relu_3x3_reduce"
  261. type: "ReLU"
  262. bottom: "conv2/3x3_reduce"
  263. top: "conv2/3x3_reduce"
  264. }
  265. layer {
  266. name: "conv2/3x3"
  267. type: "Convolution"
  268. bottom: "conv2/3x3_reduce"
  269. top: "conv2/3x3"
  270. param {
  271. lr_mult: 1
  272. decay_mult: 1
  273. }
  274. param {
  275. lr_mult: 2
  276. decay_mult: 0
  277. }
  278. convolution_param {
  279. num_output: 192
  280. pad: 1
  281. kernel_size: 3
  282. weight_filler {
  283. type: "xavier"
  284. std: 0.03
  285. }
  286. bias_filler {
  287. type: "constant"
  288. value: 0.2
  289. }
  290. }
  291. }
  292. layer {
  293. name: "conv2/relu_3x3"
  294. type: "ReLU"
  295. bottom: "conv2/3x3"
  296. top: "conv2/3x3"
  297. }
  298. layer {
  299. name: "conv2/norm2"
  300. type: "LRN"
  301. bottom: "conv2/3x3"
  302. top: "conv2/norm2"
  303. lrn_param {
  304. local_size: 5
  305. alpha: 0.0001
  306. beta: 0.75
  307. }
  308. }
  309. layer {
  310. name: "pool2/3x3_s2"
  311. type: "Pooling"
  312. bottom: "conv2/norm2"
  313. top: "pool2/3x3_s2"
  314. pooling_param {
  315. pool: MAX
  316. kernel_size: 3
  317. stride: 2
  318. }
  319. }
  320. layer {
  321. name: "inception_3a/1x1"
  322. type: "Convolution"
  323. bottom: "pool2/3x3_s2"
  324. top: "inception_3a/1x1"
  325. param {
  326. lr_mult: 1
  327. decay_mult: 1
  328. }
  329. param {
  330. lr_mult: 2
  331. decay_mult: 0
  332. }
  333. convolution_param {
  334. num_output: 64
  335. kernel_size: 1
  336. weight_filler {
  337. type: "xavier"
  338. std: 0.03
  339. }
  340. bias_filler {
  341. type: "constant"
  342. value: 0.2
  343. }
  344. }
  345. }
  346. layer {
  347. name: "inception_3a/relu_1x1"
  348. type: "ReLU"
  349. bottom: "inception_3a/1x1"
  350. top: "inception_3a/1x1"
  351. }
  352. layer {
  353. name: "inception_3a/3x3_reduce"
  354. type: "Convolution"
  355. bottom: "pool2/3x3_s2"
  356. top: "inception_3a/3x3_reduce"
  357. param {
  358. lr_mult: 1
  359. decay_mult: 1
  360. }
  361. param {
  362. lr_mult: 2
  363. decay_mult: 0
  364. }
  365. convolution_param {
  366. num_output: 96
  367. kernel_size: 1
  368. weight_filler {
  369. type: "xavier"
  370. std: 0.09
  371. }
  372. bias_filler {
  373. type: "constant"
  374. value: 0.2
  375. }
  376. }
  377. }
  378. layer {
  379. name: "inception_3a/relu_3x3_reduce"
  380. type: "ReLU"
  381. bottom: "inception_3a/3x3_reduce"
  382. top: "inception_3a/3x3_reduce"
  383. }
  384. layer {
  385. name: "inception_3a/3x3"
  386. type: "Convolution"
  387. bottom: "inception_3a/3x3_reduce"
  388. top: "inception_3a/3x3"
  389. param {
  390. lr_mult: 1
  391. decay_mult: 1
  392. }
  393. param {
  394. lr_mult: 2
  395. decay_mult: 0
  396. }
  397. convolution_param {
  398. num_output: 128
  399. pad: 1
  400. kernel_size: 3
  401. weight_filler {
  402. type: "xavier"
  403. std: 0.03
  404. }
  405. bias_filler {
  406. type: "constant"
  407. value: 0.2
  408. }
  409. }
  410. }
  411. layer {
  412. name: "inception_3a/relu_3x3"
  413. type: "ReLU"
  414. bottom: "inception_3a/3x3"
  415. top: "inception_3a/3x3"
  416. }
  417. layer {
  418. name: "inception_3a/5x5_reduce"
  419. type: "Convolution"
  420. bottom: "pool2/3x3_s2"
  421. top: "inception_3a/5x5_reduce"
  422. param {
  423. lr_mult: 1
  424. decay_mult: 1
  425. }
  426. param {
  427. lr_mult: 2
  428. decay_mult: 0
  429. }
  430. convolution_param {
  431. num_output: 16
  432. kernel_size: 1
  433. weight_filler {
  434. type: "xavier"
  435. std: 0.2
  436. }
  437. bias_filler {
  438. type: "constant"
  439. value: 0.2
  440. }
  441. }
  442. }
  443. layer {
  444. name: "inception_3a/relu_5x5_reduce"
  445. type: "ReLU"
  446. bottom: "inception_3a/5x5_reduce"
  447. top: "inception_3a/5x5_reduce"
  448. }
  449. layer {
  450. name: "inception_3a/5x5"
  451. type: "Convolution"
  452. bottom: "inception_3a/5x5_reduce"
  453. top: "inception_3a/5x5"
  454. param {
  455. lr_mult: 1
  456. decay_mult: 1
  457. }
  458. param {
  459. lr_mult: 2
  460. decay_mult: 0
  461. }
  462. convolution_param {
  463. num_output: 32
  464. pad: 2
  465. kernel_size: 5
  466. weight_filler {
  467. type: "xavier"
  468. std: 0.03
  469. }
  470. bias_filler {
  471. type: "constant"
  472. value: 0.2
  473. }
  474. }
  475. }
  476. layer {
  477. name: "inception_3a/relu_5x5"
  478. type: "ReLU"
  479. bottom: "inception_3a/5x5"
  480. top: "inception_3a/5x5"
  481. }
  482. layer {
  483. name: "inception_3a/pool"
  484. type: "Pooling"
  485. bottom: "pool2/3x3_s2"
  486. top: "inception_3a/pool"
  487. pooling_param {
  488. pool: MAX
  489. kernel_size: 3
  490. stride: 1
  491. pad: 1
  492. }
  493. }
  494. layer {
  495. name: "inception_3a/pool_proj"
  496. type: "Convolution"
  497. bottom: "inception_3a/pool"
  498. top: "inception_3a/pool_proj"
  499. param {
  500. lr_mult: 1
  501. decay_mult: 1
  502. }
  503. param {
  504. lr_mult: 2
  505. decay_mult: 0
  506. }
  507. convolution_param {
  508. num_output: 32
  509. kernel_size: 1
  510. weight_filler {
  511. type: "xavier"
  512. std: 0.1
  513. }
  514. bias_filler {
  515. type: "constant"
  516. value: 0.2
  517. }
  518. }
  519. }
  520. layer {
  521. name: "inception_3a/relu_pool_proj"
  522. type: "ReLU"
  523. bottom: "inception_3a/pool_proj"
  524. top: "inception_3a/pool_proj"
  525. }
  526. layer {
  527. name: "inception_3a/output"
  528. type: "Concat"
  529. bottom: "inception_3a/1x1"
  530. bottom: "inception_3a/3x3"
  531. bottom: "inception_3a/5x5"
  532. bottom: "inception_3a/pool_proj"
  533. top: "inception_3a/output"
  534. }
  535. layer {
  536. name: "inception_3b/1x1"
  537. type: "Convolution"
  538. bottom: "inception_3a/output"
  539. top: "inception_3b/1x1"
  540. param {
  541. lr_mult: 1
  542. decay_mult: 1
  543. }
  544. param {
  545. lr_mult: 2
  546. decay_mult: 0
  547. }
  548. convolution_param {
  549. num_output: 128
  550. kernel_size: 1
  551. weight_filler {
  552. type: "xavier"
  553. std: 0.03
  554. }
  555. bias_filler {
  556. type: "constant"
  557. value: 0.2
  558. }
  559. }
  560. }
  561. layer {
  562. name: "inception_3b/relu_1x1"
  563. type: "ReLU"
  564. bottom: "inception_3b/1x1"
  565. top: "inception_3b/1x1"
  566. }
  567. layer {
  568. name: "inception_3b/3x3_reduce"
  569. type: "Convolution"
  570. bottom: "inception_3a/output"
  571. top: "inception_3b/3x3_reduce"
  572. param {
  573. lr_mult: 1
  574. decay_mult: 1
  575. }
  576. param {
  577. lr_mult: 2
  578. decay_mult: 0
  579. }
  580. convolution_param {
  581. num_output: 128
  582. kernel_size: 1
  583. weight_filler {
  584. type: "xavier"
  585. std: 0.09
  586. }
  587. bias_filler {
  588. type: "constant"
  589. value: 0.2
  590. }
  591. }
  592. }
  593. layer {
  594. name: "inception_3b/relu_3x3_reduce"
  595. type: "ReLU"
  596. bottom: "inception_3b/3x3_reduce"
  597. top: "inception_3b/3x3_reduce"
  598. }
  599. layer {
  600. name: "inception_3b/3x3"
  601. type: "Convolution"
  602. bottom: "inception_3b/3x3_reduce"
  603. top: "inception_3b/3x3"
  604. param {
  605. lr_mult: 1
  606. decay_mult: 1
  607. }
  608. param {
  609. lr_mult: 2
  610. decay_mult: 0
  611. }
  612. convolution_param {
  613. num_output: 192
  614. pad: 1
  615. kernel_size: 3
  616. weight_filler {
  617. type: "xavier"
  618. std: 0.03
  619. }
  620. bias_filler {
  621. type: "constant"
  622. value: 0.2
  623. }
  624. }
  625. }
  626. layer {
  627. name: "inception_3b/relu_3x3"
  628. type: "ReLU"
  629. bottom: "inception_3b/3x3"
  630. top: "inception_3b/3x3"
  631. }
  632. layer {
  633. name: "inception_3b/5x5_reduce"
  634. type: "Convolution"
  635. bottom: "inception_3a/output"
  636. top: "inception_3b/5x5_reduce"
  637. param {
  638. lr_mult: 1
  639. decay_mult: 1
  640. }
  641. param {
  642. lr_mult: 2
  643. decay_mult: 0
  644. }
  645. convolution_param {
  646. num_output: 32
  647. kernel_size: 1
  648. weight_filler {
  649. type: "xavier"
  650. std: 0.2
  651. }
  652. bias_filler {
  653. type: "constant"
  654. value: 0.2
  655. }
  656. }
  657. }
  658. layer {
  659. name: "inception_3b/relu_5x5_reduce"
  660. type: "ReLU"
  661. bottom: "inception_3b/5x5_reduce"
  662. top: "inception_3b/5x5_reduce"
  663. }
  664. layer {
  665. name: "inception_3b/5x5"
  666. type: "Convolution"
  667. bottom: "inception_3b/5x5_reduce"
  668. top: "inception_3b/5x5"
  669. param {
  670. lr_mult: 1
  671. decay_mult: 1
  672. }
  673. param {
  674. lr_mult: 2
  675. decay_mult: 0
  676. }
  677. convolution_param {
  678. num_output: 96
  679. pad: 2
  680. kernel_size: 5
  681. weight_filler {
  682. type: "xavier"
  683. std: 0.03
  684. }
  685. bias_filler {
  686. type: "constant"
  687. value: 0.2
  688. }
  689. }
  690. }
  691. layer {
  692. name: "inception_3b/relu_5x5"
  693. type: "ReLU"
  694. bottom: "inception_3b/5x5"
  695. top: "inception_3b/5x5"
  696. }
  697. layer {
  698. name: "inception_3b/pool"
  699. type: "Pooling"
  700. bottom: "inception_3a/output"
  701. top: "inception_3b/pool"
  702. pooling_param {
  703. pool: MAX
  704. kernel_size: 3
  705. stride: 1
  706. pad: 1
  707. }
  708. }
  709. layer {
  710. name: "inception_3b/pool_proj"
  711. type: "Convolution"
  712. bottom: "inception_3b/pool"
  713. top: "inception_3b/pool_proj"
  714. param {
  715. lr_mult: 1
  716. decay_mult: 1
  717. }
  718. param {
  719. lr_mult: 2
  720. decay_mult: 0
  721. }
  722. convolution_param {
  723. num_output: 64
  724. kernel_size: 1
  725. weight_filler {
  726. type: "xavier"
  727. std: 0.1
  728. }
  729. bias_filler {
  730. type: "constant"
  731. value: 0.2
  732. }
  733. }
  734. }
  735. layer {
  736. name: "inception_3b/relu_pool_proj"
  737. type: "ReLU"
  738. bottom: "inception_3b/pool_proj"
  739. top: "inception_3b/pool_proj"
  740. }
  741. layer {
  742. name: "inception_3b/output"
  743. type: "Concat"
  744. bottom: "inception_3b/1x1"
  745. bottom: "inception_3b/3x3"
  746. bottom: "inception_3b/5x5"
  747. bottom: "inception_3b/pool_proj"
  748. top: "inception_3b/output"
  749. }
  750. layer {
  751. name: "pool3/3x3_s2"
  752. type: "Pooling"
  753. bottom: "inception_3b/output"
  754. top: "pool3/3x3_s2"
  755. pooling_param {
  756. pool: MAX
  757. kernel_size: 3
  758. stride: 2
  759. }
  760. }
  761. layer {
  762. name: "inception_4a/1x1"
  763. type: "Convolution"
  764. bottom: "pool3/3x3_s2"
  765. top: "inception_4a/1x1"
  766. param {
  767. lr_mult: 1
  768. decay_mult: 1
  769. }
  770. param {
  771. lr_mult: 2
  772. decay_mult: 0
  773. }
  774. convolution_param {
  775. num_output: 192
  776. kernel_size: 1
  777. weight_filler {
  778. type: "xavier"
  779. std: 0.03
  780. }
  781. bias_filler {
  782. type: "constant"
  783. value: 0.2
  784. }
  785. }
  786. }
  787. layer {
  788. name: "inception_4a/relu_1x1"
  789. type: "ReLU"
  790. bottom: "inception_4a/1x1"
  791. top: "inception_4a/1x1"
  792. }
  793. layer {
  794. name: "inception_4a/3x3_reduce"
  795. type: "Convolution"
  796. bottom: "pool3/3x3_s2"
  797. top: "inception_4a/3x3_reduce"
  798. param {
  799. lr_mult: 1
  800. decay_mult: 1
  801. }
  802. param {
  803. lr_mult: 2
  804. decay_mult: 0
  805. }
  806. convolution_param {
  807. num_output: 96
  808. kernel_size: 1
  809. weight_filler {
  810. type: "xavier"
  811. std: 0.09
  812. }
  813. bias_filler {
  814. type: "constant"
  815. value: 0.2
  816. }
  817. }
  818. }
  819. layer {
  820. name: "inception_4a/relu_3x3_reduce"
  821. type: "ReLU"
  822. bottom: "inception_4a/3x3_reduce"
  823. top: "inception_4a/3x3_reduce"
  824. }
  825. layer {
  826. name: "inception_4a/3x3"
  827. type: "Convolution"
  828. bottom: "inception_4a/3x3_reduce"
  829. top: "inception_4a/3x3"
  830. param {
  831. lr_mult: 1
  832. decay_mult: 1
  833. }
  834. param {
  835. lr_mult: 2
  836. decay_mult: 0
  837. }
  838. convolution_param {
  839. num_output: 208
  840. pad: 1
  841. kernel_size: 3
  842. weight_filler {
  843. type: "xavier"
  844. std: 0.03
  845. }
  846. bias_filler {
  847. type: "constant"
  848. value: 0.2
  849. }
  850. }
  851. }
  852. layer {
  853. name: "inception_4a/relu_3x3"
  854. type: "ReLU"
  855. bottom: "inception_4a/3x3"
  856. top: "inception_4a/3x3"
  857. }
  858. layer {
  859. name: "inception_4a/5x5_reduce"
  860. type: "Convolution"
  861. bottom: "pool3/3x3_s2"
  862. top: "inception_4a/5x5_reduce"
  863. param {
  864. lr_mult: 1
  865. decay_mult: 1
  866. }
  867. param {
  868. lr_mult: 2
  869. decay_mult: 0
  870. }
  871. convolution_param {
  872. num_output: 16
  873. kernel_size: 1
  874. weight_filler {
  875. type: "xavier"
  876. std: 0.2
  877. }
  878. bias_filler {
  879. type: "constant"
  880. value: 0.2
  881. }
  882. }
  883. }
  884. layer {
  885. name: "inception_4a/relu_5x5_reduce"
  886. type: "ReLU"
  887. bottom: "inception_4a/5x5_reduce"
  888. top: "inception_4a/5x5_reduce"
  889. }
  890. layer {
  891. name: "inception_4a/5x5"
  892. type: "Convolution"
  893. bottom: "inception_4a/5x5_reduce"
  894. top: "inception_4a/5x5"
  895. param {
  896. lr_mult: 1
  897. decay_mult: 1
  898. }
  899. param {
  900. lr_mult: 2
  901. decay_mult: 0
  902. }
  903. convolution_param {
  904. num_output: 48
  905. pad: 2
  906. kernel_size: 5
  907. weight_filler {
  908. type: "xavier"
  909. std: 0.03
  910. }
  911. bias_filler {
  912. type: "constant"
  913. value: 0.2
  914. }
  915. }
  916. }
  917. layer {
  918. name: "inception_4a/relu_5x5"
  919. type: "ReLU"
  920. bottom: "inception_4a/5x5"
  921. top: "inception_4a/5x5"
  922. }
  923. layer {
  924. name: "inception_4a/pool"
  925. type: "Pooling"
  926. bottom: "pool3/3x3_s2"
  927. top: "inception_4a/pool"
  928. pooling_param {
  929. pool: MAX
  930. kernel_size: 3
  931. stride: 1
  932. pad: 1
  933. }
  934. }
  935. layer {
  936. name: "inception_4a/pool_proj"
  937. type: "Convolution"
  938. bottom: "inception_4a/pool"
  939. top: "inception_4a/pool_proj"
  940. param {
  941. lr_mult: 1
  942. decay_mult: 1
  943. }
  944. param {
  945. lr_mult: 2
  946. decay_mult: 0
  947. }
  948. convolution_param {
  949. num_output: 64
  950. kernel_size: 1
  951. weight_filler {
  952. type: "xavier"
  953. std: 0.1
  954. }
  955. bias_filler {
  956. type: "constant"
  957. value: 0.2
  958. }
  959. }
  960. }
  961. layer {
  962. name: "inception_4a/relu_pool_proj"
  963. type: "ReLU"
  964. bottom: "inception_4a/pool_proj"
  965. top: "inception_4a/pool_proj"
  966. }
  967. layer {
  968. name: "inception_4a/output"
  969. type: "Concat"
  970. bottom: "inception_4a/1x1"
  971. bottom: "inception_4a/3x3"
  972. bottom: "inception_4a/5x5"
  973. bottom: "inception_4a/pool_proj"
  974. top: "inception_4a/output"
  975. }
  976. layer {
  977. name: "inception_4b/1x1"
  978. type: "Convolution"
  979. bottom: "inception_4a/output"
  980. top: "inception_4b/1x1"
  981. param {
  982. lr_mult: 1
  983. decay_mult: 1
  984. }
  985. param {
  986. lr_mult: 2
  987. decay_mult: 0
  988. }
  989. convolution_param {
  990. num_output: 160
  991. kernel_size: 1
  992. weight_filler {
  993. type: "xavier"
  994. std: 0.03
  995. }
  996. bias_filler {
  997. type: "constant"
  998. value: 0.2
  999. }
  1000. }
  1001. }
  1002. layer {
  1003. name: "inception_4b/relu_1x1"
  1004. type: "ReLU"
  1005. bottom: "inception_4b/1x1"
  1006. top: "inception_4b/1x1"
  1007. }
  1008. layer {
  1009. name: "inception_4b/3x3_reduce"
  1010. type: "Convolution"
  1011. bottom: "inception_4a/output"
  1012. top: "inception_4b/3x3_reduce"
  1013. param {
  1014. lr_mult: 1
  1015. decay_mult: 1
  1016. }
  1017. param {
  1018. lr_mult: 2
  1019. decay_mult: 0
  1020. }
  1021. convolution_param {
  1022. num_output: 112
  1023. kernel_size: 1
  1024. weight_filler {
  1025. type: "xavier"
  1026. std: 0.09
  1027. }
  1028. bias_filler {
  1029. type: "constant"
  1030. value: 0.2
  1031. }
  1032. }
  1033. }
  1034. layer {
  1035. name: "inception_4b/relu_3x3_reduce"
  1036. type: "ReLU"
  1037. bottom: "inception_4b/3x3_reduce"
  1038. top: "inception_4b/3x3_reduce"
  1039. }
  1040. layer {
  1041. name: "inception_4b/3x3"
  1042. type: "Convolution"
  1043. bottom: "inception_4b/3x3_reduce"
  1044. top: "inception_4b/3x3"
  1045. param {
  1046. lr_mult: 1
  1047. decay_mult: 1
  1048. }
  1049. param {
  1050. lr_mult: 2
  1051. decay_mult: 0
  1052. }
  1053. convolution_param {
  1054. num_output: 224
  1055. pad: 1
  1056. kernel_size: 3
  1057. weight_filler {
  1058. type: "xavier"
  1059. std: 0.03
  1060. }
  1061. bias_filler {
  1062. type: "constant"
  1063. value: 0.2
  1064. }
  1065. }
  1066. }
  1067. layer {
  1068. name: "inception_4b/relu_3x3"
  1069. type: "ReLU"
  1070. bottom: "inception_4b/3x3"
  1071. top: "inception_4b/3x3"
  1072. }
  1073. layer {
  1074. name: "inception_4b/5x5_reduce"
  1075. type: "Convolution"
  1076. bottom: "inception_4a/output"
  1077. top: "inception_4b/5x5_reduce"
  1078. param {
  1079. lr_mult: 1
  1080. decay_mult: 1
  1081. }
  1082. param {
  1083. lr_mult: 2
  1084. decay_mult: 0
  1085. }
  1086. convolution_param {
  1087. num_output: 24
  1088. kernel_size: 1
  1089. weight_filler {
  1090. type: "xavier"
  1091. std: 0.2
  1092. }
  1093. bias_filler {
  1094. type: "constant"
  1095. value: 0.2
  1096. }
  1097. }
  1098. }
  1099. layer {
  1100. name: "inception_4b/relu_5x5_reduce"
  1101. type: "ReLU"
  1102. bottom: "inception_4b/5x5_reduce"
  1103. top: "inception_4b/5x5_reduce"
  1104. }
  1105. layer {
  1106. name: "inception_4b/5x5"
  1107. type: "Convolution"
  1108. bottom: "inception_4b/5x5_reduce"
  1109. top: "inception_4b/5x5"
  1110. param {
  1111. lr_mult: 1
  1112. decay_mult: 1
  1113. }
  1114. param {
  1115. lr_mult: 2
  1116. decay_mult: 0
  1117. }
  1118. convolution_param {
  1119. num_output: 64
  1120. pad: 2
  1121. kernel_size: 5
  1122. weight_filler {
  1123. type: "xavier"
  1124. std: 0.03
  1125. }
  1126. bias_filler {
  1127. type: "constant"
  1128. value: 0.2
  1129. }
  1130. }
  1131. }
  1132. layer {
  1133. name: "inception_4b/relu_5x5"
  1134. type: "ReLU"
  1135. bottom: "inception_4b/5x5"
  1136. top: "inception_4b/5x5"
  1137. }
  1138. layer {
  1139. name: "inception_4b/pool"
  1140. type: "Pooling"
  1141. bottom: "inception_4a/output"
  1142. top: "inception_4b/pool"
  1143. pooling_param {
  1144. pool: MAX
  1145. kernel_size: 3
  1146. stride: 1
  1147. pad: 1
  1148. }
  1149. }
  1150. layer {
  1151. name: "inception_4b/pool_proj"
  1152. type: "Convolution"
  1153. bottom: "inception_4b/pool"
  1154. top: "inception_4b/pool_proj"
  1155. param {
  1156. lr_mult: 1
  1157. decay_mult: 1
  1158. }
  1159. param {
  1160. lr_mult: 2
  1161. decay_mult: 0
  1162. }
  1163. convolution_param {
  1164. num_output: 64
  1165. kernel_size: 1
  1166. weight_filler {
  1167. type: "xavier"
  1168. std: 0.1
  1169. }
  1170. bias_filler {
  1171. type: "constant"
  1172. value: 0.2
  1173. }
  1174. }
  1175. }
  1176. layer {
  1177. name: "inception_4b/relu_pool_proj"
  1178. type: "ReLU"
  1179. bottom: "inception_4b/pool_proj"
  1180. top: "inception_4b/pool_proj"
  1181. }
  1182. layer {
  1183. name: "inception_4b/output"
  1184. type: "Concat"
  1185. bottom: "inception_4b/1x1"
  1186. bottom: "inception_4b/3x3"
  1187. bottom: "inception_4b/5x5"
  1188. bottom: "inception_4b/pool_proj"
  1189. top: "inception_4b/output"
  1190. }
  1191. layer {
  1192. name: "inception_4c/1x1"
  1193. type: "Convolution"
  1194. bottom: "inception_4b/output"
  1195. top: "inception_4c/1x1"
  1196. param {
  1197. lr_mult: 1
  1198. decay_mult: 1
  1199. }
  1200. param {
  1201. lr_mult: 2
  1202. decay_mult: 0
  1203. }
  1204. convolution_param {
  1205. num_output: 128
  1206. kernel_size: 1
  1207. weight_filler {
  1208. type: "xavier"
  1209. std: 0.03
  1210. }
  1211. bias_filler {
  1212. type: "constant"
  1213. value: 0.2
  1214. }
  1215. }
  1216. }
  1217. layer {
  1218. name: "inception_4c/relu_1x1"
  1219. type: "ReLU"
  1220. bottom: "inception_4c/1x1"
  1221. top: "inception_4c/1x1"
  1222. }
  1223. layer {
  1224. name: "inception_4c/3x3_reduce"
  1225. type: "Convolution"
  1226. bottom: "inception_4b/output"
  1227. top: "inception_4c/3x3_reduce"
  1228. param {
  1229. lr_mult: 1
  1230. decay_mult: 1
  1231. }
  1232. param {
  1233. lr_mult: 2
  1234. decay_mult: 0
  1235. }
  1236. convolution_param {
  1237. num_output: 128
  1238. kernel_size: 1
  1239. weight_filler {
  1240. type: "xavier"
  1241. std: 0.09
  1242. }
  1243. bias_filler {
  1244. type: "constant"
  1245. value: 0.2
  1246. }
  1247. }
  1248. }
  1249. layer {
  1250. name: "inception_4c/relu_3x3_reduce"
  1251. type: "ReLU"
  1252. bottom: "inception_4c/3x3_reduce"
  1253. top: "inception_4c/3x3_reduce"
  1254. }
  1255. layer {
  1256. name: "inception_4c/3x3"
  1257. type: "Convolution"
  1258. bottom: "inception_4c/3x3_reduce"
  1259. top: "inception_4c/3x3"
  1260. param {
  1261. lr_mult: 1
  1262. decay_mult: 1
  1263. }
  1264. param {
  1265. lr_mult: 2
  1266. decay_mult: 0
  1267. }
  1268. convolution_param {
  1269. num_output: 256
  1270. pad: 1
  1271. kernel_size: 3
  1272. weight_filler {
  1273. type: "xavier"
  1274. std: 0.03
  1275. }
  1276. bias_filler {
  1277. type: "constant"
  1278. value: 0.2
  1279. }
  1280. }
  1281. }
  1282. layer {
  1283. name: "inception_4c/relu_3x3"
  1284. type: "ReLU"
  1285. bottom: "inception_4c/3x3"
  1286. top: "inception_4c/3x3"
  1287. }
  1288. layer {
  1289. name: "inception_4c/5x5_reduce"
  1290. type: "Convolution"
  1291. bottom: "inception_4b/output"
  1292. top: "inception_4c/5x5_reduce"
  1293. param {
  1294. lr_mult: 1
  1295. decay_mult: 1
  1296. }
  1297. param {
  1298. lr_mult: 2
  1299. decay_mult: 0
  1300. }
  1301. convolution_param {
  1302. num_output: 24
  1303. kernel_size: 1
  1304. weight_filler {
  1305. type: "xavier"
  1306. std: 0.2
  1307. }
  1308. bias_filler {
  1309. type: "constant"
  1310. value: 0.2
  1311. }
  1312. }
  1313. }
  1314. layer {
  1315. name: "inception_4c/relu_5x5_reduce"
  1316. type: "ReLU"
  1317. bottom: "inception_4c/5x5_reduce"
  1318. top: "inception_4c/5x5_reduce"
  1319. }
  1320. layer {
  1321. name: "inception_4c/5x5"
  1322. type: "Convolution"
  1323. bottom: "inception_4c/5x5_reduce"
  1324. top: "inception_4c/5x5"
  1325. param {
  1326. lr_mult: 1
  1327. decay_mult: 1
  1328. }
  1329. param {
  1330. lr_mult: 2
  1331. decay_mult: 0
  1332. }
  1333. convolution_param {
  1334. num_output: 64
  1335. pad: 2
  1336. kernel_size: 5
  1337. weight_filler {
  1338. type: "xavier"
  1339. std: 0.03
  1340. }
  1341. bias_filler {
  1342. type: "constant"
  1343. value: 0.2
  1344. }
  1345. }
  1346. }
  1347. layer {
  1348. name: "inception_4c/relu_5x5"
  1349. type: "ReLU"
  1350. bottom: "inception_4c/5x5"
  1351. top: "inception_4c/5x5"
  1352. }
  1353. layer {
  1354. name: "inception_4c/pool"
  1355. type: "Pooling"
  1356. bottom: "inception_4b/output"
  1357. top: "inception_4c/pool"
  1358. pooling_param {
  1359. pool: MAX
  1360. kernel_size: 3
  1361. stride: 1
  1362. pad: 1
  1363. }
  1364. }
  1365. layer {
  1366. name: "inception_4c/pool_proj"
  1367. type: "Convolution"
  1368. bottom: "inception_4c/pool"
  1369. top: "inception_4c/pool_proj"
  1370. param {
  1371. lr_mult: 1
  1372. decay_mult: 1
  1373. }
  1374. param {
  1375. lr_mult: 2
  1376. decay_mult: 0
  1377. }
  1378. convolution_param {
  1379. num_output: 64
  1380. kernel_size: 1
  1381. weight_filler {
  1382. type: "xavier"
  1383. std: 0.1
  1384. }
  1385. bias_filler {
  1386. type: "constant"
  1387. value: 0.2
  1388. }
  1389. }
  1390. }
  1391. layer {
  1392. name: "inception_4c/relu_pool_proj"
  1393. type: "ReLU"
  1394. bottom: "inception_4c/pool_proj"
  1395. top: "inception_4c/pool_proj"
  1396. }
  1397. layer {
  1398. name: "inception_4c/output"
  1399. type: "Concat"
  1400. bottom: "inception_4c/1x1"
  1401. bottom: "inception_4c/3x3"
  1402. bottom: "inception_4c/5x5"
  1403. bottom: "inception_4c/pool_proj"
  1404. top: "inception_4c/output"
  1405. }
  1406. layer {
  1407. name: "inception_4d/1x1"
  1408. type: "Convolution"
  1409. bottom: "inception_4c/output"
  1410. top: "inception_4d/1x1"
  1411. param {
  1412. lr_mult: 1
  1413. decay_mult: 1
  1414. }
  1415. param {
  1416. lr_mult: 2
  1417. decay_mult: 0
  1418. }
  1419. convolution_param {
  1420. num_output: 112
  1421. kernel_size: 1
  1422. weight_filler {
  1423. type: "xavier"
  1424. std: 0.1
  1425. }
  1426. bias_filler {
  1427. type: "constant"
  1428. value: 0.2
  1429. }
  1430. }
  1431. }
  1432. layer {
  1433. name: "inception_4d/relu_1x1"
  1434. type: "ReLU"
  1435. bottom: "inception_4d/1x1"
  1436. top: "inception_4d/1x1"
  1437. }
  1438. layer {
  1439. name: "inception_4d/3x3_reduce"
  1440. type: "Convolution"
  1441. bottom: "inception_4c/output"
  1442. top: "inception_4d/3x3_reduce"
  1443. param {
  1444. lr_mult: 1
  1445. decay_mult: 1
  1446. }
  1447. param {
  1448. lr_mult: 2
  1449. decay_mult: 0
  1450. }
  1451. convolution_param {
  1452. num_output: 144
  1453. kernel_size: 1
  1454. weight_filler {
  1455. type: "xavier"
  1456. std: 0.1
  1457. }
  1458. bias_filler {
  1459. type: "constant"
  1460. value: 0.2
  1461. }
  1462. }
  1463. }
  1464. layer {
  1465. name: "inception_4d/relu_3x3_reduce"
  1466. type: "ReLU"
  1467. bottom: "inception_4d/3x3_reduce"
  1468. top: "inception_4d/3x3_reduce"
  1469. }
  1470. layer {
  1471. name: "inception_4d/3x3"
  1472. type: "Convolution"
  1473. bottom: "inception_4d/3x3_reduce"
  1474. top: "inception_4d/3x3"
  1475. param {
  1476. lr_mult: 1
  1477. decay_mult: 1
  1478. }
  1479. param {
  1480. lr_mult: 2
  1481. decay_mult: 0
  1482. }
  1483. convolution_param {
  1484. num_output: 288
  1485. pad: 1
  1486. kernel_size: 3
  1487. weight_filler {
  1488. type: "xavier"
  1489. std: 0.1
  1490. }
  1491. bias_filler {
  1492. type: "constant"
  1493. value: 0.2
  1494. }
  1495. }
  1496. }
  1497. layer {
  1498. name: "inception_4d/relu_3x3"
  1499. type: "ReLU"
  1500. bottom: "inception_4d/3x3"
  1501. top: "inception_4d/3x3"
  1502. }
  1503. layer {
  1504. name: "inception_4d/5x5_reduce"
  1505. type: "Convolution"
  1506. bottom: "inception_4c/output"
  1507. top: "inception_4d/5x5_reduce"
  1508. param {
  1509. lr_mult: 1
  1510. decay_mult: 1
  1511. }
  1512. param {
  1513. lr_mult: 2
  1514. decay_mult: 0
  1515. }
  1516. convolution_param {
  1517. num_output: 32
  1518. kernel_size: 1
  1519. weight_filler {
  1520. type: "xavier"
  1521. std: 0.1
  1522. }
  1523. bias_filler {
  1524. type: "constant"
  1525. value: 0.2
  1526. }
  1527. }
  1528. }
  1529. layer {
  1530. name: "inception_4d/relu_5x5_reduce"
  1531. type: "ReLU"
  1532. bottom: "inception_4d/5x5_reduce"
  1533. top: "inception_4d/5x5_reduce"
  1534. }
  1535. layer {
  1536. name: "inception_4d/5x5"
  1537. type: "Convolution"
  1538. bottom: "inception_4d/5x5_reduce"
  1539. top: "inception_4d/5x5"
  1540. param {
  1541. lr_mult: 1
  1542. decay_mult: 1
  1543. }
  1544. param {
  1545. lr_mult: 2
  1546. decay_mult: 0
  1547. }
  1548. convolution_param {
  1549. num_output: 64
  1550. pad: 2
  1551. kernel_size: 5
  1552. weight_filler {
  1553. type: "xavier"
  1554. std: 0.1
  1555. }
  1556. bias_filler {
  1557. type: "constant"
  1558. value: 0.2
  1559. }
  1560. }
  1561. }
  1562. layer {
  1563. name: "inception_4d/relu_5x5"
  1564. type: "ReLU"
  1565. bottom: "inception_4d/5x5"
  1566. top: "inception_4d/5x5"
  1567. }
  1568. layer {
  1569. name: "inception_4d/pool"
  1570. type: "Pooling"
  1571. bottom: "inception_4c/output"
  1572. top: "inception_4d/pool"
  1573. pooling_param {
  1574. pool: MAX
  1575. kernel_size: 3
  1576. stride: 1
  1577. pad: 1
  1578. }
  1579. }
  1580. layer {
  1581. name: "inception_4d/pool_proj"
  1582. type: "Convolution"
  1583. bottom: "inception_4d/pool"
  1584. top: "inception_4d/pool_proj"
  1585. param {
  1586. lr_mult: 1
  1587. decay_mult: 1
  1588. }
  1589. param {
  1590. lr_mult: 2
  1591. decay_mult: 0
  1592. }
  1593. convolution_param {
  1594. num_output: 64
  1595. kernel_size: 1
  1596. weight_filler {
  1597. type: "xavier"
  1598. std: 0.1
  1599. }
  1600. bias_filler {
  1601. type: "constant"
  1602. value: 0.2
  1603. }
  1604. }
  1605. }
  1606. layer {
  1607. name: "inception_4d/relu_pool_proj"
  1608. type: "ReLU"
  1609. bottom: "inception_4d/pool_proj"
  1610. top: "inception_4d/pool_proj"
  1611. }
  1612. layer {
  1613. name: "inception_4d/output"
  1614. type: "Concat"
  1615. bottom: "inception_4d/1x1"
  1616. bottom: "inception_4d/3x3"
  1617. bottom: "inception_4d/5x5"
  1618. bottom: "inception_4d/pool_proj"
  1619. top: "inception_4d/output"
  1620. }
  1621. layer {
  1622. name: "inception_4e/1x1"
  1623. type: "Convolution"
  1624. bottom: "inception_4d/output"
  1625. top: "inception_4e/1x1"
  1626. param {
  1627. lr_mult: 1
  1628. decay_mult: 1
  1629. }
  1630. param {
  1631. lr_mult: 2
  1632. decay_mult: 0
  1633. }
  1634. convolution_param {
  1635. num_output: 256
  1636. kernel_size: 1
  1637. weight_filler {
  1638. type: "xavier"
  1639. std: 0.03
  1640. }
  1641. bias_filler {
  1642. type: "constant"
  1643. value: 0.2
  1644. }
  1645. }
  1646. }
  1647. layer {
  1648. name: "inception_4e/relu_1x1"
  1649. type: "ReLU"
  1650. bottom: "inception_4e/1x1"
  1651. top: "inception_4e/1x1"
  1652. }
  1653. layer {
  1654. name: "inception_4e/3x3_reduce"
  1655. type: "Convolution"
  1656. bottom: "inception_4d/output"
  1657. top: "inception_4e/3x3_reduce"
  1658. param {
  1659. lr_mult: 1
  1660. decay_mult: 1
  1661. }
  1662. param {
  1663. lr_mult: 2
  1664. decay_mult: 0
  1665. }
  1666. convolution_param {
  1667. num_output: 160
  1668. kernel_size: 1
  1669. weight_filler {
  1670. type: "xavier"
  1671. std: 0.09
  1672. }
  1673. bias_filler {
  1674. type: "constant"
  1675. value: 0.2
  1676. }
  1677. }
  1678. }
  1679. layer {
  1680. name: "inception_4e/relu_3x3_reduce"
  1681. type: "ReLU"
  1682. bottom: "inception_4e/3x3_reduce"
  1683. top: "inception_4e/3x3_reduce"
  1684. }
  1685. layer {
  1686. name: "inception_4e/3x3"
  1687. type: "Convolution"
  1688. bottom: "inception_4e/3x3_reduce"
  1689. top: "inception_4e/3x3"
  1690. param {
  1691. lr_mult: 1
  1692. decay_mult: 1
  1693. }
  1694. param {
  1695. lr_mult: 2
  1696. decay_mult: 0
  1697. }
  1698. convolution_param {
  1699. num_output: 320
  1700. pad: 1
  1701. kernel_size: 3
  1702. weight_filler {
  1703. type: "xavier"
  1704. std: 0.03
  1705. }
  1706. bias_filler {
  1707. type: "constant"
  1708. value: 0.2
  1709. }
  1710. }
  1711. }
  1712. layer {
  1713. name: "inception_4e/relu_3x3"
  1714. type: "ReLU"
  1715. bottom: "inception_4e/3x3"
  1716. top: "inception_4e/3x3"
  1717. }
  1718. layer {
  1719. name: "inception_4e/5x5_reduce"
  1720. type: "Convolution"
  1721. bottom: "inception_4d/output"
  1722. top: "inception_4e/5x5_reduce"
  1723. param {
  1724. lr_mult: 1
  1725. decay_mult: 1
  1726. }
  1727. param {
  1728. lr_mult: 2
  1729. decay_mult: 0
  1730. }
  1731. convolution_param {
  1732. num_output: 32
  1733. kernel_size: 1
  1734. weight_filler {
  1735. type: "xavier"
  1736. std: 0.2
  1737. }
  1738. bias_filler {
  1739. type: "constant"
  1740. value: 0.2
  1741. }
  1742. }
  1743. }
  1744. layer {
  1745. name: "inception_4e/relu_5x5_reduce"
  1746. type: "ReLU"
  1747. bottom: "inception_4e/5x5_reduce"
  1748. top: "inception_4e/5x5_reduce"
  1749. }
  1750. layer {
  1751. name: "inception_4e/5x5"
  1752. type: "Convolution"
  1753. bottom: "inception_4e/5x5_reduce"
  1754. top: "inception_4e/5x5"
  1755. param {
  1756. lr_mult: 1
  1757. decay_mult: 1
  1758. }
  1759. param {
  1760. lr_mult: 2
  1761. decay_mult: 0
  1762. }
  1763. convolution_param {
  1764. num_output: 128
  1765. pad: 2
  1766. kernel_size: 5
  1767. weight_filler {
  1768. type: "xavier"
  1769. std: 0.03
  1770. }
  1771. bias_filler {
  1772. type: "constant"
  1773. value: 0.2
  1774. }
  1775. }
  1776. }
  1777. layer {
  1778. name: "inception_4e/relu_5x5"
  1779. type: "ReLU"
  1780. bottom: "inception_4e/5x5"
  1781. top: "inception_4e/5x5"
  1782. }
  1783. layer {
  1784. name: "inception_4e/pool"
  1785. type: "Pooling"
  1786. bottom: "inception_4d/output"
  1787. top: "inception_4e/pool"
  1788. pooling_param {
  1789. pool: MAX
  1790. kernel_size: 3
  1791. stride: 1
  1792. pad: 1
  1793. }
  1794. }
  1795. layer {
  1796. name: "inception_4e/pool_proj"
  1797. type: "Convolution"
  1798. bottom: "inception_4e/pool"
  1799. top: "inception_4e/pool_proj"
  1800. param {
  1801. lr_mult: 1
  1802. decay_mult: 1
  1803. }
  1804. param {
  1805. lr_mult: 2
  1806. decay_mult: 0
  1807. }
  1808. convolution_param {
  1809. num_output: 128
  1810. kernel_size: 1
  1811. weight_filler {
  1812. type: "xavier"
  1813. std: 0.1
  1814. }
  1815. bias_filler {
  1816. type: "constant"
  1817. value: 0.2
  1818. }
  1819. }
  1820. }
  1821. layer {
  1822. name: "inception_4e/relu_pool_proj"
  1823. type: "ReLU"
  1824. bottom: "inception_4e/pool_proj"
  1825. top: "inception_4e/pool_proj"
  1826. }
  1827. layer {
  1828. name: "inception_4e/output"
  1829. type: "Concat"
  1830. bottom:
  1831. I0606 13:30:31.695185 81 layer_factory.hpp:77] Creating layer train_data
  1832. I0606 13:30:31.695500 81 net.cpp:94] Creating Layer train_data
  1833. I0606 13:30:31.695514 81 net.cpp:409] train_data -> data
  1834. I0606 13:30:31.714972 86 db_lmdb.cpp:35] Opened lmdb /jobs/20180606-131727-8f92/train_db/features
  1835. I0606 13:30:31.740322 81 data_layer.cpp:78] ReshapePrefetch 2, 3, 640, 640
  1836. I0606 13:30:31.740372 81 data_layer.cpp:83] output data size: 2,3,640,640
  1837. I0606 13:30:31.773316 81 net.cpp:144] Setting up train_data
  1838. I0606 13:30:31.773339 81 net.cpp:151] Top shape: 2 3 640 640 (2457600)
  1839. I0606 13:30:31.773344 81 net.cpp:159] Memory required for data: 9830400
  1840. I0606 13:30:31.773353 81 layer_factory.hpp:77] Creating layer train_label
  1841. I0606 13:30:31.773543 81 net.cpp:94] Creating Layer train_label
  1842. I0606 13:30:31.773552 81 net.cpp:409] train_label -> label
  1843. I0606 13:30:31.775809 92 db_lmdb.cpp:35] Opened lmdb /jobs/20180606-131727-8f92/train_db/labels
  1844. I0606 13:30:31.796880 81 data_layer.cpp:78] ReshapePrefetch 2, 1, 94, 16
  1845. I0606 13:30:31.796962 81 data_layer.cpp:83] output data size: 2,1,94,16
  1846. I0606 13:30:31.798125 81 net.cpp:144] Setting up train_label
  1847. I0606 13:30:31.798142 81 net.cpp:151] Top shape: 2 1 94 16 (3008)
  1848. I0606 13:30:31.798148 81 net.cpp:159] Memory required for data: 9842432
  1849. I0606 13:30:31.798154 81 layer_factory.hpp:77] Creating layer train_transform
  1850. I0606 13:30:31.798187 81 net.cpp:94] Creating Layer train_transform
  1851. I0606 13:30:31.798193 81 net.cpp:435] train_transform <- data
  1852. I0606 13:30:31.798204 81 net.cpp:435] train_transform <- label
  1853. I0606 13:30:31.798215 81 net.cpp:409] train_transform -> transformed_data
  1854. I0606 13:30:31.798233 81 net.cpp:409] train_transform -> transformed_label
  1855. I0606 13:30:31.798669 81 net.cpp:144] Setting up train_transform
  1856. I0606 13:30:31.798681 81 net.cpp:151] Top shape: 2 3 640 640 (2457600)
  1857. I0606 13:30:31.798688 81 net.cpp:151] Top shape: 2 9 40 40 (28800)
  1858. I0606 13:30:31.798692 81 net.cpp:159] Memory required for data: 19788032
  1859. I0606 13:30:31.798697 81 layer_factory.hpp:77] Creating layer slice-label
  1860. I0606 13:30:31.798712 81 net.cpp:94] Creating Layer slice-label
  1861. I0606 13:30:31.798717 81 net.cpp:435] slice-label <- transformed_label
  1862. I0606 13:30:31.798723 81 net.cpp:409] slice-label -> foreground-label
  1863. I0606 13:30:31.798735 81 net.cpp:409] slice-label -> bbox-label
  1864. I0606 13:30:31.798743 81 net.cpp:409] slice-label -> size-label
  1865. I0606 13:30:31.798750 81 net.cpp:409] slice-label -> obj-label
  1866. I0606 13:30:31.798756 81 net.cpp:409] slice-label -> coverage-label
  1867. I0606 13:30:31.798835 81 net.cpp:144] Setting up slice-label
  1868. I0606 13:30:31.798841 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  1869. I0606 13:30:31.798847 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  1870. I0606 13:30:31.798852 81 net.cpp:151] Top shape: 2 2 40 40 (6400)
  1871. I0606 13:30:31.798858 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  1872. I0606 13:30:31.798864 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  1873. I0606 13:30:31.798868 81 net.cpp:159] Memory required for data: 19903232
  1874. I0606 13:30:31.798873 81 layer_factory.hpp:77] Creating layer foreground-label_slice-label_0_split
  1875. I0606 13:30:31.798884 81 net.cpp:94] Creating Layer foreground-label_slice-label_0_split
  1876. I0606 13:30:31.798889 81 net.cpp:435] foreground-label_slice-label_0_split <- foreground-label
  1877. I0606 13:30:31.798895 81 net.cpp:409] foreground-label_slice-label_0_split -> foreground-label_slice-label_0_split_0
  1878. I0606 13:30:31.798902 81 net.cpp:409] foreground-label_slice-label_0_split -> foreground-label_slice-label_0_split_1
  1879. I0606 13:30:31.798910 81 net.cpp:409] foreground-label_slice-label_0_split -> foreground-label_slice-label_0_split_2
  1880. I0606 13:30:31.798918 81 net.cpp:409] foreground-label_slice-label_0_split -> foreground-label_slice-label_0_split_3
  1881. I0606 13:30:31.798976 81 net.cpp:144] Setting up foreground-label_slice-label_0_split
  1882. I0606 13:30:31.798982 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  1883. I0606 13:30:31.798988 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  1884. I0606 13:30:31.798993 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  1885. I0606 13:30:31.799000 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  1886. I0606 13:30:31.799003 81 net.cpp:159] Memory required for data: 19954432
  1887. I0606 13:30:31.799008 81 layer_factory.hpp:77] Creating layer size-label_slice-label_2_split
  1888. I0606 13:30:31.799013 81 net.cpp:94] Creating Layer size-label_slice-label_2_split
  1889. I0606 13:30:31.799018 81 net.cpp:435] size-label_slice-label_2_split <- size-label
  1890. I0606 13:30:31.799026 81 net.cpp:409] size-label_slice-label_2_split -> size-label_slice-label_2_split_0
  1891. I0606 13:30:31.799032 81 net.cpp:409] size-label_slice-label_2_split -> size-label_slice-label_2_split_1
  1892. I0606 13:30:31.799064 81 net.cpp:144] Setting up size-label_slice-label_2_split
  1893. I0606 13:30:31.799070 81 net.cpp:151] Top shape: 2 2 40 40 (6400)
  1894. I0606 13:30:31.799077 81 net.cpp:151] Top shape: 2 2 40 40 (6400)
  1895. I0606 13:30:31.799080 81 net.cpp:159] Memory required for data: 20005632
  1896. I0606 13:30:31.799101 81 layer_factory.hpp:77] Creating layer obj-label_slice-label_3_split
  1897. I0606 13:30:31.799108 81 net.cpp:94] Creating Layer obj-label_slice-label_3_split
  1898. I0606 13:30:31.799113 81 net.cpp:435] obj-label_slice-label_3_split <- obj-label
  1899. I0606 13:30:31.799127 81 net.cpp:409] obj-label_slice-label_3_split -> obj-label_slice-label_3_split_0
  1900. I0606 13:30:31.799135 81 net.cpp:409] obj-label_slice-label_3_split -> obj-label_slice-label_3_split_1
  1901. I0606 13:30:31.799144 81 net.cpp:409] obj-label_slice-label_3_split -> obj-label_slice-label_3_split_2
  1902. I0606 13:30:31.799151 81 net.cpp:409] obj-label_slice-label_3_split -> obj-label_slice-label_3_split_3
  1903. I0606 13:30:31.799609 81 net.cpp:144] Setting up obj-label_slice-label_3_split
  1904. I0606 13:30:31.799618 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  1905. I0606 13:30:31.799625 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  1906. I0606 13:30:31.799630 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  1907. I0606 13:30:31.799635 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  1908. I0606 13:30:31.799640 81 net.cpp:159] Memory required for data: 20056832
  1909. I0606 13:30:31.799645 81 layer_factory.hpp:77] Creating layer coverage-block
  1910. I0606 13:30:31.799654 81 net.cpp:94] Creating Layer coverage-block
  1911. I0606 13:30:31.799659 81 net.cpp:435] coverage-block <- foreground-label_slice-label_0_split_0
  1912. I0606 13:30:31.799665 81 net.cpp:435] coverage-block <- foreground-label_slice-label_0_split_1
  1913. I0606 13:30:31.799671 81 net.cpp:435] coverage-block <- foreground-label_slice-label_0_split_2
  1914. I0606 13:30:31.799676 81 net.cpp:435] coverage-block <- foreground-label_slice-label_0_split_3
  1915. I0606 13:30:31.799682 81 net.cpp:409] coverage-block -> coverage-block
  1916. I0606 13:30:31.799712 81 net.cpp:144] Setting up coverage-block
  1917. I0606 13:30:31.799718 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  1918. I0606 13:30:31.799723 81 net.cpp:159] Memory required for data: 20108032
  1919. I0606 13:30:31.799728 81 layer_factory.hpp:77] Creating layer size-block
  1920. I0606 13:30:31.799736 81 net.cpp:94] Creating Layer size-block
  1921. I0606 13:30:31.799741 81 net.cpp:435] size-block <- size-label_slice-label_2_split_0
  1922. I0606 13:30:31.799746 81 net.cpp:435] size-block <- size-label_slice-label_2_split_1
  1923. I0606 13:30:31.799751 81 net.cpp:409] size-block -> size-block
  1924. I0606 13:30:31.799773 81 net.cpp:144] Setting up size-block
  1925. I0606 13:30:31.799780 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  1926. I0606 13:30:31.799784 81 net.cpp:159] Memory required for data: 20159232
  1927. I0606 13:30:31.799789 81 layer_factory.hpp:77] Creating layer size-block_size-block_0_split
  1928. I0606 13:30:31.799795 81 net.cpp:94] Creating Layer size-block_size-block_0_split
  1929. I0606 13:30:31.799800 81 net.cpp:435] size-block_size-block_0_split <- size-block
  1930. I0606 13:30:31.799806 81 net.cpp:409] size-block_size-block_0_split -> size-block_size-block_0_split_0
  1931. I0606 13:30:31.799814 81 net.cpp:409] size-block_size-block_0_split -> size-block_size-block_0_split_1
  1932. I0606 13:30:31.799852 81 net.cpp:144] Setting up size-block_size-block_0_split
  1933. I0606 13:30:31.799860 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  1934. I0606 13:30:31.799865 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  1935. I0606 13:30:31.799870 81 net.cpp:159] Memory required for data: 20261632
  1936. I0606 13:30:31.799875 81 layer_factory.hpp:77] Creating layer obj-block
  1937. I0606 13:30:31.799880 81 net.cpp:94] Creating Layer obj-block
  1938. I0606 13:30:31.799885 81 net.cpp:435] obj-block <- obj-label_slice-label_3_split_0
  1939. I0606 13:30:31.799893 81 net.cpp:435] obj-block <- obj-label_slice-label_3_split_1
  1940. I0606 13:30:31.799899 81 net.cpp:435] obj-block <- obj-label_slice-label_3_split_2
  1941. I0606 13:30:31.799904 81 net.cpp:435] obj-block <- obj-label_slice-label_3_split_3
  1942. I0606 13:30:31.799911 81 net.cpp:409] obj-block -> obj-block
  1943. I0606 13:30:31.799932 81 net.cpp:144] Setting up obj-block
  1944. I0606 13:30:31.799939 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  1945. I0606 13:30:31.799943 81 net.cpp:159] Memory required for data: 20312832
  1946. I0606 13:30:31.799959 81 layer_factory.hpp:77] Creating layer obj-block_obj-block_0_split
  1947. I0606 13:30:31.799964 81 net.cpp:94] Creating Layer obj-block_obj-block_0_split
  1948. I0606 13:30:31.799969 81 net.cpp:435] obj-block_obj-block_0_split <- obj-block
  1949. I0606 13:30:31.799976 81 net.cpp:409] obj-block_obj-block_0_split -> obj-block_obj-block_0_split_0
  1950. I0606 13:30:31.799983 81 net.cpp:409] obj-block_obj-block_0_split -> obj-block_obj-block_0_split_1
  1951. I0606 13:30:31.800022 81 net.cpp:144] Setting up obj-block_obj-block_0_split
  1952. I0606 13:30:31.800029 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  1953. I0606 13:30:31.800034 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  1954. I0606 13:30:31.800038 81 net.cpp:159] Memory required for data: 20415232
  1955. I0606 13:30:31.800042 81 layer_factory.hpp:77] Creating layer bb-label-norm
  1956. I0606 13:30:31.800055 81 net.cpp:94] Creating Layer bb-label-norm
  1957. I0606 13:30:31.800060 81 net.cpp:435] bb-label-norm <- bbox-label
  1958. I0606 13:30:31.800065 81 net.cpp:435] bb-label-norm <- size-block_size-block_0_split_0
  1959. I0606 13:30:31.800071 81 net.cpp:409] bb-label-norm -> bbox-label-norm
  1960. I0606 13:30:31.800103 81 net.cpp:144] Setting up bb-label-norm
  1961. I0606 13:30:31.800110 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  1962. I0606 13:30:31.800114 81 net.cpp:159] Memory required for data: 20466432
  1963. I0606 13:30:31.800127 81 layer_factory.hpp:77] Creating layer bb-obj-norm
  1964. I0606 13:30:31.800132 81 net.cpp:94] Creating Layer bb-obj-norm
  1965. I0606 13:30:31.800137 81 net.cpp:435] bb-obj-norm <- bbox-label-norm
  1966. I0606 13:30:31.800143 81 net.cpp:435] bb-obj-norm <- obj-block_obj-block_0_split_0
  1967. I0606 13:30:31.800148 81 net.cpp:409] bb-obj-norm -> bbox-obj-label-norm
  1968. I0606 13:30:31.800171 81 net.cpp:144] Setting up bb-obj-norm
  1969. I0606 13:30:31.800179 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  1970. I0606 13:30:31.800182 81 net.cpp:159] Memory required for data: 20517632
  1971. I0606 13:30:31.800187 81 layer_factory.hpp:77] Creating layer conv1/7x7_s2
  1972. I0606 13:30:31.800202 81 net.cpp:94] Creating Layer conv1/7x7_s2
  1973. I0606 13:30:31.800207 81 net.cpp:435] conv1/7x7_s2 <- transformed_data
  1974. I0606 13:30:31.800215 81 net.cpp:409] conv1/7x7_s2 -> conv1/7x7_s2
  1975. I0606 13:30:31.801854 81 net.cpp:144] Setting up conv1/7x7_s2
  1976. I0606 13:30:31.801872 81 net.cpp:151] Top shape: 2 64 320 320 (13107200)
  1977. I0606 13:30:31.801877 81 net.cpp:159] Memory required for data: 72946432
  1978. I0606 13:30:31.801892 81 layer_factory.hpp:77] Creating layer conv1/relu_7x7
  1979. I0606 13:30:31.801903 81 net.cpp:94] Creating Layer conv1/relu_7x7
  1980. I0606 13:30:31.801908 81 net.cpp:435] conv1/relu_7x7 <- conv1/7x7_s2
  1981. I0606 13:30:31.801914 81 net.cpp:396] conv1/relu_7x7 -> conv1/7x7_s2 (in-place)
  1982. I0606 13:30:31.801934 81 net.cpp:144] Setting up conv1/relu_7x7
  1983. I0606 13:30:31.801940 81 net.cpp:151] Top shape: 2 64 320 320 (13107200)
  1984. I0606 13:30:31.801944 81 net.cpp:159] Memory required for data: 125375232
  1985. I0606 13:30:31.801949 81 layer_factory.hpp:77] Creating layer pool1/3x3_s2
  1986. I0606 13:30:31.801959 81 net.cpp:94] Creating Layer pool1/3x3_s2
  1987. I0606 13:30:31.801964 81 net.cpp:435] pool1/3x3_s2 <- conv1/7x7_s2
  1988. I0606 13:30:31.801970 81 net.cpp:409] pool1/3x3_s2 -> pool1/3x3_s2
  1989. I0606 13:30:31.802029 81 net.cpp:144] Setting up pool1/3x3_s2
  1990. I0606 13:30:31.802037 81 net.cpp:151] Top shape: 2 64 160 160 (3276800)
  1991. I0606 13:30:31.802040 81 net.cpp:159] Memory required for data: 138482432
  1992. I0606 13:30:31.802045 81 layer_factory.hpp:77] Creating layer pool1/norm1
  1993. I0606 13:30:31.802055 81 net.cpp:94] Creating Layer pool1/norm1
  1994. I0606 13:30:31.802059 81 net.cpp:435] pool1/norm1 <- pool1/3x3_s2
  1995. I0606 13:30:31.802065 81 net.cpp:409] pool1/norm1 -> pool1/norm1
  1996. I0606 13:30:31.802108 81 net.cpp:144] Setting up pool1/norm1
  1997. I0606 13:30:31.802114 81 net.cpp:151] Top shape: 2 64 160 160 (3276800)
  1998. I0606 13:30:31.802125 81 net.cpp:159] Memory required for data: 151589632
  1999. I0606 13:30:31.802129 81 layer_factory.hpp:77] Creating layer conv2/3x3_reduce
  2000. I0606 13:30:31.802139 81 net.cpp:94] Creating Layer conv2/3x3_reduce
  2001. I0606 13:30:31.802162 81 net.cpp:435] conv2/3x3_reduce <- pool1/norm1
  2002. I0606 13:30:31.802170 81 net.cpp:409] conv2/3x3_reduce -> conv2/3x3_reduce
  2003. I0606 13:30:31.803045 81 net.cpp:144] Setting up conv2/3x3_reduce
  2004. I0606 13:30:31.803056 81 net.cpp:151] Top shape: 2 64 160 160 (3276800)
  2005. I0606 13:30:31.803061 81 net.cpp:159] Memory required for data: 164696832
  2006. I0606 13:30:31.803073 81 layer_factory.hpp:77] Creating layer conv2/relu_3x3_reduce
  2007. I0606 13:30:31.803081 81 net.cpp:94] Creating Layer conv2/relu_3x3_reduce
  2008. I0606 13:30:31.803086 81 net.cpp:435] conv2/relu_3x3_reduce <- conv2/3x3_reduce
  2009. I0606 13:30:31.803092 81 net.cpp:396] conv2/relu_3x3_reduce -> conv2/3x3_reduce (in-place)
  2010. I0606 13:30:31.803102 81 net.cpp:144] Setting up conv2/relu_3x3_reduce
  2011. I0606 13:30:31.803108 81 net.cpp:151] Top shape: 2 64 160 160 (3276800)
  2012. I0606 13:30:31.803112 81 net.cpp:159] Memory required for data: 177804032
  2013. I0606 13:30:31.803122 81 layer_factory.hpp:77] Creating layer conv2/3x3
  2014. I0606 13:30:31.803133 81 net.cpp:94] Creating Layer conv2/3x3
  2015. I0606 13:30:31.803138 81 net.cpp:435] conv2/3x3 <- conv2/3x3_reduce
  2016. I0606 13:30:31.803144 81 net.cpp:409] conv2/3x3 -> conv2/3x3
  2017. I0606 13:30:31.804229 81 net.cpp:144] Setting up conv2/3x3
  2018. I0606 13:30:31.804240 81 net.cpp:151] Top shape: 2 192 160 160 (9830400)
  2019. I0606 13:30:31.804244 81 net.cpp:159] Memory required for data: 217125632
  2020. I0606 13:30:31.804255 81 layer_factory.hpp:77] Creating layer conv2/relu_3x3
  2021. I0606 13:30:31.804261 81 net.cpp:94] Creating Layer conv2/relu_3x3
  2022. I0606 13:30:31.804266 81 net.cpp:435] conv2/relu_3x3 <- conv2/3x3
  2023. I0606 13:30:31.804272 81 net.cpp:396] conv2/relu_3x3 -> conv2/3x3 (in-place)
  2024. I0606 13:30:31.804280 81 net.cpp:144] Setting up conv2/relu_3x3
  2025. I0606 13:30:31.804286 81 net.cpp:151] Top shape: 2 192 160 160 (9830400)
  2026. I0606 13:30:31.804291 81 net.cpp:159] Memory required for data: 256447232
  2027. I0606 13:30:31.804294 81 layer_factory.hpp:77] Creating layer conv2/norm2
  2028. I0606 13:30:31.804301 81 net.cpp:94] Creating Layer conv2/norm2
  2029. I0606 13:30:31.804306 81 net.cpp:435] conv2/norm2 <- conv2/3x3
  2030. I0606 13:30:31.804312 81 net.cpp:409] conv2/norm2 -> conv2/norm2
  2031. I0606 13:30:31.804352 81 net.cpp:144] Setting up conv2/norm2
  2032. I0606 13:30:31.804358 81 net.cpp:151] Top shape: 2 192 160 160 (9830400)
  2033. I0606 13:30:31.804363 81 net.cpp:159] Memory required for data: 295768832
  2034. I0606 13:30:31.804366 81 layer_factory.hpp:77] Creating layer pool2/3x3_s2
  2035. I0606 13:30:31.804373 81 net.cpp:94] Creating Layer pool2/3x3_s2
  2036. I0606 13:30:31.804376 81 net.cpp:435] pool2/3x3_s2 <- conv2/norm2
  2037. I0606 13:30:31.804383 81 net.cpp:409] pool2/3x3_s2 -> pool2/3x3_s2
  2038. I0606 13:30:31.804419 81 net.cpp:144] Setting up pool2/3x3_s2
  2039. I0606 13:30:31.804426 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  2040. I0606 13:30:31.804430 81 net.cpp:159] Memory required for data: 305599232
  2041. I0606 13:30:31.804435 81 layer_factory.hpp:77] Creating layer pool2/3x3_s2_pool2/3x3_s2_0_split
  2042. I0606 13:30:31.804441 81 net.cpp:94] Creating Layer pool2/3x3_s2_pool2/3x3_s2_0_split
  2043. I0606 13:30:31.804445 81 net.cpp:435] pool2/3x3_s2_pool2/3x3_s2_0_split <- pool2/3x3_s2
  2044. I0606 13:30:31.804451 81 net.cpp:409] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_0
  2045. I0606 13:30:31.804460 81 net.cpp:409] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_1
  2046. I0606 13:30:31.804467 81 net.cpp:409] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_2
  2047. I0606 13:30:31.804474 81 net.cpp:409] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_3
  2048. I0606 13:30:31.804533 81 net.cpp:144] Setting up pool2/3x3_s2_pool2/3x3_s2_0_split
  2049. I0606 13:30:31.804539 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  2050. I0606 13:30:31.804545 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  2051. I0606 13:30:31.804550 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  2052. I0606 13:30:31.804556 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  2053. I0606 13:30:31.804577 81 net.cpp:159] Memory required for data: 344920832
  2054. I0606 13:30:31.804582 81 layer_factory.hpp:77] Creating layer inception_3a/1x1
  2055. I0606 13:30:31.804590 81 net.cpp:94] Creating Layer inception_3a/1x1
  2056. I0606 13:30:31.804595 81 net.cpp:435] inception_3a/1x1 <- pool2/3x3_s2_pool2/3x3_s2_0_split_0
  2057. I0606 13:30:31.804603 81 net.cpp:409] inception_3a/1x1 -> inception_3a/1x1
  2058. I0606 13:30:31.804960 81 net.cpp:144] Setting up inception_3a/1x1
  2059. I0606 13:30:31.804970 81 net.cpp:151] Top shape: 2 64 80 80 (819200)
  2060. I0606 13:30:31.804973 81 net.cpp:159] Memory required for data: 348197632
  2061. I0606 13:30:31.804981 81 layer_factory.hpp:77] Creating layer inception_3a/relu_1x1
  2062. I0606 13:30:31.804987 81 net.cpp:94] Creating Layer inception_3a/relu_1x1
  2063. I0606 13:30:31.804992 81 net.cpp:435] inception_3a/relu_1x1 <- inception_3a/1x1
  2064. I0606 13:30:31.804998 81 net.cpp:396] inception_3a/relu_1x1 -> inception_3a/1x1 (in-place)
  2065. I0606 13:30:31.805006 81 net.cpp:144] Setting up inception_3a/relu_1x1
  2066. I0606 13:30:31.805011 81 net.cpp:151] Top shape: 2 64 80 80 (819200)
  2067. I0606 13:30:31.805016 81 net.cpp:159] Memory required for data: 351474432
  2068. I0606 13:30:31.805019 81 layer_factory.hpp:77] Creating layer inception_3a/3x3_reduce
  2069. I0606 13:30:31.805028 81 net.cpp:94] Creating Layer inception_3a/3x3_reduce
  2070. I0606 13:30:31.805033 81 net.cpp:435] inception_3a/3x3_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_1
  2071. I0606 13:30:31.805040 81 net.cpp:409] inception_3a/3x3_reduce -> inception_3a/3x3_reduce
  2072. I0606 13:30:31.805439 81 net.cpp:144] Setting up inception_3a/3x3_reduce
  2073. I0606 13:30:31.805449 81 net.cpp:151] Top shape: 2 96 80 80 (1228800)
  2074. I0606 13:30:31.805454 81 net.cpp:159] Memory required for data: 356389632
  2075. I0606 13:30:31.805464 81 layer_factory.hpp:77] Creating layer inception_3a/relu_3x3_reduce
  2076. I0606 13:30:31.805470 81 net.cpp:94] Creating Layer inception_3a/relu_3x3_reduce
  2077. I0606 13:30:31.805475 81 net.cpp:435] inception_3a/relu_3x3_reduce <- inception_3a/3x3_reduce
  2078. I0606 13:30:31.805481 81 net.cpp:396] inception_3a/relu_3x3_reduce -> inception_3a/3x3_reduce (in-place)
  2079. I0606 13:30:31.805490 81 net.cpp:144] Setting up inception_3a/relu_3x3_reduce
  2080. I0606 13:30:31.805495 81 net.cpp:151] Top shape: 2 96 80 80 (1228800)
  2081. I0606 13:30:31.805500 81 net.cpp:159] Memory required for data: 361304832
  2082. I0606 13:30:31.805505 81 layer_factory.hpp:77] Creating layer inception_3a/3x3
  2083. I0606 13:30:31.805513 81 net.cpp:94] Creating Layer inception_3a/3x3
  2084. I0606 13:30:31.805517 81 net.cpp:435] inception_3a/3x3 <- inception_3a/3x3_reduce
  2085. I0606 13:30:31.805524 81 net.cpp:409] inception_3a/3x3 -> inception_3a/3x3
  2086. I0606 13:30:31.807266 81 net.cpp:144] Setting up inception_3a/3x3
  2087. I0606 13:30:31.807281 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  2088. I0606 13:30:31.807286 81 net.cpp:159] Memory required for data: 367858432
  2089. I0606 13:30:31.807294 81 layer_factory.hpp:77] Creating layer inception_3a/relu_3x3
  2090. I0606 13:30:31.807301 81 net.cpp:94] Creating Layer inception_3a/relu_3x3
  2091. I0606 13:30:31.807307 81 net.cpp:435] inception_3a/relu_3x3 <- inception_3a/3x3
  2092. I0606 13:30:31.807314 81 net.cpp:396] inception_3a/relu_3x3 -> inception_3a/3x3 (in-place)
  2093. I0606 13:30:31.807323 81 net.cpp:144] Setting up inception_3a/relu_3x3
  2094. I0606 13:30:31.807329 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  2095. I0606 13:30:31.807335 81 net.cpp:159] Memory required for data: 374412032
  2096. I0606 13:30:31.807339 81 layer_factory.hpp:77] Creating layer inception_3a/5x5_reduce
  2097. I0606 13:30:31.807348 81 net.cpp:94] Creating Layer inception_3a/5x5_reduce
  2098. I0606 13:30:31.807353 81 net.cpp:435] inception_3a/5x5_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_2
  2099. I0606 13:30:31.807360 81 net.cpp:409] inception_3a/5x5_reduce -> inception_3a/5x5_reduce
  2100. I0606 13:30:31.807659 81 net.cpp:144] Setting up inception_3a/5x5_reduce
  2101. I0606 13:30:31.807668 81 net.cpp:151] Top shape: 2 16 80 80 (204800)
  2102. I0606 13:30:31.807672 81 net.cpp:159] Memory required for data: 375231232
  2103. I0606 13:30:31.807679 81 layer_factory.hpp:77] Creating layer inception_3a/relu_5x5_reduce
  2104. I0606 13:30:31.807708 81 net.cpp:94] Creating Layer inception_3a/relu_5x5_reduce
  2105. I0606 13:30:31.807713 81 net.cpp:435] inception_3a/relu_5x5_reduce <- inception_3a/5x5_reduce
  2106. I0606 13:30:31.807719 81 net.cpp:396] inception_3a/relu_5x5_reduce -> inception_3a/5x5_reduce (in-place)
  2107. I0606 13:30:31.807727 81 net.cpp:144] Setting up inception_3a/relu_5x5_reduce
  2108. I0606 13:30:31.807734 81 net.cpp:151] Top shape: 2 16 80 80 (204800)
  2109. I0606 13:30:31.807737 81 net.cpp:159] Memory required for data: 376050432
  2110. I0606 13:30:31.807742 81 layer_factory.hpp:77] Creating layer inception_3a/5x5
  2111. I0606 13:30:31.807750 81 net.cpp:94] Creating Layer inception_3a/5x5
  2112. I0606 13:30:31.807755 81 net.cpp:435] inception_3a/5x5 <- inception_3a/5x5_reduce
  2113. I0606 13:30:31.807762 81 net.cpp:409] inception_3a/5x5 -> inception_3a/5x5
  2114. I0606 13:30:31.808104 81 net.cpp:144] Setting up inception_3a/5x5
  2115. I0606 13:30:31.808113 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  2116. I0606 13:30:31.808123 81 net.cpp:159] Memory required for data: 377688832
  2117. I0606 13:30:31.808131 81 layer_factory.hpp:77] Creating layer inception_3a/relu_5x5
  2118. I0606 13:30:31.808136 81 net.cpp:94] Creating Layer inception_3a/relu_5x5
  2119. I0606 13:30:31.808141 81 net.cpp:435] inception_3a/relu_5x5 <- inception_3a/5x5
  2120. I0606 13:30:31.808148 81 net.cpp:396] inception_3a/relu_5x5 -> inception_3a/5x5 (in-place)
  2121. I0606 13:30:31.808156 81 net.cpp:144] Setting up inception_3a/relu_5x5
  2122. I0606 13:30:31.808161 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  2123. I0606 13:30:31.808166 81 net.cpp:159] Memory required for data: 379327232
  2124. I0606 13:30:31.808171 81 layer_factory.hpp:77] Creating layer inception_3a/pool
  2125. I0606 13:30:31.808176 81 net.cpp:94] Creating Layer inception_3a/pool
  2126. I0606 13:30:31.808182 81 net.cpp:435] inception_3a/pool <- pool2/3x3_s2_pool2/3x3_s2_0_split_3
  2127. I0606 13:30:31.808187 81 net.cpp:409] inception_3a/pool -> inception_3a/pool
  2128. I0606 13:30:31.808226 81 net.cpp:144] Setting up inception_3a/pool
  2129. I0606 13:30:31.808233 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  2130. I0606 13:30:31.808238 81 net.cpp:159] Memory required for data: 389157632
  2131. I0606 13:30:31.808241 81 layer_factory.hpp:77] Creating layer inception_3a/pool_proj
  2132. I0606 13:30:31.808249 81 net.cpp:94] Creating Layer inception_3a/pool_proj
  2133. I0606 13:30:31.808254 81 net.cpp:435] inception_3a/pool_proj <- inception_3a/pool
  2134. I0606 13:30:31.808261 81 net.cpp:409] inception_3a/pool_proj -> inception_3a/pool_proj
  2135. I0606 13:30:31.808554 81 net.cpp:144] Setting up inception_3a/pool_proj
  2136. I0606 13:30:31.808562 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  2137. I0606 13:30:31.808567 81 net.cpp:159] Memory required for data: 390796032
  2138. I0606 13:30:31.808578 81 layer_factory.hpp:77] Creating layer inception_3a/relu_pool_proj
  2139. I0606 13:30:31.808584 81 net.cpp:94] Creating Layer inception_3a/relu_pool_proj
  2140. I0606 13:30:31.808589 81 net.cpp:435] inception_3a/relu_pool_proj <- inception_3a/pool_proj
  2141. I0606 13:30:31.808595 81 net.cpp:396] inception_3a/relu_pool_proj -> inception_3a/pool_proj (in-place)
  2142. I0606 13:30:31.808604 81 net.cpp:144] Setting up inception_3a/relu_pool_proj
  2143. I0606 13:30:31.808609 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  2144. I0606 13:30:31.808614 81 net.cpp:159] Memory required for data: 392434432
  2145. I0606 13:30:31.808619 81 layer_factory.hpp:77] Creating layer inception_3a/output
  2146. I0606 13:30:31.808624 81 net.cpp:94] Creating Layer inception_3a/output
  2147. I0606 13:30:31.808629 81 net.cpp:435] inception_3a/output <- inception_3a/1x1
  2148. I0606 13:30:31.808634 81 net.cpp:435] inception_3a/output <- inception_3a/3x3
  2149. I0606 13:30:31.808640 81 net.cpp:435] inception_3a/output <- inception_3a/5x5
  2150. I0606 13:30:31.808645 81 net.cpp:435] inception_3a/output <- inception_3a/pool_proj
  2151. I0606 13:30:31.808651 81 net.cpp:409] inception_3a/output -> inception_3a/output
  2152. I0606 13:30:31.808676 81 net.cpp:144] Setting up inception_3a/output
  2153. I0606 13:30:31.808682 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  2154. I0606 13:30:31.808696 81 net.cpp:159] Memory required for data: 405541632
  2155. I0606 13:30:31.808701 81 layer_factory.hpp:77] Creating layer inception_3a/output_inception_3a/output_0_split
  2156. I0606 13:30:31.808706 81 net.cpp:94] Creating Layer inception_3a/output_inception_3a/output_0_split
  2157. I0606 13:30:31.808712 81 net.cpp:435] inception_3a/output_inception_3a/output_0_split <- inception_3a/output
  2158. I0606 13:30:31.808718 81 net.cpp:409] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_0
  2159. I0606 13:30:31.808725 81 net.cpp:409] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_1
  2160. I0606 13:30:31.808732 81 net.cpp:409] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_2
  2161. I0606 13:30:31.808739 81 net.cpp:409] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_3
  2162. I0606 13:30:31.808797 81 net.cpp:144] Setting up inception_3a/output_inception_3a/output_0_split
  2163. I0606 13:30:31.808804 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  2164. I0606 13:30:31.808809 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  2165. I0606 13:30:31.808815 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  2166. I0606 13:30:31.808820 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  2167. I0606 13:30:31.808825 81 net.cpp:159] Memory required for data: 457970432
  2168. I0606 13:30:31.808830 81 layer_factory.hpp:77] Creating layer inception_3b/1x1
  2169. I0606 13:30:31.808837 81 net.cpp:94] Creating Layer inception_3b/1x1
  2170. I0606 13:30:31.808842 81 net.cpp:435] inception_3b/1x1 <- inception_3a/output_inception_3a/output_0_split_0
  2171. I0606 13:30:31.808850 81 net.cpp:409] inception_3b/1x1 -> inception_3b/1x1
  2172. I0606 13:30:31.809348 81 net.cpp:144] Setting up inception_3b/1x1
  2173. I0606 13:30:31.809357 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  2174. I0606 13:30:31.809361 81 net.cpp:159] Memory required for data: 464524032
  2175. I0606 13:30:31.809368 81 layer_factory.hpp:77] Creating layer inception_3b/relu_1x1
  2176. I0606 13:30:31.809375 81 net.cpp:94] Creating Layer inception_3b/relu_1x1
  2177. I0606 13:30:31.809379 81 net.cpp:435] inception_3b/relu_1x1 <- inception_3b/1x1
  2178. I0606 13:30:31.809386 81 net.cpp:396] inception_3b/relu_1x1 -> inception_3b/1x1 (in-place)
  2179. I0606 13:30:31.809392 81 net.cpp:144] Setting up inception_3b/relu_1x1
  2180. I0606 13:30:31.809398 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  2181. I0606 13:30:31.809402 81 net.cpp:159] Memory required for data: 471077632
  2182. I0606 13:30:31.809407 81 layer_factory.hpp:77] Creating layer inception_3b/3x3_reduce
  2183. I0606 13:30:31.809415 81 net.cpp:94] Creating Layer inception_3b/3x3_reduce
  2184. I0606 13:30:31.809419 81 net.cpp:435] inception_3b/3x3_reduce <- inception_3a/output_inception_3a/output_0_split_1
  2185. I0606 13:30:31.809427 81 net.cpp:409] inception_3b/3x3_reduce -> inception_3b/3x3_reduce
  2186. I0606 13:30:31.809868 81 net.cpp:144] Setting up inception_3b/3x3_reduce
  2187. I0606 13:30:31.809876 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  2188. I0606 13:30:31.809880 81 net.cpp:159] Memory required for data: 477631232
  2189. I0606 13:30:31.809887 81 layer_factory.hpp:77] Creating layer inception_3b/relu_3x3_reduce
  2190. I0606 13:30:31.809893 81 net.cpp:94] Creating Layer inception_3b/relu_3x3_reduce
  2191. I0606 13:30:31.809898 81 net.cpp:435] inception_3b/relu_3x3_reduce <- inception_3b/3x3_reduce
  2192. I0606 13:30:31.809906 81 net.cpp:396] inception_3b/relu_3x3_reduce -> inception_3b/3x3_reduce (in-place)
  2193. I0606 13:30:31.809912 81 net.cpp:144] Setting up inception_3b/relu_3x3_reduce
  2194. I0606 13:30:31.809918 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  2195. I0606 13:30:31.809922 81 net.cpp:159] Memory required for data: 484184832
  2196. I0606 13:30:31.809926 81 layer_factory.hpp:77] Creating layer inception_3b/3x3
  2197. I0606 13:30:31.809934 81 net.cpp:94] Creating Layer inception_3b/3x3
  2198. I0606 13:30:31.809938 81 net.cpp:435] inception_3b/3x3 <- inception_3b/3x3_reduce
  2199. I0606 13:30:31.809945 81 net.cpp:409] inception_3b/3x3 -> inception_3b/3x3
  2200. I0606 13:30:31.812340 81 net.cpp:144] Setting up inception_3b/3x3
  2201. I0606 13:30:31.812355 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  2202. I0606 13:30:31.812360 81 net.cpp:159] Memory required for data: 494015232
  2203. I0606 13:30:31.812367 81 layer_factory.hpp:77] Creating layer inception_3b/relu_3x3
  2204. I0606 13:30:31.812376 81 net.cpp:94] Creating Layer inception_3b/relu_3x3
  2205. I0606 13:30:31.812381 81 net.cpp:435] inception_3b/relu_3x3 <- inception_3b/3x3
  2206. I0606 13:30:31.812386 81 net.cpp:396] inception_3b/relu_3x3 -> inception_3b/3x3 (in-place)
  2207. I0606 13:30:31.812394 81 net.cpp:144] Setting up inception_3b/relu_3x3
  2208. I0606 13:30:31.812400 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  2209. I0606 13:30:31.812404 81 net.cpp:159] Memory required for data: 503845632
  2210. I0606 13:30:31.812408 81 layer_factory.hpp:77] Creating layer inception_3b/5x5_reduce
  2211. I0606 13:30:31.812417 81 net.cpp:94] Creating Layer inception_3b/5x5_reduce
  2212. I0606 13:30:31.812422 81 net.cpp:435] inception_3b/5x5_reduce <- inception_3a/output_inception_3a/output_0_split_2
  2213. I0606 13:30:31.812429 81 net.cpp:409] inception_3b/5x5_reduce -> inception_3b/5x5_reduce
  2214. I0606 13:30:31.812719 81 net.cpp:144] Setting up inception_3b/5x5_reduce
  2215. I0606 13:30:31.812731 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  2216. I0606 13:30:31.812737 81 net.cpp:159] Memory required for data: 505484032
  2217. I0606 13:30:31.812746 81 layer_factory.hpp:77] Creating layer inception_3b/relu_5x5_reduce
  2218. I0606 13:30:31.812752 81 net.cpp:94] Creating Layer inception_3b/relu_5x5_reduce
  2219. I0606 13:30:31.812757 81 net.cpp:435] inception_3b/relu_5x5_reduce <- inception_3b/5x5_reduce
  2220. I0606 13:30:31.812762 81 net.cpp:396] inception_3b/relu_5x5_reduce -> inception_3b/5x5_reduce (in-place)
  2221. I0606 13:30:31.812769 81 net.cpp:144] Setting up inception_3b/relu_5x5_reduce
  2222. I0606 13:30:31.812774 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  2223. I0606 13:30:31.812778 81 net.cpp:159] Memory required for data: 507122432
  2224. I0606 13:30:31.812783 81 layer_factory.hpp:77] Creating layer inception_3b/5x5
  2225. I0606 13:30:31.812790 81 net.cpp:94] Creating Layer inception_3b/5x5
  2226. I0606 13:30:31.812795 81 net.cpp:435] inception_3b/5x5 <- inception_3b/5x5_reduce
  2227. I0606 13:30:31.812801 81 net.cpp:409] inception_3b/5x5 -> inception_3b/5x5
  2228. I0606 13:30:31.813483 81 net.cpp:144] Setting up inception_3b/5x5
  2229. I0606 13:30:31.813491 81 net.cpp:151] Top shape: 2 96 80 80 (1228800)
  2230. I0606 13:30:31.813494 81 net.cpp:159] Memory required for data: 512037632
  2231. I0606 13:30:31.813499 81 layer_factory.hpp:77] Creating layer inception_3b/relu_5x5
  2232. I0606 13:30:31.813504 81 net.cpp:94] Creating Layer inception_3b/relu_5x5
  2233. I0606 13:30:31.813508 81 net.cpp:435] inception_3b/relu_5x5 <- inception_3b/5x5
  2234. I0606 13:30:31.813511 81 net.cpp:396] inception_3b/relu_5x5 -> inception_3b/5x5 (in-place)
  2235. I0606 13:30:31.813518 81 net.cpp:144] Setting up inception_3b/relu_5x5
  2236. I0606 13:30:31.813520 81 net.cpp:151] Top shape: 2 96 80 80 (1228800)
  2237. I0606 13:30:31.813524 81 net.cpp:159] Memory required for data: 516952832
  2238. I0606 13:30:31.813526 81 layer_factory.hpp:77] Creating layer inception_3b/pool
  2239. I0606 13:30:31.813531 81 net.cpp:94] Creating Layer inception_3b/pool
  2240. I0606 13:30:31.813535 81 net.cpp:435] inception_3b/pool <- inception_3a/output_inception_3a/output_0_split_3
  2241. I0606 13:30:31.813539 81 net.cpp:409] inception_3b/pool -> inception_3b/pool
  2242. I0606 13:30:31.813567 81 net.cpp:144] Setting up inception_3b/pool
  2243. I0606 13:30:31.813572 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  2244. I0606 13:30:31.813575 81 net.cpp:159] Memory required for data: 530060032
  2245. I0606 13:30:31.813577 81 layer_factory.hpp:77] Creating layer inception_3b/pool_proj
  2246. I0606 13:30:31.813583 81 net.cpp:94] Creating Layer inception_3b/pool_proj
  2247. I0606 13:30:31.813586 81 net.cpp:435] inception_3b/pool_proj <- inception_3b/pool
  2248. I0606 13:30:31.813592 81 net.cpp:409] inception_3b/pool_proj -> inception_3b/pool_proj
  2249. I0606 13:30:31.813853 81 net.cpp:144] Setting up inception_3b/pool_proj
  2250. I0606 13:30:31.813874 81 net.cpp:151] Top shape: 2 64 80 80 (819200)
  2251. I0606 13:30:31.813876 81 net.cpp:159] Memory required for data: 533336832
  2252. I0606 13:30:31.813881 81 layer_factory.hpp:77] Creating layer inception_3b/relu_pool_proj
  2253. I0606 13:30:31.813885 81 net.cpp:94] Creating Layer inception_3b/relu_pool_proj
  2254. I0606 13:30:31.813889 81 net.cpp:435] inception_3b/relu_pool_proj <- inception_3b/pool_proj
  2255. I0606 13:30:31.813892 81 net.cpp:396] inception_3b/relu_pool_proj -> inception_3b/pool_proj (in-place)
  2256. I0606 13:30:31.813899 81 net.cpp:144] Setting up inception_3b/relu_pool_proj
  2257. I0606 13:30:31.813901 81 net.cpp:151] Top shape: 2 64 80 80 (819200)
  2258. I0606 13:30:31.813905 81 net.cpp:159] Memory required for data: 536613632
  2259. I0606 13:30:31.813907 81 layer_factory.hpp:77] Creating layer inception_3b/output
  2260. I0606 13:30:31.813911 81 net.cpp:94] Creating Layer inception_3b/output
  2261. I0606 13:30:31.813915 81 net.cpp:435] inception_3b/output <- inception_3b/1x1
  2262. I0606 13:30:31.813918 81 net.cpp:435] inception_3b/output <- inception_3b/3x3
  2263. I0606 13:30:31.813921 81 net.cpp:435] inception_3b/output <- inception_3b/5x5
  2264. I0606 13:30:31.813925 81 net.cpp:435] inception_3b/output <- inception_3b/pool_proj
  2265. I0606 13:30:31.813930 81 net.cpp:409] inception_3b/output -> inception_3b/output
  2266. I0606 13:30:31.813946 81 net.cpp:144] Setting up inception_3b/output
  2267. I0606 13:30:31.813951 81 net.cpp:151] Top shape: 2 480 80 80 (6144000)
  2268. I0606 13:30:31.813953 81 net.cpp:159] Memory required for data: 561189632
  2269. I0606 13:30:31.813956 81 layer_factory.hpp:77] Creating layer pool3/3x3_s2
  2270. I0606 13:30:31.813961 81 net.cpp:94] Creating Layer pool3/3x3_s2
  2271. I0606 13:30:31.813963 81 net.cpp:435] pool3/3x3_s2 <- inception_3b/output
  2272. I0606 13:30:31.813967 81 net.cpp:409] pool3/3x3_s2 -> pool3/3x3_s2
  2273. I0606 13:30:31.813992 81 net.cpp:144] Setting up pool3/3x3_s2
  2274. I0606 13:30:31.813997 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  2275. I0606 13:30:31.813999 81 net.cpp:159] Memory required for data: 567333632
  2276. I0606 13:30:31.814002 81 layer_factory.hpp:77] Creating layer pool3/3x3_s2_pool3/3x3_s2_0_split
  2277. I0606 13:30:31.814007 81 net.cpp:94] Creating Layer pool3/3x3_s2_pool3/3x3_s2_0_split
  2278. I0606 13:30:31.814009 81 net.cpp:435] pool3/3x3_s2_pool3/3x3_s2_0_split <- pool3/3x3_s2
  2279. I0606 13:30:31.814013 81 net.cpp:409] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_0
  2280. I0606 13:30:31.814018 81 net.cpp:409] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_1
  2281. I0606 13:30:31.814023 81 net.cpp:409] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_2
  2282. I0606 13:30:31.814028 81 net.cpp:409] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_3
  2283. I0606 13:30:31.814070 81 net.cpp:144] Setting up pool3/3x3_s2_pool3/3x3_s2_0_split
  2284. I0606 13:30:31.814074 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  2285. I0606 13:30:31.814079 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  2286. I0606 13:30:31.814081 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  2287. I0606 13:30:31.814085 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  2288. I0606 13:30:31.814087 81 net.cpp:159] Memory required for data: 591909632
  2289. I0606 13:30:31.814090 81 layer_factory.hpp:77] Creating layer inception_4a/1x1
  2290. I0606 13:30:31.814096 81 net.cpp:94] Creating Layer inception_4a/1x1
  2291. I0606 13:30:31.814100 81 net.cpp:435] inception_4a/1x1 <- pool3/3x3_s2_pool3/3x3_s2_0_split_0
  2292. I0606 13:30:31.814105 81 net.cpp:409] inception_4a/1x1 -> inception_4a/1x1
  2293. I0606 13:30:31.819625 81 net.cpp:144] Setting up inception_4a/1x1
  2294. I0606 13:30:31.819638 81 net.cpp:151] Top shape: 2 192 40 40 (614400)
  2295. I0606 13:30:31.819641 81 net.cpp:159] Memory required for data: 594367232
  2296. I0606 13:30:31.819654 81 layer_factory.hpp:77] Creating layer inception_4a/relu_1x1
  2297. I0606 13:30:31.819659 81 net.cpp:94] Creating Layer inception_4a/relu_1x1
  2298. I0606 13:30:31.819664 81 net.cpp:435] inception_4a/relu_1x1 <- inception_4a/1x1
  2299. I0606 13:30:31.819680 81 net.cpp:396] inception_4a/relu_1x1 -> inception_4a/1x1 (in-place)
  2300. I0606 13:30:31.819687 81 net.cpp:144] Setting up inception_4a/relu_1x1
  2301. I0606 13:30:31.819691 81 net.cpp:151] Top shape: 2 192 40 40 (614400)
  2302. I0606 13:30:31.819694 81 net.cpp:159] Memory required for data: 596824832
  2303. I0606 13:30:31.819697 81 layer_factory.hpp:77] Creating layer inception_4a/3x3_reduce
  2304. I0606 13:30:31.819703 81 net.cpp:94] Creating Layer inception_4a/3x3_reduce
  2305. I0606 13:30:31.819707 81 net.cpp:435] inception_4a/3x3_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_1
  2306. I0606 13:30:31.819712 81 net.cpp:409] inception_4a/3x3_reduce -> inception_4a/3x3_reduce
  2307. I0606 13:30:31.820156 81 net.cpp:144] Setting up inception_4a/3x3_reduce
  2308. I0606 13:30:31.820163 81 net.cpp:151] Top shape: 2 96 40 40 (307200)
  2309. I0606 13:30:31.820165 81 net.cpp:159] Memory required for data: 598053632
  2310. I0606 13:30:31.820175 81 layer_factory.hpp:77] Creating layer inception_4a/relu_3x3_reduce
  2311. I0606 13:30:31.820179 81 net.cpp:94] Creating Layer inception_4a/relu_3x3_reduce
  2312. I0606 13:30:31.820183 81 net.cpp:435] inception_4a/relu_3x3_reduce <- inception_4a/3x3_reduce
  2313. I0606 13:30:31.820188 81 net.cpp:396] inception_4a/relu_3x3_reduce -> inception_4a/3x3_reduce (in-place)
  2314. I0606 13:30:31.820192 81 net.cpp:144] Setting up inception_4a/relu_3x3_reduce
  2315. I0606 13:30:31.820196 81 net.cpp:151] Top shape: 2 96 40 40 (307200)
  2316. I0606 13:30:31.820199 81 net.cpp:159] Memory required for data: 599282432
  2317. I0606 13:30:31.820201 81 layer_factory.hpp:77] Creating layer inception_4a/3x3
  2318. I0606 13:30:31.820209 81 net.cpp:94] Creating Layer inception_4a/3x3
  2319. I0606 13:30:31.820211 81 net.cpp:435] inception_4a/3x3 <- inception_4a/3x3_reduce
  2320. I0606 13:30:31.820215 81 net.cpp:409] inception_4a/3x3 -> inception_4a/3x3
  2321. I0606 13:30:31.822011 81 net.cpp:144] Setting up inception_4a/3x3
  2322. I0606 13:30:31.822027 81 net.cpp:151] Top shape: 2 208 40 40 (665600)
  2323. I0606 13:30:31.822033 81 net.cpp:159] Memory required for data: 601944832
  2324. I0606 13:30:31.822042 81 layer_factory.hpp:77] Creating layer inception_4a/relu_3x3
  2325. I0606 13:30:31.822051 81 net.cpp:94] Creating Layer inception_4a/relu_3x3
  2326. I0606 13:30:31.822057 81 net.cpp:435] inception_4a/relu_3x3 <- inception_4a/3x3
  2327. I0606 13:30:31.822064 81 net.cpp:396] inception_4a/relu_3x3 -> inception_4a/3x3 (in-place)
  2328. I0606 13:30:31.822074 81 net.cpp:144] Setting up inception_4a/relu_3x3
  2329. I0606 13:30:31.822082 81 net.cpp:151] Top shape: 2 208 40 40 (665600)
  2330. I0606 13:30:31.822085 81 net.cpp:159] Memory required for data: 604607232
  2331. I0606 13:30:31.822090 81 layer_factory.hpp:77] Creating layer inception_4a/5x5_reduce
  2332. I0606 13:30:31.822100 81 net.cpp:94] Creating Layer inception_4a/5x5_reduce
  2333. I0606 13:30:31.822106 81 net.cpp:435] inception_4a/5x5_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_2
  2334. I0606 13:30:31.822115 81 net.cpp:409] inception_4a/5x5_reduce -> inception_4a/5x5_reduce
  2335. I0606 13:30:31.822473 81 net.cpp:144] Setting up inception_4a/5x5_reduce
  2336. I0606 13:30:31.822484 81 net.cpp:151] Top shape: 2 16 40 40 (51200)
  2337. I0606 13:30:31.822489 81 net.cpp:159] Memory required for data: 604812032
  2338. I0606 13:30:31.822496 81 layer_factory.hpp:77] Creating layer inception_4a/relu_5x5_reduce
  2339. I0606 13:30:31.822504 81 net.cpp:94] Creating Layer inception_4a/relu_5x5_reduce
  2340. I0606 13:30:31.822510 81 net.cpp:435] inception_4a/relu_5x5_reduce <- inception_4a/5x5_reduce
  2341. I0606 13:30:31.822516 81 net.cpp:396] inception_4a/relu_5x5_reduce -> inception_4a/5x5_reduce (in-place)
  2342. I0606 13:30:31.822525 81 net.cpp:144] Setting up inception_4a/relu_5x5_reduce
  2343. I0606 13:30:31.822531 81 net.cpp:151] Top shape: 2 16 40 40 (51200)
  2344. I0606 13:30:31.822536 81 net.cpp:159] Memory required for data: 605016832
  2345. I0606 13:30:31.822540 81 layer_factory.hpp:77] Creating layer inception_4a/5x5
  2346. I0606 13:30:31.822557 81 net.cpp:94] Creating Layer inception_4a/5x5
  2347. I0606 13:30:31.822563 81 net.cpp:435] inception_4a/5x5 <- inception_4a/5x5_reduce
  2348. I0606 13:30:31.822571 81 net.cpp:409] inception_4a/5x5 -> inception_4a/5x5
  2349. I0606 13:30:31.823000 81 net.cpp:144] Setting up inception_4a/5x5
  2350. I0606 13:30:31.823010 81 net.cpp:151] Top shape: 2 48 40 40 (153600)
  2351. I0606 13:30:31.823015 81 net.cpp:159] Memory required for data: 605631232
  2352. I0606 13:30:31.823024 81 layer_factory.hpp:77] Creating layer inception_4a/relu_5x5
  2353. I0606 13:30:31.823031 81 net.cpp:94] Creating Layer inception_4a/relu_5x5
  2354. I0606 13:30:31.823037 81 net.cpp:435] inception_4a/relu_5x5 <- inception_4a/5x5
  2355. I0606 13:30:31.823043 81 net.cpp:396] inception_4a/relu_5x5 -> inception_4a/5x5 (in-place)
  2356. I0606 13:30:31.823052 81 net.cpp:144] Setting up inception_4a/relu_5x5
  2357. I0606 13:30:31.823060 81 net.cpp:151] Top shape: 2 48 40 40 (153600)
  2358. I0606 13:30:31.823065 81 net.cpp:159] Memory required for data: 606245632
  2359. I0606 13:30:31.823068 81 layer_factory.hpp:77] Creating layer inception_4a/pool
  2360. I0606 13:30:31.823076 81 net.cpp:94] Creating Layer inception_4a/pool
  2361. I0606 13:30:31.823081 81 net.cpp:435] inception_4a/pool <- pool3/3x3_s2_pool3/3x3_s2_0_split_3
  2362. I0606 13:30:31.823088 81 net.cpp:409] inception_4a/pool -> inception_4a/pool
  2363. I0606 13:30:31.823138 81 net.cpp:144] Setting up inception_4a/pool
  2364. I0606 13:30:31.823148 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  2365. I0606 13:30:31.823153 81 net.cpp:159] Memory required for data: 612389632
  2366. I0606 13:30:31.823158 81 layer_factory.hpp:77] Creating layer inception_4a/pool_proj
  2367. I0606 13:30:31.823168 81 net.cpp:94] Creating Layer inception_4a/pool_proj
  2368. I0606 13:30:31.823173 81 net.cpp:435] inception_4a/pool_proj <- inception_4a/pool
  2369. I0606 13:30:31.823181 81 net.cpp:409] inception_4a/pool_proj -> inception_4a/pool_proj
  2370. I0606 13:30:31.823675 81 net.cpp:144] Setting up inception_4a/pool_proj
  2371. I0606 13:30:31.823686 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2372. I0606 13:30:31.823691 81 net.cpp:159] Memory required for data: 613208832
  2373. I0606 13:30:31.823699 81 layer_factory.hpp:77] Creating layer inception_4a/relu_pool_proj
  2374. I0606 13:30:31.823706 81 net.cpp:94] Creating Layer inception_4a/relu_pool_proj
  2375. I0606 13:30:31.823712 81 net.cpp:435] inception_4a/relu_pool_proj <- inception_4a/pool_proj
  2376. I0606 13:30:31.823719 81 net.cpp:396] inception_4a/relu_pool_proj -> inception_4a/pool_proj (in-place)
  2377. I0606 13:30:31.823729 81 net.cpp:144] Setting up inception_4a/relu_pool_proj
  2378. I0606 13:30:31.823735 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2379. I0606 13:30:31.823740 81 net.cpp:159] Memory required for data: 614028032
  2380. I0606 13:30:31.823745 81 layer_factory.hpp:77] Creating layer inception_4a/output
  2381. I0606 13:30:31.823751 81 net.cpp:94] Creating Layer inception_4a/output
  2382. I0606 13:30:31.823757 81 net.cpp:435] inception_4a/output <- inception_4a/1x1
  2383. I0606 13:30:31.823763 81 net.cpp:435] inception_4a/output <- inception_4a/3x3
  2384. I0606 13:30:31.823770 81 net.cpp:435] inception_4a/output <- inception_4a/5x5
  2385. I0606 13:30:31.823774 81 net.cpp:435] inception_4a/output <- inception_4a/pool_proj
  2386. I0606 13:30:31.823781 81 net.cpp:409] inception_4a/output -> inception_4a/output
  2387. I0606 13:30:31.823812 81 net.cpp:144] Setting up inception_4a/output
  2388. I0606 13:30:31.823820 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2389. I0606 13:30:31.823825 81 net.cpp:159] Memory required for data: 620581632
  2390. I0606 13:30:31.823830 81 layer_factory.hpp:77] Creating layer inception_4a/output_inception_4a/output_0_split
  2391. I0606 13:30:31.823837 81 net.cpp:94] Creating Layer inception_4a/output_inception_4a/output_0_split
  2392. I0606 13:30:31.823843 81 net.cpp:435] inception_4a/output_inception_4a/output_0_split <- inception_4a/output
  2393. I0606 13:30:31.823849 81 net.cpp:409] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_0
  2394. I0606 13:30:31.823858 81 net.cpp:409] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_1
  2395. I0606 13:30:31.823866 81 net.cpp:409] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_2
  2396. I0606 13:30:31.823887 81 net.cpp:409] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_3
  2397. I0606 13:30:31.823956 81 net.cpp:144] Setting up inception_4a/output_inception_4a/output_0_split
  2398. I0606 13:30:31.823964 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2399. I0606 13:30:31.823971 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2400. I0606 13:30:31.823976 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2401. I0606 13:30:31.823982 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2402. I0606 13:30:31.823987 81 net.cpp:159] Memory required for data: 646796032
  2403. I0606 13:30:31.823992 81 layer_factory.hpp:77] Creating layer inception_4b/1x1
  2404. I0606 13:30:31.824002 81 net.cpp:94] Creating Layer inception_4b/1x1
  2405. I0606 13:30:31.824007 81 net.cpp:435] inception_4b/1x1 <- inception_4a/output_inception_4a/output_0_split_0
  2406. I0606 13:30:31.824015 81 net.cpp:409] inception_4b/1x1 -> inception_4b/1x1
  2407. I0606 13:30:31.824869 81 net.cpp:144] Setting up inception_4b/1x1
  2408. I0606 13:30:31.824880 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  2409. I0606 13:30:31.824887 81 net.cpp:159] Memory required for data: 648844032
  2410. I0606 13:30:31.824894 81 layer_factory.hpp:77] Creating layer inception_4b/relu_1x1
  2411. I0606 13:30:31.824901 81 net.cpp:94] Creating Layer inception_4b/relu_1x1
  2412. I0606 13:30:31.824906 81 net.cpp:435] inception_4b/relu_1x1 <- inception_4b/1x1
  2413. I0606 13:30:31.824913 81 net.cpp:396] inception_4b/relu_1x1 -> inception_4b/1x1 (in-place)
  2414. I0606 13:30:31.824923 81 net.cpp:144] Setting up inception_4b/relu_1x1
  2415. I0606 13:30:31.824929 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  2416. I0606 13:30:31.824934 81 net.cpp:159] Memory required for data: 650892032
  2417. I0606 13:30:31.824939 81 layer_factory.hpp:77] Creating layer inception_4b/3x3_reduce
  2418. I0606 13:30:31.824949 81 net.cpp:94] Creating Layer inception_4b/3x3_reduce
  2419. I0606 13:30:31.824954 81 net.cpp:435] inception_4b/3x3_reduce <- inception_4a/output_inception_4a/output_0_split_1
  2420. I0606 13:30:31.824962 81 net.cpp:409] inception_4b/3x3_reduce -> inception_4b/3x3_reduce
  2421. I0606 13:30:31.826472 81 net.cpp:144] Setting up inception_4b/3x3_reduce
  2422. I0606 13:30:31.826488 81 net.cpp:151] Top shape: 2 112 40 40 (358400)
  2423. I0606 13:30:31.826493 81 net.cpp:159] Memory required for data: 652325632
  2424. I0606 13:30:31.826501 81 layer_factory.hpp:77] Creating layer inception_4b/relu_3x3_reduce
  2425. I0606 13:30:31.826509 81 net.cpp:94] Creating Layer inception_4b/relu_3x3_reduce
  2426. I0606 13:30:31.826516 81 net.cpp:435] inception_4b/relu_3x3_reduce <- inception_4b/3x3_reduce
  2427. I0606 13:30:31.826524 81 net.cpp:396] inception_4b/relu_3x3_reduce -> inception_4b/3x3_reduce (in-place)
  2428. I0606 13:30:31.826534 81 net.cpp:144] Setting up inception_4b/relu_3x3_reduce
  2429. I0606 13:30:31.826541 81 net.cpp:151] Top shape: 2 112 40 40 (358400)
  2430. I0606 13:30:31.826546 81 net.cpp:159] Memory required for data: 653759232
  2431. I0606 13:30:31.826551 81 layer_factory.hpp:77] Creating layer inception_4b/3x3
  2432. I0606 13:30:31.826561 81 net.cpp:94] Creating Layer inception_4b/3x3
  2433. I0606 13:30:31.826567 81 net.cpp:435] inception_4b/3x3 <- inception_4b/3x3_reduce
  2434. I0606 13:30:31.826576 81 net.cpp:409] inception_4b/3x3 -> inception_4b/3x3
  2435. I0606 13:30:31.829092 81 net.cpp:144] Setting up inception_4b/3x3
  2436. I0606 13:30:31.829108 81 net.cpp:151] Top shape: 2 224 40 40 (716800)
  2437. I0606 13:30:31.829114 81 net.cpp:159] Memory required for data: 656626432
  2438. I0606 13:30:31.829130 81 layer_factory.hpp:77] Creating layer inception_4b/relu_3x3
  2439. I0606 13:30:31.829139 81 net.cpp:94] Creating Layer inception_4b/relu_3x3
  2440. I0606 13:30:31.829146 81 net.cpp:435] inception_4b/relu_3x3 <- inception_4b/3x3
  2441. I0606 13:30:31.829154 81 net.cpp:396] inception_4b/relu_3x3 -> inception_4b/3x3 (in-place)
  2442. I0606 13:30:31.829165 81 net.cpp:144] Setting up inception_4b/relu_3x3
  2443. I0606 13:30:31.829171 81 net.cpp:151] Top shape: 2 224 40 40 (716800)
  2444. I0606 13:30:31.829176 81 net.cpp:159] Memory required for data: 659493632
  2445. I0606 13:30:31.829180 81 layer_factory.hpp:77] Creating layer inception_4b/5x5_reduce
  2446. I0606 13:30:31.829206 81 net.cpp:94] Creating Layer inception_4b/5x5_reduce
  2447. I0606 13:30:31.829213 81 net.cpp:435] inception_4b/5x5_reduce <- inception_4a/output_inception_4a/output_0_split_2
  2448. I0606 13:30:31.829221 81 net.cpp:409] inception_4b/5x5_reduce -> inception_4b/5x5_reduce
  2449. I0606 13:30:31.829602 81 net.cpp:144] Setting up inception_4b/5x5_reduce
  2450. I0606 13:30:31.829613 81 net.cpp:151] Top shape: 2 24 40 40 (76800)
  2451. I0606 13:30:31.829618 81 net.cpp:159] Memory required for data: 659800832
  2452. I0606 13:30:31.829627 81 layer_factory.hpp:77] Creating layer inception_4b/relu_5x5_reduce
  2453. I0606 13:30:31.829634 81 net.cpp:94] Creating Layer inception_4b/relu_5x5_reduce
  2454. I0606 13:30:31.829639 81 net.cpp:435] inception_4b/relu_5x5_reduce <- inception_4b/5x5_reduce
  2455. I0606 13:30:31.829646 81 net.cpp:396] inception_4b/relu_5x5_reduce -> inception_4b/5x5_reduce (in-place)
  2456. I0606 13:30:31.829656 81 net.cpp:144] Setting up inception_4b/relu_5x5_reduce
  2457. I0606 13:30:31.829663 81 net.cpp:151] Top shape: 2 24 40 40 (76800)
  2458. I0606 13:30:31.829668 81 net.cpp:159] Memory required for data: 660108032
  2459. I0606 13:30:31.829672 81 layer_factory.hpp:77] Creating layer inception_4b/5x5
  2460. I0606 13:30:31.829682 81 net.cpp:94] Creating Layer inception_4b/5x5
  2461. I0606 13:30:31.829687 81 net.cpp:435] inception_4b/5x5 <- inception_4b/5x5_reduce
  2462. I0606 13:30:31.829695 81 net.cpp:409] inception_4b/5x5 -> inception_4b/5x5
  2463. I0606 13:30:31.830292 81 net.cpp:144] Setting up inception_4b/5x5
  2464. I0606 13:30:31.830304 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2465. I0606 13:30:31.830309 81 net.cpp:159] Memory required for data: 660927232
  2466. I0606 13:30:31.830317 81 layer_factory.hpp:77] Creating layer inception_4b/relu_5x5
  2467. I0606 13:30:31.830324 81 net.cpp:94] Creating Layer inception_4b/relu_5x5
  2468. I0606 13:30:31.830330 81 net.cpp:435] inception_4b/relu_5x5 <- inception_4b/5x5
  2469. I0606 13:30:31.830338 81 net.cpp:396] inception_4b/relu_5x5 -> inception_4b/5x5 (in-place)
  2470. I0606 13:30:31.830348 81 net.cpp:144] Setting up inception_4b/relu_5x5
  2471. I0606 13:30:31.830353 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2472. I0606 13:30:31.830358 81 net.cpp:159] Memory required for data: 661746432
  2473. I0606 13:30:31.830363 81 layer_factory.hpp:77] Creating layer inception_4b/pool
  2474. I0606 13:30:31.830370 81 net.cpp:94] Creating Layer inception_4b/pool
  2475. I0606 13:30:31.830375 81 net.cpp:435] inception_4b/pool <- inception_4a/output_inception_4a/output_0_split_3
  2476. I0606 13:30:31.830384 81 net.cpp:409] inception_4b/pool -> inception_4b/pool
  2477. I0606 13:30:31.830430 81 net.cpp:144] Setting up inception_4b/pool
  2478. I0606 13:30:31.830440 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2479. I0606 13:30:31.830444 81 net.cpp:159] Memory required for data: 668300032
  2480. I0606 13:30:31.830449 81 layer_factory.hpp:77] Creating layer inception_4b/pool_proj
  2481. I0606 13:30:31.830458 81 net.cpp:94] Creating Layer inception_4b/pool_proj
  2482. I0606 13:30:31.830464 81 net.cpp:435] inception_4b/pool_proj <- inception_4b/pool
  2483. I0606 13:30:31.830472 81 net.cpp:409] inception_4b/pool_proj -> inception_4b/pool_proj
  2484. I0606 13:30:31.831017 81 net.cpp:144] Setting up inception_4b/pool_proj
  2485. I0606 13:30:31.831028 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2486. I0606 13:30:31.831033 81 net.cpp:159] Memory required for data: 669119232
  2487. I0606 13:30:31.831041 81 layer_factory.hpp:77] Creating layer inception_4b/relu_pool_proj
  2488. I0606 13:30:31.831048 81 net.cpp:94] Creating Layer inception_4b/relu_pool_proj
  2489. I0606 13:30:31.831054 81 net.cpp:435] inception_4b/relu_pool_proj <- inception_4b/pool_proj
  2490. I0606 13:30:31.831061 81 net.cpp:396] inception_4b/relu_pool_proj -> inception_4b/pool_proj (in-place)
  2491. I0606 13:30:31.831070 81 net.cpp:144] Setting up inception_4b/relu_pool_proj
  2492. I0606 13:30:31.831077 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2493. I0606 13:30:31.831081 81 net.cpp:159] Memory required for data: 669938432
  2494. I0606 13:30:31.831086 81 layer_factory.hpp:77] Creating layer inception_4b/output
  2495. I0606 13:30:31.831105 81 net.cpp:94] Creating Layer inception_4b/output
  2496. I0606 13:30:31.831111 81 net.cpp:435] inception_4b/output <- inception_4b/1x1
  2497. I0606 13:30:31.831126 81 net.cpp:435] inception_4b/output <- inception_4b/3x3
  2498. I0606 13:30:31.831135 81 net.cpp:435] inception_4b/output <- inception_4b/5x5
  2499. I0606 13:30:31.831140 81 net.cpp:435] inception_4b/output <- inception_4b/pool_proj
  2500. I0606 13:30:31.831147 81 net.cpp:409] inception_4b/output -> inception_4b/output
  2501. I0606 13:30:31.831185 81 net.cpp:144] Setting up inception_4b/output
  2502. I0606 13:30:31.831194 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2503. I0606 13:30:31.831199 81 net.cpp:159] Memory required for data: 676492032
  2504. I0606 13:30:31.831204 81 layer_factory.hpp:77] Creating layer inception_4b/output_inception_4b/output_0_split
  2505. I0606 13:30:31.831212 81 net.cpp:94] Creating Layer inception_4b/output_inception_4b/output_0_split
  2506. I0606 13:30:31.831218 81 net.cpp:435] inception_4b/output_inception_4b/output_0_split <- inception_4b/output
  2507. I0606 13:30:31.831224 81 net.cpp:409] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_0
  2508. I0606 13:30:31.831233 81 net.cpp:409] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_1
  2509. I0606 13:30:31.831241 81 net.cpp:409] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_2
  2510. I0606 13:30:31.831249 81 net.cpp:409] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_3
  2511. I0606 13:30:31.837180 81 net.cpp:144] Setting up inception_4b/output_inception_4b/output_0_split
  2512. I0606 13:30:31.837199 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2513. I0606 13:30:31.837208 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2514. I0606 13:30:31.837213 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2515. I0606 13:30:31.837218 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2516. I0606 13:30:31.837224 81 net.cpp:159] Memory required for data: 702706432
  2517. I0606 13:30:31.837229 81 layer_factory.hpp:77] Creating layer inception_4c/1x1
  2518. I0606 13:30:31.837411 81 net.cpp:94] Creating Layer inception_4c/1x1
  2519. I0606 13:30:31.837424 81 net.cpp:435] inception_4c/1x1 <- inception_4b/output_inception_4b/output_0_split_0
  2520. I0606 13:30:31.837436 81 net.cpp:409] inception_4c/1x1 -> inception_4c/1x1
  2521. I0606 13:30:31.838274 81 net.cpp:144] Setting up inception_4c/1x1
  2522. I0606 13:30:31.838291 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2523. I0606 13:30:31.838296 81 net.cpp:159] Memory required for data: 704344832
  2524. I0606 13:30:31.838306 81 layer_factory.hpp:77] Creating layer inception_4c/relu_1x1
  2525. I0606 13:30:31.838316 81 net.cpp:94] Creating Layer inception_4c/relu_1x1
  2526. I0606 13:30:31.838323 81 net.cpp:435] inception_4c/relu_1x1 <- inception_4c/1x1
  2527. I0606 13:30:31.838331 81 net.cpp:396] inception_4c/relu_1x1 -> inception_4c/1x1 (in-place)
  2528. I0606 13:30:31.838343 81 net.cpp:144] Setting up inception_4c/relu_1x1
  2529. I0606 13:30:31.838351 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2530. I0606 13:30:31.838356 81 net.cpp:159] Memory required for data: 705983232
  2531. I0606 13:30:31.838359 81 layer_factory.hpp:77] Creating layer inception_4c/3x3_reduce
  2532. I0606 13:30:31.838371 81 net.cpp:94] Creating Layer inception_4c/3x3_reduce
  2533. I0606 13:30:31.838376 81 net.cpp:435] inception_4c/3x3_reduce <- inception_4b/output_inception_4b/output_0_split_1
  2534. I0606 13:30:31.838385 81 net.cpp:409] inception_4c/3x3_reduce -> inception_4c/3x3_reduce
  2535. I0606 13:30:31.839150 81 net.cpp:144] Setting up inception_4c/3x3_reduce
  2536. I0606 13:30:31.839162 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2537. I0606 13:30:31.839167 81 net.cpp:159] Memory required for data: 707621632
  2538. I0606 13:30:31.839175 81 layer_factory.hpp:77] Creating layer inception_4c/relu_3x3_reduce
  2539. I0606 13:30:31.839184 81 net.cpp:94] Creating Layer inception_4c/relu_3x3_reduce
  2540. I0606 13:30:31.839188 81 net.cpp:435] inception_4c/relu_3x3_reduce <- inception_4c/3x3_reduce
  2541. I0606 13:30:31.839210 81 net.cpp:396] inception_4c/relu_3x3_reduce -> inception_4c/3x3_reduce (in-place)
  2542. I0606 13:30:31.839221 81 net.cpp:144] Setting up inception_4c/relu_3x3_reduce
  2543. I0606 13:30:31.839229 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2544. I0606 13:30:31.839233 81 net.cpp:159] Memory required for data: 709260032
  2545. I0606 13:30:31.839238 81 layer_factory.hpp:77] Creating layer inception_4c/3x3
  2546. I0606 13:30:31.839247 81 net.cpp:94] Creating Layer inception_4c/3x3
  2547. I0606 13:30:31.839252 81 net.cpp:435] inception_4c/3x3 <- inception_4c/3x3_reduce
  2548. I0606 13:30:31.839260 81 net.cpp:409] inception_4c/3x3 -> inception_4c/3x3
  2549. I0606 13:30:31.842412 81 net.cpp:144] Setting up inception_4c/3x3
  2550. I0606 13:30:31.842432 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  2551. I0606 13:30:31.842438 81 net.cpp:159] Memory required for data: 712536832
  2552. I0606 13:30:31.842447 81 layer_factory.hpp:77] Creating layer inception_4c/relu_3x3
  2553. I0606 13:30:31.842456 81 net.cpp:94] Creating Layer inception_4c/relu_3x3
  2554. I0606 13:30:31.842463 81 net.cpp:435] inception_4c/relu_3x3 <- inception_4c/3x3
  2555. I0606 13:30:31.842471 81 net.cpp:396] inception_4c/relu_3x3 -> inception_4c/3x3 (in-place)
  2556. I0606 13:30:31.842483 81 net.cpp:144] Setting up inception_4c/relu_3x3
  2557. I0606 13:30:31.842489 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  2558. I0606 13:30:31.842494 81 net.cpp:159] Memory required for data: 715813632
  2559. I0606 13:30:31.842499 81 layer_factory.hpp:77] Creating layer inception_4c/5x5_reduce
  2560. I0606 13:30:31.842509 81 net.cpp:94] Creating Layer inception_4c/5x5_reduce
  2561. I0606 13:30:31.842515 81 net.cpp:435] inception_4c/5x5_reduce <- inception_4b/output_inception_4b/output_0_split_2
  2562. I0606 13:30:31.842525 81 net.cpp:409] inception_4c/5x5_reduce -> inception_4c/5x5_reduce
  2563. I0606 13:30:31.842922 81 net.cpp:144] Setting up inception_4c/5x5_reduce
  2564. I0606 13:30:31.842932 81 net.cpp:151] Top shape: 2 24 40 40 (76800)
  2565. I0606 13:30:31.842937 81 net.cpp:159] Memory required for data: 716120832
  2566. I0606 13:30:31.842945 81 layer_factory.hpp:77] Creating layer inception_4c/relu_5x5_reduce
  2567. I0606 13:30:31.842952 81 net.cpp:94] Creating Layer inception_4c/relu_5x5_reduce
  2568. I0606 13:30:31.842958 81 net.cpp:435] inception_4c/relu_5x5_reduce <- inception_4c/5x5_reduce
  2569. I0606 13:30:31.842965 81 net.cpp:396] inception_4c/relu_5x5_reduce -> inception_4c/5x5_reduce (in-place)
  2570. I0606 13:30:31.842975 81 net.cpp:144] Setting up inception_4c/relu_5x5_reduce
  2571. I0606 13:30:31.842981 81 net.cpp:151] Top shape: 2 24 40 40 (76800)
  2572. I0606 13:30:31.842986 81 net.cpp:159] Memory required for data: 716428032
  2573. I0606 13:30:31.842991 81 layer_factory.hpp:77] Creating layer inception_4c/5x5
  2574. I0606 13:30:31.843000 81 net.cpp:94] Creating Layer inception_4c/5x5
  2575. I0606 13:30:31.843006 81 net.cpp:435] inception_4c/5x5 <- inception_4c/5x5_reduce
  2576. I0606 13:30:31.843014 81 net.cpp:409] inception_4c/5x5 -> inception_4c/5x5
  2577. I0606 13:30:31.846505 81 net.cpp:144] Setting up inception_4c/5x5
  2578. I0606 13:30:31.846524 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2579. I0606 13:30:31.846529 81 net.cpp:159] Memory required for data: 717247232
  2580. I0606 13:30:31.846539 81 layer_factory.hpp:77] Creating layer inception_4c/relu_5x5
  2581. I0606 13:30:31.846547 81 net.cpp:94] Creating Layer inception_4c/relu_5x5
  2582. I0606 13:30:31.846554 81 net.cpp:435] inception_4c/relu_5x5 <- inception_4c/5x5
  2583. I0606 13:30:31.846561 81 net.cpp:396] inception_4c/relu_5x5 -> inception_4c/5x5 (in-place)
  2584. I0606 13:30:31.846572 81 net.cpp:144] Setting up inception_4c/relu_5x5
  2585. I0606 13:30:31.846580 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2586. I0606 13:30:31.846585 81 net.cpp:159] Memory required for data: 718066432
  2587. I0606 13:30:31.846590 81 layer_factory.hpp:77] Creating layer inception_4c/pool
  2588. I0606 13:30:31.846596 81 net.cpp:94] Creating Layer inception_4c/pool
  2589. I0606 13:30:31.846602 81 net.cpp:435] inception_4c/pool <- inception_4b/output_inception_4b/output_0_split_3
  2590. I0606 13:30:31.846611 81 net.cpp:409] inception_4c/pool -> inception_4c/pool
  2591. I0606 13:30:31.846673 81 net.cpp:144] Setting up inception_4c/pool
  2592. I0606 13:30:31.846683 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2593. I0606 13:30:31.846686 81 net.cpp:159] Memory required for data: 724620032
  2594. I0606 13:30:31.846691 81 layer_factory.hpp:77] Creating layer inception_4c/pool_proj
  2595. I0606 13:30:31.846701 81 net.cpp:94] Creating Layer inception_4c/pool_proj
  2596. I0606 13:30:31.846707 81 net.cpp:435] inception_4c/pool_proj <- inception_4c/pool
  2597. I0606 13:30:31.846715 81 net.cpp:409] inception_4c/pool_proj -> inception_4c/pool_proj
  2598. I0606 13:30:31.847276 81 net.cpp:144] Setting up inception_4c/pool_proj
  2599. I0606 13:30:31.847288 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2600. I0606 13:30:31.847293 81 net.cpp:159] Memory required for data: 725439232
  2601. I0606 13:30:31.847312 81 layer_factory.hpp:77] Creating layer inception_4c/relu_pool_proj
  2602. I0606 13:30:31.847321 81 net.cpp:94] Creating Layer inception_4c/relu_pool_proj
  2603. I0606 13:30:31.847327 81 net.cpp:435] inception_4c/relu_pool_proj <- inception_4c/pool_proj
  2604. I0606 13:30:31.847333 81 net.cpp:396] inception_4c/relu_pool_proj -> inception_4c/pool_proj (in-place)
  2605. I0606 13:30:31.847343 81 net.cpp:144] Setting up inception_4c/relu_pool_proj
  2606. I0606 13:30:31.847352 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2607. I0606 13:30:31.847355 81 net.cpp:159] Memory required for data: 726258432
  2608. I0606 13:30:31.847360 81 layer_factory.hpp:77] Creating layer inception_4c/output
  2609. I0606 13:30:31.847368 81 net.cpp:94] Creating Layer inception_4c/output
  2610. I0606 13:30:31.847373 81 net.cpp:435] inception_4c/output <- inception_4c/1x1
  2611. I0606 13:30:31.847379 81 net.cpp:435] inception_4c/output <- inception_4c/3x3
  2612. I0606 13:30:31.847385 81 net.cpp:435] inception_4c/output <- inception_4c/5x5
  2613. I0606 13:30:31.847391 81 net.cpp:435] inception_4c/output <- inception_4c/pool_proj
  2614. I0606 13:30:31.847398 81 net.cpp:409] inception_4c/output -> inception_4c/output
  2615. I0606 13:30:31.847429 81 net.cpp:144] Setting up inception_4c/output
  2616. I0606 13:30:31.847437 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2617. I0606 13:30:31.847442 81 net.cpp:159] Memory required for data: 732812032
  2618. I0606 13:30:31.847446 81 layer_factory.hpp:77] Creating layer inception_4c/output_inception_4c/output_0_split
  2619. I0606 13:30:31.847453 81 net.cpp:94] Creating Layer inception_4c/output_inception_4c/output_0_split
  2620. I0606 13:30:31.847460 81 net.cpp:435] inception_4c/output_inception_4c/output_0_split <- inception_4c/output
  2621. I0606 13:30:31.847466 81 net.cpp:409] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_0
  2622. I0606 13:30:31.847476 81 net.cpp:409] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_1
  2623. I0606 13:30:31.847484 81 net.cpp:409] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_2
  2624. I0606 13:30:31.847492 81 net.cpp:409] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_3
  2625. I0606 13:30:31.847563 81 net.cpp:144] Setting up inception_4c/output_inception_4c/output_0_split
  2626. I0606 13:30:31.847573 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2627. I0606 13:30:31.847579 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2628. I0606 13:30:31.847584 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2629. I0606 13:30:31.847590 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2630. I0606 13:30:31.847594 81 net.cpp:159] Memory required for data: 759026432
  2631. I0606 13:30:31.847599 81 layer_factory.hpp:77] Creating layer inception_4d/1x1
  2632. I0606 13:30:31.847609 81 net.cpp:94] Creating Layer inception_4d/1x1
  2633. I0606 13:30:31.847615 81 net.cpp:435] inception_4d/1x1 <- inception_4c/output_inception_4c/output_0_split_0
  2634. I0606 13:30:31.847623 81 net.cpp:409] inception_4d/1x1 -> inception_4d/1x1
  2635. I0606 13:30:31.848315 81 net.cpp:144] Setting up inception_4d/1x1
  2636. I0606 13:30:31.848326 81 net.cpp:151] Top shape: 2 112 40 40 (358400)
  2637. I0606 13:30:31.848332 81 net.cpp:159] Memory required for data: 760460032
  2638. I0606 13:30:31.848351 81 layer_factory.hpp:77] Creating layer inception_4d/relu_1x1
  2639. I0606 13:30:31.848359 81 net.cpp:94] Creating Layer inception_4d/relu_1x1
  2640. I0606 13:30:31.848364 81 net.cpp:435] inception_4d/relu_1x1 <- inception_4d/1x1
  2641. I0606 13:30:31.848371 81 net.cpp:396] inception_4d/relu_1x1 -> inception_4d/1x1 (in-place)
  2642. I0606 13:30:31.848381 81 net.cpp:144] Setting up inception_4d/relu_1x1
  2643. I0606 13:30:31.848387 81 net.cpp:151] Top shape: 2 112 40 40 (358400)
  2644. I0606 13:30:31.848392 81 net.cpp:159] Memory required for data: 761893632
  2645. I0606 13:30:31.848397 81 layer_factory.hpp:77] Creating layer inception_4d/3x3_reduce
  2646. I0606 13:30:31.848407 81 net.cpp:94] Creating Layer inception_4d/3x3_reduce
  2647. I0606 13:30:31.848412 81 net.cpp:435] inception_4d/3x3_reduce <- inception_4c/output_inception_4c/output_0_split_1
  2648. I0606 13:30:31.848421 81 net.cpp:409] inception_4d/3x3_reduce -> inception_4d/3x3_reduce
  2649. I0606 13:30:31.849231 81 net.cpp:144] Setting up inception_4d/3x3_reduce
  2650. I0606 13:30:31.849242 81 net.cpp:151] Top shape: 2 144 40 40 (460800)
  2651. I0606 13:30:31.849247 81 net.cpp:159] Memory required for data: 763736832
  2652. I0606 13:30:31.849256 81 layer_factory.hpp:77] Creating layer inception_4d/relu_3x3_reduce
  2653. I0606 13:30:31.849263 81 net.cpp:94] Creating Layer inception_4d/relu_3x3_reduce
  2654. I0606 13:30:31.849269 81 net.cpp:435] inception_4d/relu_3x3_reduce <- inception_4d/3x3_reduce
  2655. I0606 13:30:31.849277 81 net.cpp:396] inception_4d/relu_3x3_reduce -> inception_4d/3x3_reduce (in-place)
  2656. I0606 13:30:31.849285 81 net.cpp:144] Setting up inception_4d/relu_3x3_reduce
  2657. I0606 13:30:31.849292 81 net.cpp:151] Top shape: 2 144 40 40 (460800)
  2658. I0606 13:30:31.849297 81 net.cpp:159] Memory required for data: 765580032
  2659. I0606 13:30:31.849301 81 layer_factory.hpp:77] Creating layer inception_4d/3x3
  2660. I0606 13:30:31.849311 81 net.cpp:94] Creating Layer inception_4d/3x3
  2661. I0606 13:30:31.849316 81 net.cpp:435] inception_4d/3x3 <- inception_4d/3x3_reduce
  2662. I0606 13:30:31.849324 81 net.cpp:409] inception_4d/3x3 -> inception_4d/3x3
  2663. I0606 13:30:31.853977 81 net.cpp:144] Setting up inception_4d/3x3
  2664. I0606 13:30:31.854001 81 net.cpp:151] Top shape: 2 288 40 40 (921600)
  2665. I0606 13:30:31.854007 81 net.cpp:159] Memory required for data: 769266432
  2666. I0606 13:30:31.854017 81 layer_factory.hpp:77] Creating layer inception_4d/relu_3x3
  2667. I0606 13:30:31.854028 81 net.cpp:94] Creating Layer inception_4d/relu_3x3
  2668. I0606 13:30:31.854037 81 net.cpp:435] inception_4d/relu_3x3 <- inception_4d/3x3
  2669. I0606 13:30:31.854045 81 net.cpp:396] inception_4d/relu_3x3 -> inception_4d/3x3 (in-place)
  2670. I0606 13:30:31.854058 81 net.cpp:144] Setting up inception_4d/relu_3x3
  2671. I0606 13:30:31.854064 81 net.cpp:151] Top shape: 2 288 40 40 (921600)
  2672. I0606 13:30:31.854069 81 net.cpp:159] Memory required for data: 772952832
  2673. I0606 13:30:31.854074 81 layer_factory.hpp:77] Creating layer inception_4d/5x5_reduce
  2674. I0606 13:30:31.854086 81 net.cpp:94] Creating Layer inception_4d/5x5_reduce
  2675. I0606 13:30:31.854092 81 net.cpp:435] inception_4d/5x5_reduce <- inception_4c/output_inception_4c/output_0_split_2
  2676. I0606 13:30:31.854102 81 net.cpp:409] inception_4d/5x5_reduce -> inception_4d/5x5_reduce
  2677. I0606 13:30:31.854598 81 net.cpp:144] Setting up inception_4d/5x5_reduce
  2678. I0606 13:30:31.854609 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  2679. I0606 13:30:31.854615 81 net.cpp:159] Memory required for data: 773362432
  2680. I0606 13:30:31.854624 81 layer_factory.hpp:77] Creating layer inception_4d/relu_5x5_reduce
  2681. I0606 13:30:31.854631 81 net.cpp:94] Creating Layer inception_4d/relu_5x5_reduce
  2682. I0606 13:30:31.854637 81 net.cpp:435] inception_4d/relu_5x5_reduce <- inception_4d/5x5_reduce
  2683. I0606 13:30:31.854645 81 net.cpp:396] inception_4d/relu_5x5_reduce -> inception_4d/5x5_reduce (in-place)
  2684. I0606 13:30:31.854655 81 net.cpp:144] Setting up inception_4d/relu_5x5_reduce
  2685. I0606 13:30:31.854660 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  2686. I0606 13:30:31.854665 81 net.cpp:159] Memory required for data: 773772032
  2687. I0606 13:30:31.854684 81 layer_factory.hpp:77] Creating layer inception_4d/5x5
  2688. I0606 13:30:31.854696 81 net.cpp:94] Creating Layer inception_4d/5x5
  2689. I0606 13:30:31.854701 81 net.cpp:435] inception_4d/5x5 <- inception_4d/5x5_reduce
  2690. I0606 13:30:31.854709 81 net.cpp:409] inception_4d/5x5 -> inception_4d/5x5
  2691. I0606 13:30:31.855392 81 net.cpp:144] Setting up inception_4d/5x5
  2692. I0606 13:30:31.855403 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2693. I0606 13:30:31.855408 81 net.cpp:159] Memory required for data: 774591232
  2694. I0606 13:30:31.855417 81 layer_factory.hpp:77] Creating layer inception_4d/relu_5x5
  2695. I0606 13:30:31.855423 81 net.cpp:94] Creating Layer inception_4d/relu_5x5
  2696. I0606 13:30:31.855430 81 net.cpp:435] inception_4d/relu_5x5 <- inception_4d/5x5
  2697. I0606 13:30:31.855437 81 net.cpp:396] inception_4d/relu_5x5 -> inception_4d/5x5 (in-place)
  2698. I0606 13:30:31.855446 81 net.cpp:144] Setting up inception_4d/relu_5x5
  2699. I0606 13:30:31.855453 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2700. I0606 13:30:31.855458 81 net.cpp:159] Memory required for data: 775410432
  2701. I0606 13:30:31.855463 81 layer_factory.hpp:77] Creating layer inception_4d/pool
  2702. I0606 13:30:31.855470 81 net.cpp:94] Creating Layer inception_4d/pool
  2703. I0606 13:30:31.855476 81 net.cpp:435] inception_4d/pool <- inception_4c/output_inception_4c/output_0_split_3
  2704. I0606 13:30:31.855484 81 net.cpp:409] inception_4d/pool -> inception_4d/pool
  2705. I0606 13:30:31.855530 81 net.cpp:144] Setting up inception_4d/pool
  2706. I0606 13:30:31.855540 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  2707. I0606 13:30:31.855545 81 net.cpp:159] Memory required for data: 781964032
  2708. I0606 13:30:31.855549 81 layer_factory.hpp:77] Creating layer inception_4d/pool_proj
  2709. I0606 13:30:31.855558 81 net.cpp:94] Creating Layer inception_4d/pool_proj
  2710. I0606 13:30:31.855564 81 net.cpp:435] inception_4d/pool_proj <- inception_4d/pool
  2711. I0606 13:30:31.855572 81 net.cpp:409] inception_4d/pool_proj -> inception_4d/pool_proj
  2712. I0606 13:30:31.856096 81 net.cpp:144] Setting up inception_4d/pool_proj
  2713. I0606 13:30:31.856106 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2714. I0606 13:30:31.856112 81 net.cpp:159] Memory required for data: 782783232
  2715. I0606 13:30:31.856125 81 layer_factory.hpp:77] Creating layer inception_4d/relu_pool_proj
  2716. I0606 13:30:31.856132 81 net.cpp:94] Creating Layer inception_4d/relu_pool_proj
  2717. I0606 13:30:31.856138 81 net.cpp:435] inception_4d/relu_pool_proj <- inception_4d/pool_proj
  2718. I0606 13:30:31.856145 81 net.cpp:396] inception_4d/relu_pool_proj -> inception_4d/pool_proj (in-place)
  2719. I0606 13:30:31.856154 81 net.cpp:144] Setting up inception_4d/relu_pool_proj
  2720. I0606 13:30:31.856160 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  2721. I0606 13:30:31.856165 81 net.cpp:159] Memory required for data: 783602432
  2722. I0606 13:30:31.856170 81 layer_factory.hpp:77] Creating layer inception_4d/output
  2723. I0606 13:30:31.856178 81 net.cpp:94] Creating Layer inception_4d/output
  2724. I0606 13:30:31.856182 81 net.cpp:435] inception_4d/output <- inception_4d/1x1
  2725. I0606 13:30:31.856189 81 net.cpp:435] inception_4d/output <- inception_4d/3x3
  2726. I0606 13:30:31.856194 81 net.cpp:435] inception_4d/output <- inception_4d/5x5
  2727. I0606 13:30:31.856200 81 net.cpp:435] inception_4d/output <- inception_4d/pool_proj
  2728. I0606 13:30:31.856206 81 net.cpp:409] inception_4d/output -> inception_4d/output
  2729. I0606 13:30:31.856237 81 net.cpp:144] Setting up inception_4d/output
  2730. I0606 13:30:31.856246 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  2731. I0606 13:30:31.856251 81 net.cpp:159] Memory required for data: 790360832
  2732. I0606 13:30:31.856256 81 layer_factory.hpp:77] Creating layer inception_4d/output_inception_4d/output_0_split
  2733. I0606 13:30:31.856262 81 net.cpp:94] Creating Layer inception_4d/output_inception_4d/output_0_split
  2734. I0606 13:30:31.856267 81 net.cpp:435] inception_4d/output_inception_4d/output_0_split <- inception_4d/output
  2735. I0606 13:30:31.856274 81 net.cpp:409] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_0
  2736. I0606 13:30:31.856297 81 net.cpp:409] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_1
  2737. I0606 13:30:31.856305 81 net.cpp:409] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_2
  2738. I0606 13:30:31.856313 81 net.cpp:409] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_3
  2739. I0606 13:30:31.856384 81 net.cpp:144] Setting up inception_4d/output_inception_4d/output_0_split
  2740. I0606 13:30:31.856392 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  2741. I0606 13:30:31.856400 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  2742. I0606 13:30:31.856405 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  2743. I0606 13:30:31.856410 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  2744. I0606 13:30:31.856415 81 net.cpp:159] Memory required for data: 817394432
  2745. I0606 13:30:31.856420 81 layer_factory.hpp:77] Creating layer inception_4e/1x1
  2746. I0606 13:30:31.856429 81 net.cpp:94] Creating Layer inception_4e/1x1
  2747. I0606 13:30:31.856436 81 net.cpp:435] inception_4e/1x1 <- inception_4d/output_inception_4d/output_0_split_0
  2748. I0606 13:30:31.856443 81 net.cpp:409] inception_4e/1x1 -> inception_4e/1x1
  2749. I0606 13:30:31.858558 81 net.cpp:144] Setting up inception_4e/1x1
  2750. I0606 13:30:31.858577 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  2751. I0606 13:30:31.858583 81 net.cpp:159] Memory required for data: 820671232
  2752. I0606 13:30:31.858593 81 layer_factory.hpp:77] Creating layer inception_4e/relu_1x1
  2753. I0606 13:30:31.858603 81 net.cpp:94] Creating Layer inception_4e/relu_1x1
  2754. I0606 13:30:31.858609 81 net.cpp:435] inception_4e/relu_1x1 <- inception_4e/1x1
  2755. I0606 13:30:31.858618 81 net.cpp:396] inception_4e/relu_1x1 -> inception_4e/1x1 (in-place)
  2756. I0606 13:30:31.858628 81 net.cpp:144] Setting up inception_4e/relu_1x1
  2757. I0606 13:30:31.858636 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  2758. I0606 13:30:31.858640 81 net.cpp:159] Memory required for data: 823948032
  2759. I0606 13:30:31.858645 81 layer_factory.hpp:77] Creating layer inception_4e/3x3_reduce
  2760. I0606 13:30:31.858657 81 net.cpp:94] Creating Layer inception_4e/3x3_reduce
  2761. I0606 13:30:31.858662 81 net.cpp:435] inception_4e/3x3_reduce <- inception_4d/output_inception_4d/output_0_split_1
  2762. I0606 13:30:31.858672 81 net.cpp:409] inception_4e/3x3_reduce -> inception_4e/3x3_reduce
  2763. I0606 13:30:31.859599 81 net.cpp:144] Setting up inception_4e/3x3_reduce
  2764. I0606 13:30:31.859612 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  2765. I0606 13:30:31.859617 81 net.cpp:159] Memory required for data: 825996032
  2766. I0606 13:30:31.859625 81 layer_factory.hpp:77] Creating layer inception_4e/relu_3x3_reduce
  2767. I0606 13:30:31.859633 81 net.cpp:94] Creating Layer inception_4e/relu_3x3_reduce
  2768. I0606 13:30:31.859639 81 net.cpp:435] inception_4e/relu_3x3_reduce <- inception_4e/3x3_reduce
  2769. I0606 13:30:31.859648 81 net.cpp:396] inception_4e/relu_3x3_reduce -> inception_4e/3x3_reduce (in-place)
  2770. I0606 13:30:31.859658 81 net.cpp:144] Setting up inception_4e/relu_3x3_reduce
  2771. I0606 13:30:31.859665 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  2772. I0606 13:30:31.859670 81 net.cpp:159] Memory required for data: 828044032
  2773. I0606 13:30:31.859675 81 layer_factory.hpp:77] Creating layer inception_4e/3x3
  2774. I0606 13:30:31.859685 81 net.cpp:94] Creating Layer inception_4e/3x3
  2775. I0606 13:30:31.859691 81 net.cpp:435] inception_4e/3x3 <- inception_4e/3x3_reduce
  2776. I0606 13:30:31.859699 81 net.cpp:409] inception_4e/3x3 -> inception_4e/3x3
  2777. I0606 13:30:31.864186 81 net.cpp:144] Setting up inception_4e/3x3
  2778. I0606 13:30:31.864205 81 net.cpp:151] Top shape: 2 320 40 40 (1024000)
  2779. I0606 13:30:31.864210 81 net.cpp:159] Memory required for data: 832140032
  2780. I0606 13:30:31.864220 81 layer_factory.hpp:77] Creating layer inception_4e/relu_3x3
  2781. I0606 13:30:31.864229 81 net.cpp:94] Creating Layer inception_4e/relu_3x3
  2782. I0606 13:30:31.864236 81 net.cpp:435] inception_4e/relu_3x3 <- inception_4e/3x3
  2783. I0606 13:30:31.864244 81 net.cpp:396] inception_4e/relu_3x3 -> inception_4e/3x3 (in-place)
  2784. I0606 13:30:31.864270 81 net.cpp:144] Setting up inception_4e/relu_3x3
  2785. I0606 13:30:31.864279 81 net.cpp:151] Top shape: 2 320 40 40 (1024000)
  2786. I0606 13:30:31.864282 81 net.cpp:159] Memory required for data: 836236032
  2787. I0606 13:30:31.864287 81 layer_factory.hpp:77] Creating layer inception_4e/5x5_reduce
  2788. I0606 13:30:31.864298 81 net.cpp:94] Creating Layer inception_4e/5x5_reduce
  2789. I0606 13:30:31.864305 81 net.cpp:435] inception_4e/5x5_reduce <- inception_4d/output_inception_4d/output_0_split_2
  2790. I0606 13:30:31.864315 81 net.cpp:409] inception_4e/5x5_reduce -> inception_4e/5x5_reduce
  2791. I0606 13:30:31.864740 81 net.cpp:144] Setting up inception_4e/5x5_reduce
  2792. I0606 13:30:31.864751 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  2793. I0606 13:30:31.864756 81 net.cpp:159] Memory required for data: 836645632
  2794. I0606 13:30:31.864764 81 layer_factory.hpp:77] Creating layer inception_4e/relu_5x5_reduce
  2795. I0606 13:30:31.864771 81 net.cpp:94] Creating Layer inception_4e/relu_5x5_reduce
  2796. I0606 13:30:31.864778 81 net.cpp:435] inception_4e/relu_5x5_reduce <- inception_4e/5x5_reduce
  2797. I0606 13:30:31.864784 81 net.cpp:396] inception_4e/relu_5x5_reduce -> inception_4e/5x5_reduce (in-place)
  2798. I0606 13:30:31.864794 81 net.cpp:144] Setting up inception_4e/relu_5x5_reduce
  2799. I0606 13:30:31.864801 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  2800. I0606 13:30:31.864806 81 net.cpp:159] Memory required for data: 837055232
  2801. I0606 13:30:31.864810 81 layer_factory.hpp:77] Creating layer inception_4e/5x5
  2802. I0606 13:30:31.864820 81 net.cpp:94] Creating Layer inception_4e/5x5
  2803. I0606 13:30:31.864825 81 net.cpp:435] inception_4e/5x5 <- inception_4e/5x5_reduce
  2804. I0606 13:30:31.864835 81 net.cpp:409] inception_4e/5x5 -> inception_4e/5x5
  2805. I0606 13:30:31.867617 81 net.cpp:144] Setting up inception_4e/5x5
  2806. I0606 13:30:31.867635 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2807. I0606 13:30:31.867640 81 net.cpp:159] Memory required for data: 838693632
  2808. I0606 13:30:31.867648 81 layer_factory.hpp:77] Creating layer inception_4e/relu_5x5
  2809. I0606 13:30:31.867658 81 net.cpp:94] Creating Layer inception_4e/relu_5x5
  2810. I0606 13:30:31.867664 81 net.cpp:435] inception_4e/relu_5x5 <- inception_4e/5x5
  2811. I0606 13:30:31.867671 81 net.cpp:396] inception_4e/relu_5x5 -> inception_4e/5x5 (in-place)
  2812. I0606 13:30:31.867682 81 net.cpp:144] Setting up inception_4e/relu_5x5
  2813. I0606 13:30:31.867689 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2814. I0606 13:30:31.867694 81 net.cpp:159] Memory required for data: 840332032
  2815. I0606 13:30:31.867698 81 layer_factory.hpp:77] Creating layer inception_4e/pool
  2816. I0606 13:30:31.867707 81 net.cpp:94] Creating Layer inception_4e/pool
  2817. I0606 13:30:31.867712 81 net.cpp:435] inception_4e/pool <- inception_4d/output_inception_4d/output_0_split_3
  2818. I0606 13:30:31.867720 81 net.cpp:409] inception_4e/pool -> inception_4e/pool
  2819. I0606 13:30:31.867770 81 net.cpp:144] Setting up inception_4e/pool
  2820. I0606 13:30:31.867779 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  2821. I0606 13:30:31.867784 81 net.cpp:159] Memory required for data: 847090432
  2822. I0606 13:30:31.867789 81 layer_factory.hpp:77] Creating layer inception_4e/pool_proj
  2823. I0606 13:30:31.867799 81 net.cpp:94] Creating Layer inception_4e/pool_proj
  2824. I0606 13:30:31.867805 81 net.cpp:435] inception_4e/pool_proj <- inception_4e/pool
  2825. I0606 13:30:31.867813 81 net.cpp:409] inception_4e/pool_proj -> inception_4e/pool_proj
  2826. I0606 13:30:31.868566 81 net.cpp:144] Setting up inception_4e/pool_proj
  2827. I0606 13:30:31.868577 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2828. I0606 13:30:31.868582 81 net.cpp:159] Memory required for data: 848728832
  2829. I0606 13:30:31.868590 81 layer_factory.hpp:77] Creating layer inception_4e/relu_pool_proj
  2830. I0606 13:30:31.868610 81 net.cpp:94] Creating Layer inception_4e/relu_pool_proj
  2831. I0606 13:30:31.868616 81 net.cpp:435] inception_4e/relu_pool_proj <- inception_4e/pool_proj
  2832. I0606 13:30:31.868624 81 net.cpp:396] inception_4e/relu_pool_proj -> inception_4e/pool_proj (in-place)
  2833. I0606 13:30:31.868649 81 net.cpp:144] Setting up inception_4e/relu_pool_proj
  2834. I0606 13:30:31.868656 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2835. I0606 13:30:31.868661 81 net.cpp:159] Memory required for data: 850367232
  2836. I0606 13:30:31.868666 81 layer_factory.hpp:77] Creating layer inception_4e/output
  2837. I0606 13:30:31.868674 81 net.cpp:94] Creating Layer inception_4e/output
  2838. I0606 13:30:31.868679 81 net.cpp:435] inception_4e/output <- inception_4e/1x1
  2839. I0606 13:30:31.868685 81 net.cpp:435] inception_4e/output <- inception_4e/3x3
  2840. I0606 13:30:31.868690 81 net.cpp:435] inception_4e/output <- inception_4e/5x5
  2841. I0606 13:30:31.868696 81 net.cpp:435] inception_4e/output <- inception_4e/pool_proj
  2842. I0606 13:30:31.868703 81 net.cpp:409] inception_4e/output -> inception_4e/output
  2843. I0606 13:30:31.868736 81 net.cpp:144] Setting up inception_4e/output
  2844. I0606 13:30:31.868744 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  2845. I0606 13:30:31.868748 81 net.cpp:159] Memory required for data: 861016832
  2846. I0606 13:30:31.868755 81 layer_factory.hpp:77] Creating layer inception_4e/output_inception_4e/output_0_split
  2847. I0606 13:30:31.868767 81 net.cpp:94] Creating Layer inception_4e/output_inception_4e/output_0_split
  2848. I0606 13:30:31.868772 81 net.cpp:435] inception_4e/output_inception_4e/output_0_split <- inception_4e/output
  2849. I0606 13:30:31.868779 81 net.cpp:409] inception_4e/output_inception_4e/output_0_split -> inception_4e/output_inception_4e/output_0_split_0
  2850. I0606 13:30:31.868788 81 net.cpp:409] inception_4e/output_inception_4e/output_0_split -> inception_4e/output_inception_4e/output_0_split_1
  2851. I0606 13:30:31.868796 81 net.cpp:409] inception_4e/output_inception_4e/output_0_split -> inception_4e/output_inception_4e/output_0_split_2
  2852. I0606 13:30:31.868805 81 net.cpp:409] inception_4e/output_inception_4e/output_0_split -> inception_4e/output_inception_4e/output_0_split_3
  2853. I0606 13:30:31.868880 81 net.cpp:144] Setting up inception_4e/output_inception_4e/output_0_split
  2854. I0606 13:30:31.868888 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  2855. I0606 13:30:31.868896 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  2856. I0606 13:30:31.868901 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  2857. I0606 13:30:31.868906 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  2858. I0606 13:30:31.868911 81 net.cpp:159] Memory required for data: 903615232
  2859. I0606 13:30:31.868916 81 layer_factory.hpp:77] Creating layer inception_5a/1x1
  2860. I0606 13:30:31.868924 81 net.cpp:94] Creating Layer inception_5a/1x1
  2861. I0606 13:30:31.868930 81 net.cpp:435] inception_5a/1x1 <- inception_4e/output_inception_4e/output_0_split_0
  2862. I0606 13:30:31.868939 81 net.cpp:409] inception_5a/1x1 -> inception_5a/1x1
  2863. I0606 13:30:31.871374 81 net.cpp:144] Setting up inception_5a/1x1
  2864. I0606 13:30:31.871393 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  2865. I0606 13:30:31.871399 81 net.cpp:159] Memory required for data: 906892032
  2866. I0606 13:30:31.871408 81 layer_factory.hpp:77] Creating layer inception_5a/relu_1x1
  2867. I0606 13:30:31.871417 81 net.cpp:94] Creating Layer inception_5a/relu_1x1
  2868. I0606 13:30:31.871423 81 net.cpp:435] inception_5a/relu_1x1 <- inception_5a/1x1
  2869. I0606 13:30:31.871429 81 net.cpp:396] inception_5a/relu_1x1 -> inception_5a/1x1 (in-place)
  2870. I0606 13:30:31.871439 81 net.cpp:144] Setting up inception_5a/relu_1x1
  2871. I0606 13:30:31.871448 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  2872. I0606 13:30:31.871451 81 net.cpp:159] Memory required for data: 910168832
  2873. I0606 13:30:31.871456 81 layer_factory.hpp:77] Creating layer inception_5a/3x3_reduce
  2874. I0606 13:30:31.871466 81 net.cpp:94] Creating Layer inception_5a/3x3_reduce
  2875. I0606 13:30:31.871472 81 net.cpp:435] inception_5a/3x3_reduce <- inception_4e/output_inception_4e/output_0_split_1
  2876. I0606 13:30:31.871481 81 net.cpp:409] inception_5a/3x3_reduce -> inception_5a/3x3_reduce
  2877. I0606 13:30:31.873370 81 net.cpp:144] Setting up inception_5a/3x3_reduce
  2878. I0606 13:30:31.873387 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  2879. I0606 13:30:31.873392 81 net.cpp:159] Memory required for data: 912216832
  2880. I0606 13:30:31.873417 81 layer_factory.hpp:77] Creating layer inception_5a/relu_3x3_reduce
  2881. I0606 13:30:31.873426 81 net.cpp:94] Creating Layer inception_5a/relu_3x3_reduce
  2882. I0606 13:30:31.873433 81 net.cpp:435] inception_5a/relu_3x3_reduce <- inception_5a/3x3_reduce
  2883. I0606 13:30:31.873441 81 net.cpp:396] inception_5a/relu_3x3_reduce -> inception_5a/3x3_reduce (in-place)
  2884. I0606 13:30:31.873452 81 net.cpp:144] Setting up inception_5a/relu_3x3_reduce
  2885. I0606 13:30:31.873461 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  2886. I0606 13:30:31.873464 81 net.cpp:159] Memory required for data: 914264832
  2887. I0606 13:30:31.873469 81 layer_factory.hpp:77] Creating layer inception_5a/3x3
  2888. I0606 13:30:31.873481 81 net.cpp:94] Creating Layer inception_5a/3x3
  2889. I0606 13:30:31.873486 81 net.cpp:435] inception_5a/3x3 <- inception_5a/3x3_reduce
  2890. I0606 13:30:31.873493 81 net.cpp:409] inception_5a/3x3 -> inception_5a/3x3
  2891. I0606 13:30:31.877948 81 net.cpp:144] Setting up inception_5a/3x3
  2892. I0606 13:30:31.877972 81 net.cpp:151] Top shape: 2 320 40 40 (1024000)
  2893. I0606 13:30:31.877979 81 net.cpp:159] Memory required for data: 918360832
  2894. I0606 13:30:31.877990 81 layer_factory.hpp:77] Creating layer inception_5a/relu_3x3
  2895. I0606 13:30:31.878000 81 net.cpp:94] Creating Layer inception_5a/relu_3x3
  2896. I0606 13:30:31.878008 81 net.cpp:435] inception_5a/relu_3x3 <- inception_5a/3x3
  2897. I0606 13:30:31.878016 81 net.cpp:396] inception_5a/relu_3x3 -> inception_5a/3x3 (in-place)
  2898. I0606 13:30:31.878029 81 net.cpp:144] Setting up inception_5a/relu_3x3
  2899. I0606 13:30:31.878036 81 net.cpp:151] Top shape: 2 320 40 40 (1024000)
  2900. I0606 13:30:31.878041 81 net.cpp:159] Memory required for data: 922456832
  2901. I0606 13:30:31.878046 81 layer_factory.hpp:77] Creating layer inception_5a/5x5_reduce
  2902. I0606 13:30:31.878057 81 net.cpp:94] Creating Layer inception_5a/5x5_reduce
  2903. I0606 13:30:31.878063 81 net.cpp:435] inception_5a/5x5_reduce <- inception_4e/output_inception_4e/output_0_split_2
  2904. I0606 13:30:31.878072 81 net.cpp:409] inception_5a/5x5_reduce -> inception_5a/5x5_reduce
  2905. I0606 13:30:31.878607 81 net.cpp:144] Setting up inception_5a/5x5_reduce
  2906. I0606 13:30:31.878618 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  2907. I0606 13:30:31.878624 81 net.cpp:159] Memory required for data: 922866432
  2908. I0606 13:30:31.878633 81 layer_factory.hpp:77] Creating layer inception_5a/relu_5x5_reduce
  2909. I0606 13:30:31.878640 81 net.cpp:94] Creating Layer inception_5a/relu_5x5_reduce
  2910. I0606 13:30:31.878646 81 net.cpp:435] inception_5a/relu_5x5_reduce <- inception_5a/5x5_reduce
  2911. I0606 13:30:31.878653 81 net.cpp:396] inception_5a/relu_5x5_reduce -> inception_5a/5x5_reduce (in-place)
  2912. I0606 13:30:31.878664 81 net.cpp:144] Setting up inception_5a/relu_5x5_reduce
  2913. I0606 13:30:31.878670 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  2914. I0606 13:30:31.878674 81 net.cpp:159] Memory required for data: 923276032
  2915. I0606 13:30:31.878679 81 layer_factory.hpp:77] Creating layer inception_5a/5x5
  2916. I0606 13:30:31.878690 81 net.cpp:94] Creating Layer inception_5a/5x5
  2917. I0606 13:30:31.878695 81 net.cpp:435] inception_5a/5x5 <- inception_5a/5x5_reduce
  2918. I0606 13:30:31.878703 81 net.cpp:409] inception_5a/5x5 -> inception_5a/5x5
  2919. I0606 13:30:31.879765 81 net.cpp:144] Setting up inception_5a/5x5
  2920. I0606 13:30:31.879806 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2921. I0606 13:30:31.879812 81 net.cpp:159] Memory required for data: 924914432
  2922. I0606 13:30:31.879837 81 layer_factory.hpp:77] Creating layer inception_5a/relu_5x5
  2923. I0606 13:30:31.879845 81 net.cpp:94] Creating Layer inception_5a/relu_5x5
  2924. I0606 13:30:31.879851 81 net.cpp:435] inception_5a/relu_5x5 <- inception_5a/5x5
  2925. I0606 13:30:31.879859 81 net.cpp:396] inception_5a/relu_5x5 -> inception_5a/5x5 (in-place)
  2926. I0606 13:30:31.879882 81 net.cpp:144] Setting up inception_5a/relu_5x5
  2927. I0606 13:30:31.879889 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2928. I0606 13:30:31.879894 81 net.cpp:159] Memory required for data: 926552832
  2929. I0606 13:30:31.879911 81 layer_factory.hpp:77] Creating layer inception_5a/pool
  2930. I0606 13:30:31.879920 81 net.cpp:94] Creating Layer inception_5a/pool
  2931. I0606 13:30:31.879925 81 net.cpp:435] inception_5a/pool <- inception_4e/output_inception_4e/output_0_split_3
  2932. I0606 13:30:31.879932 81 net.cpp:409] inception_5a/pool -> inception_5a/pool
  2933. I0606 13:30:31.885735 81 net.cpp:144] Setting up inception_5a/pool
  2934. I0606 13:30:31.885749 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  2935. I0606 13:30:31.885753 81 net.cpp:159] Memory required for data: 937202432
  2936. I0606 13:30:31.885758 81 layer_factory.hpp:77] Creating layer inception_5a/pool_proj
  2937. I0606 13:30:31.885772 81 net.cpp:94] Creating Layer inception_5a/pool_proj
  2938. I0606 13:30:31.885778 81 net.cpp:435] inception_5a/pool_proj <- inception_5a/pool
  2939. I0606 13:30:31.885787 81 net.cpp:409] inception_5a/pool_proj -> inception_5a/pool_proj
  2940. I0606 13:30:31.887763 81 net.cpp:144] Setting up inception_5a/pool_proj
  2941. I0606 13:30:31.887782 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2942. I0606 13:30:31.887787 81 net.cpp:159] Memory required for data: 938840832
  2943. I0606 13:30:31.887796 81 layer_factory.hpp:77] Creating layer inception_5a/relu_pool_proj
  2944. I0606 13:30:31.887806 81 net.cpp:94] Creating Layer inception_5a/relu_pool_proj
  2945. I0606 13:30:31.887814 81 net.cpp:435] inception_5a/relu_pool_proj <- inception_5a/pool_proj
  2946. I0606 13:30:31.887820 81 net.cpp:396] inception_5a/relu_pool_proj -> inception_5a/pool_proj (in-place)
  2947. I0606 13:30:31.887831 81 net.cpp:144] Setting up inception_5a/relu_pool_proj
  2948. I0606 13:30:31.887837 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  2949. I0606 13:30:31.887842 81 net.cpp:159] Memory required for data: 940479232
  2950. I0606 13:30:31.887846 81 layer_factory.hpp:77] Creating layer inception_5a/output
  2951. I0606 13:30:31.887854 81 net.cpp:94] Creating Layer inception_5a/output
  2952. I0606 13:30:31.887861 81 net.cpp:435] inception_5a/output <- inception_5a/1x1
  2953. I0606 13:30:31.887866 81 net.cpp:435] inception_5a/output <- inception_5a/3x3
  2954. I0606 13:30:31.887872 81 net.cpp:435] inception_5a/output <- inception_5a/5x5
  2955. I0606 13:30:31.887877 81 net.cpp:435] inception_5a/output <- inception_5a/pool_proj
  2956. I0606 13:30:31.887883 81 net.cpp:409] inception_5a/output -> inception_5a/output
  2957. I0606 13:30:31.887914 81 net.cpp:144] Setting up inception_5a/output
  2958. I0606 13:30:31.887922 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  2959. I0606 13:30:31.887925 81 net.cpp:159] Memory required for data: 951128832
  2960. I0606 13:30:31.887929 81 layer_factory.hpp:77] Creating layer inception_5a/output_inception_5a/output_0_split
  2961. I0606 13:30:31.887936 81 net.cpp:94] Creating Layer inception_5a/output_inception_5a/output_0_split
  2962. I0606 13:30:31.887941 81 net.cpp:435] inception_5a/output_inception_5a/output_0_split <- inception_5a/output
  2963. I0606 13:30:31.887951 81 net.cpp:409] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_0
  2964. I0606 13:30:31.887959 81 net.cpp:409] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_1
  2965. I0606 13:30:31.887967 81 net.cpp:409] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_2
  2966. I0606 13:30:31.887974 81 net.cpp:409] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_3
  2967. I0606 13:30:31.888046 81 net.cpp:144] Setting up inception_5a/output_inception_5a/output_0_split
  2968. I0606 13:30:31.888053 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  2969. I0606 13:30:31.888059 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  2970. I0606 13:30:31.888064 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  2971. I0606 13:30:31.888069 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  2972. I0606 13:30:31.888074 81 net.cpp:159] Memory required for data: 993727232
  2973. I0606 13:30:31.888078 81 layer_factory.hpp:77] Creating layer inception_5b/1x1
  2974. I0606 13:30:31.888090 81 net.cpp:94] Creating Layer inception_5b/1x1
  2975. I0606 13:30:31.888097 81 net.cpp:435] inception_5b/1x1 <- inception_5a/output_inception_5a/output_0_split_0
  2976. I0606 13:30:31.888133 81 net.cpp:409] inception_5b/1x1 -> inception_5b/1x1
  2977. I0606 13:30:31.891443 81 net.cpp:144] Setting up inception_5b/1x1
  2978. I0606 13:30:31.891458 81 net.cpp:151] Top shape: 2 384 40 40 (1228800)
  2979. I0606 13:30:31.891463 81 net.cpp:159] Memory required for data: 998642432
  2980. I0606 13:30:31.891471 81 layer_factory.hpp:77] Creating layer inception_5b/relu_1x1
  2981. I0606 13:30:31.891481 81 net.cpp:94] Creating Layer inception_5b/relu_1x1
  2982. I0606 13:30:31.891487 81 net.cpp:435] inception_5b/relu_1x1 <- inception_5b/1x1
  2983. I0606 13:30:31.891494 81 net.cpp:396] inception_5b/relu_1x1 -> inception_5b/1x1 (in-place)
  2984. I0606 13:30:31.891504 81 net.cpp:144] Setting up inception_5b/relu_1x1
  2985. I0606 13:30:31.891510 81 net.cpp:151] Top shape: 2 384 40 40 (1228800)
  2986. I0606 13:30:31.891515 81 net.cpp:159] Memory required for data: 1003557632
  2987. I0606 13:30:31.891518 81 layer_factory.hpp:77] Creating layer inception_5b/3x3_reduce
  2988. I0606 13:30:31.891530 81 net.cpp:94] Creating Layer inception_5b/3x3_reduce
  2989. I0606 13:30:31.891535 81 net.cpp:435] inception_5b/3x3_reduce <- inception_5a/output_inception_5a/output_0_split_1
  2990. I0606 13:30:31.891543 81 net.cpp:409] inception_5b/3x3_reduce -> inception_5b/3x3_reduce
  2991. I0606 13:30:31.893642 81 net.cpp:144] Setting up inception_5b/3x3_reduce
  2992. I0606 13:30:31.893656 81 net.cpp:151] Top shape: 2 192 40 40 (614400)
  2993. I0606 13:30:31.893661 81 net.cpp:159] Memory required for data: 1006015232
  2994. I0606 13:30:31.893669 81 layer_factory.hpp:77] Creating layer inception_5b/relu_3x3_reduce
  2995. I0606 13:30:31.893677 81 net.cpp:94] Creating Layer inception_5b/relu_3x3_reduce
  2996. I0606 13:30:31.893682 81 net.cpp:435] inception_5b/relu_3x3_reduce <- inception_5b/3x3_reduce
  2997. I0606 13:30:31.893689 81 net.cpp:396] inception_5b/relu_3x3_reduce -> inception_5b/3x3_reduce (in-place)
  2998. I0606 13:30:31.893698 81 net.cpp:144] Setting up inception_5b/relu_3x3_reduce
  2999. I0606 13:30:31.893704 81 net.cpp:151] Top shape: 2 192 40 40 (614400)
  3000. I0606 13:30:31.893709 81 net.cpp:159] Memory required for data: 1008472832
  3001. I0606 13:30:31.893713 81 layer_factory.hpp:77] Creating layer inception_5b/3x3
  3002. I0606 13:30:31.893731 81 net.cpp:94] Creating Layer inception_5b/3x3
  3003. I0606 13:30:31.893736 81 net.cpp:435] inception_5b/3x3 <- inception_5b/3x3_reduce
  3004. I0606 13:30:31.893744 81 net.cpp:409] inception_5b/3x3 -> inception_5b/3x3
  3005. I0606 13:30:31.900095 81 net.cpp:144] Setting up inception_5b/3x3
  3006. I0606 13:30:31.900125 81 net.cpp:151] Top shape: 2 384 40 40 (1228800)
  3007. I0606 13:30:31.900131 81 net.cpp:159] Memory required for data: 1013388032
  3008. I0606 13:30:31.900141 81 layer_factory.hpp:77] Creating layer inception_5b/relu_3x3
  3009. I0606 13:30:31.900151 81 net.cpp:94] Creating Layer inception_5b/relu_3x3
  3010. I0606 13:30:31.900158 81 net.cpp:435] inception_5b/relu_3x3 <- inception_5b/3x3
  3011. I0606 13:30:31.900167 81 net.cpp:396] inception_5b/relu_3x3 -> inception_5b/3x3 (in-place)
  3012. I0606 13:30:31.900178 81 net.cpp:144] Setting up inception_5b/relu_3x3
  3013. I0606 13:30:31.900184 81 net.cpp:151] Top shape: 2 384 40 40 (1228800)
  3014. I0606 13:30:31.900188 81 net.cpp:159] Memory required for data: 1018303232
  3015. I0606 13:30:31.900193 81 layer_factory.hpp:77] Creating layer inception_5b/5x5_reduce
  3016. I0606 13:30:31.900204 81 net.cpp:94] Creating Layer inception_5b/5x5_reduce
  3017. I0606 13:30:31.900210 81 net.cpp:435] inception_5b/5x5_reduce <- inception_5a/output_inception_5a/output_0_split_2
  3018. I0606 13:30:31.900218 81 net.cpp:409] inception_5b/5x5_reduce -> inception_5b/5x5_reduce
  3019. I0606 13:30:31.901551 81 net.cpp:144] Setting up inception_5b/5x5_reduce
  3020. I0606 13:30:31.901566 81 net.cpp:151] Top shape: 2 48 40 40 (153600)
  3021. I0606 13:30:31.901571 81 net.cpp:159] Memory required for data: 1018917632
  3022. I0606 13:30:31.901577 81 layer_factory.hpp:77] Creating layer inception_5b/relu_5x5_reduce
  3023. I0606 13:30:31.901587 81 net.cpp:94] Creating Layer inception_5b/relu_5x5_reduce
  3024. I0606 13:30:31.901592 81 net.cpp:435] inception_5b/relu_5x5_reduce <- inception_5b/5x5_reduce
  3025. I0606 13:30:31.901620 81 net.cpp:396] inception_5b/relu_5x5_reduce -> inception_5b/5x5_reduce (in-place)
  3026. I0606 13:30:31.901629 81 net.cpp:144] Setting up inception_5b/relu_5x5_reduce
  3027. I0606 13:30:31.901636 81 net.cpp:151] Top shape: 2 48 40 40 (153600)
  3028. I0606 13:30:31.901641 81 net.cpp:159] Memory required for data: 1019532032
  3029. I0606 13:30:31.901645 81 layer_factory.hpp:77] Creating layer inception_5b/5x5
  3030. I0606 13:30:31.901655 81 net.cpp:94] Creating Layer inception_5b/5x5
  3031. I0606 13:30:31.901660 81 net.cpp:435] inception_5b/5x5 <- inception_5b/5x5_reduce
  3032. I0606 13:30:31.901669 81 net.cpp:409] inception_5b/5x5 -> inception_5b/5x5
  3033. I0606 13:30:31.903111 81 net.cpp:144] Setting up inception_5b/5x5
  3034. I0606 13:30:31.903126 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  3035. I0606 13:30:31.903131 81 net.cpp:159] Memory required for data: 1021170432
  3036. I0606 13:30:31.903156 81 layer_factory.hpp:77] Creating layer inception_5b/relu_5x5
  3037. I0606 13:30:31.903162 81 net.cpp:94] Creating Layer inception_5b/relu_5x5
  3038. I0606 13:30:31.903167 81 net.cpp:435] inception_5b/relu_5x5 <- inception_5b/5x5
  3039. I0606 13:30:31.903190 81 net.cpp:396] inception_5b/relu_5x5 -> inception_5b/5x5 (in-place)
  3040. I0606 13:30:31.903198 81 net.cpp:144] Setting up inception_5b/relu_5x5
  3041. I0606 13:30:31.903204 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  3042. I0606 13:30:31.903208 81 net.cpp:159] Memory required for data: 1022808832
  3043. I0606 13:30:31.903213 81 layer_factory.hpp:77] Creating layer inception_5b/pool
  3044. I0606 13:30:31.903219 81 net.cpp:94] Creating Layer inception_5b/pool
  3045. I0606 13:30:31.903226 81 net.cpp:435] inception_5b/pool <- inception_5a/output_inception_5a/output_0_split_3
  3046. I0606 13:30:31.903232 81 net.cpp:409] inception_5b/pool -> inception_5b/pool
  3047. I0606 13:30:31.903278 81 net.cpp:144] Setting up inception_5b/pool
  3048. I0606 13:30:31.903285 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  3049. I0606 13:30:31.903288 81 net.cpp:159] Memory required for data: 1033458432
  3050. I0606 13:30:31.903293 81 layer_factory.hpp:77] Creating layer inception_5b/pool_proj
  3051. I0606 13:30:31.903302 81 net.cpp:94] Creating Layer inception_5b/pool_proj
  3052. I0606 13:30:31.903307 81 net.cpp:435] inception_5b/pool_proj <- inception_5b/pool
  3053. I0606 13:30:31.903314 81 net.cpp:409] inception_5b/pool_proj -> inception_5b/pool_proj
  3054. I0606 13:30:31.904893 81 net.cpp:144] Setting up inception_5b/pool_proj
  3055. I0606 13:30:31.904906 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  3056. I0606 13:30:31.904911 81 net.cpp:159] Memory required for data: 1035096832
  3057. I0606 13:30:31.904917 81 layer_factory.hpp:77] Creating layer inception_5b/relu_pool_proj
  3058. I0606 13:30:31.904924 81 net.cpp:94] Creating Layer inception_5b/relu_pool_proj
  3059. I0606 13:30:31.904930 81 net.cpp:435] inception_5b/relu_pool_proj <- inception_5b/pool_proj
  3060. I0606 13:30:31.904938 81 net.cpp:396] inception_5b/relu_pool_proj -> inception_5b/pool_proj (in-place)
  3061. I0606 13:30:31.904947 81 net.cpp:144] Setting up inception_5b/relu_pool_proj
  3062. I0606 13:30:31.904953 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  3063. I0606 13:30:31.904956 81 net.cpp:159] Memory required for data: 1036735232
  3064. I0606 13:30:31.904961 81 layer_factory.hpp:77] Creating layer inception_5b/output
  3065. I0606 13:30:31.904968 81 net.cpp:94] Creating Layer inception_5b/output
  3066. I0606 13:30:31.904973 81 net.cpp:435] inception_5b/output <- inception_5b/1x1
  3067. I0606 13:30:31.904978 81 net.cpp:435] inception_5b/output <- inception_5b/3x3
  3068. I0606 13:30:31.904983 81 net.cpp:435] inception_5b/output <- inception_5b/5x5
  3069. I0606 13:30:31.904987 81 net.cpp:435] inception_5b/output <- inception_5b/pool_proj
  3070. I0606 13:30:31.904995 81 net.cpp:409] inception_5b/output -> inception_5b/output
  3071. I0606 13:30:31.905022 81 net.cpp:144] Setting up inception_5b/output
  3072. I0606 13:30:31.905030 81 net.cpp:151] Top shape: 2 1024 40 40 (3276800)
  3073. I0606 13:30:31.905033 81 net.cpp:159] Memory required for data: 1049842432
  3074. I0606 13:30:31.905037 81 layer_factory.hpp:77] Creating layer pool5/drop_s1
  3075. I0606 13:30:31.905063 81 net.cpp:94] Creating Layer pool5/drop_s1
  3076. I0606 13:30:31.905068 81 net.cpp:435] pool5/drop_s1 <- inception_5b/output
  3077. I0606 13:30:31.905076 81 net.cpp:409] pool5/drop_s1 -> pool5/drop_s1
  3078. I0606 13:30:31.905123 81 net.cpp:144] Setting up pool5/drop_s1
  3079. I0606 13:30:31.905131 81 net.cpp:151] Top shape: 2 1024 40 40 (3276800)
  3080. I0606 13:30:31.905135 81 net.cpp:159] Memory required for data: 1062949632
  3081. I0606 13:30:31.905139 81 layer_factory.hpp:77] Creating layer pool5/drop_s1_pool5/drop_s1_0_split
  3082. I0606 13:30:31.905146 81 net.cpp:94] Creating Layer pool5/drop_s1_pool5/drop_s1_0_split
  3083. I0606 13:30:31.905150 81 net.cpp:435] pool5/drop_s1_pool5/drop_s1_0_split <- pool5/drop_s1
  3084. I0606 13:30:31.905158 81 net.cpp:409] pool5/drop_s1_pool5/drop_s1_0_split -> pool5/drop_s1_pool5/drop_s1_0_split_0
  3085. I0606 13:30:31.905165 81 net.cpp:409] pool5/drop_s1_pool5/drop_s1_0_split -> pool5/drop_s1_pool5/drop_s1_0_split_1
  3086. I0606 13:30:31.905206 81 net.cpp:144] Setting up pool5/drop_s1_pool5/drop_s1_0_split
  3087. I0606 13:30:31.905212 81 net.cpp:151] Top shape: 2 1024 40 40 (3276800)
  3088. I0606 13:30:31.905218 81 net.cpp:151] Top shape: 2 1024 40 40 (3276800)
  3089. I0606 13:30:31.905222 81 net.cpp:159] Memory required for data: 1089164032
  3090. I0606 13:30:31.905226 81 layer_factory.hpp:77] Creating layer cvg/classifier
  3091. I0606 13:30:31.905237 81 net.cpp:94] Creating Layer cvg/classifier
  3092. I0606 13:30:31.905242 81 net.cpp:435] cvg/classifier <- pool5/drop_s1_pool5/drop_s1_0_split_0
  3093. I0606 13:30:31.905251 81 net.cpp:409] cvg/classifier -> cvg/classifier
  3094. I0606 13:30:31.905565 81 net.cpp:144] Setting up cvg/classifier
  3095. I0606 13:30:31.905571 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  3096. I0606 13:30:31.905576 81 net.cpp:159] Memory required for data: 1089176832
  3097. I0606 13:30:31.905583 81 layer_factory.hpp:77] Creating layer coverage/sig
  3098. I0606 13:30:31.905591 81 net.cpp:94] Creating Layer coverage/sig
  3099. I0606 13:30:31.905596 81 net.cpp:435] coverage/sig <- cvg/classifier
  3100. I0606 13:30:31.905602 81 net.cpp:409] coverage/sig -> coverage
  3101. I0606 13:30:31.905628 81 net.cpp:144] Setting up coverage/sig
  3102. I0606 13:30:31.905635 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  3103. I0606 13:30:31.905639 81 net.cpp:159] Memory required for data: 1089189632
  3104. I0606 13:30:31.905643 81 layer_factory.hpp:77] Creating layer bbox/regressor
  3105. I0606 13:30:31.905652 81 net.cpp:94] Creating Layer bbox/regressor
  3106. I0606 13:30:31.905658 81 net.cpp:435] bbox/regressor <- pool5/drop_s1_pool5/drop_s1_0_split_1
  3107. I0606 13:30:31.905665 81 net.cpp:409] bbox/regressor -> bboxes
  3108. I0606 13:30:31.905958 81 net.cpp:144] Setting up bbox/regressor
  3109. I0606 13:30:31.905966 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  3110. I0606 13:30:31.905970 81 net.cpp:159] Memory required for data: 1089240832
  3111. I0606 13:30:31.905977 81 layer_factory.hpp:77] Creating layer bbox_mask
  3112. I0606 13:30:31.905985 81 net.cpp:94] Creating Layer bbox_mask
  3113. I0606 13:30:31.905990 81 net.cpp:435] bbox_mask <- bboxes
  3114. I0606 13:30:31.905995 81 net.cpp:435] bbox_mask <- coverage-block
  3115. I0606 13:30:31.906002 81 net.cpp:409] bbox_mask -> bboxes-masked
  3116. I0606 13:30:31.906028 81 net.cpp:144] Setting up bbox_mask
  3117. I0606 13:30:31.906035 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  3118. I0606 13:30:31.906039 81 net.cpp:159] Memory required for data: 1089292032
  3119. I0606 13:30:31.906044 81 layer_factory.hpp:77] Creating layer bbox-norm
  3120. I0606 13:30:31.906050 81 net.cpp:94] Creating Layer bbox-norm
  3121. I0606 13:30:31.906054 81 net.cpp:435] bbox-norm <- bboxes-masked
  3122. I0606 13:30:31.906060 81 net.cpp:435] bbox-norm <- size-block_size-block_0_split_1
  3123. I0606 13:30:31.906066 81 net.cpp:409] bbox-norm -> bboxes-masked-norm
  3124. I0606 13:30:31.906090 81 net.cpp:144] Setting up bbox-norm
  3125. I0606 13:30:31.906096 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  3126. I0606 13:30:31.906100 81 net.cpp:159] Memory required for data: 1089343232
  3127. I0606 13:30:31.906105 81 layer_factory.hpp:77] Creating layer bbox-obj-norm
  3128. I0606 13:30:31.906111 81 net.cpp:94] Creating Layer bbox-obj-norm
  3129. I0606 13:30:31.906129 81 net.cpp:435] bbox-obj-norm <- bboxes-masked-norm
  3130. I0606 13:30:31.906152 81 net.cpp:435] bbox-obj-norm <- obj-block_obj-block_0_split_1
  3131. I0606 13:30:31.906160 81 net.cpp:409] bbox-obj-norm -> bboxes-obj-masked-norm
  3132. I0606 13:30:31.906204 81 net.cpp:144] Setting up bbox-obj-norm
  3133. I0606 13:30:31.906210 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  3134. I0606 13:30:31.906214 81 net.cpp:159] Memory required for data: 1089394432
  3135. I0606 13:30:31.906219 81 layer_factory.hpp:77] Creating layer bbox_loss
  3136. I0606 13:30:31.906225 81 net.cpp:94] Creating Layer bbox_loss
  3137. I0606 13:30:31.906229 81 net.cpp:435] bbox_loss <- bboxes-obj-masked-norm
  3138. I0606 13:30:31.906234 81 net.cpp:435] bbox_loss <- bbox-obj-label-norm
  3139. I0606 13:30:31.906240 81 net.cpp:409] bbox_loss -> loss_bbox
  3140. I0606 13:30:31.906296 81 net.cpp:144] Setting up bbox_loss
  3141. I0606 13:30:31.906301 81 net.cpp:151] Top shape: (1)
  3142. I0606 13:30:31.906306 81 net.cpp:154] with loss weight 2
  3143. I0606 13:30:31.906325 81 net.cpp:159] Memory required for data: 1089394436
  3144. I0606 13:30:31.906330 81 layer_factory.hpp:77] Creating layer coverage_loss
  3145. I0606 13:30:31.906337 81 net.cpp:94] Creating Layer coverage_loss
  3146. I0606 13:30:31.906342 81 net.cpp:435] coverage_loss <- coverage
  3147. I0606 13:30:31.906347 81 net.cpp:435] coverage_loss <- coverage-label
  3148. I0606 13:30:31.906352 81 net.cpp:409] coverage_loss -> loss_coverage
  3149. I0606 13:30:31.906392 81 net.cpp:144] Setting up coverage_loss
  3150. I0606 13:30:31.906399 81 net.cpp:151] Top shape: (1)
  3151. I0606 13:30:31.906402 81 net.cpp:154] with loss weight 1
  3152. I0606 13:30:31.906409 81 net.cpp:159] Memory required for data: 1089394440
  3153. I0606 13:30:31.906412 81 net.cpp:220] coverage_loss needs backward computation.
  3154. I0606 13:30:31.906417 81 net.cpp:220] bbox_loss needs backward computation.
  3155. I0606 13:30:31.906421 81 net.cpp:220] bbox-obj-norm needs backward computation.
  3156. I0606 13:30:31.906426 81 net.cpp:220] bbox-norm needs backward computation.
  3157. I0606 13:30:31.906431 81 net.cpp:220] bbox_mask needs backward computation.
  3158. I0606 13:30:31.906436 81 net.cpp:220] bbox/regressor needs backward computation.
  3159. I0606 13:30:31.906440 81 net.cpp:220] coverage/sig needs backward computation.
  3160. I0606 13:30:31.906445 81 net.cpp:220] cvg/classifier needs backward computation.
  3161. I0606 13:30:31.906450 81 net.cpp:220] pool5/drop_s1_pool5/drop_s1_0_split needs backward computation.
  3162. I0606 13:30:31.906453 81 net.cpp:220] pool5/drop_s1 needs backward computation.
  3163. I0606 13:30:31.906458 81 net.cpp:220] inception_5b/output needs backward computation.
  3164. I0606 13:30:31.906463 81 net.cpp:220] inception_5b/relu_pool_proj needs backward computation.
  3165. I0606 13:30:31.906468 81 net.cpp:220] inception_5b/pool_proj needs backward computation.
  3166. I0606 13:30:31.906472 81 net.cpp:220] inception_5b/pool needs backward computation.
  3167. I0606 13:30:31.906477 81 net.cpp:220] inception_5b/relu_5x5 needs backward computation.
  3168. I0606 13:30:31.906481 81 net.cpp:220] inception_5b/5x5 needs backward computation.
  3169. I0606 13:30:31.906486 81 net.cpp:220] inception_5b/relu_5x5_reduce needs backward computation.
  3170. I0606 13:30:31.906491 81 net.cpp:220] inception_5b/5x5_reduce needs backward computation.
  3171. I0606 13:30:31.906494 81 net.cpp:220] inception_5b/relu_3x3 needs backward computation.
  3172. I0606 13:30:31.906499 81 net.cpp:220] inception_5b/3x3 needs backward computation.
  3173. I0606 13:30:31.906503 81 net.cpp:220] inception_5b/relu_3x3_reduce needs backward computation.
  3174. I0606 13:30:31.906507 81 net.cpp:220] inception_5b/3x3_reduce needs backward computation.
  3175. I0606 13:30:31.906512 81 net.cpp:220] inception_5b/relu_1x1 needs backward computation.
  3176. I0606 13:30:31.906517 81 net.cpp:220] inception_5b/1x1 needs backward computation.
  3177. I0606 13:30:31.906520 81 net.cpp:220] inception_5a/output_inception_5a/output_0_split needs backward computation.
  3178. I0606 13:30:31.906525 81 net.cpp:220] inception_5a/output needs backward computation.
  3179. I0606 13:30:31.906532 81 net.cpp:220] inception_5a/relu_pool_proj needs backward computation.
  3180. I0606 13:30:31.906545 81 net.cpp:220] inception_5a/pool_proj needs backward computation.
  3181. I0606 13:30:31.906550 81 net.cpp:220] inception_5a/pool needs backward computation.
  3182. I0606 13:30:31.906558 81 net.cpp:220] inception_5a/relu_5x5 needs backward computation.
  3183. I0606 13:30:31.906563 81 net.cpp:220] inception_5a/5x5 needs backward computation.
  3184. I0606 13:30:31.906567 81 net.cpp:220] inception_5a/relu_5x5_reduce needs backward computation.
  3185. I0606 13:30:31.906571 81 net.cpp:220] inception_5a/5x5_reduce needs backward computation.
  3186. I0606 13:30:31.906579 81 net.cpp:220] inception_5a/relu_3x3 needs backward computation.
  3187. I0606 13:30:31.906586 81 net.cpp:220] inception_5a/3x3 needs backward computation.
  3188. I0606 13:30:31.906597 81 net.cpp:220] inception_5a/relu_3x3_reduce needs backward computation.
  3189. I0606 13:30:31.906601 81 net.cpp:220] inception_5a/3x3_reduce needs backward computation.
  3190. I0606 13:30:31.906606 81 net.cpp:220] inception_5a/relu_1x1 needs backward computation.
  3191. I0606 13:30:31.906610 81 net.cpp:220] inception_5a/1x1 needs backward computation.
  3192. I0606 13:30:31.906615 81 net.cpp:220] inception_4e/output_inception_4e/output_0_split needs backward computation.
  3193. I0606 13:30:31.906620 81 net.cpp:220] inception_4e/output needs backward computation.
  3194. I0606 13:30:31.906625 81 net.cpp:220] inception_4e/relu_pool_proj needs backward computation.
  3195. I0606 13:30:31.906630 81 net.cpp:220] inception_4e/pool_proj needs backward computation.
  3196. I0606 13:30:31.906633 81 net.cpp:220] inception_4e/pool needs backward computation.
  3197. I0606 13:30:31.906637 81 net.cpp:220] inception_4e/relu_5x5 needs backward computation.
  3198. I0606 13:30:31.906641 81 net.cpp:220] inception_4e/5x5 needs backward computation.
  3199. I0606 13:30:31.906646 81 net.cpp:220] inception_4e/relu_5x5_reduce needs backward computation.
  3200. I0606 13:30:31.906649 81 net.cpp:220] inception_4e/5x5_reduce needs backward computation.
  3201. I0606 13:30:31.906656 81 net.cpp:220] inception_4e/relu_3x3 needs backward computation.
  3202. I0606 13:30:31.906662 81 net.cpp:220] inception_4e/3x3 needs backward computation.
  3203. I0606 13:30:31.906667 81 net.cpp:220] inception_4e/relu_3x3_reduce needs backward computation.
  3204. I0606 13:30:31.906672 81 net.cpp:220] inception_4e/3x3_reduce needs backward computation.
  3205. I0606 13:30:31.906677 81 net.cpp:220] inception_4e/relu_1x1 needs backward computation.
  3206. I0606 13:30:31.906680 81 net.cpp:220] inception_4e/1x1 needs backward computation.
  3207. I0606 13:30:31.906685 81 net.cpp:220] inception_4d/output_inception_4d/output_0_split needs backward computation.
  3208. I0606 13:30:31.906689 81 net.cpp:220] inception_4d/output needs backward computation.
  3209. I0606 13:30:31.906694 81 net.cpp:220] inception_4d/relu_pool_proj needs backward computation.
  3210. I0606 13:30:31.906699 81 net.cpp:220] inception_4d/pool_proj needs backward computation.
  3211. I0606 13:30:31.906703 81 net.cpp:220] inception_4d/pool needs backward computation.
  3212. I0606 13:30:31.906708 81 net.cpp:220] inception_4d/relu_5x5 needs backward computation.
  3213. I0606 13:30:31.906711 81 net.cpp:220] inception_4d/5x5 needs backward computation.
  3214. I0606 13:30:31.906715 81 net.cpp:220] inception_4d/relu_5x5_reduce needs backward computation.
  3215. I0606 13:30:31.906721 81 net.cpp:220] inception_4d/5x5_reduce needs backward computation.
  3216. I0606 13:30:31.906728 81 net.cpp:220] inception_4d/relu_3x3 needs backward computation.
  3217. I0606 13:30:31.906731 81 net.cpp:220] inception_4d/3x3 needs backward computation.
  3218. I0606 13:30:31.906735 81 net.cpp:220] inception_4d/relu_3x3_reduce needs backward computation.
  3219. I0606 13:30:31.906739 81 net.cpp:220] inception_4d/3x3_reduce needs backward computation.
  3220. I0606 13:30:31.906744 81 net.cpp:220] inception_4d/relu_1x1 needs backward computation.
  3221. I0606 13:30:31.906749 81 net.cpp:220] inception_4d/1x1 needs backward computation.
  3222. I0606 13:30:31.906754 81 net.cpp:220] inception_4c/output_inception_4c/output_0_split needs backward computation.
  3223. I0606 13:30:31.906756 81 net.cpp:220] inception_4c/output needs backward computation.
  3224. I0606 13:30:31.906785 81 net.cpp:220] inception_4c/relu_pool_proj needs backward computation.
  3225. I0606 13:30:31.906788 81 net.cpp:220] inception_4c/pool_proj needs backward computation.
  3226. I0606 13:30:31.906791 81 net.cpp:220] inception_4c/pool needs backward computation.
  3227. I0606 13:30:31.906795 81 net.cpp:220] inception_4c/relu_5x5 needs backward computation.
  3228. I0606 13:30:31.906798 81 net.cpp:220] inception_4c/5x5 needs backward computation.
  3229. I0606 13:30:31.906817 81 net.cpp:220] inception_4c/relu_5x5_reduce needs backward computation.
  3230. I0606 13:30:31.906821 81 net.cpp:220] inception_4c/5x5_reduce needs backward computation.
  3231. I0606 13:30:31.906824 81 net.cpp:220] inception_4c/relu_3x3 needs backward computation.
  3232. I0606 13:30:31.906827 81 net.cpp:220] inception_4c/3x3 needs backward computation.
  3233. I0606 13:30:31.906831 81 net.cpp:220] inception_4c/relu_3x3_reduce needs backward computation.
  3234. I0606 13:30:31.906833 81 net.cpp:220] inception_4c/3x3_reduce needs backward computation.
  3235. I0606 13:30:31.906836 81 net.cpp:220] inception_4c/relu_1x1 needs backward computation.
  3236. I0606 13:30:31.906839 81 net.cpp:220] inception_4c/1x1 needs backward computation.
  3237. I0606 13:30:31.906843 81 net.cpp:220] inception_4b/output_inception_4b/output_0_split needs backward computation.
  3238. I0606 13:30:31.906847 81 net.cpp:220] inception_4b/output needs backward computation.
  3239. I0606 13:30:31.906850 81 net.cpp:220] inception_4b/relu_pool_proj needs backward computation.
  3240. I0606 13:30:31.906853 81 net.cpp:220] inception_4b/pool_proj needs backward computation.
  3241. I0606 13:30:31.906857 81 net.cpp:220] inception_4b/pool needs backward computation.
  3242. I0606 13:30:31.906859 81 net.cpp:220] inception_4b/relu_5x5 needs backward computation.
  3243. I0606 13:30:31.906862 81 net.cpp:220] inception_4b/5x5 needs backward computation.
  3244. I0606 13:30:31.906867 81 net.cpp:220] inception_4b/relu_5x5_reduce needs backward computation.
  3245. I0606 13:30:31.906869 81 net.cpp:220] inception_4b/5x5_reduce needs backward computation.
  3246. I0606 13:30:31.906872 81 net.cpp:220] inception_4b/relu_3x3 needs backward computation.
  3247. I0606 13:30:31.906875 81 net.cpp:220] inception_4b/3x3 needs backward computation.
  3248. I0606 13:30:31.906878 81 net.cpp:220] inception_4b/relu_3x3_reduce needs backward computation.
  3249. I0606 13:30:31.906880 81 net.cpp:220] inception_4b/3x3_reduce needs backward computation.
  3250. I0606 13:30:31.906883 81 net.cpp:220] inception_4b/relu_1x1 needs backward computation.
  3251. I0606 13:30:31.906886 81 net.cpp:220] inception_4b/1x1 needs backward computation.
  3252. I0606 13:30:31.906889 81 net.cpp:220] inception_4a/output_inception_4a/output_0_split needs backward computation.
  3253. I0606 13:30:31.906893 81 net.cpp:220] inception_4a/output needs backward computation.
  3254. I0606 13:30:31.906898 81 net.cpp:220] inception_4a/relu_pool_proj needs backward computation.
  3255. I0606 13:30:31.906900 81 net.cpp:220] inception_4a/pool_proj needs backward computation.
  3256. I0606 13:30:31.906903 81 net.cpp:220] inception_4a/pool needs backward computation.
  3257. I0606 13:30:31.906906 81 net.cpp:220] inception_4a/relu_5x5 needs backward computation.
  3258. I0606 13:30:31.906909 81 net.cpp:220] inception_4a/5x5 needs backward computation.
  3259. I0606 13:30:31.906913 81 net.cpp:220] inception_4a/relu_5x5_reduce needs backward computation.
  3260. I0606 13:30:31.906915 81 net.cpp:220] inception_4a/5x5_reduce needs backward computation.
  3261. I0606 13:30:31.906919 81 net.cpp:220] inception_4a/relu_3x3 needs backward computation.
  3262. I0606 13:30:31.906921 81 net.cpp:220] inception_4a/3x3 needs backward computation.
  3263. I0606 13:30:31.906924 81 net.cpp:220] inception_4a/relu_3x3_reduce needs backward computation.
  3264. I0606 13:30:31.906927 81 net.cpp:220] inception_4a/3x3_reduce needs backward computation.
  3265. I0606 13:30:31.906930 81 net.cpp:220] inception_4a/relu_1x1 needs backward computation.
  3266. I0606 13:30:31.906934 81 net.cpp:220] inception_4a/1x1 needs backward computation.
  3267. I0606 13:30:31.906937 81 net.cpp:220] pool3/3x3_s2_pool3/3x3_s2_0_split needs backward computation.
  3268. I0606 13:30:31.906945 81 net.cpp:220] pool3/3x3_s2 needs backward computation.
  3269. I0606 13:30:31.906949 81 net.cpp:220] inception_3b/output needs backward computation.
  3270. I0606 13:30:31.906953 81 net.cpp:220] inception_3b/relu_pool_proj needs backward computation.
  3271. I0606 13:30:31.906957 81 net.cpp:220] inception_3b/pool_proj needs backward computation.
  3272. I0606 13:30:31.906960 81 net.cpp:220] inception_3b/pool needs backward computation.
  3273. I0606 13:30:31.906963 81 net.cpp:220] inception_3b/relu_5x5 needs backward computation.
  3274. I0606 13:30:31.906966 81 net.cpp:220] inception_3b/5x5 needs backward computation.
  3275. I0606 13:30:31.906970 81 net.cpp:220] inception_3b/relu_5x5_reduce needs backward computation.
  3276. I0606 13:30:31.906973 81 net.cpp:220] inception_3b/5x5_reduce needs backward computation.
  3277. I0606 13:30:31.906976 81 net.cpp:220] inception_3b/relu_3x3 needs backward computation.
  3278. I0606 13:30:31.906980 81 net.cpp:220] inception_3b/3x3 needs backward computation.
  3279. I0606 13:30:31.906982 81 net.cpp:220] inception_3b/relu_3x3_reduce needs backward computation.
  3280. I0606 13:30:31.906985 81 net.cpp:220] inception_3b/3x3_reduce needs backward computation.
  3281. I0606 13:30:31.906988 81 net.cpp:220] inception_3b/relu_1x1 needs backward computation.
  3282. I0606 13:30:31.906991 81 net.cpp:220] inception_3b/1x1 needs backward computation.
  3283. I0606 13:30:31.906994 81 net.cpp:220] inception_3a/output_inception_3a/output_0_split needs backward computation.
  3284. I0606 13:30:31.906997 81 net.cpp:220] inception_3a/output needs backward computation.
  3285. I0606 13:30:31.907001 81 net.cpp:220] inception_3a/relu_pool_proj needs backward computation.
  3286. I0606 13:30:31.907004 81 net.cpp:220] inception_3a/pool_proj needs backward computation.
  3287. I0606 13:30:31.907008 81 net.cpp:220] inception_3a/pool needs backward computation.
  3288. I0606 13:30:31.907011 81 net.cpp:220] inception_3a/relu_5x5 needs backward computation.
  3289. I0606 13:30:31.907014 81 net.cpp:220] inception_3a/5x5 needs backward computation.
  3290. I0606 13:30:31.907019 81 net.cpp:220] inception_3a/relu_5x5_reduce needs backward computation.
  3291. I0606 13:30:31.907022 81 net.cpp:220] inception_3a/5x5_reduce needs backward computation.
  3292. I0606 13:30:31.907025 81 net.cpp:220] inception_3a/relu_3x3 needs backward computation.
  3293. I0606 13:30:31.907028 81 net.cpp:220] inception_3a/3x3 needs backward computation.
  3294. I0606 13:30:31.907032 81 net.cpp:220] inception_3a/relu_3x3_reduce needs backward computation.
  3295. I0606 13:30:31.907034 81 net.cpp:220] inception_3a/3x3_reduce needs backward computation.
  3296. I0606 13:30:31.907038 81 net.cpp:220] inception_3a/relu_1x1 needs backward computation.
  3297. I0606 13:30:31.907042 81 net.cpp:220] inception_3a/1x1 needs backward computation.
  3298. I0606 13:30:31.907044 81 net.cpp:220] pool2/3x3_s2_pool2/3x3_s2_0_split needs backward computation.
  3299. I0606 13:30:31.907048 81 net.cpp:220] pool2/3x3_s2 needs backward computation.
  3300. I0606 13:30:31.907052 81 net.cpp:220] conv2/norm2 needs backward computation.
  3301. I0606 13:30:31.907054 81 net.cpp:220] conv2/relu_3x3 needs backward computation.
  3302. I0606 13:30:31.907058 81 net.cpp:220] conv2/3x3 needs backward computation.
  3303. I0606 13:30:31.907061 81 net.cpp:220] conv2/relu_3x3_reduce needs backward computation.
  3304. I0606 13:30:31.907064 81 net.cpp:220] conv2/3x3_reduce needs backward computation.
  3305. I0606 13:30:31.907068 81 net.cpp:220] pool1/norm1 needs backward computation.
  3306. I0606 13:30:31.907071 81 net.cpp:220] pool1/3x3_s2 needs backward computation.
  3307. I0606 13:30:31.907074 81 net.cpp:220] conv1/relu_7x7 needs backward computation.
  3308. I0606 13:30:31.907078 81 net.cpp:220] conv1/7x7_s2 needs backward computation.
  3309. I0606 13:30:31.907081 81 net.cpp:222] bb-obj-norm does not need backward computation.
  3310. I0606 13:30:31.907086 81 net.cpp:222] bb-label-norm does not need backward computation.
  3311. I0606 13:30:31.907090 81 net.cpp:222] obj-block_obj-block_0_split does not need backward computation.
  3312. I0606 13:30:31.907094 81 net.cpp:222] obj-block does not need backward computation.
  3313. I0606 13:30:31.907105 81 net.cpp:222] size-block_size-block_0_split does not need backward computation.
  3314. I0606 13:30:31.907109 81 net.cpp:222] size-block does not need backward computation.
  3315. I0606 13:30:31.907114 81 net.cpp:222] coverage-block does not need backward computation.
  3316. I0606 13:30:31.907127 81 net.cpp:222] obj-label_slice-label_3_split does not need backward computation.
  3317. I0606 13:30:31.907132 81 net.cpp:222] size-label_slice-label_2_split does not need backward computation.
  3318. I0606 13:30:31.907137 81 net.cpp:222] foreground-label_slice-label_0_split does not need backward computation.
  3319. I0606 13:30:31.907142 81 net.cpp:222] slice-label does not need backward computation.
  3320. I0606 13:30:31.907146 81 net.cpp:222] train_transform does not need backward computation.
  3321. I0606 13:30:31.907150 81 net.cpp:222] train_label does not need backward computation.
  3322. I0606 13:30:31.907153 81 net.cpp:222] train_data does not need backward computation.
  3323. I0606 13:30:31.907156 81 net.cpp:264] This network produces output loss_bbox
  3324. I0606 13:30:31.907160 81 net.cpp:264] This network produces output loss_coverage
  3325. I0606 13:30:31.907281 81 net.cpp:284] Network initialization done.
  3326. I0606 13:30:31.910323 81 solver.cpp:181] Creating test net (#0) specified by net file: train_val.prototxt
  3327. I0606 13:30:31.910462 81 net.cpp:323] The NetState phase (1) differed from the phase (0) specified by a rule in layer train_data
  3328. I0606 13:30:31.910466 81 net.cpp:323] The NetState phase (1) differed from the phase (0) specified by a rule in layer train_label
  3329. I0606 13:30:31.910471 81 net.cpp:323] The NetState phase (1) differed from the phase (0) specified by a rule in layer train_transform
  3330. I0606 13:30:31.911303 81 net.cpp:52] Initializing net from parameters:
  3331. state {
  3332. phase: TEST
  3333. }
  3334. layer {
  3335. name: "val_data"
  3336. type: "Data"
  3337. top: "data"
  3338. include {
  3339. phase: TEST
  3340. }
  3341. data_param {
  3342. source: "/jobs/20180606-131727-8f92/val_db/features"
  3343. batch_size: 2
  3344. backend: LMDB
  3345. }
  3346. }
  3347. layer {
  3348. name: "val_label"
  3349. type: "Data"
  3350. top: "label"
  3351. include {
  3352. phase: TEST
  3353. }
  3354. data_param {
  3355. source: "/jobs/20180606-131727-8f92/val_db/labels"
  3356. batch_size: 2
  3357. backend: LMDB
  3358. }
  3359. }
  3360. layer {
  3361. name: "val_transform"
  3362. type: "DetectNetTransformation"
  3363. bottom: "data"
  3364. bottom: "label"
  3365. top: "transformed_data"
  3366. top: "transformed_label"
  3367. include {
  3368. phase: TEST
  3369. }
  3370. transform_param {
  3371. mean_value: 127
  3372. }
  3373. detectnet_groundtruth_param {
  3374. stride: 16
  3375. scale_cvg: 0.4
  3376. gridbox_type: GRIDBOX_MIN
  3377. min_cvg_len: 20
  3378. coverage_type: RECTANGULAR
  3379. image_size_x: 640
  3380. image_size_y: 640
  3381. obj_norm: true
  3382. crop_bboxes: false
  3383. object_class {
  3384. src: 1
  3385. dst: 0
  3386. }
  3387. }
  3388. }
  3389. layer {
  3390. name: "slice-label"
  3391. type: "Slice"
  3392. bottom: "transformed_label"
  3393. top: "foreground-label"
  3394. top: "bbox-label"
  3395. top: "size-label"
  3396. top: "obj-label"
  3397. top: "coverage-label"
  3398. slice_param {
  3399. slice_dim: 1
  3400. slice_point: 1
  3401. slice_point: 5
  3402. slice_point: 7
  3403. slice_point: 8
  3404. }
  3405. }
  3406. layer {
  3407. name: "coverage-block"
  3408. type: "Concat"
  3409. bottom: "foreground-label"
  3410. bottom: "foreground-label"
  3411. bottom: "foreground-label"
  3412. bottom: "foreground-label"
  3413. top: "coverage-block"
  3414. concat_param {
  3415. concat_dim: 1
  3416. }
  3417. }
  3418. layer {
  3419. name: "size-block"
  3420. type: "Concat"
  3421. bottom: "size-label"
  3422. bottom: "size-label"
  3423. top: "size-block"
  3424. concat_param {
  3425. concat_dim: 1
  3426. }
  3427. }
  3428. layer {
  3429. name: "obj-block"
  3430. type: "Concat"
  3431. bottom: "obj-label"
  3432. bottom: "obj-label"
  3433. bottom: "obj-label"
  3434. bottom: "obj-label"
  3435. top: "obj-block"
  3436. concat_param {
  3437. concat_dim: 1
  3438. }
  3439. }
  3440. layer {
  3441. name: "bb-label-norm"
  3442. type: "Eltwise"
  3443. bottom: "bbox-label"
  3444. bottom: "size-block"
  3445. top: "bbox-label-norm"
  3446. eltwise_param {
  3447. operation: PROD
  3448. }
  3449. }
  3450. layer {
  3451. name: "bb-obj-norm"
  3452. type: "Eltwise"
  3453. bottom: "bbox-label-norm"
  3454. bottom: "obj-block"
  3455. top: "bbox-obj-label-norm"
  3456. eltwise_param {
  3457. operation: PROD
  3458. }
  3459. }
  3460. layer {
  3461. name: "conv1/7x7_s2"
  3462. type: "Convolution"
  3463. bottom: "transformed_data"
  3464. top: "conv1/7x7_s2"
  3465. param {
  3466. lr_mult: 1
  3467. decay_mult: 1
  3468. }
  3469. param {
  3470. lr_mult: 2
  3471. decay_mult: 0
  3472. }
  3473. convolution_param {
  3474. num_output: 64
  3475. pad: 3
  3476. kernel_size: 7
  3477. stride: 2
  3478. weight_filler {
  3479. type: "xavier"
  3480. std: 0.1
  3481. }
  3482. bias_filler {
  3483. type: "constant"
  3484. value: 0.2
  3485. }
  3486. }
  3487. }
  3488. layer {
  3489. name: "conv1/relu_7x7"
  3490. type: "ReLU"
  3491. bottom: "conv1/7x7_s2"
  3492. top: "conv1/7x7_s2"
  3493. }
  3494. layer {
  3495. name: "pool1/3x3_s2"
  3496. type: "Pooling"
  3497. bottom: "conv1/7x7_s2"
  3498. top: "pool1/3x3_s2"
  3499. pooling_param {
  3500. pool: MAX
  3501. kernel_size: 3
  3502. stride: 2
  3503. }
  3504. }
  3505. layer {
  3506. name: "pool1/norm1"
  3507. type: "LRN"
  3508. bottom: "pool1/3x3_s2"
  3509. top: "pool1/norm1"
  3510. lrn_param {
  3511. local_size: 5
  3512. alpha: 0.0001
  3513. beta: 0.75
  3514. }
  3515. }
  3516. layer {
  3517. name: "conv2/3x3_reduce"
  3518. type: "Convolution"
  3519. bottom: "pool1/norm1"
  3520. top: "conv2/3x3_reduce"
  3521. param {
  3522. lr_mult: 1
  3523. decay_mult: 1
  3524. }
  3525. param {
  3526. lr_mult: 2
  3527. decay_mult: 0
  3528. }
  3529. convolution_param {
  3530. num_output: 64
  3531. kernel_size: 1
  3532. weight_filler {
  3533. type: "xavier"
  3534. std: 0.1
  3535. }
  3536. bias_filler {
  3537. type: "constant"
  3538. value: 0.2
  3539. }
  3540. }
  3541. }
  3542. layer {
  3543. name: "conv2/relu_3x3_reduce"
  3544. type: "ReLU"
  3545. bottom: "conv2/3x3_reduce"
  3546. top: "conv2/3x3_reduce"
  3547. }
  3548. layer {
  3549. name: "conv2/3x3"
  3550. type: "Convolution"
  3551. bottom: "conv2/3x3_reduce"
  3552. top: "conv2/3x3"
  3553. param {
  3554. lr_mult: 1
  3555. decay_mult: 1
  3556. }
  3557. param {
  3558. lr_mult: 2
  3559. decay_mult: 0
  3560. }
  3561. convolution_param {
  3562. num_output: 192
  3563. pad: 1
  3564. kernel_size: 3
  3565. weight_filler {
  3566. type: "xavier"
  3567. std: 0.03
  3568. }
  3569. bias_filler {
  3570. type: "constant"
  3571. value: 0.2
  3572. }
  3573. }
  3574. }
  3575. layer {
  3576. name: "conv2/relu_3x3"
  3577. type: "ReLU"
  3578. bottom: "conv2/3x3"
  3579. top: "conv2/3x3"
  3580. }
  3581. layer {
  3582. name: "conv2/norm2"
  3583. type: "LRN"
  3584. bottom: "conv2/3x3"
  3585. top: "conv2/norm2"
  3586. lrn_param {
  3587. local_size: 5
  3588. alpha: 0.0001
  3589. beta: 0.75
  3590. }
  3591. }
  3592. layer {
  3593. name: "pool2/3x3_s2"
  3594. type: "Pooling"
  3595. bottom: "conv2/norm2"
  3596. top: "pool2/3x3_s2"
  3597. pooling_param {
  3598. pool: MAX
  3599. kernel_size: 3
  3600. stride: 2
  3601. }
  3602. }
  3603. layer {
  3604. name: "inception_3a/1x1"
  3605. type: "Convolution"
  3606. bottom: "pool2/3x3_s2"
  3607. top: "inception_3a/1x1"
  3608. param {
  3609. lr_mult: 1
  3610. decay_mult: 1
  3611. }
  3612. param {
  3613. lr_mult: 2
  3614. decay_mult: 0
  3615. }
  3616. convolution_param {
  3617. num_output: 64
  3618. kernel_size: 1
  3619. weight_filler {
  3620. type: "xavier"
  3621. std: 0.03
  3622. }
  3623. bias_filler {
  3624. type: "constant"
  3625. value: 0.2
  3626. }
  3627. }
  3628. }
  3629. layer {
  3630. name: "inception_3a/relu_1x1"
  3631. type: "ReLU"
  3632. bottom: "inception_3a/1x1"
  3633. top: "inception_3a/1x1"
  3634. }
  3635. layer {
  3636. name: "inception_3a/3x3_reduce"
  3637. type: "Convolution"
  3638. bottom: "pool2/3x3_s2"
  3639. top: "inception_3a/3x3_reduce"
  3640. param {
  3641. lr_mult: 1
  3642. decay_mult: 1
  3643. }
  3644. param {
  3645. lr_mult: 2
  3646. decay_mult: 0
  3647. }
  3648. convolution_param {
  3649. num_output: 96
  3650. kernel_size: 1
  3651. weight_filler {
  3652. type: "xavier"
  3653. std: 0.09
  3654. }
  3655. bias_filler {
  3656. type: "constant"
  3657. value: 0.2
  3658. }
  3659. }
  3660. }
  3661. layer {
  3662. name: "inception_3a/relu_3x3_reduce"
  3663. type: "ReLU"
  3664. bottom: "inception_3a/3x3_reduce"
  3665. top: "inception_3a/3x3_reduce"
  3666. }
  3667. layer {
  3668. name: "inception_3a/3x3"
  3669. type: "Convolution"
  3670. bottom: "inception_3a/3x3_reduce"
  3671. top: "inception_3a/3x3"
  3672. param {
  3673. lr_mult: 1
  3674. decay_mult: 1
  3675. }
  3676. param {
  3677. lr_mult: 2
  3678. decay_mult: 0
  3679. }
  3680. convolution_param {
  3681. num_output: 128
  3682. pad: 1
  3683. kernel_size: 3
  3684. weight_filler {
  3685. type: "xavier"
  3686. std: 0.03
  3687. }
  3688. bias_filler {
  3689. type: "constant"
  3690. value: 0.2
  3691. }
  3692. }
  3693. }
  3694. layer {
  3695. name: "inception_3a/relu_3x3"
  3696. type: "ReLU"
  3697. bottom: "inception_3a/3x3"
  3698. top: "inception_3a/3x3"
  3699. }
  3700. layer {
  3701. name: "inception_3a/5x5_reduce"
  3702. type: "Convolution"
  3703. bottom: "pool2/3x3_s2"
  3704. top: "inception_3a/5x5_reduce"
  3705. param {
  3706. lr_mult: 1
  3707. decay_mult: 1
  3708. }
  3709. param {
  3710. lr_mult: 2
  3711. decay_mult: 0
  3712. }
  3713. convolution_param {
  3714. num_output: 16
  3715. kernel_size: 1
  3716. weight_filler {
  3717. type: "xavier"
  3718. std: 0.2
  3719. }
  3720. bias_filler {
  3721. type: "constant"
  3722. value: 0.2
  3723. }
  3724. }
  3725. }
  3726. layer {
  3727. name: "inception_3a/relu_5x5_reduce"
  3728. type: "ReLU"
  3729. bottom: "inception_3a/5x5_reduce"
  3730. top: "inception_3a/5x5_reduce"
  3731. }
  3732. layer {
  3733. name: "inception_3a/5x5"
  3734. type: "Convolution"
  3735. bottom: "inception_3a/5x5_reduce"
  3736. top: "inception_3a/5x5"
  3737. param {
  3738. lr_mult: 1
  3739. decay_mult: 1
  3740. }
  3741. param {
  3742. lr_mult: 2
  3743. decay_mult: 0
  3744. }
  3745. convolution_param {
  3746. num_output: 32
  3747. pad: 2
  3748. kernel_size: 5
  3749. weight_filler {
  3750. type: "xavier"
  3751. std: 0.03
  3752. }
  3753. bias_filler {
  3754. type: "constant"
  3755. value: 0.2
  3756. }
  3757. }
  3758. }
  3759. layer {
  3760. name: "inception_3a/relu_5x5"
  3761. type: "ReLU"
  3762. bottom: "inception_3a/5x5"
  3763. top: "inception_3a/5x5"
  3764. }
  3765. layer {
  3766. name: "inception_3a/pool"
  3767. type: "Pooling"
  3768. bottom: "pool2/3x3_s2"
  3769. top: "inception_3a/pool"
  3770. pooling_param {
  3771. pool: MAX
  3772. kernel_size: 3
  3773. stride: 1
  3774. pad: 1
  3775. }
  3776. }
  3777. layer {
  3778. name: "inception_3a/pool_proj"
  3779. type: "Convolution"
  3780. bottom: "inception_3a/pool"
  3781. top: "inception_3a/pool_proj"
  3782. param {
  3783. lr_mult: 1
  3784. decay_mult: 1
  3785. }
  3786. param {
  3787. lr_mult: 2
  3788. decay_mult: 0
  3789. }
  3790. convolution_param {
  3791. num_output: 32
  3792. kernel_size: 1
  3793. weight_filler {
  3794. type: "xavier"
  3795. std: 0.1
  3796. }
  3797. bias_filler {
  3798. type: "constant"
  3799. value: 0.2
  3800. }
  3801. }
  3802. }
  3803. layer {
  3804. name: "inception_3a/relu_pool_proj"
  3805. type: "ReLU"
  3806. bottom: "inception_3a/pool_proj"
  3807. top: "inception_3a/pool_proj"
  3808. }
  3809. layer {
  3810. name: "inception_3a/output"
  3811. type: "Concat"
  3812. bottom: "inception_3a/1x1"
  3813. bottom: "inception_3a/3x3"
  3814. bottom: "inception_3a/5x5"
  3815. bottom: "inception_3a/pool_proj"
  3816. top: "inception_3a/output"
  3817. }
  3818. layer {
  3819. name: "inception_3b/1x1"
  3820. type: "Convolution"
  3821. bottom: "inception_3a/output"
  3822. top: "inception_3b/1x1"
  3823. param {
  3824. lr_mult: 1
  3825. decay_mult: 1
  3826. }
  3827. param {
  3828. lr_mult: 2
  3829. decay_mult: 0
  3830. }
  3831. convolution_param {
  3832. num_output: 128
  3833. kernel_size: 1
  3834. weight_filler {
  3835. type: "xavier"
  3836. std: 0.03
  3837. }
  3838. bias_filler {
  3839. type: "constant"
  3840. value: 0.2
  3841. }
  3842. }
  3843. }
  3844. layer {
  3845. name: "inception_3b/relu_1x1"
  3846. type: "ReLU"
  3847. bottom: "inception_3b/1x1"
  3848. top: "inception_3b/1x1"
  3849. }
  3850. layer {
  3851. name: "inception_3b/3x3_reduce"
  3852. type: "Convolution"
  3853. bottom: "inception_3a/output"
  3854. top: "inception_3b/3x3_reduce"
  3855. param {
  3856. lr_mult: 1
  3857. decay_mult: 1
  3858. }
  3859. param {
  3860. lr_mult: 2
  3861. decay_mult: 0
  3862. }
  3863. convolution_param {
  3864. num_output: 128
  3865. kernel_size: 1
  3866. weight_filler {
  3867. type: "xavier"
  3868. std: 0.09
  3869. }
  3870. bias_filler {
  3871. type: "constant"
  3872. value: 0.2
  3873. }
  3874. }
  3875. }
  3876. layer {
  3877. name: "inception_3b/relu_3x3_reduce"
  3878. type: "ReLU"
  3879. bottom: "inception_3b/3x3_reduce"
  3880. top: "inception_3b/3x3_reduce"
  3881. }
  3882. layer {
  3883. name: "inception_3b/3x3"
  3884. type: "Convolution"
  3885. bottom: "inception_3b/3x3_reduce"
  3886. top: "inception_3b/3x3"
  3887. param {
  3888. lr_mult: 1
  3889. decay_mult: 1
  3890. }
  3891. param {
  3892. lr_mult: 2
  3893. decay_mult: 0
  3894. }
  3895. convolution_param {
  3896. num_output: 192
  3897. pad: 1
  3898. kernel_size: 3
  3899. weight_filler {
  3900. type: "xavier"
  3901. std: 0.03
  3902. }
  3903. bias_filler {
  3904. type: "constant"
  3905. value: 0.2
  3906. }
  3907. }
  3908. }
  3909. layer {
  3910. name: "inception_3b/relu_3x3"
  3911. type: "ReLU"
  3912. bottom: "inception_3b/3x3"
  3913. top: "inception_3b/3x3"
  3914. }
  3915. layer {
  3916. name: "inception_3b/5x5_reduce"
  3917. type: "Convolution"
  3918. bottom: "inception_3a/output"
  3919. top: "inception_3b/5x5_reduce"
  3920. param {
  3921. lr_mult: 1
  3922. decay_mult: 1
  3923. }
  3924. param {
  3925. lr_mult: 2
  3926. decay_mult: 0
  3927. }
  3928. convolution_param {
  3929. num_output: 32
  3930. kernel_size: 1
  3931. weight_filler {
  3932. type: "xavier"
  3933. std: 0.2
  3934. }
  3935. bias_filler {
  3936. type: "constant"
  3937. value: 0.2
  3938. }
  3939. }
  3940. }
  3941. layer {
  3942. name: "inception_3b/relu_5x5_reduce"
  3943. type: "ReLU"
  3944. bottom: "inception_3b/5x5_reduce"
  3945. top: "inception_3b/5x5_reduce"
  3946. }
  3947. layer {
  3948. name: "inception_3b/5x5"
  3949. type: "Convolution"
  3950. bottom: "inception_3b/5x5_reduce"
  3951. top: "inception_3b/5x5"
  3952. param {
  3953. lr_mult: 1
  3954. decay_mult: 1
  3955. }
  3956. param {
  3957. lr_mult: 2
  3958. decay_mult: 0
  3959. }
  3960. convolution_param {
  3961. num_output: 96
  3962. pad: 2
  3963. kernel_size: 5
  3964. weight_filler {
  3965. type: "xavier"
  3966. std: 0.03
  3967. }
  3968. bias_filler {
  3969. type: "constant"
  3970. value: 0.2
  3971. }
  3972. }
  3973. }
  3974. layer {
  3975. name: "inception_3b/relu_5x5"
  3976. type: "ReLU"
  3977. bottom: "inception_3b/5x5"
  3978. top: "inception_3b/5x5"
  3979. }
  3980. layer {
  3981. name: "inception_3b/pool"
  3982. type: "Pooling"
  3983. bottom: "inception_3a/output"
  3984. top: "inception_3b/pool"
  3985. pooling_param {
  3986. pool: MAX
  3987. kernel_size: 3
  3988. stride: 1
  3989. pad: 1
  3990. }
  3991. }
  3992. layer {
  3993. name: "inception_3b/pool_proj"
  3994. type: "Convolution"
  3995. bottom: "inception_3b/pool"
  3996. top: "inception_3b/pool_proj"
  3997. param {
  3998. lr_mult: 1
  3999. decay_mult: 1
  4000. }
  4001. param {
  4002. lr_mult: 2
  4003. decay_mult: 0
  4004. }
  4005. convolution_param {
  4006. num_output: 64
  4007. kernel_size: 1
  4008. weight_filler {
  4009. type: "xavier"
  4010. std: 0.1
  4011. }
  4012. bias_filler {
  4013. type: "constant"
  4014. value: 0.2
  4015. }
  4016. }
  4017. }
  4018. layer {
  4019. name: "inception_3b/relu_pool_proj"
  4020. type: "ReLU"
  4021. bottom: "inception_3b/pool_proj"
  4022. top: "inception_3b/pool_proj"
  4023. }
  4024. layer {
  4025. name: "inception_3b/output"
  4026. type: "Concat"
  4027. bottom: "inception_3b/1x1"
  4028. bottom: "inception_3b/3x3"
  4029. bottom: "inception_3b/5x5"
  4030. bottom: "inception_3b/pool_proj"
  4031. top: "inception_3b/output"
  4032. }
  4033. layer {
  4034. name: "pool3/3x3_s2"
  4035. type: "Pooling"
  4036. bottom: "inception_3b/output"
  4037. top: "pool3/3x3_s2"
  4038. pooling_param {
  4039. pool: MAX
  4040. kernel_size: 3
  4041. stride: 2
  4042. }
  4043. }
  4044. layer {
  4045. name: "inception_4a/1x1"
  4046. type: "Convolution"
  4047. bottom: "pool3/3x3_s2"
  4048. top: "inception_4a/1x1"
  4049. param {
  4050. lr_mult: 1
  4051. decay_mult: 1
  4052. }
  4053. param {
  4054. lr_mult: 2
  4055. decay_mult: 0
  4056. }
  4057. convolution_param {
  4058. num_output: 192
  4059. kernel_size: 1
  4060. weight_filler {
  4061. type: "xavier"
  4062. std: 0.03
  4063. }
  4064. bias_filler {
  4065. type: "constant"
  4066. value: 0.2
  4067. }
  4068. }
  4069. }
  4070. layer {
  4071. name: "inception_4a/relu_1x1"
  4072. type: "ReLU"
  4073. bottom: "inception_4a/1x1"
  4074. top: "inception_4a/1x1"
  4075. }
  4076. layer {
  4077. name: "inception_4a/3x3_reduce"
  4078. type: "Convolution"
  4079. bottom: "pool3/3x3_s2"
  4080. top: "inception_4a/3x3_reduce"
  4081. param {
  4082. lr_mult: 1
  4083. decay_mult: 1
  4084. }
  4085. param {
  4086. lr_mult: 2
  4087. decay_mult: 0
  4088. }
  4089. convolution_param {
  4090. num_output: 96
  4091. kernel_size: 1
  4092. weight_filler {
  4093. type: "xavier"
  4094. std: 0.09
  4095. }
  4096. bias_filler {
  4097. type: "constant"
  4098. value: 0.2
  4099. }
  4100. }
  4101. }
  4102. layer {
  4103. name: "inception_4a/relu_3x3_reduce"
  4104. type: "ReLU"
  4105. bottom: "inception_4a/3x3_reduce"
  4106. top: "inception_4a/3x3_reduce"
  4107. }
  4108. layer {
  4109. name: "inception_4a/3x3"
  4110. type: "Convolution"
  4111. bottom: "inception_4a/3x3_reduce"
  4112. top: "inception_4a/3x3"
  4113. param {
  4114. lr_mult: 1
  4115. decay_mult: 1
  4116. }
  4117. param {
  4118. lr_mult: 2
  4119. decay_mult: 0
  4120. }
  4121. convolution_param {
  4122. num_output: 208
  4123. pad: 1
  4124. kernel_size: 3
  4125. weight_filler {
  4126. type: "xavier"
  4127. std: 0.03
  4128. }
  4129. bias_filler {
  4130. type: "constant"
  4131. value: 0.2
  4132. }
  4133. }
  4134. }
  4135. layer {
  4136. name: "inception_4a/relu_3x3"
  4137. type: "ReLU"
  4138. bottom: "inception_4a/3x3"
  4139. top: "inception_4a/3x3"
  4140. }
  4141. layer {
  4142. name: "inception_4a/5x5_reduce"
  4143. type: "Convolution"
  4144. bottom: "pool3/3x3_s2"
  4145. top: "inception_4a/5x5_reduce"
  4146. param {
  4147. lr_mult: 1
  4148. decay_mult: 1
  4149. }
  4150. param {
  4151. lr_mult: 2
  4152. decay_mult: 0
  4153. }
  4154. convolution_param {
  4155. num_output: 16
  4156. kernel_size: 1
  4157. weight_filler {
  4158. type: "xavier"
  4159. std: 0.2
  4160. }
  4161. bias_filler {
  4162. type: "constant"
  4163. value: 0.2
  4164. }
  4165. }
  4166. }
  4167. layer {
  4168. name: "inception_4a/relu_5x5_reduce"
  4169. type: "ReLU"
  4170. bottom: "inception_4a/5x5_reduce"
  4171. top: "inception_4a/5x5_reduce"
  4172. }
  4173. layer {
  4174. name: "inception_4a/5x5"
  4175. type: "Convolution"
  4176. bottom: "inception_4a/5x5_reduce"
  4177. top: "inception_4a/5x5"
  4178. param {
  4179. lr_mult: 1
  4180. decay_mult: 1
  4181. }
  4182. param {
  4183. lr_mult: 2
  4184. decay_mult: 0
  4185. }
  4186. convolution_param {
  4187. num_output: 48
  4188. pad: 2
  4189. kernel_size: 5
  4190. weight_filler {
  4191. type: "xavier"
  4192. std: 0.03
  4193. }
  4194. bias_filler {
  4195. type: "constant"
  4196. value: 0.2
  4197. }
  4198. }
  4199. }
  4200. layer {
  4201. name: "inception_4a/relu_5x5"
  4202. type: "ReLU"
  4203. bottom: "inception_4a/5x5"
  4204. top: "inception_4a/5x5"
  4205. }
  4206. layer {
  4207. name: "inception_4a/pool"
  4208. type: "Pooling"
  4209. bottom: "pool3/3x3_s2"
  4210. top: "inception_4a/pool"
  4211. pooling_param {
  4212. pool: MAX
  4213. kernel_size: 3
  4214. stride: 1
  4215. pad: 1
  4216. }
  4217. }
  4218. layer {
  4219. name: "inception_4a/pool_proj"
  4220. type: "Convolution"
  4221. bottom: "inception_4a/pool"
  4222. top: "inception_4a/pool_proj"
  4223. param {
  4224. lr_mult: 1
  4225. decay_mult: 1
  4226. }
  4227. param {
  4228. lr_mult: 2
  4229. decay_mult: 0
  4230. }
  4231. convolution_param {
  4232. num_output: 64
  4233. kernel_size: 1
  4234. weight_filler {
  4235. type: "xavier"
  4236. std: 0.1
  4237. }
  4238. bias_filler {
  4239. type: "constant"
  4240. value: 0.2
  4241. }
  4242. }
  4243. }
  4244. layer {
  4245. name: "inception_4a/relu_pool_proj"
  4246. type: "ReLU"
  4247. bottom: "inception_4a/pool_proj"
  4248. top: "inception_4a/pool_proj"
  4249. }
  4250. layer {
  4251. name: "inception_4a/output"
  4252. type: "Concat"
  4253. bottom: "inception_4a/1x1"
  4254. bottom: "inception_4a/3x3"
  4255. bottom: "inception_4a/5x5"
  4256. bottom: "inception_4a/pool_proj"
  4257. top: "inception_4a/output"
  4258. }
  4259. layer {
  4260. name: "inception_4b/1x1"
  4261. type: "Convolution"
  4262. bottom: "inception_4a/output"
  4263. top: "inception_4b/1x1"
  4264. param {
  4265. lr_mult: 1
  4266. decay_mult: 1
  4267. }
  4268. param {
  4269. lr_mult: 2
  4270. decay_mult: 0
  4271. }
  4272. convolution_param {
  4273. num_output: 160
  4274. kernel_size: 1
  4275. weight_filler {
  4276. type: "xavier"
  4277. std: 0.03
  4278. }
  4279. bias_filler {
  4280. type: "constant"
  4281. value: 0.2
  4282. }
  4283. }
  4284. }
  4285. layer {
  4286. name: "inception_4b/relu_1x1"
  4287. type: "ReLU"
  4288. bottom: "inception_4b/1x1"
  4289. top: "inception_4b/1x1"
  4290. }
  4291. layer {
  4292. name: "inception_4b/3x3_reduce"
  4293. type: "Convolution"
  4294. bottom: "inception_4a/output"
  4295. top: "inception_4b/3x3_reduce"
  4296. param {
  4297. lr_mult: 1
  4298. decay_mult: 1
  4299. }
  4300. param {
  4301. lr_mult: 2
  4302. decay_mult: 0
  4303. }
  4304. convolution_param {
  4305. num_output: 112
  4306. kernel_size: 1
  4307. weight_filler {
  4308. type: "xavier"
  4309. std: 0.09
  4310. }
  4311. bias_filler {
  4312. type: "constant"
  4313. value: 0.2
  4314. }
  4315. }
  4316. }
  4317. layer {
  4318. name: "inception_4b/relu_3x3_reduce"
  4319. type: "ReLU"
  4320. bottom: "inception_4b/3x3_reduce"
  4321. top: "inception_4b/3x3_reduce"
  4322. }
  4323. layer {
  4324. name: "inception_4b/3x3"
  4325. type: "Convolution"
  4326. bottom: "inception_4b/3x3_reduce"
  4327. top: "inception_4b/3x3"
  4328. param {
  4329. lr_mult: 1
  4330. decay_mult: 1
  4331. }
  4332. param {
  4333. lr_mult: 2
  4334. decay_mult: 0
  4335. }
  4336. convolution_param {
  4337. num_output: 224
  4338. pad: 1
  4339. kernel_size: 3
  4340. weight_filler {
  4341. type: "xavier"
  4342. std: 0.03
  4343. }
  4344. bias_filler {
  4345. type: "constant"
  4346. value: 0.2
  4347. }
  4348. }
  4349. }
  4350. layer {
  4351. name: "inception_4b/relu_3x3"
  4352. type: "ReLU"
  4353. bottom: "inception_4b/3x3"
  4354. top: "inception_4b/3x3"
  4355. }
  4356. layer {
  4357. name: "inception_4b/5x5_reduce"
  4358. type: "Convolution"
  4359. bottom: "inception_4a/output"
  4360. top: "inception_4b/5x5_reduce"
  4361. param {
  4362. lr_mult: 1
  4363. decay_mult: 1
  4364. }
  4365. param {
  4366. lr_mult: 2
  4367. decay_mult: 0
  4368. }
  4369. convolution_param {
  4370. num_output: 24
  4371. kernel_size: 1
  4372. weight_filler {
  4373. type: "xavier"
  4374. std: 0.2
  4375. }
  4376. bias_filler {
  4377. type: "constant"
  4378. value: 0.2
  4379. }
  4380. }
  4381. }
  4382. layer {
  4383. name: "inception_4b/relu_5x5_reduce"
  4384. type: "ReLU"
  4385. bottom: "inception_4b/5x5_reduce"
  4386. top: "inception_4b/5x5_reduce"
  4387. }
  4388. layer {
  4389. name: "inception_4b/5x5"
  4390. type: "Convolution"
  4391. bottom: "inception_4b/5x5_reduce"
  4392. top: "inception_4b/5x5"
  4393. param {
  4394. lr_mult: 1
  4395. decay_mult: 1
  4396. }
  4397. param {
  4398. lr_mult: 2
  4399. decay_mult: 0
  4400. }
  4401. convolution_param {
  4402. num_output: 64
  4403. pad: 2
  4404. kernel_size: 5
  4405. weight_filler {
  4406. type: "xavier"
  4407. std: 0.03
  4408. }
  4409. bias_filler {
  4410. type: "constant"
  4411. value: 0.2
  4412. }
  4413. }
  4414. }
  4415. layer {
  4416. name: "inception_4b/relu_5x5"
  4417. type: "ReLU"
  4418. bottom: "inception_4b/5x5"
  4419. top: "inception_4b/5x5"
  4420. }
  4421. layer {
  4422. name: "inception_4b/pool"
  4423. type: "Pooling"
  4424. bottom: "inception_4a/output"
  4425. top: "inception_4b/pool"
  4426. pooling_param {
  4427. pool: MAX
  4428. kernel_size: 3
  4429. stride: 1
  4430. pad: 1
  4431. }
  4432. }
  4433. layer {
  4434. name: "inception_4b/pool_proj"
  4435. type: "Convolution"
  4436. bottom: "inception_4b/pool"
  4437. top: "inception_4b/pool_proj"
  4438. param {
  4439. lr_mult: 1
  4440. decay_mult: 1
  4441. }
  4442. param {
  4443. lr_mult: 2
  4444. decay_mult: 0
  4445. }
  4446. convolution_param {
  4447. num_output: 64
  4448. kernel_size: 1
  4449. weight_filler {
  4450. type: "xavier"
  4451. std: 0.1
  4452. }
  4453. bias_filler {
  4454. type: "constant"
  4455. value: 0.2
  4456. }
  4457. }
  4458. }
  4459. layer {
  4460. name: "inception_4b/relu_pool_proj"
  4461. type: "ReLU"
  4462. bottom: "inception_4b/pool_proj"
  4463. top: "inception_4b/pool_proj"
  4464. }
  4465. layer {
  4466. name: "inception_4b/output"
  4467. type: "Concat"
  4468. bottom: "inception_4b/1x1"
  4469. bottom: "inception_4b/3x3"
  4470. bottom: "inception_4b/5x5"
  4471. bottom: "inception_4b/pool_proj"
  4472. top: "inception_4b/output"
  4473. }
  4474. layer {
  4475. name: "inception_4c/1x1"
  4476. type: "Convolution"
  4477. bottom: "inception_4b/output"
  4478. top: "inception_4c/1x1"
  4479. param {
  4480. lr_mult: 1
  4481. decay_mult: 1
  4482. }
  4483. param {
  4484. lr_mult: 2
  4485. decay_mult: 0
  4486. }
  4487. convolution_param {
  4488. num_output: 128
  4489. kernel_size: 1
  4490. weight_filler {
  4491. type: "xavier"
  4492. std: 0.03
  4493. }
  4494. bias_filler {
  4495. type: "constant"
  4496. value: 0.2
  4497. }
  4498. }
  4499. }
  4500. layer {
  4501. name: "inception_4c/relu_1x1"
  4502. type: "ReLU"
  4503. bottom: "inception_4c/1x1"
  4504. top: "inception_4c/1x1"
  4505. }
  4506. layer {
  4507. name: "inception_4c/3x3_reduce"
  4508. type: "Convolution"
  4509. bottom: "inception_4b/output"
  4510. top: "inception_4c/3x3_reduce"
  4511. param {
  4512. lr_mult: 1
  4513. decay_mult: 1
  4514. }
  4515. param {
  4516. lr_mult: 2
  4517. decay_mult: 0
  4518. }
  4519. convolution_param {
  4520. num_output: 128
  4521. kernel_size: 1
  4522. weight_filler {
  4523. type: "xavier"
  4524. std: 0.09
  4525. }
  4526. bias_filler {
  4527. type: "constant"
  4528. value: 0.2
  4529. }
  4530. }
  4531. }
  4532. layer {
  4533. name: "inception_4c/relu_3x3_reduce"
  4534. type: "ReLU"
  4535. bottom: "inception_4c/3x3_reduce"
  4536. top: "inception_4c/3x3_reduce"
  4537. }
  4538. layer {
  4539. name: "inception_4c/3x3"
  4540. type: "Convolution"
  4541. bottom: "inception_4c/3x3_reduce"
  4542. top: "inception_4c/3x3"
  4543. param {
  4544. lr_mult: 1
  4545. decay_mult: 1
  4546. }
  4547. param {
  4548. lr_mult: 2
  4549. decay_mult: 0
  4550. }
  4551. convolution_param {
  4552. num_output: 256
  4553. pad: 1
  4554. kernel_size: 3
  4555. weight_filler {
  4556. type: "xavier"
  4557. std: 0.03
  4558. }
  4559. bias_filler {
  4560. type: "constant"
  4561. value: 0.2
  4562. }
  4563. }
  4564. }
  4565. layer {
  4566. name: "inception_4c/relu_3x3"
  4567. type: "ReLU"
  4568. bottom: "inception_4c/3x3"
  4569. top: "inception_4c/3x3"
  4570. }
  4571. layer {
  4572. name: "inception_4c/5x5_reduce"
  4573. type: "Convolution"
  4574. bottom: "inception_4b/output"
  4575. top: "inception_4c/5x5_reduce"
  4576. param {
  4577. lr_mult: 1
  4578. decay_mult: 1
  4579. }
  4580. param {
  4581. lr_mult: 2
  4582. decay_mult: 0
  4583. }
  4584. convolution_param {
  4585. num_output: 24
  4586. kernel_size: 1
  4587. weight_filler {
  4588. type: "xavier"
  4589. std: 0.2
  4590. }
  4591. bias_filler {
  4592. type: "constant"
  4593. value: 0.2
  4594. }
  4595. }
  4596. }
  4597. layer {
  4598. name: "inception_4c/relu_5x5_reduce"
  4599. type: "ReLU"
  4600. bottom: "inception_4c/5x5_reduce"
  4601. top: "inception_4c/5x5_reduce"
  4602. }
  4603. layer {
  4604. name: "inception_4c/5x5"
  4605. type: "Convolution"
  4606. bottom: "inception_4c/5x5_reduce"
  4607. top: "inception_4c/5x5"
  4608. param {
  4609. lr_mult: 1
  4610. decay_mult: 1
  4611. }
  4612. param {
  4613. lr_mult: 2
  4614. decay_mult: 0
  4615. }
  4616. convolution_param {
  4617. num_output: 64
  4618. pad: 2
  4619. kernel_size: 5
  4620. weight_filler {
  4621. type: "xavier"
  4622. std: 0.03
  4623. }
  4624. bias_filler {
  4625. type: "constant"
  4626. value: 0.2
  4627. }
  4628. }
  4629. }
  4630. layer {
  4631. name: "inception_4c/relu_5x5"
  4632. type: "ReLU"
  4633. bottom: "inception_4c/5x5"
  4634. top: "inception_4c/5x5"
  4635. }
  4636. layer {
  4637. name: "inception_4c/pool"
  4638. type: "Pooling"
  4639. bottom: "inception_4b/output"
  4640. top: "inception_4c/pool"
  4641. pooling_param {
  4642. pool: MAX
  4643. kernel_size: 3
  4644. stride: 1
  4645. pad: 1
  4646. }
  4647. }
  4648. layer {
  4649. name: "inception_4c/pool_proj"
  4650. type: "Convolution"
  4651. bottom: "inception_4c/pool"
  4652. top: "inception_4c/pool_proj"
  4653. param {
  4654. lr_mult: 1
  4655. decay_mult: 1
  4656. }
  4657. param {
  4658. lr_mult: 2
  4659. decay_mult: 0
  4660. }
  4661. convolution_param {
  4662. num_output: 64
  4663. kernel_size: 1
  4664. weight_filler {
  4665. type: "xavier"
  4666. std: 0.1
  4667. }
  4668. bias_filler {
  4669. type: "constant"
  4670. value: 0.2
  4671. }
  4672. }
  4673. }
  4674. layer {
  4675. name: "inception_4c/relu_pool_proj"
  4676. type: "ReLU"
  4677. bottom: "inception_4c/pool_proj"
  4678. top: "inception_4c/pool_proj"
  4679. }
  4680. layer {
  4681. name: "inception_4c/output"
  4682. type: "Concat"
  4683. bottom: "inception_4c/1x1"
  4684. bottom: "inception_4c/3x3"
  4685. bottom: "inception_4c/5x5"
  4686. bottom: "inception_4c/pool_proj"
  4687. top: "inception_4c/output"
  4688. }
  4689. layer {
  4690. name: "inception_4d/1x1"
  4691. type: "Convolution"
  4692. bottom: "inception_4c/output"
  4693. top: "inception_4d/1x1"
  4694. param {
  4695. lr_mult: 1
  4696. decay_mult: 1
  4697. }
  4698. param {
  4699. lr_mult: 2
  4700. decay_mult: 0
  4701. }
  4702. convolution_param {
  4703. num_output: 112
  4704. kernel_size: 1
  4705. weight_filler {
  4706. type: "xavier"
  4707. std: 0.1
  4708. }
  4709. bias_filler {
  4710. type: "constant"
  4711. value: 0.2
  4712. }
  4713. }
  4714. }
  4715. layer {
  4716. name: "inception_4d/relu_1x1"
  4717. type: "ReLU"
  4718. bottom: "inception_4d/1x1"
  4719. top: "inception_4d/1x1"
  4720. }
  4721. layer {
  4722. name: "inception_4d/3x3_reduce"
  4723. type: "Convolution"
  4724. bottom: "inception_4c/output"
  4725. top: "inception_4d/3x3_reduce"
  4726. param {
  4727. lr_mult: 1
  4728. decay_mult: 1
  4729. }
  4730. param {
  4731. lr_mult: 2
  4732. decay_mult: 0
  4733. }
  4734. convolution_param {
  4735. num_output: 144
  4736. kernel_size: 1
  4737. weight_filler {
  4738. type: "xavier"
  4739. std: 0.1
  4740. }
  4741. bias_filler {
  4742. type: "constant"
  4743. value: 0.2
  4744. }
  4745. }
  4746. }
  4747. layer {
  4748. name: "inception_4d/relu_3x3_reduce"
  4749. type: "ReLU"
  4750. bottom: "inception_4d/3x3_reduce"
  4751. top: "inception_4d/3x3_reduce"
  4752. }
  4753. layer {
  4754. name: "inception_4d/3x3"
  4755. type: "Convolution"
  4756. bottom: "inception_4d/3x3_reduce"
  4757. top: "inception_4d/3x3"
  4758. param {
  4759. lr_mult: 1
  4760. decay_mult: 1
  4761. }
  4762. param {
  4763. lr_mult: 2
  4764. decay_mult: 0
  4765. }
  4766. convolution_param {
  4767. num_output: 288
  4768. pad: 1
  4769. kernel_size: 3
  4770. weight_filler {
  4771. type: "xavier"
  4772. std: 0.1
  4773. }
  4774. bias_filler {
  4775. type: "constant"
  4776. value: 0.2
  4777. }
  4778. }
  4779. }
  4780. layer {
  4781. name: "inception_4d/relu_3x3"
  4782. type: "ReLU"
  4783. bottom: "inception_4d/3x3"
  4784. top: "inception_4d/3x3"
  4785. }
  4786. layer {
  4787. name: "inception_4d/5x5_reduce"
  4788. type: "Convolution"
  4789. bottom: "inception_4c/output"
  4790. top: "inception_4d/5x5_reduce"
  4791. param {
  4792. lr_mult: 1
  4793. decay_mult: 1
  4794. }
  4795. param {
  4796. lr_mult: 2
  4797. decay_mult: 0
  4798. }
  4799. convolution_param {
  4800. num_output: 32
  4801. kernel_size: 1
  4802. weight_filler {
  4803. type: "xavier"
  4804. std: 0.1
  4805. }
  4806. bias_filler {
  4807. type: "constant"
  4808. value: 0.2
  4809. }
  4810. }
  4811. }
  4812. layer {
  4813. name: "inception_4d/relu_5x5_reduce"
  4814. type: "ReLU"
  4815. bottom: "inception_4d/5x5_reduce"
  4816. top: "inception_4d/5x5_reduce"
  4817. }
  4818. layer {
  4819. name: "inception_4d/5x5"
  4820. type: "Convolution"
  4821. bottom: "inception_4d/5x5_reduce"
  4822. top: "inception_4d/5x5"
  4823. param {
  4824. lr_mult: 1
  4825. decay_mult: 1
  4826. }
  4827. param {
  4828. lr_mult: 2
  4829. decay_mult: 0
  4830. }
  4831. convolution_param {
  4832. num_output: 64
  4833. pad: 2
  4834. kernel_size: 5
  4835. weight_filler {
  4836. type: "xavier"
  4837. std: 0.1
  4838. }
  4839. bias_filler {
  4840. type: "constant"
  4841. value: 0.2
  4842. }
  4843. }
  4844. }
  4845. layer {
  4846. name: "inception_4d/relu_5x5"
  4847. type: "ReLU"
  4848. bottom: "inception_4d/5x5"
  4849. top: "inception_4d/5x5"
  4850. }
  4851. layer {
  4852. name: "inception_4d/pool"
  4853. type: "Pooling"
  4854. bottom: "inception_4c/output"
  4855. top: "inception_4d/pool"
  4856. pooling_param {
  4857. pool: MAX
  4858. kernel_size: 3
  4859. stride: 1
  4860. pad: 1
  4861. }
  4862. }
  4863. layer {
  4864. name: "inception_4d/pool_proj"
  4865. type: "Convolution"
  4866. bottom: "inception_4d/pool"
  4867. top: "inception_4d/pool_proj"
  4868. param {
  4869. lr_mult: 1
  4870. decay_mult: 1
  4871. }
  4872. param {
  4873. lr_mult: 2
  4874. decay_mult: 0
  4875. }
  4876. convolution_param {
  4877. num_output: 64
  4878. kernel_size: 1
  4879. weight_filler {
  4880. type: "xavier"
  4881. std: 0.1
  4882. }
  4883. bias_filler {
  4884. type: "constant"
  4885. value: 0.2
  4886. }
  4887. }
  4888. }
  4889. layer {
  4890. name: "inception_4d/relu_pool_proj"
  4891. type: "ReLU"
  4892. bottom: "inception_4d/pool_proj"
  4893. top: "inception_4d/pool_proj"
  4894. }
  4895. layer {
  4896. name: "inception_4d/output"
  4897. type: "Concat"
  4898. bottom: "inception_4d/1x1"
  4899. bottom: "inception_4d/3x3"
  4900. bottom: "inception_4d/5x5"
  4901. bottom: "inception_4d/pool_proj"
  4902. top: "inception_4d/output"
  4903. }
  4904. layer {
  4905. name: "inception_4e/1x1"
  4906. type: "Convolution"
  4907. bottom: "inception_4d/output"
  4908. top: "inception_4e/1x1"
  4909. param {
  4910. lr_mult: 1
  4911. decay_mult: 1
  4912. }
  4913. param {
  4914. lr_mult: 2
  4915. decay_mult: 0
  4916. }
  4917. convolution_param {
  4918. num_output: 256
  4919. kernel_size: 1
  4920. weight_filler {
  4921. type: "xavier"
  4922. std: 0.03
  4923. }
  4924. bias_filler {
  4925. type: "constant"
  4926. value: 0.2
  4927. }
  4928. }
  4929. }
  4930. layer {
  4931. name: "inception_4e/relu_1x1"
  4932. type: "ReLU"
  4933. bottom: "inception_4e/1x1"
  4934. top: "inception_4e/1x1"
  4935. }
  4936. layer {
  4937. name: "inception_4e/3x3_reduce"
  4938. type: "Convolution"
  4939. bottom: "inception_4d/output"
  4940. top: "inception_4e/3x3_reduce"
  4941. param {
  4942. lr_mult: 1
  4943. decay_mult: 1
  4944. }
  4945. param {
  4946. lr_mult: 2
  4947. decay_mult: 0
  4948. }
  4949. convolution_param {
  4950. num_output: 160
  4951. kernel_size: 1
  4952. weight_filler {
  4953. type: "xavier"
  4954. std: 0.09
  4955. }
  4956. bias_filler {
  4957. type: "constant"
  4958. value: 0.2
  4959. }
  4960. }
  4961. }
  4962. layer {
  4963. name: "inception_4e/relu_3x3_reduce"
  4964. type: "ReLU"
  4965. bottom: "inception_4e/3x3_reduce"
  4966. top: "inception_4e/3x3_reduce"
  4967. }
  4968. layer {
  4969. name: "inception_4e/3x3"
  4970. type: "Convolution"
  4971. bottom: "inception_4e/3x3_reduce"
  4972. top: "inception_4e/3x3"
  4973. param {
  4974. lr_mult: 1
  4975. decay_mult: 1
  4976. }
  4977. param {
  4978. lr_mult: 2
  4979. decay_mult: 0
  4980. }
  4981. convolution_param {
  4982. num_output: 320
  4983. pad: 1
  4984. kernel_size: 3
  4985. weight_filler {
  4986. type: "xavier"
  4987. std: 0.03
  4988. }
  4989. bias_filler {
  4990. type: "constant"
  4991. value: 0.2
  4992. }
  4993. }
  4994. }
  4995. layer {
  4996. name: "inception_4e/relu_3x3"
  4997. type: "ReLU"
  4998. bottom: "inception_4e/3x3"
  4999. top: "inception_4e/3x3"
  5000. }
  5001. layer {
  5002. name: "inception_4e/5x5_reduce"
  5003. type: "Convolution"
  5004. bottom: "inception_4d/output"
  5005. top: "inception_4e/5x5_reduce"
  5006. param {
  5007. lr_mult: 1
  5008. decay_mult: 1
  5009. }
  5010. param {
  5011. lr_mult: 2
  5012. decay_mult: 0
  5013. }
  5014. convolution_param {
  5015. num_output: 32
  5016. kernel_size: 1
  5017. weight_filler {
  5018. type: "xavier"
  5019. std: 0.2
  5020. }
  5021. bias_filler {
  5022. type: "constant"
  5023. value: 0.2
  5024. }
  5025. }
  5026. }
  5027. layer {
  5028. name: "inception_4e/relu_5x5_reduce"
  5029. type: "ReLU"
  5030. bottom: "inception_4e/5x5_reduce"
  5031. top: "inception_4e/5x5_reduce"
  5032. }
  5033. layer {
  5034. name: "inception_4e/5x5"
  5035. type: "Convolution"
  5036. bottom: "inception_4e/5x5_reduce"
  5037. top: "inception_4e/5x5"
  5038. param {
  5039. lr_mult: 1
  5040. decay_mult: 1
  5041. }
  5042. param {
  5043. lr_mult: 2
  5044. decay_mult: 0
  5045. }
  5046. convolution_param {
  5047. num_output: 128
  5048. pad: 2
  5049. kernel_size: 5
  5050. weight_filler {
  5051. type: "xavier"
  5052. std: 0.03
  5053. }
  5054. bias_filler {
  5055. type: "constant"
  5056. value: 0.2
  5057. }
  5058. }
  5059. }
  5060. layer {
  5061. name: "inception_4e/relu_5x5"
  5062. type: "ReLU"
  5063. bottom: "inception_4e/5x5"
  5064. top: "inception_4e/5x5"
  5065. }
  5066. layer {
  5067. name: "inception_4e/pool"
  5068. type: "Pooling"
  5069. bottom: "inception_4d/output"
  5070. top: "inception_4e/pool"
  5071. pooling_param {
  5072. pool: MAX
  5073. kernel_size: 3
  5074. stride: 1
  5075. pad: 1
  5076. }
  5077. }
  5078. layer {
  5079. name: "inception_4e/pool_proj"
  5080. type: "Convolution"
  5081. bottom: "inception_4e/pool"
  5082. top: "inception_4e/pool_proj"
  5083. param {
  5084. lr_mult: 1
  5085. decay_mult: 1
  5086. }
  5087. param {
  5088. lr_mult: 2
  5089. decay_mult: 0
  5090. }
  5091. convolution_param {
  5092. num_output: 128
  5093. kernel_size: 1
  5094. weight_filler {
  5095. type: "xavier"
  5096. std: 0.1
  5097. }
  5098. bias_filler {
  5099. type: "constant"
  5100. value: 0.2
  5101. }
  5102. }
  5103. }
  5104. layer {
  5105. name: "inception_4e/relu_pool_proj"
  5106. type: "ReLU"
  5107. bottom: "inception_4e/pool_proj"
  5108. top: "inception_4e/pool_proj"
  5109. }
  5110. layer {
  5111. name: "inception_4e/output"
  5112. type: "Concat"
  5113. bottom: "inception_4e/1x1"
  5114. bottom: "inception_4e/3x3"
  5115. bottom: "inception_4e/5x5"
  5116. bottom: "inception_4e/pool_proj"
  5117. top: "inception_4e/output"
  5118. }
  5119. layer {
  5120. name: "inception_5a/1x1"
  5121. type: "Convolution"
  5122. bottom: "inception_4e/output"
  5123. top: "inception_5a/1x1"
  5124. param {
  5125. lr_mult: 1
  5126. decay_mult: 1
  5127. }
  5128. param {
  5129. lr_m
  5130. I0606 13:30:31.911908 81 layer_factory.hpp:77] Creating layer val_data
  5131. I0606 13:30:31.934947 81 net.cpp:94] Creating Layer val_data
  5132. I0606 13:30:31.934960 81 net.cpp:409] val_data -> data
  5133. I0606 13:30:31.962623 98 db_lmdb.cpp:35] Opened lmdb /jobs/20180606-131727-8f92/val_db/features
  5134. I0606 13:30:32.001562 81 data_layer.cpp:78] ReshapePrefetch 2, 3, 640, 640
  5135. I0606 13:30:32.001622 81 data_layer.cpp:83] output data size: 2,3,640,640
  5136. I0606 13:30:32.034880 81 net.cpp:144] Setting up val_data
  5137. I0606 13:30:32.034936 81 net.cpp:151] Top shape: 2 3 640 640 (2457600)
  5138. I0606 13:30:32.034941 81 net.cpp:159] Memory required for data: 9830400
  5139. I0606 13:30:32.034946 81 layer_factory.hpp:77] Creating layer val_label
  5140. I0606 13:30:32.035123 81 net.cpp:94] Creating Layer val_label
  5141. I0606 13:30:32.035135 81 net.cpp:409] val_label -> label
  5142. I0606 13:30:32.104872 104 db_lmdb.cpp:35] Opened lmdb /jobs/20180606-131727-8f92/val_db/labels
  5143. I0606 13:30:32.109007 81 data_layer.cpp:78] ReshapePrefetch 2, 1, 71, 16
  5144. I0606 13:30:32.109071 81 data_layer.cpp:83] output data size: 2,1,71,16
  5145. I0606 13:30:32.109395 81 net.cpp:144] Setting up val_label
  5146. I0606 13:30:32.109411 81 net.cpp:151] Top shape: 2 1 71 16 (2272)
  5147. I0606 13:30:32.109417 81 net.cpp:159] Memory required for data: 9839488
  5148. I0606 13:30:32.109423 81 layer_factory.hpp:77] Creating layer val_transform
  5149. I0606 13:30:32.109447 81 net.cpp:94] Creating Layer val_transform
  5150. I0606 13:30:32.109453 81 net.cpp:435] val_transform <- data
  5151. I0606 13:30:32.109460 81 net.cpp:435] val_transform <- label
  5152. I0606 13:30:32.109467 81 net.cpp:409] val_transform -> transformed_data
  5153. I0606 13:30:32.109482 81 net.cpp:409] val_transform -> transformed_label
  5154. I0606 13:30:32.110021 81 net.cpp:144] Setting up val_transform
  5155. I0606 13:30:32.110034 81 net.cpp:151] Top shape: 2 3 640 640 (2457600)
  5156. I0606 13:30:32.110041 81 net.cpp:151] Top shape: 2 9 40 40 (28800)
  5157. I0606 13:30:32.110045 81 net.cpp:159] Memory required for data: 19785088
  5158. I0606 13:30:32.110050 81 layer_factory.hpp:77] Creating layer slice-label
  5159. I0606 13:30:32.110059 81 net.cpp:94] Creating Layer slice-label
  5160. I0606 13:30:32.110064 81 net.cpp:435] slice-label <- transformed_label
  5161. I0606 13:30:32.110071 81 net.cpp:409] slice-label -> foreground-label
  5162. I0606 13:30:32.110082 81 net.cpp:409] slice-label -> bbox-label
  5163. I0606 13:30:32.110090 81 net.cpp:409] slice-label -> size-label
  5164. I0606 13:30:32.110097 81 net.cpp:409] slice-label -> obj-label
  5165. I0606 13:30:32.110105 81 net.cpp:409] slice-label -> coverage-label
  5166. I0606 13:30:32.110208 81 net.cpp:144] Setting up slice-label
  5167. I0606 13:30:32.110218 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5168. I0606 13:30:32.110224 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5169. I0606 13:30:32.110229 81 net.cpp:151] Top shape: 2 2 40 40 (6400)
  5170. I0606 13:30:32.110234 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5171. I0606 13:30:32.110240 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5172. I0606 13:30:32.110244 81 net.cpp:159] Memory required for data: 19900288
  5173. I0606 13:30:32.110249 81 layer_factory.hpp:77] Creating layer foreground-label_slice-label_0_split
  5174. I0606 13:30:32.110257 81 net.cpp:94] Creating Layer foreground-label_slice-label_0_split
  5175. I0606 13:30:32.110261 81 net.cpp:435] foreground-label_slice-label_0_split <- foreground-label
  5176. I0606 13:30:32.110268 81 net.cpp:409] foreground-label_slice-label_0_split -> foreground-label_slice-label_0_split_0
  5177. I0606 13:30:32.110275 81 net.cpp:409] foreground-label_slice-label_0_split -> foreground-label_slice-label_0_split_1
  5178. I0606 13:30:32.110282 81 net.cpp:409] foreground-label_slice-label_0_split -> foreground-label_slice-label_0_split_2
  5179. I0606 13:30:32.110289 81 net.cpp:409] foreground-label_slice-label_0_split -> foreground-label_slice-label_0_split_3
  5180. I0606 13:30:32.110357 81 net.cpp:144] Setting up foreground-label_slice-label_0_split
  5181. I0606 13:30:32.110363 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5182. I0606 13:30:32.110369 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5183. I0606 13:30:32.110375 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5184. I0606 13:30:32.110380 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5185. I0606 13:30:32.110384 81 net.cpp:159] Memory required for data: 19951488
  5186. I0606 13:30:32.110389 81 layer_factory.hpp:77] Creating layer bbox-label_slice-label_1_split
  5187. I0606 13:30:32.110395 81 net.cpp:94] Creating Layer bbox-label_slice-label_1_split
  5188. I0606 13:30:32.110400 81 net.cpp:435] bbox-label_slice-label_1_split <- bbox-label
  5189. I0606 13:30:32.110406 81 net.cpp:409] bbox-label_slice-label_1_split -> bbox-label_slice-label_1_split_0
  5190. I0606 13:30:32.110414 81 net.cpp:409] bbox-label_slice-label_1_split -> bbox-label_slice-label_1_split_1
  5191. I0606 13:30:32.110451 81 net.cpp:144] Setting up bbox-label_slice-label_1_split
  5192. I0606 13:30:32.110457 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5193. I0606 13:30:32.110463 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5194. I0606 13:30:32.110468 81 net.cpp:159] Memory required for data: 20053888
  5195. I0606 13:30:32.110473 81 layer_factory.hpp:77] Creating layer size-label_slice-label_2_split
  5196. I0606 13:30:32.110492 81 net.cpp:94] Creating Layer size-label_slice-label_2_split
  5197. I0606 13:30:32.110497 81 net.cpp:435] size-label_slice-label_2_split <- size-label
  5198. I0606 13:30:32.110503 81 net.cpp:409] size-label_slice-label_2_split -> size-label_slice-label_2_split_0
  5199. I0606 13:30:32.110510 81 net.cpp:409] size-label_slice-label_2_split -> size-label_slice-label_2_split_1
  5200. I0606 13:30:32.110550 81 net.cpp:144] Setting up size-label_slice-label_2_split
  5201. I0606 13:30:32.110558 81 net.cpp:151] Top shape: 2 2 40 40 (6400)
  5202. I0606 13:30:32.110563 81 net.cpp:151] Top shape: 2 2 40 40 (6400)
  5203. I0606 13:30:32.110569 81 net.cpp:159] Memory required for data: 20105088
  5204. I0606 13:30:32.110572 81 layer_factory.hpp:77] Creating layer obj-label_slice-label_3_split
  5205. I0606 13:30:32.110579 81 net.cpp:94] Creating Layer obj-label_slice-label_3_split
  5206. I0606 13:30:32.110584 81 net.cpp:435] obj-label_slice-label_3_split <- obj-label
  5207. I0606 13:30:32.110589 81 net.cpp:409] obj-label_slice-label_3_split -> obj-label_slice-label_3_split_0
  5208. I0606 13:30:32.110596 81 net.cpp:409] obj-label_slice-label_3_split -> obj-label_slice-label_3_split_1
  5209. I0606 13:30:32.110605 81 net.cpp:409] obj-label_slice-label_3_split -> obj-label_slice-label_3_split_2
  5210. I0606 13:30:32.110611 81 net.cpp:409] obj-label_slice-label_3_split -> obj-label_slice-label_3_split_3
  5211. I0606 13:30:32.110675 81 net.cpp:144] Setting up obj-label_slice-label_3_split
  5212. I0606 13:30:32.110682 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5213. I0606 13:30:32.110687 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5214. I0606 13:30:32.110695 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5215. I0606 13:30:32.110700 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5216. I0606 13:30:32.110705 81 net.cpp:159] Memory required for data: 20156288
  5217. I0606 13:30:32.110709 81 layer_factory.hpp:77] Creating layer coverage-label_slice-label_4_split
  5218. I0606 13:30:32.110716 81 net.cpp:94] Creating Layer coverage-label_slice-label_4_split
  5219. I0606 13:30:32.110721 81 net.cpp:435] coverage-label_slice-label_4_split <- coverage-label
  5220. I0606 13:30:32.110728 81 net.cpp:409] coverage-label_slice-label_4_split -> coverage-label_slice-label_4_split_0
  5221. I0606 13:30:32.110735 81 net.cpp:409] coverage-label_slice-label_4_split -> coverage-label_slice-label_4_split_1
  5222. I0606 13:30:32.111230 81 net.cpp:144] Setting up coverage-label_slice-label_4_split
  5223. I0606 13:30:32.111240 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5224. I0606 13:30:32.111246 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  5225. I0606 13:30:32.111251 81 net.cpp:159] Memory required for data: 20181888
  5226. I0606 13:30:32.111255 81 layer_factory.hpp:77] Creating layer coverage-block
  5227. I0606 13:30:32.111263 81 net.cpp:94] Creating Layer coverage-block
  5228. I0606 13:30:32.111269 81 net.cpp:435] coverage-block <- foreground-label_slice-label_0_split_0
  5229. I0606 13:30:32.111275 81 net.cpp:435] coverage-block <- foreground-label_slice-label_0_split_1
  5230. I0606 13:30:32.111281 81 net.cpp:435] coverage-block <- foreground-label_slice-label_0_split_2
  5231. I0606 13:30:32.111286 81 net.cpp:435] coverage-block <- foreground-label_slice-label_0_split_3
  5232. I0606 13:30:32.111292 81 net.cpp:409] coverage-block -> coverage-block
  5233. I0606 13:30:32.111325 81 net.cpp:144] Setting up coverage-block
  5234. I0606 13:30:32.111332 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5235. I0606 13:30:32.111336 81 net.cpp:159] Memory required for data: 20233088
  5236. I0606 13:30:32.111341 81 layer_factory.hpp:77] Creating layer size-block
  5237. I0606 13:30:32.111347 81 net.cpp:94] Creating Layer size-block
  5238. I0606 13:30:32.111352 81 net.cpp:435] size-block <- size-label_slice-label_2_split_0
  5239. I0606 13:30:32.111358 81 net.cpp:435] size-block <- size-label_slice-label_2_split_1
  5240. I0606 13:30:32.111364 81 net.cpp:409] size-block -> size-block
  5241. I0606 13:30:32.111393 81 net.cpp:144] Setting up size-block
  5242. I0606 13:30:32.111402 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5243. I0606 13:30:32.111407 81 net.cpp:159] Memory required for data: 20284288
  5244. I0606 13:30:32.111412 81 layer_factory.hpp:77] Creating layer size-block_size-block_0_split
  5245. I0606 13:30:32.111428 81 net.cpp:94] Creating Layer size-block_size-block_0_split
  5246. I0606 13:30:32.111433 81 net.cpp:435] size-block_size-block_0_split <- size-block
  5247. I0606 13:30:32.111439 81 net.cpp:409] size-block_size-block_0_split -> size-block_size-block_0_split_0
  5248. I0606 13:30:32.111448 81 net.cpp:409] size-block_size-block_0_split -> size-block_size-block_0_split_1
  5249. I0606 13:30:32.111495 81 net.cpp:144] Setting up size-block_size-block_0_split
  5250. I0606 13:30:32.111502 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5251. I0606 13:30:32.111508 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5252. I0606 13:30:32.111513 81 net.cpp:159] Memory required for data: 20386688
  5253. I0606 13:30:32.111517 81 layer_factory.hpp:77] Creating layer obj-block
  5254. I0606 13:30:32.111524 81 net.cpp:94] Creating Layer obj-block
  5255. I0606 13:30:32.111529 81 net.cpp:435] obj-block <- obj-label_slice-label_3_split_0
  5256. I0606 13:30:32.111536 81 net.cpp:435] obj-block <- obj-label_slice-label_3_split_1
  5257. I0606 13:30:32.111541 81 net.cpp:435] obj-block <- obj-label_slice-label_3_split_2
  5258. I0606 13:30:32.111546 81 net.cpp:435] obj-block <- obj-label_slice-label_3_split_3
  5259. I0606 13:30:32.111552 81 net.cpp:409] obj-block -> obj-block
  5260. I0606 13:30:32.111577 81 net.cpp:144] Setting up obj-block
  5261. I0606 13:30:32.111584 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5262. I0606 13:30:32.111589 81 net.cpp:159] Memory required for data: 20437888
  5263. I0606 13:30:32.111594 81 layer_factory.hpp:77] Creating layer obj-block_obj-block_0_split
  5264. I0606 13:30:32.111600 81 net.cpp:94] Creating Layer obj-block_obj-block_0_split
  5265. I0606 13:30:32.111666 81 net.cpp:435] obj-block_obj-block_0_split <- obj-block
  5266. I0606 13:30:32.111673 81 net.cpp:409] obj-block_obj-block_0_split -> obj-block_obj-block_0_split_0
  5267. I0606 13:30:32.111680 81 net.cpp:409] obj-block_obj-block_0_split -> obj-block_obj-block_0_split_1
  5268. I0606 13:30:32.111726 81 net.cpp:144] Setting up obj-block_obj-block_0_split
  5269. I0606 13:30:32.111732 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5270. I0606 13:30:32.111738 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5271. I0606 13:30:32.111743 81 net.cpp:159] Memory required for data: 20540288
  5272. I0606 13:30:32.111747 81 layer_factory.hpp:77] Creating layer bb-label-norm
  5273. I0606 13:30:32.111754 81 net.cpp:94] Creating Layer bb-label-norm
  5274. I0606 13:30:32.111759 81 net.cpp:435] bb-label-norm <- bbox-label_slice-label_1_split_0
  5275. I0606 13:30:32.111765 81 net.cpp:435] bb-label-norm <- size-block_size-block_0_split_0
  5276. I0606 13:30:32.111771 81 net.cpp:409] bb-label-norm -> bbox-label-norm
  5277. I0606 13:30:32.111801 81 net.cpp:144] Setting up bb-label-norm
  5278. I0606 13:30:32.111809 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5279. I0606 13:30:32.111812 81 net.cpp:159] Memory required for data: 20591488
  5280. I0606 13:30:32.111817 81 layer_factory.hpp:77] Creating layer bb-obj-norm
  5281. I0606 13:30:32.111824 81 net.cpp:94] Creating Layer bb-obj-norm
  5282. I0606 13:30:32.111829 81 net.cpp:435] bb-obj-norm <- bbox-label-norm
  5283. I0606 13:30:32.111835 81 net.cpp:435] bb-obj-norm <- obj-block_obj-block_0_split_0
  5284. I0606 13:30:32.111840 81 net.cpp:409] bb-obj-norm -> bbox-obj-label-norm
  5285. I0606 13:30:32.111866 81 net.cpp:144] Setting up bb-obj-norm
  5286. I0606 13:30:32.111872 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  5287. I0606 13:30:32.111877 81 net.cpp:159] Memory required for data: 20642688
  5288. I0606 13:30:32.111881 81 layer_factory.hpp:77] Creating layer conv1/7x7_s2
  5289. I0606 13:30:32.111894 81 net.cpp:94] Creating Layer conv1/7x7_s2
  5290. I0606 13:30:32.111899 81 net.cpp:435] conv1/7x7_s2 <- transformed_data
  5291. I0606 13:30:32.111907 81 net.cpp:409] conv1/7x7_s2 -> conv1/7x7_s2
  5292. I0606 13:30:32.112363 81 net.cpp:144] Setting up conv1/7x7_s2
  5293. I0606 13:30:32.112375 81 net.cpp:151] Top shape: 2 64 320 320 (13107200)
  5294. I0606 13:30:32.112380 81 net.cpp:159] Memory required for data: 73071488
  5295. I0606 13:30:32.112392 81 layer_factory.hpp:77] Creating layer conv1/relu_7x7
  5296. I0606 13:30:32.112399 81 net.cpp:94] Creating Layer conv1/relu_7x7
  5297. I0606 13:30:32.112416 81 net.cpp:435] conv1/relu_7x7 <- conv1/7x7_s2
  5298. I0606 13:30:32.112422 81 net.cpp:396] conv1/relu_7x7 -> conv1/7x7_s2 (in-place)
  5299. I0606 13:30:32.112432 81 net.cpp:144] Setting up conv1/relu_7x7
  5300. I0606 13:30:32.112437 81 net.cpp:151] Top shape: 2 64 320 320 (13107200)
  5301. I0606 13:30:32.112442 81 net.cpp:159] Memory required for data: 125500288
  5302. I0606 13:30:32.112447 81 layer_factory.hpp:77] Creating layer pool1/3x3_s2
  5303. I0606 13:30:32.112453 81 net.cpp:94] Creating Layer pool1/3x3_s2
  5304. I0606 13:30:32.112458 81 net.cpp:435] pool1/3x3_s2 <- conv1/7x7_s2
  5305. I0606 13:30:32.112464 81 net.cpp:409] pool1/3x3_s2 -> pool1/3x3_s2
  5306. I0606 13:30:32.112526 81 net.cpp:144] Setting up pool1/3x3_s2
  5307. I0606 13:30:32.112534 81 net.cpp:151] Top shape: 2 64 160 160 (3276800)
  5308. I0606 13:30:32.112538 81 net.cpp:159] Memory required for data: 138607488
  5309. I0606 13:30:32.112542 81 layer_factory.hpp:77] Creating layer pool1/norm1
  5310. I0606 13:30:32.112550 81 net.cpp:94] Creating Layer pool1/norm1
  5311. I0606 13:30:32.112555 81 net.cpp:435] pool1/norm1 <- pool1/3x3_s2
  5312. I0606 13:30:32.112561 81 net.cpp:409] pool1/norm1 -> pool1/norm1
  5313. I0606 13:30:32.112603 81 net.cpp:144] Setting up pool1/norm1
  5314. I0606 13:30:32.112610 81 net.cpp:151] Top shape: 2 64 160 160 (3276800)
  5315. I0606 13:30:32.112614 81 net.cpp:159] Memory required for data: 151714688
  5316. I0606 13:30:32.112619 81 layer_factory.hpp:77] Creating layer conv2/3x3_reduce
  5317. I0606 13:30:32.112627 81 net.cpp:94] Creating Layer conv2/3x3_reduce
  5318. I0606 13:30:32.112632 81 net.cpp:435] conv2/3x3_reduce <- pool1/norm1
  5319. I0606 13:30:32.112639 81 net.cpp:409] conv2/3x3_reduce -> conv2/3x3_reduce
  5320. I0606 13:30:32.112982 81 net.cpp:144] Setting up conv2/3x3_reduce
  5321. I0606 13:30:32.112989 81 net.cpp:151] Top shape: 2 64 160 160 (3276800)
  5322. I0606 13:30:32.112994 81 net.cpp:159] Memory required for data: 164821888
  5323. I0606 13:30:32.113004 81 layer_factory.hpp:77] Creating layer conv2/relu_3x3_reduce
  5324. I0606 13:30:32.113010 81 net.cpp:94] Creating Layer conv2/relu_3x3_reduce
  5325. I0606 13:30:32.113016 81 net.cpp:435] conv2/relu_3x3_reduce <- conv2/3x3_reduce
  5326. I0606 13:30:32.113023 81 net.cpp:396] conv2/relu_3x3_reduce -> conv2/3x3_reduce (in-place)
  5327. I0606 13:30:32.113030 81 net.cpp:144] Setting up conv2/relu_3x3_reduce
  5328. I0606 13:30:32.113036 81 net.cpp:151] Top shape: 2 64 160 160 (3276800)
  5329. I0606 13:30:32.113040 81 net.cpp:159] Memory required for data: 177929088
  5330. I0606 13:30:32.113044 81 layer_factory.hpp:77] Creating layer conv2/3x3
  5331. I0606 13:30:32.113054 81 net.cpp:94] Creating Layer conv2/3x3
  5332. I0606 13:30:32.113059 81 net.cpp:435] conv2/3x3 <- conv2/3x3_reduce
  5333. I0606 13:30:32.113065 81 net.cpp:409] conv2/3x3 -> conv2/3x3
  5334. I0606 13:30:32.114830 81 net.cpp:144] Setting up conv2/3x3
  5335. I0606 13:30:32.114847 81 net.cpp:151] Top shape: 2 192 160 160 (9830400)
  5336. I0606 13:30:32.114852 81 net.cpp:159] Memory required for data: 217250688
  5337. I0606 13:30:32.114864 81 layer_factory.hpp:77] Creating layer conv2/relu_3x3
  5338. I0606 13:30:32.114871 81 net.cpp:94] Creating Layer conv2/relu_3x3
  5339. I0606 13:30:32.114877 81 net.cpp:435] conv2/relu_3x3 <- conv2/3x3
  5340. I0606 13:30:32.114884 81 net.cpp:396] conv2/relu_3x3 -> conv2/3x3 (in-place)
  5341. I0606 13:30:32.114894 81 net.cpp:144] Setting up conv2/relu_3x3
  5342. I0606 13:30:32.114900 81 net.cpp:151] Top shape: 2 192 160 160 (9830400)
  5343. I0606 13:30:32.114904 81 net.cpp:159] Memory required for data: 256572288
  5344. I0606 13:30:32.114909 81 layer_factory.hpp:77] Creating layer conv2/norm2
  5345. I0606 13:30:32.114917 81 net.cpp:94] Creating Layer conv2/norm2
  5346. I0606 13:30:32.114922 81 net.cpp:435] conv2/norm2 <- conv2/3x3
  5347. I0606 13:30:32.114928 81 net.cpp:409] conv2/norm2 -> conv2/norm2
  5348. I0606 13:30:32.114971 81 net.cpp:144] Setting up conv2/norm2
  5349. I0606 13:30:32.114979 81 net.cpp:151] Top shape: 2 192 160 160 (9830400)
  5350. I0606 13:30:32.114984 81 net.cpp:159] Memory required for data: 295893888
  5351. I0606 13:30:32.114989 81 layer_factory.hpp:77] Creating layer pool2/3x3_s2
  5352. I0606 13:30:32.114995 81 net.cpp:94] Creating Layer pool2/3x3_s2
  5353. I0606 13:30:32.115018 81 net.cpp:435] pool2/3x3_s2 <- conv2/norm2
  5354. I0606 13:30:32.115025 81 net.cpp:409] pool2/3x3_s2 -> pool2/3x3_s2
  5355. I0606 13:30:32.115067 81 net.cpp:144] Setting up pool2/3x3_s2
  5356. I0606 13:30:32.115073 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  5357. I0606 13:30:32.115078 81 net.cpp:159] Memory required for data: 305724288
  5358. I0606 13:30:32.115083 81 layer_factory.hpp:77] Creating layer pool2/3x3_s2_pool2/3x3_s2_0_split
  5359. I0606 13:30:32.115103 81 net.cpp:94] Creating Layer pool2/3x3_s2_pool2/3x3_s2_0_split
  5360. I0606 13:30:32.115108 81 net.cpp:435] pool2/3x3_s2_pool2/3x3_s2_0_split <- pool2/3x3_s2
  5361. I0606 13:30:32.115113 81 net.cpp:409] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_0
  5362. I0606 13:30:32.115128 81 net.cpp:409] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_1
  5363. I0606 13:30:32.115135 81 net.cpp:409] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_2
  5364. I0606 13:30:32.115144 81 net.cpp:409] pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_3
  5365. I0606 13:30:32.115207 81 net.cpp:144] Setting up pool2/3x3_s2_pool2/3x3_s2_0_split
  5366. I0606 13:30:32.115214 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  5367. I0606 13:30:32.115219 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  5368. I0606 13:30:32.115226 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  5369. I0606 13:30:32.115231 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  5370. I0606 13:30:32.115234 81 net.cpp:159] Memory required for data: 345045888
  5371. I0606 13:30:32.115239 81 layer_factory.hpp:77] Creating layer inception_3a/1x1
  5372. I0606 13:30:32.115249 81 net.cpp:94] Creating Layer inception_3a/1x1
  5373. I0606 13:30:32.115254 81 net.cpp:435] inception_3a/1x1 <- pool2/3x3_s2_pool2/3x3_s2_0_split_0
  5374. I0606 13:30:32.115262 81 net.cpp:409] inception_3a/1x1 -> inception_3a/1x1
  5375. I0606 13:30:32.115643 81 net.cpp:144] Setting up inception_3a/1x1
  5376. I0606 13:30:32.115651 81 net.cpp:151] Top shape: 2 64 80 80 (819200)
  5377. I0606 13:30:32.115656 81 net.cpp:159] Memory required for data: 348322688
  5378. I0606 13:30:32.115664 81 layer_factory.hpp:77] Creating layer inception_3a/relu_1x1
  5379. I0606 13:30:32.115670 81 net.cpp:94] Creating Layer inception_3a/relu_1x1
  5380. I0606 13:30:32.115674 81 net.cpp:435] inception_3a/relu_1x1 <- inception_3a/1x1
  5381. I0606 13:30:32.115681 81 net.cpp:396] inception_3a/relu_1x1 -> inception_3a/1x1 (in-place)
  5382. I0606 13:30:32.115689 81 net.cpp:144] Setting up inception_3a/relu_1x1
  5383. I0606 13:30:32.115694 81 net.cpp:151] Top shape: 2 64 80 80 (819200)
  5384. I0606 13:30:32.115698 81 net.cpp:159] Memory required for data: 351599488
  5385. I0606 13:30:32.115702 81 layer_factory.hpp:77] Creating layer inception_3a/3x3_reduce
  5386. I0606 13:30:32.115711 81 net.cpp:94] Creating Layer inception_3a/3x3_reduce
  5387. I0606 13:30:32.115716 81 net.cpp:435] inception_3a/3x3_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_1
  5388. I0606 13:30:32.115723 81 net.cpp:409] inception_3a/3x3_reduce -> inception_3a/3x3_reduce
  5389. I0606 13:30:32.116140 81 net.cpp:144] Setting up inception_3a/3x3_reduce
  5390. I0606 13:30:32.116148 81 net.cpp:151] Top shape: 2 96 80 80 (1228800)
  5391. I0606 13:30:32.116153 81 net.cpp:159] Memory required for data: 356514688
  5392. I0606 13:30:32.116163 81 layer_factory.hpp:77] Creating layer inception_3a/relu_3x3_reduce
  5393. I0606 13:30:32.116169 81 net.cpp:94] Creating Layer inception_3a/relu_3x3_reduce
  5394. I0606 13:30:32.116174 81 net.cpp:435] inception_3a/relu_3x3_reduce <- inception_3a/3x3_reduce
  5395. I0606 13:30:32.116180 81 net.cpp:396] inception_3a/relu_3x3_reduce -> inception_3a/3x3_reduce (in-place)
  5396. I0606 13:30:32.116189 81 net.cpp:144] Setting up inception_3a/relu_3x3_reduce
  5397. I0606 13:30:32.116194 81 net.cpp:151] Top shape: 2 96 80 80 (1228800)
  5398. I0606 13:30:32.116199 81 net.cpp:159] Memory required for data: 361429888
  5399. I0606 13:30:32.116204 81 layer_factory.hpp:77] Creating layer inception_3a/3x3
  5400. I0606 13:30:32.116212 81 net.cpp:94] Creating Layer inception_3a/3x3
  5401. I0606 13:30:32.116217 81 net.cpp:435] inception_3a/3x3 <- inception_3a/3x3_reduce
  5402. I0606 13:30:32.116235 81 net.cpp:409] inception_3a/3x3 -> inception_3a/3x3
  5403. I0606 13:30:32.117209 81 net.cpp:144] Setting up inception_3a/3x3
  5404. I0606 13:30:32.117218 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  5405. I0606 13:30:32.117220 81 net.cpp:159] Memory required for data: 367983488
  5406. I0606 13:30:32.117225 81 layer_factory.hpp:77] Creating layer inception_3a/relu_3x3
  5407. I0606 13:30:32.117233 81 net.cpp:94] Creating Layer inception_3a/relu_3x3
  5408. I0606 13:30:32.117236 81 net.cpp:435] inception_3a/relu_3x3 <- inception_3a/3x3
  5409. I0606 13:30:32.117240 81 net.cpp:396] inception_3a/relu_3x3 -> inception_3a/3x3 (in-place)
  5410. I0606 13:30:32.117245 81 net.cpp:144] Setting up inception_3a/relu_3x3
  5411. I0606 13:30:32.117249 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  5412. I0606 13:30:32.117252 81 net.cpp:159] Memory required for data: 374537088
  5413. I0606 13:30:32.117254 81 layer_factory.hpp:77] Creating layer inception_3a/5x5_reduce
  5414. I0606 13:30:32.117260 81 net.cpp:94] Creating Layer inception_3a/5x5_reduce
  5415. I0606 13:30:32.117264 81 net.cpp:435] inception_3a/5x5_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_2
  5416. I0606 13:30:32.117269 81 net.cpp:409] inception_3a/5x5_reduce -> inception_3a/5x5_reduce
  5417. I0606 13:30:32.117492 81 net.cpp:144] Setting up inception_3a/5x5_reduce
  5418. I0606 13:30:32.117499 81 net.cpp:151] Top shape: 2 16 80 80 (204800)
  5419. I0606 13:30:32.117502 81 net.cpp:159] Memory required for data: 375356288
  5420. I0606 13:30:32.117509 81 layer_factory.hpp:77] Creating layer inception_3a/relu_5x5_reduce
  5421. I0606 13:30:32.117514 81 net.cpp:94] Creating Layer inception_3a/relu_5x5_reduce
  5422. I0606 13:30:32.117519 81 net.cpp:435] inception_3a/relu_5x5_reduce <- inception_3a/5x5_reduce
  5423. I0606 13:30:32.117525 81 net.cpp:396] inception_3a/relu_5x5_reduce -> inception_3a/5x5_reduce (in-place)
  5424. I0606 13:30:32.117532 81 net.cpp:144] Setting up inception_3a/relu_5x5_reduce
  5425. I0606 13:30:32.117535 81 net.cpp:151] Top shape: 2 16 80 80 (204800)
  5426. I0606 13:30:32.117537 81 net.cpp:159] Memory required for data: 376175488
  5427. I0606 13:30:32.117540 81 layer_factory.hpp:77] Creating layer inception_3a/5x5
  5428. I0606 13:30:32.117547 81 net.cpp:94] Creating Layer inception_3a/5x5
  5429. I0606 13:30:32.117549 81 net.cpp:435] inception_3a/5x5 <- inception_3a/5x5_reduce
  5430. I0606 13:30:32.117554 81 net.cpp:409] inception_3a/5x5 -> inception_3a/5x5
  5431. I0606 13:30:32.117822 81 net.cpp:144] Setting up inception_3a/5x5
  5432. I0606 13:30:32.117827 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  5433. I0606 13:30:32.117830 81 net.cpp:159] Memory required for data: 377813888
  5434. I0606 13:30:32.117835 81 layer_factory.hpp:77] Creating layer inception_3a/relu_5x5
  5435. I0606 13:30:32.117839 81 net.cpp:94] Creating Layer inception_3a/relu_5x5
  5436. I0606 13:30:32.117842 81 net.cpp:435] inception_3a/relu_5x5 <- inception_3a/5x5
  5437. I0606 13:30:32.117846 81 net.cpp:396] inception_3a/relu_5x5 -> inception_3a/5x5 (in-place)
  5438. I0606 13:30:32.117851 81 net.cpp:144] Setting up inception_3a/relu_5x5
  5439. I0606 13:30:32.117856 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  5440. I0606 13:30:32.117857 81 net.cpp:159] Memory required for data: 379452288
  5441. I0606 13:30:32.117861 81 layer_factory.hpp:77] Creating layer inception_3a/pool
  5442. I0606 13:30:32.117866 81 net.cpp:94] Creating Layer inception_3a/pool
  5443. I0606 13:30:32.117868 81 net.cpp:435] inception_3a/pool <- pool2/3x3_s2_pool2/3x3_s2_0_split_3
  5444. I0606 13:30:32.117872 81 net.cpp:409] inception_3a/pool -> inception_3a/pool
  5445. I0606 13:30:32.117902 81 net.cpp:144] Setting up inception_3a/pool
  5446. I0606 13:30:32.117907 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  5447. I0606 13:30:32.117909 81 net.cpp:159] Memory required for data: 389282688
  5448. I0606 13:30:32.117913 81 layer_factory.hpp:77] Creating layer inception_3a/pool_proj
  5449. I0606 13:30:32.117919 81 net.cpp:94] Creating Layer inception_3a/pool_proj
  5450. I0606 13:30:32.117923 81 net.cpp:435] inception_3a/pool_proj <- inception_3a/pool
  5451. I0606 13:30:32.117928 81 net.cpp:409] inception_3a/pool_proj -> inception_3a/pool_proj
  5452. I0606 13:30:32.123095 81 net.cpp:144] Setting up inception_3a/pool_proj
  5453. I0606 13:30:32.123109 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  5454. I0606 13:30:32.123112 81 net.cpp:159] Memory required for data: 390921088
  5455. I0606 13:30:32.123129 81 layer_factory.hpp:77] Creating layer inception_3a/relu_pool_proj
  5456. I0606 13:30:32.123136 81 net.cpp:94] Creating Layer inception_3a/relu_pool_proj
  5457. I0606 13:30:32.123142 81 net.cpp:435] inception_3a/relu_pool_proj <- inception_3a/pool_proj
  5458. I0606 13:30:32.123145 81 net.cpp:396] inception_3a/relu_pool_proj -> inception_3a/pool_proj (in-place)
  5459. I0606 13:30:32.123157 81 net.cpp:144] Setting up inception_3a/relu_pool_proj
  5460. I0606 13:30:32.123160 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  5461. I0606 13:30:32.123163 81 net.cpp:159] Memory required for data: 392559488
  5462. I0606 13:30:32.123167 81 layer_factory.hpp:77] Creating layer inception_3a/output
  5463. I0606 13:30:32.123172 81 net.cpp:94] Creating Layer inception_3a/output
  5464. I0606 13:30:32.123175 81 net.cpp:435] inception_3a/output <- inception_3a/1x1
  5465. I0606 13:30:32.123179 81 net.cpp:435] inception_3a/output <- inception_3a/3x3
  5466. I0606 13:30:32.123184 81 net.cpp:435] inception_3a/output <- inception_3a/5x5
  5467. I0606 13:30:32.123188 81 net.cpp:435] inception_3a/output <- inception_3a/pool_proj
  5468. I0606 13:30:32.123191 81 net.cpp:409] inception_3a/output -> inception_3a/output
  5469. I0606 13:30:32.123222 81 net.cpp:144] Setting up inception_3a/output
  5470. I0606 13:30:32.123227 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  5471. I0606 13:30:32.123230 81 net.cpp:159] Memory required for data: 405666688
  5472. I0606 13:30:32.123234 81 layer_factory.hpp:77] Creating layer inception_3a/output_inception_3a/output_0_split
  5473. I0606 13:30:32.123237 81 net.cpp:94] Creating Layer inception_3a/output_inception_3a/output_0_split
  5474. I0606 13:30:32.123240 81 net.cpp:435] inception_3a/output_inception_3a/output_0_split <- inception_3a/output
  5475. I0606 13:30:32.123245 81 net.cpp:409] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_0
  5476. I0606 13:30:32.123250 81 net.cpp:409] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_1
  5477. I0606 13:30:32.123255 81 net.cpp:409] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_2
  5478. I0606 13:30:32.123260 81 net.cpp:409] inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_3
  5479. I0606 13:30:32.123307 81 net.cpp:144] Setting up inception_3a/output_inception_3a/output_0_split
  5480. I0606 13:30:32.123311 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  5481. I0606 13:30:32.123316 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  5482. I0606 13:30:32.123318 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  5483. I0606 13:30:32.123322 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  5484. I0606 13:30:32.123324 81 net.cpp:159] Memory required for data: 458095488
  5485. I0606 13:30:32.123327 81 layer_factory.hpp:77] Creating layer inception_3b/1x1
  5486. I0606 13:30:32.123334 81 net.cpp:94] Creating Layer inception_3b/1x1
  5487. I0606 13:30:32.123338 81 net.cpp:435] inception_3b/1x1 <- inception_3a/output_inception_3a/output_0_split_0
  5488. I0606 13:30:32.123342 81 net.cpp:409] inception_3b/1x1 -> inception_3b/1x1
  5489. I0606 13:30:32.123721 81 net.cpp:144] Setting up inception_3b/1x1
  5490. I0606 13:30:32.123726 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  5491. I0606 13:30:32.123729 81 net.cpp:159] Memory required for data: 464649088
  5492. I0606 13:30:32.123734 81 layer_factory.hpp:77] Creating layer inception_3b/relu_1x1
  5493. I0606 13:30:32.123739 81 net.cpp:94] Creating Layer inception_3b/relu_1x1
  5494. I0606 13:30:32.123742 81 net.cpp:435] inception_3b/relu_1x1 <- inception_3b/1x1
  5495. I0606 13:30:32.123746 81 net.cpp:396] inception_3b/relu_1x1 -> inception_3b/1x1 (in-place)
  5496. I0606 13:30:32.123751 81 net.cpp:144] Setting up inception_3b/relu_1x1
  5497. I0606 13:30:32.123755 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  5498. I0606 13:30:32.123759 81 net.cpp:159] Memory required for data: 471202688
  5499. I0606 13:30:32.123772 81 layer_factory.hpp:77] Creating layer inception_3b/3x3_reduce
  5500. I0606 13:30:32.123778 81 net.cpp:94] Creating Layer inception_3b/3x3_reduce
  5501. I0606 13:30:32.123781 81 net.cpp:435] inception_3b/3x3_reduce <- inception_3a/output_inception_3a/output_0_split_1
  5502. I0606 13:30:32.123786 81 net.cpp:409] inception_3b/3x3_reduce -> inception_3b/3x3_reduce
  5503. I0606 13:30:32.124168 81 net.cpp:144] Setting up inception_3b/3x3_reduce
  5504. I0606 13:30:32.124176 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  5505. I0606 13:30:32.124177 81 net.cpp:159] Memory required for data: 477756288
  5506. I0606 13:30:32.124182 81 layer_factory.hpp:77] Creating layer inception_3b/relu_3x3_reduce
  5507. I0606 13:30:32.124186 81 net.cpp:94] Creating Layer inception_3b/relu_3x3_reduce
  5508. I0606 13:30:32.124191 81 net.cpp:435] inception_3b/relu_3x3_reduce <- inception_3b/3x3_reduce
  5509. I0606 13:30:32.124194 81 net.cpp:396] inception_3b/relu_3x3_reduce -> inception_3b/3x3_reduce (in-place)
  5510. I0606 13:30:32.124199 81 net.cpp:144] Setting up inception_3b/relu_3x3_reduce
  5511. I0606 13:30:32.124203 81 net.cpp:151] Top shape: 2 128 80 80 (1638400)
  5512. I0606 13:30:32.124207 81 net.cpp:159] Memory required for data: 484309888
  5513. I0606 13:30:32.124209 81 layer_factory.hpp:77] Creating layer inception_3b/3x3
  5514. I0606 13:30:32.124215 81 net.cpp:94] Creating Layer inception_3b/3x3
  5515. I0606 13:30:32.124218 81 net.cpp:435] inception_3b/3x3 <- inception_3b/3x3_reduce
  5516. I0606 13:30:32.124222 81 net.cpp:409] inception_3b/3x3 -> inception_3b/3x3
  5517. I0606 13:30:32.126129 81 net.cpp:144] Setting up inception_3b/3x3
  5518. I0606 13:30:32.126142 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  5519. I0606 13:30:32.126147 81 net.cpp:159] Memory required for data: 494140288
  5520. I0606 13:30:32.126152 81 layer_factory.hpp:77] Creating layer inception_3b/relu_3x3
  5521. I0606 13:30:32.126157 81 net.cpp:94] Creating Layer inception_3b/relu_3x3
  5522. I0606 13:30:32.126161 81 net.cpp:435] inception_3b/relu_3x3 <- inception_3b/3x3
  5523. I0606 13:30:32.126166 81 net.cpp:396] inception_3b/relu_3x3 -> inception_3b/3x3 (in-place)
  5524. I0606 13:30:32.126173 81 net.cpp:144] Setting up inception_3b/relu_3x3
  5525. I0606 13:30:32.126176 81 net.cpp:151] Top shape: 2 192 80 80 (2457600)
  5526. I0606 13:30:32.126179 81 net.cpp:159] Memory required for data: 503970688
  5527. I0606 13:30:32.126183 81 layer_factory.hpp:77] Creating layer inception_3b/5x5_reduce
  5528. I0606 13:30:32.126188 81 net.cpp:94] Creating Layer inception_3b/5x5_reduce
  5529. I0606 13:30:32.126191 81 net.cpp:435] inception_3b/5x5_reduce <- inception_3a/output_inception_3a/output_0_split_2
  5530. I0606 13:30:32.126196 81 net.cpp:409] inception_3b/5x5_reduce -> inception_3b/5x5_reduce
  5531. I0606 13:30:32.126456 81 net.cpp:144] Setting up inception_3b/5x5_reduce
  5532. I0606 13:30:32.126461 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  5533. I0606 13:30:32.126464 81 net.cpp:159] Memory required for data: 505609088
  5534. I0606 13:30:32.126469 81 layer_factory.hpp:77] Creating layer inception_3b/relu_5x5_reduce
  5535. I0606 13:30:32.126473 81 net.cpp:94] Creating Layer inception_3b/relu_5x5_reduce
  5536. I0606 13:30:32.126477 81 net.cpp:435] inception_3b/relu_5x5_reduce <- inception_3b/5x5_reduce
  5537. I0606 13:30:32.126480 81 net.cpp:396] inception_3b/relu_5x5_reduce -> inception_3b/5x5_reduce (in-place)
  5538. I0606 13:30:32.126485 81 net.cpp:144] Setting up inception_3b/relu_5x5_reduce
  5539. I0606 13:30:32.126489 81 net.cpp:151] Top shape: 2 32 80 80 (409600)
  5540. I0606 13:30:32.126492 81 net.cpp:159] Memory required for data: 507247488
  5541. I0606 13:30:32.126495 81 layer_factory.hpp:77] Creating layer inception_3b/5x5
  5542. I0606 13:30:32.126502 81 net.cpp:94] Creating Layer inception_3b/5x5
  5543. I0606 13:30:32.126504 81 net.cpp:435] inception_3b/5x5 <- inception_3b/5x5_reduce
  5544. I0606 13:30:32.126508 81 net.cpp:409] inception_3b/5x5 -> inception_3b/5x5
  5545. I0606 13:30:32.127171 81 net.cpp:144] Setting up inception_3b/5x5
  5546. I0606 13:30:32.127179 81 net.cpp:151] Top shape: 2 96 80 80 (1228800)
  5547. I0606 13:30:32.127182 81 net.cpp:159] Memory required for data: 512162688
  5548. I0606 13:30:32.127198 81 layer_factory.hpp:77] Creating layer inception_3b/relu_5x5
  5549. I0606 13:30:32.127203 81 net.cpp:94] Creating Layer inception_3b/relu_5x5
  5550. I0606 13:30:32.127207 81 net.cpp:435] inception_3b/relu_5x5 <- inception_3b/5x5
  5551. I0606 13:30:32.127212 81 net.cpp:396] inception_3b/relu_5x5 -> inception_3b/5x5 (in-place)
  5552. I0606 13:30:32.127218 81 net.cpp:144] Setting up inception_3b/relu_5x5
  5553. I0606 13:30:32.127221 81 net.cpp:151] Top shape: 2 96 80 80 (1228800)
  5554. I0606 13:30:32.127224 81 net.cpp:159] Memory required for data: 517077888
  5555. I0606 13:30:32.127226 81 layer_factory.hpp:77] Creating layer inception_3b/pool
  5556. I0606 13:30:32.127233 81 net.cpp:94] Creating Layer inception_3b/pool
  5557. I0606 13:30:32.127235 81 net.cpp:435] inception_3b/pool <- inception_3a/output_inception_3a/output_0_split_3
  5558. I0606 13:30:32.127239 81 net.cpp:409] inception_3b/pool -> inception_3b/pool
  5559. I0606 13:30:32.127272 81 net.cpp:144] Setting up inception_3b/pool
  5560. I0606 13:30:32.127276 81 net.cpp:151] Top shape: 2 256 80 80 (3276800)
  5561. I0606 13:30:32.127279 81 net.cpp:159] Memory required for data: 530185088
  5562. I0606 13:30:32.127282 81 layer_factory.hpp:77] Creating layer inception_3b/pool_proj
  5563. I0606 13:30:32.127288 81 net.cpp:94] Creating Layer inception_3b/pool_proj
  5564. I0606 13:30:32.127292 81 net.cpp:435] inception_3b/pool_proj <- inception_3b/pool
  5565. I0606 13:30:32.127296 81 net.cpp:409] inception_3b/pool_proj -> inception_3b/pool_proj
  5566. I0606 13:30:32.127635 81 net.cpp:144] Setting up inception_3b/pool_proj
  5567. I0606 13:30:32.127642 81 net.cpp:151] Top shape: 2 64 80 80 (819200)
  5568. I0606 13:30:32.127645 81 net.cpp:159] Memory required for data: 533461888
  5569. I0606 13:30:32.127650 81 layer_factory.hpp:77] Creating layer inception_3b/relu_pool_proj
  5570. I0606 13:30:32.127655 81 net.cpp:94] Creating Layer inception_3b/relu_pool_proj
  5571. I0606 13:30:32.127658 81 net.cpp:435] inception_3b/relu_pool_proj <- inception_3b/pool_proj
  5572. I0606 13:30:32.127662 81 net.cpp:396] inception_3b/relu_pool_proj -> inception_3b/pool_proj (in-place)
  5573. I0606 13:30:32.127667 81 net.cpp:144] Setting up inception_3b/relu_pool_proj
  5574. I0606 13:30:32.127671 81 net.cpp:151] Top shape: 2 64 80 80 (819200)
  5575. I0606 13:30:32.127674 81 net.cpp:159] Memory required for data: 536738688
  5576. I0606 13:30:32.127677 81 layer_factory.hpp:77] Creating layer inception_3b/output
  5577. I0606 13:30:32.127682 81 net.cpp:94] Creating Layer inception_3b/output
  5578. I0606 13:30:32.127686 81 net.cpp:435] inception_3b/output <- inception_3b/1x1
  5579. I0606 13:30:32.127689 81 net.cpp:435] inception_3b/output <- inception_3b/3x3
  5580. I0606 13:30:32.127692 81 net.cpp:435] inception_3b/output <- inception_3b/5x5
  5581. I0606 13:30:32.127696 81 net.cpp:435] inception_3b/output <- inception_3b/pool_proj
  5582. I0606 13:30:32.127701 81 net.cpp:409] inception_3b/output -> inception_3b/output
  5583. I0606 13:30:32.127720 81 net.cpp:144] Setting up inception_3b/output
  5584. I0606 13:30:32.127725 81 net.cpp:151] Top shape: 2 480 80 80 (6144000)
  5585. I0606 13:30:32.127728 81 net.cpp:159] Memory required for data: 561314688
  5586. I0606 13:30:32.127730 81 layer_factory.hpp:77] Creating layer pool3/3x3_s2
  5587. I0606 13:30:32.127735 81 net.cpp:94] Creating Layer pool3/3x3_s2
  5588. I0606 13:30:32.127738 81 net.cpp:435] pool3/3x3_s2 <- inception_3b/output
  5589. I0606 13:30:32.127743 81 net.cpp:409] pool3/3x3_s2 -> pool3/3x3_s2
  5590. I0606 13:30:32.127773 81 net.cpp:144] Setting up pool3/3x3_s2
  5591. I0606 13:30:32.127777 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  5592. I0606 13:30:32.127780 81 net.cpp:159] Memory required for data: 567458688
  5593. I0606 13:30:32.127784 81 layer_factory.hpp:77] Creating layer pool3/3x3_s2_pool3/3x3_s2_0_split
  5594. I0606 13:30:32.127789 81 net.cpp:94] Creating Layer pool3/3x3_s2_pool3/3x3_s2_0_split
  5595. I0606 13:30:32.127791 81 net.cpp:435] pool3/3x3_s2_pool3/3x3_s2_0_split <- pool3/3x3_s2
  5596. I0606 13:30:32.127795 81 net.cpp:409] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_0
  5597. I0606 13:30:32.127806 81 net.cpp:409] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_1
  5598. I0606 13:30:32.127820 81 net.cpp:409] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_2
  5599. I0606 13:30:32.127825 81 net.cpp:409] pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_3
  5600. I0606 13:30:32.127874 81 net.cpp:144] Setting up pool3/3x3_s2_pool3/3x3_s2_0_split
  5601. I0606 13:30:32.127879 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  5602. I0606 13:30:32.127883 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  5603. I0606 13:30:32.127887 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  5604. I0606 13:30:32.127890 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  5605. I0606 13:30:32.127892 81 net.cpp:159] Memory required for data: 592034688
  5606. I0606 13:30:32.127895 81 layer_factory.hpp:77] Creating layer inception_4a/1x1
  5607. I0606 13:30:32.127902 81 net.cpp:94] Creating Layer inception_4a/1x1
  5608. I0606 13:30:32.127905 81 net.cpp:435] inception_4a/1x1 <- pool3/3x3_s2_pool3/3x3_s2_0_split_0
  5609. I0606 13:30:32.127910 81 net.cpp:409] inception_4a/1x1 -> inception_4a/1x1
  5610. I0606 13:30:32.128607 81 net.cpp:144] Setting up inception_4a/1x1
  5611. I0606 13:30:32.128612 81 net.cpp:151] Top shape: 2 192 40 40 (614400)
  5612. I0606 13:30:32.128615 81 net.cpp:159] Memory required for data: 594492288
  5613. I0606 13:30:32.128620 81 layer_factory.hpp:77] Creating layer inception_4a/relu_1x1
  5614. I0606 13:30:32.128625 81 net.cpp:94] Creating Layer inception_4a/relu_1x1
  5615. I0606 13:30:32.128628 81 net.cpp:435] inception_4a/relu_1x1 <- inception_4a/1x1
  5616. I0606 13:30:32.128633 81 net.cpp:396] inception_4a/relu_1x1 -> inception_4a/1x1 (in-place)
  5617. I0606 13:30:32.128638 81 net.cpp:144] Setting up inception_4a/relu_1x1
  5618. I0606 13:30:32.128641 81 net.cpp:151] Top shape: 2 192 40 40 (614400)
  5619. I0606 13:30:32.128644 81 net.cpp:159] Memory required for data: 596949888
  5620. I0606 13:30:32.128646 81 layer_factory.hpp:77] Creating layer inception_4a/3x3_reduce
  5621. I0606 13:30:32.128653 81 net.cpp:94] Creating Layer inception_4a/3x3_reduce
  5622. I0606 13:30:32.128656 81 net.cpp:435] inception_4a/3x3_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_1
  5623. I0606 13:30:32.128660 81 net.cpp:409] inception_4a/3x3_reduce -> inception_4a/3x3_reduce
  5624. I0606 13:30:32.129139 81 net.cpp:144] Setting up inception_4a/3x3_reduce
  5625. I0606 13:30:32.129148 81 net.cpp:151] Top shape: 2 96 40 40 (307200)
  5626. I0606 13:30:32.129151 81 net.cpp:159] Memory required for data: 598178688
  5627. I0606 13:30:32.129160 81 layer_factory.hpp:77] Creating layer inception_4a/relu_3x3_reduce
  5628. I0606 13:30:32.129164 81 net.cpp:94] Creating Layer inception_4a/relu_3x3_reduce
  5629. I0606 13:30:32.129168 81 net.cpp:435] inception_4a/relu_3x3_reduce <- inception_4a/3x3_reduce
  5630. I0606 13:30:32.129173 81 net.cpp:396] inception_4a/relu_3x3_reduce -> inception_4a/3x3_reduce (in-place)
  5631. I0606 13:30:32.129179 81 net.cpp:144] Setting up inception_4a/relu_3x3_reduce
  5632. I0606 13:30:32.129181 81 net.cpp:151] Top shape: 2 96 40 40 (307200)
  5633. I0606 13:30:32.129184 81 net.cpp:159] Memory required for data: 599407488
  5634. I0606 13:30:32.129187 81 layer_factory.hpp:77] Creating layer inception_4a/3x3
  5635. I0606 13:30:32.129194 81 net.cpp:94] Creating Layer inception_4a/3x3
  5636. I0606 13:30:32.129196 81 net.cpp:435] inception_4a/3x3 <- inception_4a/3x3_reduce
  5637. I0606 13:30:32.129200 81 net.cpp:409] inception_4a/3x3 -> inception_4a/3x3
  5638. I0606 13:30:32.130934 81 net.cpp:144] Setting up inception_4a/3x3
  5639. I0606 13:30:32.130946 81 net.cpp:151] Top shape: 2 208 40 40 (665600)
  5640. I0606 13:30:32.130949 81 net.cpp:159] Memory required for data: 602069888
  5641. I0606 13:30:32.130954 81 layer_factory.hpp:77] Creating layer inception_4a/relu_3x3
  5642. I0606 13:30:32.130960 81 net.cpp:94] Creating Layer inception_4a/relu_3x3
  5643. I0606 13:30:32.130964 81 net.cpp:435] inception_4a/relu_3x3 <- inception_4a/3x3
  5644. I0606 13:30:32.130970 81 net.cpp:396] inception_4a/relu_3x3 -> inception_4a/3x3 (in-place)
  5645. I0606 13:30:32.130975 81 net.cpp:144] Setting up inception_4a/relu_3x3
  5646. I0606 13:30:32.130980 81 net.cpp:151] Top shape: 2 208 40 40 (665600)
  5647. I0606 13:30:32.130982 81 net.cpp:159] Memory required for data: 604732288
  5648. I0606 13:30:32.130997 81 layer_factory.hpp:77] Creating layer inception_4a/5x5_reduce
  5649. I0606 13:30:32.131011 81 net.cpp:94] Creating Layer inception_4a/5x5_reduce
  5650. I0606 13:30:32.131014 81 net.cpp:435] inception_4a/5x5_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_2
  5651. I0606 13:30:32.131021 81 net.cpp:409] inception_4a/5x5_reduce -> inception_4a/5x5_reduce
  5652. I0606 13:30:32.131287 81 net.cpp:144] Setting up inception_4a/5x5_reduce
  5653. I0606 13:30:32.131294 81 net.cpp:151] Top shape: 2 16 40 40 (51200)
  5654. I0606 13:30:32.131296 81 net.cpp:159] Memory required for data: 604937088
  5655. I0606 13:30:32.131302 81 layer_factory.hpp:77] Creating layer inception_4a/relu_5x5_reduce
  5656. I0606 13:30:32.131306 81 net.cpp:94] Creating Layer inception_4a/relu_5x5_reduce
  5657. I0606 13:30:32.131309 81 net.cpp:435] inception_4a/relu_5x5_reduce <- inception_4a/5x5_reduce
  5658. I0606 13:30:32.131314 81 net.cpp:396] inception_4a/relu_5x5_reduce -> inception_4a/5x5_reduce (in-place)
  5659. I0606 13:30:32.131319 81 net.cpp:144] Setting up inception_4a/relu_5x5_reduce
  5660. I0606 13:30:32.131323 81 net.cpp:151] Top shape: 2 16 40 40 (51200)
  5661. I0606 13:30:32.131325 81 net.cpp:159] Memory required for data: 605141888
  5662. I0606 13:30:32.131328 81 layer_factory.hpp:77] Creating layer inception_4a/5x5
  5663. I0606 13:30:32.131335 81 net.cpp:94] Creating Layer inception_4a/5x5
  5664. I0606 13:30:32.131337 81 net.cpp:435] inception_4a/5x5 <- inception_4a/5x5_reduce
  5665. I0606 13:30:32.131342 81 net.cpp:409] inception_4a/5x5 -> inception_4a/5x5
  5666. I0606 13:30:32.131649 81 net.cpp:144] Setting up inception_4a/5x5
  5667. I0606 13:30:32.131654 81 net.cpp:151] Top shape: 2 48 40 40 (153600)
  5668. I0606 13:30:32.131657 81 net.cpp:159] Memory required for data: 605756288
  5669. I0606 13:30:32.131661 81 layer_factory.hpp:77] Creating layer inception_4a/relu_5x5
  5670. I0606 13:30:32.131665 81 net.cpp:94] Creating Layer inception_4a/relu_5x5
  5671. I0606 13:30:32.131669 81 net.cpp:435] inception_4a/relu_5x5 <- inception_4a/5x5
  5672. I0606 13:30:32.131673 81 net.cpp:396] inception_4a/relu_5x5 -> inception_4a/5x5 (in-place)
  5673. I0606 13:30:32.131678 81 net.cpp:144] Setting up inception_4a/relu_5x5
  5674. I0606 13:30:32.131682 81 net.cpp:151] Top shape: 2 48 40 40 (153600)
  5675. I0606 13:30:32.131685 81 net.cpp:159] Memory required for data: 606370688
  5676. I0606 13:30:32.131687 81 layer_factory.hpp:77] Creating layer inception_4a/pool
  5677. I0606 13:30:32.131692 81 net.cpp:94] Creating Layer inception_4a/pool
  5678. I0606 13:30:32.131695 81 net.cpp:435] inception_4a/pool <- pool3/3x3_s2_pool3/3x3_s2_0_split_3
  5679. I0606 13:30:32.131700 81 net.cpp:409] inception_4a/pool -> inception_4a/pool
  5680. I0606 13:30:32.131743 81 net.cpp:144] Setting up inception_4a/pool
  5681. I0606 13:30:32.131747 81 net.cpp:151] Top shape: 2 480 40 40 (1536000)
  5682. I0606 13:30:32.131750 81 net.cpp:159] Memory required for data: 612514688
  5683. I0606 13:30:32.131753 81 layer_factory.hpp:77] Creating layer inception_4a/pool_proj
  5684. I0606 13:30:32.131759 81 net.cpp:94] Creating Layer inception_4a/pool_proj
  5685. I0606 13:30:32.131762 81 net.cpp:435] inception_4a/pool_proj <- inception_4a/pool
  5686. I0606 13:30:32.131767 81 net.cpp:409] inception_4a/pool_proj -> inception_4a/pool_proj
  5687. I0606 13:30:32.132143 81 net.cpp:144] Setting up inception_4a/pool_proj
  5688. I0606 13:30:32.132149 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  5689. I0606 13:30:32.132153 81 net.cpp:159] Memory required for data: 613333888
  5690. I0606 13:30:32.132158 81 layer_factory.hpp:77] Creating layer inception_4a/relu_pool_proj
  5691. I0606 13:30:32.132163 81 net.cpp:94] Creating Layer inception_4a/relu_pool_proj
  5692. I0606 13:30:32.132166 81 net.cpp:435] inception_4a/relu_pool_proj <- inception_4a/pool_proj
  5693. I0606 13:30:32.132170 81 net.cpp:396] inception_4a/relu_pool_proj -> inception_4a/pool_proj (in-place)
  5694. I0606 13:30:32.132175 81 net.cpp:144] Setting up inception_4a/relu_pool_proj
  5695. I0606 13:30:32.132179 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  5696. I0606 13:30:32.132181 81 net.cpp:159] Memory required for data: 614153088
  5697. I0606 13:30:32.132184 81 layer_factory.hpp:77] Creating layer inception_4a/output
  5698. I0606 13:30:32.132196 81 net.cpp:94] Creating Layer inception_4a/output
  5699. I0606 13:30:32.132200 81 net.cpp:435] inception_4a/output <- inception_4a/1x1
  5700. I0606 13:30:32.132205 81 net.cpp:435] inception_4a/output <- inception_4a/3x3
  5701. I0606 13:30:32.132207 81 net.cpp:435] inception_4a/output <- inception_4a/5x5
  5702. I0606 13:30:32.132211 81 net.cpp:435] inception_4a/output <- inception_4a/pool_proj
  5703. I0606 13:30:32.132215 81 net.cpp:409] inception_4a/output -> inception_4a/output
  5704. I0606 13:30:32.132236 81 net.cpp:144] Setting up inception_4a/output
  5705. I0606 13:30:32.132241 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5706. I0606 13:30:32.132243 81 net.cpp:159] Memory required for data: 620706688
  5707. I0606 13:30:32.132246 81 layer_factory.hpp:77] Creating layer inception_4a/output_inception_4a/output_0_split
  5708. I0606 13:30:32.132251 81 net.cpp:94] Creating Layer inception_4a/output_inception_4a/output_0_split
  5709. I0606 13:30:32.132253 81 net.cpp:435] inception_4a/output_inception_4a/output_0_split <- inception_4a/output
  5710. I0606 13:30:32.132258 81 net.cpp:409] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_0
  5711. I0606 13:30:32.132263 81 net.cpp:409] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_1
  5712. I0606 13:30:32.132268 81 net.cpp:409] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_2
  5713. I0606 13:30:32.132272 81 net.cpp:409] inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_3
  5714. I0606 13:30:32.132329 81 net.cpp:144] Setting up inception_4a/output_inception_4a/output_0_split
  5715. I0606 13:30:32.132336 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5716. I0606 13:30:32.132342 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5717. I0606 13:30:32.132349 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5718. I0606 13:30:32.132354 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5719. I0606 13:30:32.132357 81 net.cpp:159] Memory required for data: 646921088
  5720. I0606 13:30:32.132362 81 layer_factory.hpp:77] Creating layer inception_4b/1x1
  5721. I0606 13:30:32.132371 81 net.cpp:94] Creating Layer inception_4b/1x1
  5722. I0606 13:30:32.132376 81 net.cpp:435] inception_4b/1x1 <- inception_4a/output_inception_4a/output_0_split_0
  5723. I0606 13:30:32.132385 81 net.cpp:409] inception_4b/1x1 -> inception_4b/1x1
  5724. I0606 13:30:32.133028 81 net.cpp:144] Setting up inception_4b/1x1
  5725. I0606 13:30:32.133035 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  5726. I0606 13:30:32.133038 81 net.cpp:159] Memory required for data: 648969088
  5727. I0606 13:30:32.133044 81 layer_factory.hpp:77] Creating layer inception_4b/relu_1x1
  5728. I0606 13:30:32.133047 81 net.cpp:94] Creating Layer inception_4b/relu_1x1
  5729. I0606 13:30:32.133051 81 net.cpp:435] inception_4b/relu_1x1 <- inception_4b/1x1
  5730. I0606 13:30:32.133055 81 net.cpp:396] inception_4b/relu_1x1 -> inception_4b/1x1 (in-place)
  5731. I0606 13:30:32.133060 81 net.cpp:144] Setting up inception_4b/relu_1x1
  5732. I0606 13:30:32.133064 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  5733. I0606 13:30:32.133067 81 net.cpp:159] Memory required for data: 651017088
  5734. I0606 13:30:32.133069 81 layer_factory.hpp:77] Creating layer inception_4b/3x3_reduce
  5735. I0606 13:30:32.133075 81 net.cpp:94] Creating Layer inception_4b/3x3_reduce
  5736. I0606 13:30:32.133078 81 net.cpp:435] inception_4b/3x3_reduce <- inception_4a/output_inception_4a/output_0_split_1
  5737. I0606 13:30:32.133085 81 net.cpp:409] inception_4b/3x3_reduce -> inception_4b/3x3_reduce
  5738. I0606 13:30:32.134284 81 net.cpp:144] Setting up inception_4b/3x3_reduce
  5739. I0606 13:30:32.134296 81 net.cpp:151] Top shape: 2 112 40 40 (358400)
  5740. I0606 13:30:32.134300 81 net.cpp:159] Memory required for data: 652450688
  5741. I0606 13:30:32.134305 81 layer_factory.hpp:77] Creating layer inception_4b/relu_3x3_reduce
  5742. I0606 13:30:32.134311 81 net.cpp:94] Creating Layer inception_4b/relu_3x3_reduce
  5743. I0606 13:30:32.134316 81 net.cpp:435] inception_4b/relu_3x3_reduce <- inception_4b/3x3_reduce
  5744. I0606 13:30:32.134335 81 net.cpp:396] inception_4b/relu_3x3_reduce -> inception_4b/3x3_reduce (in-place)
  5745. I0606 13:30:32.134342 81 net.cpp:144] Setting up inception_4b/relu_3x3_reduce
  5746. I0606 13:30:32.134346 81 net.cpp:151] Top shape: 2 112 40 40 (358400)
  5747. I0606 13:30:32.134348 81 net.cpp:159] Memory required for data: 653884288
  5748. I0606 13:30:32.134351 81 layer_factory.hpp:77] Creating layer inception_4b/3x3
  5749. I0606 13:30:32.134358 81 net.cpp:94] Creating Layer inception_4b/3x3
  5750. I0606 13:30:32.134361 81 net.cpp:435] inception_4b/3x3 <- inception_4b/3x3_reduce
  5751. I0606 13:30:32.134366 81 net.cpp:409] inception_4b/3x3 -> inception_4b/3x3
  5752. I0606 13:30:32.136813 81 net.cpp:144] Setting up inception_4b/3x3
  5753. I0606 13:30:32.136835 81 net.cpp:151] Top shape: 2 224 40 40 (716800)
  5754. I0606 13:30:32.136840 81 net.cpp:159] Memory required for data: 656751488
  5755. I0606 13:30:32.136852 81 layer_factory.hpp:77] Creating layer inception_4b/relu_3x3
  5756. I0606 13:30:32.136860 81 net.cpp:94] Creating Layer inception_4b/relu_3x3
  5757. I0606 13:30:32.136868 81 net.cpp:435] inception_4b/relu_3x3 <- inception_4b/3x3
  5758. I0606 13:30:32.136875 81 net.cpp:396] inception_4b/relu_3x3 -> inception_4b/3x3 (in-place)
  5759. I0606 13:30:32.136886 81 net.cpp:144] Setting up inception_4b/relu_3x3
  5760. I0606 13:30:32.136893 81 net.cpp:151] Top shape: 2 224 40 40 (716800)
  5761. I0606 13:30:32.136898 81 net.cpp:159] Memory required for data: 659618688
  5762. I0606 13:30:32.136903 81 layer_factory.hpp:77] Creating layer inception_4b/5x5_reduce
  5763. I0606 13:30:32.136912 81 net.cpp:94] Creating Layer inception_4b/5x5_reduce
  5764. I0606 13:30:32.136917 81 net.cpp:435] inception_4b/5x5_reduce <- inception_4a/output_inception_4a/output_0_split_2
  5765. I0606 13:30:32.136925 81 net.cpp:409] inception_4b/5x5_reduce -> inception_4b/5x5_reduce
  5766. I0606 13:30:32.137342 81 net.cpp:144] Setting up inception_4b/5x5_reduce
  5767. I0606 13:30:32.137354 81 net.cpp:151] Top shape: 2 24 40 40 (76800)
  5768. I0606 13:30:32.137358 81 net.cpp:159] Memory required for data: 659925888
  5769. I0606 13:30:32.137367 81 layer_factory.hpp:77] Creating layer inception_4b/relu_5x5_reduce
  5770. I0606 13:30:32.137373 81 net.cpp:94] Creating Layer inception_4b/relu_5x5_reduce
  5771. I0606 13:30:32.137379 81 net.cpp:435] inception_4b/relu_5x5_reduce <- inception_4b/5x5_reduce
  5772. I0606 13:30:32.137387 81 net.cpp:396] inception_4b/relu_5x5_reduce -> inception_4b/5x5_reduce (in-place)
  5773. I0606 13:30:32.137394 81 net.cpp:144] Setting up inception_4b/relu_5x5_reduce
  5774. I0606 13:30:32.137400 81 net.cpp:151] Top shape: 2 24 40 40 (76800)
  5775. I0606 13:30:32.137405 81 net.cpp:159] Memory required for data: 660233088
  5776. I0606 13:30:32.137409 81 layer_factory.hpp:77] Creating layer inception_4b/5x5
  5777. I0606 13:30:32.137418 81 net.cpp:94] Creating Layer inception_4b/5x5
  5778. I0606 13:30:32.137423 81 net.cpp:435] inception_4b/5x5 <- inception_4b/5x5_reduce
  5779. I0606 13:30:32.137430 81 net.cpp:409] inception_4b/5x5 -> inception_4b/5x5
  5780. I0606 13:30:32.138012 81 net.cpp:144] Setting up inception_4b/5x5
  5781. I0606 13:30:32.138025 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  5782. I0606 13:30:32.138029 81 net.cpp:159] Memory required for data: 661052288
  5783. I0606 13:30:32.138037 81 layer_factory.hpp:77] Creating layer inception_4b/relu_5x5
  5784. I0606 13:30:32.138044 81 net.cpp:94] Creating Layer inception_4b/relu_5x5
  5785. I0606 13:30:32.138049 81 net.cpp:435] inception_4b/relu_5x5 <- inception_4b/5x5
  5786. I0606 13:30:32.138056 81 net.cpp:396] inception_4b/relu_5x5 -> inception_4b/5x5 (in-place)
  5787. I0606 13:30:32.138065 81 net.cpp:144] Setting up inception_4b/relu_5x5
  5788. I0606 13:30:32.138072 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  5789. I0606 13:30:32.138077 81 net.cpp:159] Memory required for data: 661871488
  5790. I0606 13:30:32.138082 81 layer_factory.hpp:77] Creating layer inception_4b/pool
  5791. I0606 13:30:32.138088 81 net.cpp:94] Creating Layer inception_4b/pool
  5792. I0606 13:30:32.138093 81 net.cpp:435] inception_4b/pool <- inception_4a/output_inception_4a/output_0_split_3
  5793. I0606 13:30:32.138100 81 net.cpp:409] inception_4b/pool -> inception_4b/pool
  5794. I0606 13:30:32.138173 81 net.cpp:144] Setting up inception_4b/pool
  5795. I0606 13:30:32.138181 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5796. I0606 13:30:32.138186 81 net.cpp:159] Memory required for data: 668425088
  5797. I0606 13:30:32.138190 81 layer_factory.hpp:77] Creating layer inception_4b/pool_proj
  5798. I0606 13:30:32.138200 81 net.cpp:94] Creating Layer inception_4b/pool_proj
  5799. I0606 13:30:32.138206 81 net.cpp:435] inception_4b/pool_proj <- inception_4b/pool
  5800. I0606 13:30:32.138212 81 net.cpp:409] inception_4b/pool_proj -> inception_4b/pool_proj
  5801. I0606 13:30:32.138738 81 net.cpp:144] Setting up inception_4b/pool_proj
  5802. I0606 13:30:32.138749 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  5803. I0606 13:30:32.138754 81 net.cpp:159] Memory required for data: 669244288
  5804. I0606 13:30:32.138762 81 layer_factory.hpp:77] Creating layer inception_4b/relu_pool_proj
  5805. I0606 13:30:32.138769 81 net.cpp:94] Creating Layer inception_4b/relu_pool_proj
  5806. I0606 13:30:32.138775 81 net.cpp:435] inception_4b/relu_pool_proj <- inception_4b/pool_proj
  5807. I0606 13:30:32.138782 81 net.cpp:396] inception_4b/relu_pool_proj -> inception_4b/pool_proj (in-place)
  5808. I0606 13:30:32.138790 81 net.cpp:144] Setting up inception_4b/relu_pool_proj
  5809. I0606 13:30:32.138797 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  5810. I0606 13:30:32.138800 81 net.cpp:159] Memory required for data: 670063488
  5811. I0606 13:30:32.138805 81 layer_factory.hpp:77] Creating layer inception_4b/output
  5812. I0606 13:30:32.138813 81 net.cpp:94] Creating Layer inception_4b/output
  5813. I0606 13:30:32.138818 81 net.cpp:435] inception_4b/output <- inception_4b/1x1
  5814. I0606 13:30:32.138823 81 net.cpp:435] inception_4b/output <- inception_4b/3x3
  5815. I0606 13:30:32.138828 81 net.cpp:435] inception_4b/output <- inception_4b/5x5
  5816. I0606 13:30:32.138834 81 net.cpp:435] inception_4b/output <- inception_4b/pool_proj
  5817. I0606 13:30:32.138842 81 net.cpp:409] inception_4b/output -> inception_4b/output
  5818. I0606 13:30:32.138881 81 net.cpp:144] Setting up inception_4b/output
  5819. I0606 13:30:32.138888 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5820. I0606 13:30:32.138893 81 net.cpp:159] Memory required for data: 676617088
  5821. I0606 13:30:32.138897 81 layer_factory.hpp:77] Creating layer inception_4b/output_inception_4b/output_0_split
  5822. I0606 13:30:32.138903 81 net.cpp:94] Creating Layer inception_4b/output_inception_4b/output_0_split
  5823. I0606 13:30:32.138908 81 net.cpp:435] inception_4b/output_inception_4b/output_0_split <- inception_4b/output
  5824. I0606 13:30:32.138914 81 net.cpp:409] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_0
  5825. I0606 13:30:32.138922 81 net.cpp:409] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_1
  5826. I0606 13:30:32.138929 81 net.cpp:409] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_2
  5827. I0606 13:30:32.138936 81 net.cpp:409] inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_3
  5828. I0606 13:30:32.139009 81 net.cpp:144] Setting up inception_4b/output_inception_4b/output_0_split
  5829. I0606 13:30:32.139019 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5830. I0606 13:30:32.139024 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5831. I0606 13:30:32.139029 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5832. I0606 13:30:32.139036 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5833. I0606 13:30:32.139040 81 net.cpp:159] Memory required for data: 702831488
  5834. I0606 13:30:32.139045 81 layer_factory.hpp:77] Creating layer inception_4c/1x1
  5835. I0606 13:30:32.139053 81 net.cpp:94] Creating Layer inception_4c/1x1
  5836. I0606 13:30:32.139060 81 net.cpp:435] inception_4c/1x1 <- inception_4b/output_inception_4b/output_0_split_0
  5837. I0606 13:30:32.139066 81 net.cpp:409] inception_4c/1x1 -> inception_4c/1x1
  5838. I0606 13:30:32.139745 81 net.cpp:144] Setting up inception_4c/1x1
  5839. I0606 13:30:32.139756 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  5840. I0606 13:30:32.139772 81 net.cpp:159] Memory required for data: 704469888
  5841. I0606 13:30:32.139778 81 layer_factory.hpp:77] Creating layer inception_4c/relu_1x1
  5842. I0606 13:30:32.139784 81 net.cpp:94] Creating Layer inception_4c/relu_1x1
  5843. I0606 13:30:32.139788 81 net.cpp:435] inception_4c/relu_1x1 <- inception_4c/1x1
  5844. I0606 13:30:32.139792 81 net.cpp:396] inception_4c/relu_1x1 -> inception_4c/1x1 (in-place)
  5845. I0606 13:30:32.139798 81 net.cpp:144] Setting up inception_4c/relu_1x1
  5846. I0606 13:30:32.139802 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  5847. I0606 13:30:32.139806 81 net.cpp:159] Memory required for data: 706108288
  5848. I0606 13:30:32.139808 81 layer_factory.hpp:77] Creating layer inception_4c/3x3_reduce
  5849. I0606 13:30:32.139814 81 net.cpp:94] Creating Layer inception_4c/3x3_reduce
  5850. I0606 13:30:32.139818 81 net.cpp:435] inception_4c/3x3_reduce <- inception_4b/output_inception_4b/output_0_split_1
  5851. I0606 13:30:32.139823 81 net.cpp:409] inception_4c/3x3_reduce -> inception_4c/3x3_reduce
  5852. I0606 13:30:32.140389 81 net.cpp:144] Setting up inception_4c/3x3_reduce
  5853. I0606 13:30:32.140398 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  5854. I0606 13:30:32.140400 81 net.cpp:159] Memory required for data: 707746688
  5855. I0606 13:30:32.140405 81 layer_factory.hpp:77] Creating layer inception_4c/relu_3x3_reduce
  5856. I0606 13:30:32.140409 81 net.cpp:94] Creating Layer inception_4c/relu_3x3_reduce
  5857. I0606 13:30:32.140413 81 net.cpp:435] inception_4c/relu_3x3_reduce <- inception_4c/3x3_reduce
  5858. I0606 13:30:32.140417 81 net.cpp:396] inception_4c/relu_3x3_reduce -> inception_4c/3x3_reduce (in-place)
  5859. I0606 13:30:32.140422 81 net.cpp:144] Setting up inception_4c/relu_3x3_reduce
  5860. I0606 13:30:32.140426 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  5861. I0606 13:30:32.140429 81 net.cpp:159] Memory required for data: 709385088
  5862. I0606 13:30:32.140431 81 layer_factory.hpp:77] Creating layer inception_4c/3x3
  5863. I0606 13:30:32.140437 81 net.cpp:94] Creating Layer inception_4c/3x3
  5864. I0606 13:30:32.140442 81 net.cpp:435] inception_4c/3x3 <- inception_4c/3x3_reduce
  5865. I0606 13:30:32.140450 81 net.cpp:409] inception_4c/3x3 -> inception_4c/3x3
  5866. I0606 13:30:32.147877 81 net.cpp:144] Setting up inception_4c/3x3
  5867. I0606 13:30:32.147924 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  5868. I0606 13:30:32.147931 81 net.cpp:159] Memory required for data: 712661888
  5869. I0606 13:30:32.147946 81 layer_factory.hpp:77] Creating layer inception_4c/relu_3x3
  5870. I0606 13:30:32.147958 81 net.cpp:94] Creating Layer inception_4c/relu_3x3
  5871. I0606 13:30:32.147965 81 net.cpp:435] inception_4c/relu_3x3 <- inception_4c/3x3
  5872. I0606 13:30:32.147974 81 net.cpp:396] inception_4c/relu_3x3 -> inception_4c/3x3 (in-place)
  5873. I0606 13:30:32.147985 81 net.cpp:144] Setting up inception_4c/relu_3x3
  5874. I0606 13:30:32.147991 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  5875. I0606 13:30:32.147995 81 net.cpp:159] Memory required for data: 715938688
  5876. I0606 13:30:32.148000 81 layer_factory.hpp:77] Creating layer inception_4c/5x5_reduce
  5877. I0606 13:30:32.148010 81 net.cpp:94] Creating Layer inception_4c/5x5_reduce
  5878. I0606 13:30:32.148015 81 net.cpp:435] inception_4c/5x5_reduce <- inception_4b/output_inception_4b/output_0_split_2
  5879. I0606 13:30:32.148023 81 net.cpp:409] inception_4c/5x5_reduce -> inception_4c/5x5_reduce
  5880. I0606 13:30:32.148496 81 net.cpp:144] Setting up inception_4c/5x5_reduce
  5881. I0606 13:30:32.148507 81 net.cpp:151] Top shape: 2 24 40 40 (76800)
  5882. I0606 13:30:32.148512 81 net.cpp:159] Memory required for data: 716245888
  5883. I0606 13:30:32.148521 81 layer_factory.hpp:77] Creating layer inception_4c/relu_5x5_reduce
  5884. I0606 13:30:32.148527 81 net.cpp:94] Creating Layer inception_4c/relu_5x5_reduce
  5885. I0606 13:30:32.148533 81 net.cpp:435] inception_4c/relu_5x5_reduce <- inception_4c/5x5_reduce
  5886. I0606 13:30:32.148540 81 net.cpp:396] inception_4c/relu_5x5_reduce -> inception_4c/5x5_reduce (in-place)
  5887. I0606 13:30:32.148548 81 net.cpp:144] Setting up inception_4c/relu_5x5_reduce
  5888. I0606 13:30:32.148555 81 net.cpp:151] Top shape: 2 24 40 40 (76800)
  5889. I0606 13:30:32.148574 81 net.cpp:159] Memory required for data: 716553088
  5890. I0606 13:30:32.148579 81 layer_factory.hpp:77] Creating layer inception_4c/5x5
  5891. I0606 13:30:32.148588 81 net.cpp:94] Creating Layer inception_4c/5x5
  5892. I0606 13:30:32.148593 81 net.cpp:435] inception_4c/5x5 <- inception_4c/5x5_reduce
  5893. I0606 13:30:32.148600 81 net.cpp:409] inception_4c/5x5 -> inception_4c/5x5
  5894. I0606 13:30:32.150034 81 net.cpp:144] Setting up inception_4c/5x5
  5895. I0606 13:30:32.150053 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  5896. I0606 13:30:32.150059 81 net.cpp:159] Memory required for data: 717372288
  5897. I0606 13:30:32.150068 81 layer_factory.hpp:77] Creating layer inception_4c/relu_5x5
  5898. I0606 13:30:32.150079 81 net.cpp:94] Creating Layer inception_4c/relu_5x5
  5899. I0606 13:30:32.150084 81 net.cpp:435] inception_4c/relu_5x5 <- inception_4c/5x5
  5900. I0606 13:30:32.150092 81 net.cpp:396] inception_4c/relu_5x5 -> inception_4c/5x5 (in-place)
  5901. I0606 13:30:32.150128 81 net.cpp:144] Setting up inception_4c/relu_5x5
  5902. I0606 13:30:32.150135 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  5903. I0606 13:30:32.150140 81 net.cpp:159] Memory required for data: 718191488
  5904. I0606 13:30:32.150143 81 layer_factory.hpp:77] Creating layer inception_4c/pool
  5905. I0606 13:30:32.150151 81 net.cpp:94] Creating Layer inception_4c/pool
  5906. I0606 13:30:32.150156 81 net.cpp:435] inception_4c/pool <- inception_4b/output_inception_4b/output_0_split_3
  5907. I0606 13:30:32.150163 81 net.cpp:409] inception_4c/pool -> inception_4c/pool
  5908. I0606 13:30:32.150214 81 net.cpp:144] Setting up inception_4c/pool
  5909. I0606 13:30:32.150221 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5910. I0606 13:30:32.150225 81 net.cpp:159] Memory required for data: 724745088
  5911. I0606 13:30:32.150230 81 layer_factory.hpp:77] Creating layer inception_4c/pool_proj
  5912. I0606 13:30:32.150239 81 net.cpp:94] Creating Layer inception_4c/pool_proj
  5913. I0606 13:30:32.150244 81 net.cpp:435] inception_4c/pool_proj <- inception_4c/pool
  5914. I0606 13:30:32.150252 81 net.cpp:409] inception_4c/pool_proj -> inception_4c/pool_proj
  5915. I0606 13:30:32.150820 81 net.cpp:144] Setting up inception_4c/pool_proj
  5916. I0606 13:30:32.150828 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  5917. I0606 13:30:32.150833 81 net.cpp:159] Memory required for data: 725564288
  5918. I0606 13:30:32.150851 81 layer_factory.hpp:77] Creating layer inception_4c/relu_pool_proj
  5919. I0606 13:30:32.150861 81 net.cpp:94] Creating Layer inception_4c/relu_pool_proj
  5920. I0606 13:30:32.150866 81 net.cpp:435] inception_4c/relu_pool_proj <- inception_4c/pool_proj
  5921. I0606 13:30:32.150872 81 net.cpp:396] inception_4c/relu_pool_proj -> inception_4c/pool_proj (in-place)
  5922. I0606 13:30:32.150882 81 net.cpp:144] Setting up inception_4c/relu_pool_proj
  5923. I0606 13:30:32.150887 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  5924. I0606 13:30:32.150892 81 net.cpp:159] Memory required for data: 726383488
  5925. I0606 13:30:32.150895 81 layer_factory.hpp:77] Creating layer inception_4c/output
  5926. I0606 13:30:32.150903 81 net.cpp:94] Creating Layer inception_4c/output
  5927. I0606 13:30:32.150908 81 net.cpp:435] inception_4c/output <- inception_4c/1x1
  5928. I0606 13:30:32.150914 81 net.cpp:435] inception_4c/output <- inception_4c/3x3
  5929. I0606 13:30:32.150919 81 net.cpp:435] inception_4c/output <- inception_4c/5x5
  5930. I0606 13:30:32.150925 81 net.cpp:435] inception_4c/output <- inception_4c/pool_proj
  5931. I0606 13:30:32.150933 81 net.cpp:409] inception_4c/output -> inception_4c/output
  5932. I0606 13:30:32.150962 81 net.cpp:144] Setting up inception_4c/output
  5933. I0606 13:30:32.150971 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5934. I0606 13:30:32.150976 81 net.cpp:159] Memory required for data: 732937088
  5935. I0606 13:30:32.150981 81 layer_factory.hpp:77] Creating layer inception_4c/output_inception_4c/output_0_split
  5936. I0606 13:30:32.150990 81 net.cpp:94] Creating Layer inception_4c/output_inception_4c/output_0_split
  5937. I0606 13:30:32.150993 81 net.cpp:435] inception_4c/output_inception_4c/output_0_split <- inception_4c/output
  5938. I0606 13:30:32.151000 81 net.cpp:409] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_0
  5939. I0606 13:30:32.151024 81 net.cpp:409] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_1
  5940. I0606 13:30:32.151032 81 net.cpp:409] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_2
  5941. I0606 13:30:32.151039 81 net.cpp:409] inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_3
  5942. I0606 13:30:32.151113 81 net.cpp:144] Setting up inception_4c/output_inception_4c/output_0_split
  5943. I0606 13:30:32.151135 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5944. I0606 13:30:32.151142 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5945. I0606 13:30:32.151147 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5946. I0606 13:30:32.151152 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  5947. I0606 13:30:32.151156 81 net.cpp:159] Memory required for data: 759151488
  5948. I0606 13:30:32.151161 81 layer_factory.hpp:77] Creating layer inception_4d/1x1
  5949. I0606 13:30:32.151170 81 net.cpp:94] Creating Layer inception_4d/1x1
  5950. I0606 13:30:32.151175 81 net.cpp:435] inception_4d/1x1 <- inception_4c/output_inception_4c/output_0_split_0
  5951. I0606 13:30:32.151182 81 net.cpp:409] inception_4d/1x1 -> inception_4d/1x1
  5952. I0606 13:30:32.151947 81 net.cpp:144] Setting up inception_4d/1x1
  5953. I0606 13:30:32.151954 81 net.cpp:151] Top shape: 2 112 40 40 (358400)
  5954. I0606 13:30:32.151959 81 net.cpp:159] Memory required for data: 760585088
  5955. I0606 13:30:32.151967 81 layer_factory.hpp:77] Creating layer inception_4d/relu_1x1
  5956. I0606 13:30:32.151973 81 net.cpp:94] Creating Layer inception_4d/relu_1x1
  5957. I0606 13:30:32.151978 81 net.cpp:435] inception_4d/relu_1x1 <- inception_4d/1x1
  5958. I0606 13:30:32.151984 81 net.cpp:396] inception_4d/relu_1x1 -> inception_4d/1x1 (in-place)
  5959. I0606 13:30:32.151993 81 net.cpp:144] Setting up inception_4d/relu_1x1
  5960. I0606 13:30:32.151998 81 net.cpp:151] Top shape: 2 112 40 40 (358400)
  5961. I0606 13:30:32.152003 81 net.cpp:159] Memory required for data: 762018688
  5962. I0606 13:30:32.152006 81 layer_factory.hpp:77] Creating layer inception_4d/3x3_reduce
  5963. I0606 13:30:32.152014 81 net.cpp:94] Creating Layer inception_4d/3x3_reduce
  5964. I0606 13:30:32.152019 81 net.cpp:435] inception_4d/3x3_reduce <- inception_4c/output_inception_4c/output_0_split_1
  5965. I0606 13:30:32.152026 81 net.cpp:409] inception_4d/3x3_reduce -> inception_4d/3x3_reduce
  5966. I0606 13:30:32.152907 81 net.cpp:144] Setting up inception_4d/3x3_reduce
  5967. I0606 13:30:32.152916 81 net.cpp:151] Top shape: 2 144 40 40 (460800)
  5968. I0606 13:30:32.152921 81 net.cpp:159] Memory required for data: 763861888
  5969. I0606 13:30:32.152928 81 layer_factory.hpp:77] Creating layer inception_4d/relu_3x3_reduce
  5970. I0606 13:30:32.152935 81 net.cpp:94] Creating Layer inception_4d/relu_3x3_reduce
  5971. I0606 13:30:32.152940 81 net.cpp:435] inception_4d/relu_3x3_reduce <- inception_4d/3x3_reduce
  5972. I0606 13:30:32.152946 81 net.cpp:396] inception_4d/relu_3x3_reduce -> inception_4d/3x3_reduce (in-place)
  5973. I0606 13:30:32.152954 81 net.cpp:144] Setting up inception_4d/relu_3x3_reduce
  5974. I0606 13:30:32.152959 81 net.cpp:151] Top shape: 2 144 40 40 (460800)
  5975. I0606 13:30:32.152964 81 net.cpp:159] Memory required for data: 765705088
  5976. I0606 13:30:32.152969 81 layer_factory.hpp:77] Creating layer inception_4d/3x3
  5977. I0606 13:30:32.152978 81 net.cpp:94] Creating Layer inception_4d/3x3
  5978. I0606 13:30:32.152982 81 net.cpp:435] inception_4d/3x3 <- inception_4d/3x3_reduce
  5979. I0606 13:30:32.152989 81 net.cpp:409] inception_4d/3x3 -> inception_4d/3x3
  5980. I0606 13:30:32.158617 81 net.cpp:144] Setting up inception_4d/3x3
  5981. I0606 13:30:32.158639 81 net.cpp:151] Top shape: 2 288 40 40 (921600)
  5982. I0606 13:30:32.158644 81 net.cpp:159] Memory required for data: 769391488
  5983. I0606 13:30:32.158653 81 layer_factory.hpp:77] Creating layer inception_4d/relu_3x3
  5984. I0606 13:30:32.158663 81 net.cpp:94] Creating Layer inception_4d/relu_3x3
  5985. I0606 13:30:32.158670 81 net.cpp:435] inception_4d/relu_3x3 <- inception_4d/3x3
  5986. I0606 13:30:32.158694 81 net.cpp:396] inception_4d/relu_3x3 -> inception_4d/3x3 (in-place)
  5987. I0606 13:30:32.158705 81 net.cpp:144] Setting up inception_4d/relu_3x3
  5988. I0606 13:30:32.158711 81 net.cpp:151] Top shape: 2 288 40 40 (921600)
  5989. I0606 13:30:32.158716 81 net.cpp:159] Memory required for data: 773077888
  5990. I0606 13:30:32.158720 81 layer_factory.hpp:77] Creating layer inception_4d/5x5_reduce
  5991. I0606 13:30:32.158730 81 net.cpp:94] Creating Layer inception_4d/5x5_reduce
  5992. I0606 13:30:32.158736 81 net.cpp:435] inception_4d/5x5_reduce <- inception_4c/output_inception_4c/output_0_split_2
  5993. I0606 13:30:32.158743 81 net.cpp:409] inception_4d/5x5_reduce -> inception_4d/5x5_reduce
  5994. I0606 13:30:32.159204 81 net.cpp:144] Setting up inception_4d/5x5_reduce
  5995. I0606 13:30:32.159212 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  5996. I0606 13:30:32.159217 81 net.cpp:159] Memory required for data: 773487488
  5997. I0606 13:30:32.159224 81 layer_factory.hpp:77] Creating layer inception_4d/relu_5x5_reduce
  5998. I0606 13:30:32.159231 81 net.cpp:94] Creating Layer inception_4d/relu_5x5_reduce
  5999. I0606 13:30:32.159236 81 net.cpp:435] inception_4d/relu_5x5_reduce <- inception_4d/5x5_reduce
  6000. I0606 13:30:32.159242 81 net.cpp:396] inception_4d/relu_5x5_reduce -> inception_4d/5x5_reduce (in-place)
  6001. I0606 13:30:32.159250 81 net.cpp:144] Setting up inception_4d/relu_5x5_reduce
  6002. I0606 13:30:32.159256 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  6003. I0606 13:30:32.159260 81 net.cpp:159] Memory required for data: 773897088
  6004. I0606 13:30:32.159265 81 layer_factory.hpp:77] Creating layer inception_4d/5x5
  6005. I0606 13:30:32.159273 81 net.cpp:94] Creating Layer inception_4d/5x5
  6006. I0606 13:30:32.159278 81 net.cpp:435] inception_4d/5x5 <- inception_4d/5x5_reduce
  6007. I0606 13:30:32.159286 81 net.cpp:409] inception_4d/5x5 -> inception_4d/5x5
  6008. I0606 13:30:32.159982 81 net.cpp:144] Setting up inception_4d/5x5
  6009. I0606 13:30:32.159991 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  6010. I0606 13:30:32.159996 81 net.cpp:159] Memory required for data: 774716288
  6011. I0606 13:30:32.160002 81 layer_factory.hpp:77] Creating layer inception_4d/relu_5x5
  6012. I0606 13:30:32.160008 81 net.cpp:94] Creating Layer inception_4d/relu_5x5
  6013. I0606 13:30:32.160014 81 net.cpp:435] inception_4d/relu_5x5 <- inception_4d/5x5
  6014. I0606 13:30:32.160020 81 net.cpp:396] inception_4d/relu_5x5 -> inception_4d/5x5 (in-place)
  6015. I0606 13:30:32.160027 81 net.cpp:144] Setting up inception_4d/relu_5x5
  6016. I0606 13:30:32.160033 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  6017. I0606 13:30:32.160037 81 net.cpp:159] Memory required for data: 775535488
  6018. I0606 13:30:32.160043 81 layer_factory.hpp:77] Creating layer inception_4d/pool
  6019. I0606 13:30:32.160048 81 net.cpp:94] Creating Layer inception_4d/pool
  6020. I0606 13:30:32.160053 81 net.cpp:435] inception_4d/pool <- inception_4c/output_inception_4c/output_0_split_3
  6021. I0606 13:30:32.160060 81 net.cpp:409] inception_4d/pool -> inception_4d/pool
  6022. I0606 13:30:32.160106 81 net.cpp:144] Setting up inception_4d/pool
  6023. I0606 13:30:32.160114 81 net.cpp:151] Top shape: 2 512 40 40 (1638400)
  6024. I0606 13:30:32.160122 81 net.cpp:159] Memory required for data: 782089088
  6025. I0606 13:30:32.160126 81 layer_factory.hpp:77] Creating layer inception_4d/pool_proj
  6026. I0606 13:30:32.160135 81 net.cpp:94] Creating Layer inception_4d/pool_proj
  6027. I0606 13:30:32.160140 81 net.cpp:435] inception_4d/pool_proj <- inception_4d/pool
  6028. I0606 13:30:32.160147 81 net.cpp:409] inception_4d/pool_proj -> inception_4d/pool_proj
  6029. I0606 13:30:32.160713 81 net.cpp:144] Setting up inception_4d/pool_proj
  6030. I0606 13:30:32.160724 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  6031. I0606 13:30:32.160728 81 net.cpp:159] Memory required for data: 782908288
  6032. I0606 13:30:32.160737 81 layer_factory.hpp:77] Creating layer inception_4d/relu_pool_proj
  6033. I0606 13:30:32.160743 81 net.cpp:94] Creating Layer inception_4d/relu_pool_proj
  6034. I0606 13:30:32.160749 81 net.cpp:435] inception_4d/relu_pool_proj <- inception_4d/pool_proj
  6035. I0606 13:30:32.160755 81 net.cpp:396] inception_4d/relu_pool_proj -> inception_4d/pool_proj (in-place)
  6036. I0606 13:30:32.160776 81 net.cpp:144] Setting up inception_4d/relu_pool_proj
  6037. I0606 13:30:32.160782 81 net.cpp:151] Top shape: 2 64 40 40 (204800)
  6038. I0606 13:30:32.160786 81 net.cpp:159] Memory required for data: 783727488
  6039. I0606 13:30:32.160791 81 layer_factory.hpp:77] Creating layer inception_4d/output
  6040. I0606 13:30:32.160797 81 net.cpp:94] Creating Layer inception_4d/output
  6041. I0606 13:30:32.160804 81 net.cpp:435] inception_4d/output <- inception_4d/1x1
  6042. I0606 13:30:32.160809 81 net.cpp:435] inception_4d/output <- inception_4d/3x3
  6043. I0606 13:30:32.160815 81 net.cpp:435] inception_4d/output <- inception_4d/5x5
  6044. I0606 13:30:32.160820 81 net.cpp:435] inception_4d/output <- inception_4d/pool_proj
  6045. I0606 13:30:32.160825 81 net.cpp:409] inception_4d/output -> inception_4d/output
  6046. I0606 13:30:32.160856 81 net.cpp:144] Setting up inception_4d/output
  6047. I0606 13:30:32.160862 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  6048. I0606 13:30:32.160866 81 net.cpp:159] Memory required for data: 790485888
  6049. I0606 13:30:32.160871 81 layer_factory.hpp:77] Creating layer inception_4d/output_inception_4d/output_0_split
  6050. I0606 13:30:32.160877 81 net.cpp:94] Creating Layer inception_4d/output_inception_4d/output_0_split
  6051. I0606 13:30:32.160882 81 net.cpp:435] inception_4d/output_inception_4d/output_0_split <- inception_4d/output
  6052. I0606 13:30:32.160888 81 net.cpp:409] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_0
  6053. I0606 13:30:32.160897 81 net.cpp:409] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_1
  6054. I0606 13:30:32.160903 81 net.cpp:409] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_2
  6055. I0606 13:30:32.160910 81 net.cpp:409] inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_3
  6056. I0606 13:30:32.160984 81 net.cpp:144] Setting up inception_4d/output_inception_4d/output_0_split
  6057. I0606 13:30:32.160990 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  6058. I0606 13:30:32.160996 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  6059. I0606 13:30:32.161001 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  6060. I0606 13:30:32.161006 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  6061. I0606 13:30:32.161011 81 net.cpp:159] Memory required for data: 817519488
  6062. I0606 13:30:32.161015 81 layer_factory.hpp:77] Creating layer inception_4e/1x1
  6063. I0606 13:30:32.161023 81 net.cpp:94] Creating Layer inception_4e/1x1
  6064. I0606 13:30:32.161029 81 net.cpp:435] inception_4e/1x1 <- inception_4d/output_inception_4d/output_0_split_0
  6065. I0606 13:30:32.161039 81 net.cpp:409] inception_4e/1x1 -> inception_4e/1x1
  6066. I0606 13:30:32.163098 81 net.cpp:144] Setting up inception_4e/1x1
  6067. I0606 13:30:32.163121 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  6068. I0606 13:30:32.163126 81 net.cpp:159] Memory required for data: 820796288
  6069. I0606 13:30:32.163136 81 layer_factory.hpp:77] Creating layer inception_4e/relu_1x1
  6070. I0606 13:30:32.163143 81 net.cpp:94] Creating Layer inception_4e/relu_1x1
  6071. I0606 13:30:32.163149 81 net.cpp:435] inception_4e/relu_1x1 <- inception_4e/1x1
  6072. I0606 13:30:32.163157 81 net.cpp:396] inception_4e/relu_1x1 -> inception_4e/1x1 (in-place)
  6073. I0606 13:30:32.163167 81 net.cpp:144] Setting up inception_4e/relu_1x1
  6074. I0606 13:30:32.163173 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  6075. I0606 13:30:32.163177 81 net.cpp:159] Memory required for data: 824073088
  6076. I0606 13:30:32.163182 81 layer_factory.hpp:77] Creating layer inception_4e/3x3_reduce
  6077. I0606 13:30:32.163192 81 net.cpp:94] Creating Layer inception_4e/3x3_reduce
  6078. I0606 13:30:32.163197 81 net.cpp:435] inception_4e/3x3_reduce <- inception_4d/output_inception_4d/output_0_split_1
  6079. I0606 13:30:32.163204 81 net.cpp:409] inception_4e/3x3_reduce -> inception_4e/3x3_reduce
  6080. I0606 13:30:32.164171 81 net.cpp:144] Setting up inception_4e/3x3_reduce
  6081. I0606 13:30:32.164180 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  6082. I0606 13:30:32.164199 81 net.cpp:159] Memory required for data: 826121088
  6083. I0606 13:30:32.164207 81 layer_factory.hpp:77] Creating layer inception_4e/relu_3x3_reduce
  6084. I0606 13:30:32.164214 81 net.cpp:94] Creating Layer inception_4e/relu_3x3_reduce
  6085. I0606 13:30:32.164219 81 net.cpp:435] inception_4e/relu_3x3_reduce <- inception_4e/3x3_reduce
  6086. I0606 13:30:32.164227 81 net.cpp:396] inception_4e/relu_3x3_reduce -> inception_4e/3x3_reduce (in-place)
  6087. I0606 13:30:32.164234 81 net.cpp:144] Setting up inception_4e/relu_3x3_reduce
  6088. I0606 13:30:32.164239 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  6089. I0606 13:30:32.164244 81 net.cpp:159] Memory required for data: 828169088
  6090. I0606 13:30:32.164248 81 layer_factory.hpp:77] Creating layer inception_4e/3x3
  6091. I0606 13:30:32.164257 81 net.cpp:94] Creating Layer inception_4e/3x3
  6092. I0606 13:30:32.164261 81 net.cpp:435] inception_4e/3x3 <- inception_4e/3x3_reduce
  6093. I0606 13:30:32.164268 81 net.cpp:409] inception_4e/3x3 -> inception_4e/3x3
  6094. I0606 13:30:32.168804 81 net.cpp:144] Setting up inception_4e/3x3
  6095. I0606 13:30:32.168828 81 net.cpp:151] Top shape: 2 320 40 40 (1024000)
  6096. I0606 13:30:32.168833 81 net.cpp:159] Memory required for data: 832265088
  6097. I0606 13:30:32.168843 81 layer_factory.hpp:77] Creating layer inception_4e/relu_3x3
  6098. I0606 13:30:32.168853 81 net.cpp:94] Creating Layer inception_4e/relu_3x3
  6099. I0606 13:30:32.168860 81 net.cpp:435] inception_4e/relu_3x3 <- inception_4e/3x3
  6100. I0606 13:30:32.168869 81 net.cpp:396] inception_4e/relu_3x3 -> inception_4e/3x3 (in-place)
  6101. I0606 13:30:32.168879 81 net.cpp:144] Setting up inception_4e/relu_3x3
  6102. I0606 13:30:32.168885 81 net.cpp:151] Top shape: 2 320 40 40 (1024000)
  6103. I0606 13:30:32.168889 81 net.cpp:159] Memory required for data: 836361088
  6104. I0606 13:30:32.168893 81 layer_factory.hpp:77] Creating layer inception_4e/5x5_reduce
  6105. I0606 13:30:32.168906 81 net.cpp:94] Creating Layer inception_4e/5x5_reduce
  6106. I0606 13:30:32.168911 81 net.cpp:435] inception_4e/5x5_reduce <- inception_4d/output_inception_4d/output_0_split_2
  6107. I0606 13:30:32.168920 81 net.cpp:409] inception_4e/5x5_reduce -> inception_4e/5x5_reduce
  6108. I0606 13:30:32.169379 81 net.cpp:144] Setting up inception_4e/5x5_reduce
  6109. I0606 13:30:32.169389 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  6110. I0606 13:30:32.169392 81 net.cpp:159] Memory required for data: 836770688
  6111. I0606 13:30:32.169399 81 layer_factory.hpp:77] Creating layer inception_4e/relu_5x5_reduce
  6112. I0606 13:30:32.169406 81 net.cpp:94] Creating Layer inception_4e/relu_5x5_reduce
  6113. I0606 13:30:32.169411 81 net.cpp:435] inception_4e/relu_5x5_reduce <- inception_4e/5x5_reduce
  6114. I0606 13:30:32.169417 81 net.cpp:396] inception_4e/relu_5x5_reduce -> inception_4e/5x5_reduce (in-place)
  6115. I0606 13:30:32.169425 81 net.cpp:144] Setting up inception_4e/relu_5x5_reduce
  6116. I0606 13:30:32.169431 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  6117. I0606 13:30:32.169435 81 net.cpp:159] Memory required for data: 837180288
  6118. I0606 13:30:32.169440 81 layer_factory.hpp:77] Creating layer inception_4e/5x5
  6119. I0606 13:30:32.169450 81 net.cpp:94] Creating Layer inception_4e/5x5
  6120. I0606 13:30:32.169456 81 net.cpp:435] inception_4e/5x5 <- inception_4e/5x5_reduce
  6121. I0606 13:30:32.169462 81 net.cpp:409] inception_4e/5x5 -> inception_4e/5x5
  6122. I0606 13:30:32.171216 81 net.cpp:144] Setting up inception_4e/5x5
  6123. I0606 13:30:32.171233 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6124. I0606 13:30:32.171238 81 net.cpp:159] Memory required for data: 838818688
  6125. I0606 13:30:32.171247 81 layer_factory.hpp:77] Creating layer inception_4e/relu_5x5
  6126. I0606 13:30:32.171254 81 net.cpp:94] Creating Layer inception_4e/relu_5x5
  6127. I0606 13:30:32.171259 81 net.cpp:435] inception_4e/relu_5x5 <- inception_4e/5x5
  6128. I0606 13:30:32.171268 81 net.cpp:396] inception_4e/relu_5x5 -> inception_4e/5x5 (in-place)
  6129. I0606 13:30:32.171277 81 net.cpp:144] Setting up inception_4e/relu_5x5
  6130. I0606 13:30:32.171284 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6131. I0606 13:30:32.171288 81 net.cpp:159] Memory required for data: 840457088
  6132. I0606 13:30:32.171319 81 layer_factory.hpp:77] Creating layer inception_4e/pool
  6133. I0606 13:30:32.171368 81 net.cpp:94] Creating Layer inception_4e/pool
  6134. I0606 13:30:32.171377 81 net.cpp:435] inception_4e/pool <- inception_4d/output_inception_4d/output_0_split_3
  6135. I0606 13:30:32.171388 81 net.cpp:409] inception_4e/pool -> inception_4e/pool
  6136. I0606 13:30:32.171447 81 net.cpp:144] Setting up inception_4e/pool
  6137. I0606 13:30:32.171452 81 net.cpp:151] Top shape: 2 528 40 40 (1689600)
  6138. I0606 13:30:32.171455 81 net.cpp:159] Memory required for data: 847215488
  6139. I0606 13:30:32.171459 81 layer_factory.hpp:77] Creating layer inception_4e/pool_proj
  6140. I0606 13:30:32.171468 81 net.cpp:94] Creating Layer inception_4e/pool_proj
  6141. I0606 13:30:32.171473 81 net.cpp:435] inception_4e/pool_proj <- inception_4e/pool
  6142. I0606 13:30:32.171479 81 net.cpp:409] inception_4e/pool_proj -> inception_4e/pool_proj
  6143. I0606 13:30:32.172168 81 net.cpp:144] Setting up inception_4e/pool_proj
  6144. I0606 13:30:32.172175 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6145. I0606 13:30:32.172178 81 net.cpp:159] Memory required for data: 848853888
  6146. I0606 13:30:32.172183 81 layer_factory.hpp:77] Creating layer inception_4e/relu_pool_proj
  6147. I0606 13:30:32.172189 81 net.cpp:94] Creating Layer inception_4e/relu_pool_proj
  6148. I0606 13:30:32.172194 81 net.cpp:435] inception_4e/relu_pool_proj <- inception_4e/pool_proj
  6149. I0606 13:30:32.172197 81 net.cpp:396] inception_4e/relu_pool_proj -> inception_4e/pool_proj (in-place)
  6150. I0606 13:30:32.172204 81 net.cpp:144] Setting up inception_4e/relu_pool_proj
  6151. I0606 13:30:32.172207 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6152. I0606 13:30:32.172209 81 net.cpp:159] Memory required for data: 850492288
  6153. I0606 13:30:32.172212 81 layer_factory.hpp:77] Creating layer inception_4e/output
  6154. I0606 13:30:32.172217 81 net.cpp:94] Creating Layer inception_4e/output
  6155. I0606 13:30:32.172220 81 net.cpp:435] inception_4e/output <- inception_4e/1x1
  6156. I0606 13:30:32.172224 81 net.cpp:435] inception_4e/output <- inception_4e/3x3
  6157. I0606 13:30:32.172228 81 net.cpp:435] inception_4e/output <- inception_4e/5x5
  6158. I0606 13:30:32.172231 81 net.cpp:435] inception_4e/output <- inception_4e/pool_proj
  6159. I0606 13:30:32.172237 81 net.cpp:409] inception_4e/output -> inception_4e/output
  6160. I0606 13:30:32.172258 81 net.cpp:144] Setting up inception_4e/output
  6161. I0606 13:30:32.172264 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6162. I0606 13:30:32.172267 81 net.cpp:159] Memory required for data: 861141888
  6163. I0606 13:30:32.172271 81 layer_factory.hpp:77] Creating layer inception_4e/output_inception_4e/output_0_split
  6164. I0606 13:30:32.172274 81 net.cpp:94] Creating Layer inception_4e/output_inception_4e/output_0_split
  6165. I0606 13:30:32.172277 81 net.cpp:435] inception_4e/output_inception_4e/output_0_split <- inception_4e/output
  6166. I0606 13:30:32.172282 81 net.cpp:409] inception_4e/output_inception_4e/output_0_split -> inception_4e/output_inception_4e/output_0_split_0
  6167. I0606 13:30:32.172287 81 net.cpp:409] inception_4e/output_inception_4e/output_0_split -> inception_4e/output_inception_4e/output_0_split_1
  6168. I0606 13:30:32.172293 81 net.cpp:409] inception_4e/output_inception_4e/output_0_split -> inception_4e/output_inception_4e/output_0_split_2
  6169. I0606 13:30:32.172298 81 net.cpp:409] inception_4e/output_inception_4e/output_0_split -> inception_4e/output_inception_4e/output_0_split_3
  6170. I0606 13:30:32.172355 81 net.cpp:144] Setting up inception_4e/output_inception_4e/output_0_split
  6171. I0606 13:30:32.172359 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6172. I0606 13:30:32.172363 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6173. I0606 13:30:32.172366 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6174. I0606 13:30:32.172370 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6175. I0606 13:30:32.172372 81 net.cpp:159] Memory required for data: 903740288
  6176. I0606 13:30:32.172375 81 layer_factory.hpp:77] Creating layer inception_5a/1x1
  6177. I0606 13:30:32.172384 81 net.cpp:94] Creating Layer inception_5a/1x1
  6178. I0606 13:30:32.172397 81 net.cpp:435] inception_5a/1x1 <- inception_4e/output_inception_4e/output_0_split_0
  6179. I0606 13:30:32.172402 81 net.cpp:409] inception_5a/1x1 -> inception_5a/1x1
  6180. I0606 13:30:32.178623 81 net.cpp:144] Setting up inception_5a/1x1
  6181. I0606 13:30:32.178637 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  6182. I0606 13:30:32.178642 81 net.cpp:159] Memory required for data: 907017088
  6183. I0606 13:30:32.178647 81 layer_factory.hpp:77] Creating layer inception_5a/relu_1x1
  6184. I0606 13:30:32.178654 81 net.cpp:94] Creating Layer inception_5a/relu_1x1
  6185. I0606 13:30:32.178659 81 net.cpp:435] inception_5a/relu_1x1 <- inception_5a/1x1
  6186. I0606 13:30:32.178664 81 net.cpp:396] inception_5a/relu_1x1 -> inception_5a/1x1 (in-place)
  6187. I0606 13:30:32.178670 81 net.cpp:144] Setting up inception_5a/relu_1x1
  6188. I0606 13:30:32.178674 81 net.cpp:151] Top shape: 2 256 40 40 (819200)
  6189. I0606 13:30:32.178678 81 net.cpp:159] Memory required for data: 910293888
  6190. I0606 13:30:32.178679 81 layer_factory.hpp:77] Creating layer inception_5a/3x3_reduce
  6191. I0606 13:30:32.178688 81 net.cpp:94] Creating Layer inception_5a/3x3_reduce
  6192. I0606 13:30:32.178690 81 net.cpp:435] inception_5a/3x3_reduce <- inception_4e/output_inception_4e/output_0_split_1
  6193. I0606 13:30:32.178696 81 net.cpp:409] inception_5a/3x3_reduce -> inception_5a/3x3_reduce
  6194. I0606 13:30:32.180124 81 net.cpp:144] Setting up inception_5a/3x3_reduce
  6195. I0606 13:30:32.180135 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  6196. I0606 13:30:32.180138 81 net.cpp:159] Memory required for data: 912341888
  6197. I0606 13:30:32.180145 81 layer_factory.hpp:77] Creating layer inception_5a/relu_3x3_reduce
  6198. I0606 13:30:32.180150 81 net.cpp:94] Creating Layer inception_5a/relu_3x3_reduce
  6199. I0606 13:30:32.180155 81 net.cpp:435] inception_5a/relu_3x3_reduce <- inception_5a/3x3_reduce
  6200. I0606 13:30:32.180158 81 net.cpp:396] inception_5a/relu_3x3_reduce -> inception_5a/3x3_reduce (in-place)
  6201. I0606 13:30:32.180164 81 net.cpp:144] Setting up inception_5a/relu_3x3_reduce
  6202. I0606 13:30:32.180168 81 net.cpp:151] Top shape: 2 160 40 40 (512000)
  6203. I0606 13:30:32.180171 81 net.cpp:159] Memory required for data: 914389888
  6204. I0606 13:30:32.180173 81 layer_factory.hpp:77] Creating layer inception_5a/3x3
  6205. I0606 13:30:32.180182 81 net.cpp:94] Creating Layer inception_5a/3x3
  6206. I0606 13:30:32.180186 81 net.cpp:435] inception_5a/3x3 <- inception_5a/3x3_reduce
  6207. I0606 13:30:32.180191 81 net.cpp:409] inception_5a/3x3 -> inception_5a/3x3
  6208. I0606 13:30:32.183346 81 net.cpp:144] Setting up inception_5a/3x3
  6209. I0606 13:30:32.183359 81 net.cpp:151] Top shape: 2 320 40 40 (1024000)
  6210. I0606 13:30:32.183362 81 net.cpp:159] Memory required for data: 918485888
  6211. I0606 13:30:32.183368 81 layer_factory.hpp:77] Creating layer inception_5a/relu_3x3
  6212. I0606 13:30:32.183375 81 net.cpp:94] Creating Layer inception_5a/relu_3x3
  6213. I0606 13:30:32.183379 81 net.cpp:435] inception_5a/relu_3x3 <- inception_5a/3x3
  6214. I0606 13:30:32.183383 81 net.cpp:396] inception_5a/relu_3x3 -> inception_5a/3x3 (in-place)
  6215. I0606 13:30:32.183390 81 net.cpp:144] Setting up inception_5a/relu_3x3
  6216. I0606 13:30:32.183395 81 net.cpp:151] Top shape: 2 320 40 40 (1024000)
  6217. I0606 13:30:32.183398 81 net.cpp:159] Memory required for data: 922581888
  6218. I0606 13:30:32.183403 81 layer_factory.hpp:77] Creating layer inception_5a/5x5_reduce
  6219. I0606 13:30:32.183418 81 net.cpp:94] Creating Layer inception_5a/5x5_reduce
  6220. I0606 13:30:32.183421 81 net.cpp:435] inception_5a/5x5_reduce <- inception_4e/output_inception_4e/output_0_split_2
  6221. I0606 13:30:32.183428 81 net.cpp:409] inception_5a/5x5_reduce -> inception_5a/5x5_reduce
  6222. I0606 13:30:32.183796 81 net.cpp:144] Setting up inception_5a/5x5_reduce
  6223. I0606 13:30:32.183804 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  6224. I0606 13:30:32.183806 81 net.cpp:159] Memory required for data: 922991488
  6225. I0606 13:30:32.183810 81 layer_factory.hpp:77] Creating layer inception_5a/relu_5x5_reduce
  6226. I0606 13:30:32.183815 81 net.cpp:94] Creating Layer inception_5a/relu_5x5_reduce
  6227. I0606 13:30:32.183836 81 net.cpp:435] inception_5a/relu_5x5_reduce <- inception_5a/5x5_reduce
  6228. I0606 13:30:32.183840 81 net.cpp:396] inception_5a/relu_5x5_reduce -> inception_5a/5x5_reduce (in-place)
  6229. I0606 13:30:32.183845 81 net.cpp:144] Setting up inception_5a/relu_5x5_reduce
  6230. I0606 13:30:32.183851 81 net.cpp:151] Top shape: 2 32 40 40 (102400)
  6231. I0606 13:30:32.183853 81 net.cpp:159] Memory required for data: 923401088
  6232. I0606 13:30:32.183856 81 layer_factory.hpp:77] Creating layer inception_5a/5x5
  6233. I0606 13:30:32.183862 81 net.cpp:94] Creating Layer inception_5a/5x5
  6234. I0606 13:30:32.183866 81 net.cpp:435] inception_5a/5x5 <- inception_5a/5x5_reduce
  6235. I0606 13:30:32.183871 81 net.cpp:409] inception_5a/5x5 -> inception_5a/5x5
  6236. I0606 13:30:32.184615 81 net.cpp:144] Setting up inception_5a/5x5
  6237. I0606 13:30:32.184623 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6238. I0606 13:30:32.184626 81 net.cpp:159] Memory required for data: 925039488
  6239. I0606 13:30:32.184631 81 layer_factory.hpp:77] Creating layer inception_5a/relu_5x5
  6240. I0606 13:30:32.184635 81 net.cpp:94] Creating Layer inception_5a/relu_5x5
  6241. I0606 13:30:32.184638 81 net.cpp:435] inception_5a/relu_5x5 <- inception_5a/5x5
  6242. I0606 13:30:32.184643 81 net.cpp:396] inception_5a/relu_5x5 -> inception_5a/5x5 (in-place)
  6243. I0606 13:30:32.184648 81 net.cpp:144] Setting up inception_5a/relu_5x5
  6244. I0606 13:30:32.184651 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6245. I0606 13:30:32.184653 81 net.cpp:159] Memory required for data: 926677888
  6246. I0606 13:30:32.184656 81 layer_factory.hpp:77] Creating layer inception_5a/pool
  6247. I0606 13:30:32.184660 81 net.cpp:94] Creating Layer inception_5a/pool
  6248. I0606 13:30:32.184664 81 net.cpp:435] inception_5a/pool <- inception_4e/output_inception_4e/output_0_split_3
  6249. I0606 13:30:32.184669 81 net.cpp:409] inception_5a/pool -> inception_5a/pool
  6250. I0606 13:30:32.184707 81 net.cpp:144] Setting up inception_5a/pool
  6251. I0606 13:30:32.184711 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6252. I0606 13:30:32.184715 81 net.cpp:159] Memory required for data: 937327488
  6253. I0606 13:30:32.184717 81 layer_factory.hpp:77] Creating layer inception_5a/pool_proj
  6254. I0606 13:30:32.184725 81 net.cpp:94] Creating Layer inception_5a/pool_proj
  6255. I0606 13:30:32.184727 81 net.cpp:435] inception_5a/pool_proj <- inception_5a/pool
  6256. I0606 13:30:32.184732 81 net.cpp:409] inception_5a/pool_proj -> inception_5a/pool_proj
  6257. I0606 13:30:32.186003 81 net.cpp:144] Setting up inception_5a/pool_proj
  6258. I0606 13:30:32.186013 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6259. I0606 13:30:32.186017 81 net.cpp:159] Memory required for data: 938965888
  6260. I0606 13:30:32.186022 81 layer_factory.hpp:77] Creating layer inception_5a/relu_pool_proj
  6261. I0606 13:30:32.186028 81 net.cpp:94] Creating Layer inception_5a/relu_pool_proj
  6262. I0606 13:30:32.186033 81 net.cpp:435] inception_5a/relu_pool_proj <- inception_5a/pool_proj
  6263. I0606 13:30:32.186036 81 net.cpp:396] inception_5a/relu_pool_proj -> inception_5a/pool_proj (in-place)
  6264. I0606 13:30:32.186043 81 net.cpp:144] Setting up inception_5a/relu_pool_proj
  6265. I0606 13:30:32.186046 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6266. I0606 13:30:32.186048 81 net.cpp:159] Memory required for data: 940604288
  6267. I0606 13:30:32.186051 81 layer_factory.hpp:77] Creating layer inception_5a/output
  6268. I0606 13:30:32.186056 81 net.cpp:94] Creating Layer inception_5a/output
  6269. I0606 13:30:32.186059 81 net.cpp:435] inception_5a/output <- inception_5a/1x1
  6270. I0606 13:30:32.186062 81 net.cpp:435] inception_5a/output <- inception_5a/3x3
  6271. I0606 13:30:32.186066 81 net.cpp:435] inception_5a/output <- inception_5a/5x5
  6272. I0606 13:30:32.186069 81 net.cpp:435] inception_5a/output <- inception_5a/pool_proj
  6273. I0606 13:30:32.186074 81 net.cpp:409] inception_5a/output -> inception_5a/output
  6274. I0606 13:30:32.186097 81 net.cpp:144] Setting up inception_5a/output
  6275. I0606 13:30:32.186102 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6276. I0606 13:30:32.186105 81 net.cpp:159] Memory required for data: 951253888
  6277. I0606 13:30:32.186107 81 layer_factory.hpp:77] Creating layer inception_5a/output_inception_5a/output_0_split
  6278. I0606 13:30:32.186127 81 net.cpp:94] Creating Layer inception_5a/output_inception_5a/output_0_split
  6279. I0606 13:30:32.186131 81 net.cpp:435] inception_5a/output_inception_5a/output_0_split <- inception_5a/output
  6280. I0606 13:30:32.186136 81 net.cpp:409] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_0
  6281. I0606 13:30:32.186141 81 net.cpp:409] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_1
  6282. I0606 13:30:32.186148 81 net.cpp:409] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_2
  6283. I0606 13:30:32.186152 81 net.cpp:409] inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_3
  6284. I0606 13:30:32.186209 81 net.cpp:144] Setting up inception_5a/output_inception_5a/output_0_split
  6285. I0606 13:30:32.186214 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6286. I0606 13:30:32.186218 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6287. I0606 13:30:32.186221 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6288. I0606 13:30:32.186224 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6289. I0606 13:30:32.186228 81 net.cpp:159] Memory required for data: 993852288
  6290. I0606 13:30:32.186229 81 layer_factory.hpp:77] Creating layer inception_5b/1x1
  6291. I0606 13:30:32.186239 81 net.cpp:94] Creating Layer inception_5b/1x1
  6292. I0606 13:30:32.186241 81 net.cpp:435] inception_5b/1x1 <- inception_5a/output_inception_5a/output_0_split_0
  6293. I0606 13:30:32.186246 81 net.cpp:409] inception_5b/1x1 -> inception_5b/1x1
  6294. I0606 13:30:32.188560 81 net.cpp:144] Setting up inception_5b/1x1
  6295. I0606 13:30:32.188570 81 net.cpp:151] Top shape: 2 384 40 40 (1228800)
  6296. I0606 13:30:32.188572 81 net.cpp:159] Memory required for data: 998767488
  6297. I0606 13:30:32.188577 81 layer_factory.hpp:77] Creating layer inception_5b/relu_1x1
  6298. I0606 13:30:32.188582 81 net.cpp:94] Creating Layer inception_5b/relu_1x1
  6299. I0606 13:30:32.188586 81 net.cpp:435] inception_5b/relu_1x1 <- inception_5b/1x1
  6300. I0606 13:30:32.188592 81 net.cpp:396] inception_5b/relu_1x1 -> inception_5b/1x1 (in-place)
  6301. I0606 13:30:32.188598 81 net.cpp:144] Setting up inception_5b/relu_1x1
  6302. I0606 13:30:32.188602 81 net.cpp:151] Top shape: 2 384 40 40 (1228800)
  6303. I0606 13:30:32.188604 81 net.cpp:159] Memory required for data: 1003682688
  6304. I0606 13:30:32.188607 81 layer_factory.hpp:77] Creating layer inception_5b/3x3_reduce
  6305. I0606 13:30:32.188614 81 net.cpp:94] Creating Layer inception_5b/3x3_reduce
  6306. I0606 13:30:32.188618 81 net.cpp:435] inception_5b/3x3_reduce <- inception_5a/output_inception_5a/output_0_split_1
  6307. I0606 13:30:32.188624 81 net.cpp:409] inception_5b/3x3_reduce -> inception_5b/3x3_reduce
  6308. I0606 13:30:32.190171 81 net.cpp:144] Setting up inception_5b/3x3_reduce
  6309. I0606 13:30:32.190181 81 net.cpp:151] Top shape: 2 192 40 40 (614400)
  6310. I0606 13:30:32.190184 81 net.cpp:159] Memory required for data: 1006140288
  6311. I0606 13:30:32.190191 81 layer_factory.hpp:77] Creating layer inception_5b/relu_3x3_reduce
  6312. I0606 13:30:32.190196 81 net.cpp:94] Creating Layer inception_5b/relu_3x3_reduce
  6313. I0606 13:30:32.190201 81 net.cpp:435] inception_5b/relu_3x3_reduce <- inception_5b/3x3_reduce
  6314. I0606 13:30:32.190204 81 net.cpp:396] inception_5b/relu_3x3_reduce -> inception_5b/3x3_reduce (in-place)
  6315. I0606 13:30:32.190212 81 net.cpp:144] Setting up inception_5b/relu_3x3_reduce
  6316. I0606 13:30:32.190214 81 net.cpp:151] Top shape: 2 192 40 40 (614400)
  6317. I0606 13:30:32.190217 81 net.cpp:159] Memory required for data: 1008597888
  6318. I0606 13:30:32.190219 81 layer_factory.hpp:77] Creating layer inception_5b/3x3
  6319. I0606 13:30:32.190227 81 net.cpp:94] Creating Layer inception_5b/3x3
  6320. I0606 13:30:32.190230 81 net.cpp:435] inception_5b/3x3 <- inception_5b/3x3_reduce
  6321. I0606 13:30:32.190237 81 net.cpp:409] inception_5b/3x3 -> inception_5b/3x3
  6322. I0606 13:30:32.195168 81 net.cpp:144] Setting up inception_5b/3x3
  6323. I0606 13:30:32.195186 81 net.cpp:151] Top shape: 2 384 40 40 (1228800)
  6324. I0606 13:30:32.195209 81 net.cpp:159] Memory required for data: 1013513088
  6325. I0606 13:30:32.195215 81 layer_factory.hpp:77] Creating layer inception_5b/relu_3x3
  6326. I0606 13:30:32.195230 81 net.cpp:94] Creating Layer inception_5b/relu_3x3
  6327. I0606 13:30:32.195235 81 net.cpp:435] inception_5b/relu_3x3 <- inception_5b/3x3
  6328. I0606 13:30:32.195240 81 net.cpp:396] inception_5b/relu_3x3 -> inception_5b/3x3 (in-place)
  6329. I0606 13:30:32.195248 81 net.cpp:144] Setting up inception_5b/relu_3x3
  6330. I0606 13:30:32.195252 81 net.cpp:151] Top shape: 2 384 40 40 (1228800)
  6331. I0606 13:30:32.195255 81 net.cpp:159] Memory required for data: 1018428288
  6332. I0606 13:30:32.195257 81 layer_factory.hpp:77] Creating layer inception_5b/5x5_reduce
  6333. I0606 13:30:32.195266 81 net.cpp:94] Creating Layer inception_5b/5x5_reduce
  6334. I0606 13:30:32.195271 81 net.cpp:435] inception_5b/5x5_reduce <- inception_5a/output_inception_5a/output_0_split_2
  6335. I0606 13:30:32.195276 81 net.cpp:409] inception_5b/5x5_reduce -> inception_5b/5x5_reduce
  6336. I0606 13:30:32.196197 81 net.cpp:144] Setting up inception_5b/5x5_reduce
  6337. I0606 13:30:32.196208 81 net.cpp:151] Top shape: 2 48 40 40 (153600)
  6338. I0606 13:30:32.196210 81 net.cpp:159] Memory required for data: 1019042688
  6339. I0606 13:30:32.196215 81 layer_factory.hpp:77] Creating layer inception_5b/relu_5x5_reduce
  6340. I0606 13:30:32.196220 81 net.cpp:94] Creating Layer inception_5b/relu_5x5_reduce
  6341. I0606 13:30:32.196224 81 net.cpp:435] inception_5b/relu_5x5_reduce <- inception_5b/5x5_reduce
  6342. I0606 13:30:32.196228 81 net.cpp:396] inception_5b/relu_5x5_reduce -> inception_5b/5x5_reduce (in-place)
  6343. I0606 13:30:32.196235 81 net.cpp:144] Setting up inception_5b/relu_5x5_reduce
  6344. I0606 13:30:32.196238 81 net.cpp:151] Top shape: 2 48 40 40 (153600)
  6345. I0606 13:30:32.196241 81 net.cpp:159] Memory required for data: 1019657088
  6346. I0606 13:30:32.196244 81 layer_factory.hpp:77] Creating layer inception_5b/5x5
  6347. I0606 13:30:32.196252 81 net.cpp:94] Creating Layer inception_5b/5x5
  6348. I0606 13:30:32.196256 81 net.cpp:435] inception_5b/5x5 <- inception_5b/5x5_reduce
  6349. I0606 13:30:32.196260 81 net.cpp:409] inception_5b/5x5 -> inception_5b/5x5
  6350. I0606 13:30:32.197240 81 net.cpp:144] Setting up inception_5b/5x5
  6351. I0606 13:30:32.197247 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6352. I0606 13:30:32.197249 81 net.cpp:159] Memory required for data: 1021295488
  6353. I0606 13:30:32.197254 81 layer_factory.hpp:77] Creating layer inception_5b/relu_5x5
  6354. I0606 13:30:32.197258 81 net.cpp:94] Creating Layer inception_5b/relu_5x5
  6355. I0606 13:30:32.197263 81 net.cpp:435] inception_5b/relu_5x5 <- inception_5b/5x5
  6356. I0606 13:30:32.197266 81 net.cpp:396] inception_5b/relu_5x5 -> inception_5b/5x5 (in-place)
  6357. I0606 13:30:32.197271 81 net.cpp:144] Setting up inception_5b/relu_5x5
  6358. I0606 13:30:32.197274 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6359. I0606 13:30:32.197278 81 net.cpp:159] Memory required for data: 1022933888
  6360. I0606 13:30:32.197280 81 layer_factory.hpp:77] Creating layer inception_5b/pool
  6361. I0606 13:30:32.197286 81 net.cpp:94] Creating Layer inception_5b/pool
  6362. I0606 13:30:32.197289 81 net.cpp:435] inception_5b/pool <- inception_5a/output_inception_5a/output_0_split_3
  6363. I0606 13:30:32.197294 81 net.cpp:409] inception_5b/pool -> inception_5b/pool
  6364. I0606 13:30:32.197326 81 net.cpp:144] Setting up inception_5b/pool
  6365. I0606 13:30:32.197330 81 net.cpp:151] Top shape: 2 832 40 40 (2662400)
  6366. I0606 13:30:32.197333 81 net.cpp:159] Memory required for data: 1033583488
  6367. I0606 13:30:32.197336 81 layer_factory.hpp:77] Creating layer inception_5b/pool_proj
  6368. I0606 13:30:32.197342 81 net.cpp:94] Creating Layer inception_5b/pool_proj
  6369. I0606 13:30:32.197346 81 net.cpp:435] inception_5b/pool_proj <- inception_5b/pool
  6370. I0606 13:30:32.197352 81 net.cpp:409] inception_5b/pool_proj -> inception_5b/pool_proj
  6371. I0606 13:30:32.198549 81 net.cpp:144] Setting up inception_5b/pool_proj
  6372. I0606 13:30:32.198557 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6373. I0606 13:30:32.198560 81 net.cpp:159] Memory required for data: 1035221888
  6374. I0606 13:30:32.198601 81 layer_factory.hpp:77] Creating layer inception_5b/relu_pool_proj
  6375. I0606 13:30:32.198606 81 net.cpp:94] Creating Layer inception_5b/relu_pool_proj
  6376. I0606 13:30:32.198611 81 net.cpp:435] inception_5b/relu_pool_proj <- inception_5b/pool_proj
  6377. I0606 13:30:32.198616 81 net.cpp:396] inception_5b/relu_pool_proj -> inception_5b/pool_proj (in-place)
  6378. I0606 13:30:32.198621 81 net.cpp:144] Setting up inception_5b/relu_pool_proj
  6379. I0606 13:30:32.198626 81 net.cpp:151] Top shape: 2 128 40 40 (409600)
  6380. I0606 13:30:32.198628 81 net.cpp:159] Memory required for data: 1036860288
  6381. I0606 13:30:32.198632 81 layer_factory.hpp:77] Creating layer inception_5b/output
  6382. I0606 13:30:32.198637 81 net.cpp:94] Creating Layer inception_5b/output
  6383. I0606 13:30:32.198640 81 net.cpp:435] inception_5b/output <- inception_5b/1x1
  6384. I0606 13:30:32.198644 81 net.cpp:435] inception_5b/output <- inception_5b/3x3
  6385. I0606 13:30:32.198647 81 net.cpp:435] inception_5b/output <- inception_5b/5x5
  6386. I0606 13:30:32.198652 81 net.cpp:435] inception_5b/output <- inception_5b/pool_proj
  6387. I0606 13:30:32.198655 81 net.cpp:409] inception_5b/output -> inception_5b/output
  6388. I0606 13:30:32.198676 81 net.cpp:144] Setting up inception_5b/output
  6389. I0606 13:30:32.198681 81 net.cpp:151] Top shape: 2 1024 40 40 (3276800)
  6390. I0606 13:30:32.198683 81 net.cpp:159] Memory required for data: 1049967488
  6391. I0606 13:30:32.198686 81 layer_factory.hpp:77] Creating layer pool5/drop_s1
  6392. I0606 13:30:32.198691 81 net.cpp:94] Creating Layer pool5/drop_s1
  6393. I0606 13:30:32.198694 81 net.cpp:435] pool5/drop_s1 <- inception_5b/output
  6394. I0606 13:30:32.198700 81 net.cpp:409] pool5/drop_s1 -> pool5/drop_s1
  6395. I0606 13:30:32.198729 81 net.cpp:144] Setting up pool5/drop_s1
  6396. I0606 13:30:32.198734 81 net.cpp:151] Top shape: 2 1024 40 40 (3276800)
  6397. I0606 13:30:32.198735 81 net.cpp:159] Memory required for data: 1063074688
  6398. I0606 13:30:32.198738 81 layer_factory.hpp:77] Creating layer pool5/drop_s1_pool5/drop_s1_0_split
  6399. I0606 13:30:32.198743 81 net.cpp:94] Creating Layer pool5/drop_s1_pool5/drop_s1_0_split
  6400. I0606 13:30:32.198747 81 net.cpp:435] pool5/drop_s1_pool5/drop_s1_0_split <- pool5/drop_s1
  6401. I0606 13:30:32.198750 81 net.cpp:409] pool5/drop_s1_pool5/drop_s1_0_split -> pool5/drop_s1_pool5/drop_s1_0_split_0
  6402. I0606 13:30:32.198755 81 net.cpp:409] pool5/drop_s1_pool5/drop_s1_0_split -> pool5/drop_s1_pool5/drop_s1_0_split_1
  6403. I0606 13:30:32.198792 81 net.cpp:144] Setting up pool5/drop_s1_pool5/drop_s1_0_split
  6404. I0606 13:30:32.198799 81 net.cpp:151] Top shape: 2 1024 40 40 (3276800)
  6405. I0606 13:30:32.198803 81 net.cpp:151] Top shape: 2 1024 40 40 (3276800)
  6406. I0606 13:30:32.198807 81 net.cpp:159] Memory required for data: 1089289088
  6407. I0606 13:30:32.198809 81 layer_factory.hpp:77] Creating layer cvg/classifier
  6408. I0606 13:30:32.198817 81 net.cpp:94] Creating Layer cvg/classifier
  6409. I0606 13:30:32.198822 81 net.cpp:435] cvg/classifier <- pool5/drop_s1_pool5/drop_s1_0_split_0
  6410. I0606 13:30:32.198828 81 net.cpp:409] cvg/classifier -> cvg/classifier
  6411. I0606 13:30:32.199028 81 net.cpp:144] Setting up cvg/classifier
  6412. I0606 13:30:32.199033 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  6413. I0606 13:30:32.199035 81 net.cpp:159] Memory required for data: 1089301888
  6414. I0606 13:30:32.199040 81 layer_factory.hpp:77] Creating layer coverage/sig
  6415. I0606 13:30:32.199045 81 net.cpp:94] Creating Layer coverage/sig
  6416. I0606 13:30:32.199048 81 net.cpp:435] coverage/sig <- cvg/classifier
  6417. I0606 13:30:32.199054 81 net.cpp:409] coverage/sig -> coverage
  6418. I0606 13:30:32.199071 81 net.cpp:144] Setting up coverage/sig
  6419. I0606 13:30:32.199075 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  6420. I0606 13:30:32.199079 81 net.cpp:159] Memory required for data: 1089314688
  6421. I0606 13:30:32.199080 81 layer_factory.hpp:77] Creating layer coverage_coverage/sig_0_split
  6422. I0606 13:30:32.199086 81 net.cpp:94] Creating Layer coverage_coverage/sig_0_split
  6423. I0606 13:30:32.199090 81 net.cpp:435] coverage_coverage/sig_0_split <- coverage
  6424. I0606 13:30:32.199100 81 net.cpp:409] coverage_coverage/sig_0_split -> coverage_coverage/sig_0_split_0
  6425. I0606 13:30:32.199105 81 net.cpp:409] coverage_coverage/sig_0_split -> coverage_coverage/sig_0_split_1
  6426. I0606 13:30:32.199142 81 net.cpp:144] Setting up coverage_coverage/sig_0_split
  6427. I0606 13:30:32.199148 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  6428. I0606 13:30:32.199152 81 net.cpp:151] Top shape: 2 1 40 40 (3200)
  6429. I0606 13:30:32.199156 81 net.cpp:159] Memory required for data: 1089340288
  6430. I0606 13:30:32.199157 81 layer_factory.hpp:77] Creating layer bbox/regressor
  6431. I0606 13:30:32.199164 81 net.cpp:94] Creating Layer bbox/regressor
  6432. I0606 13:30:32.199168 81 net.cpp:435] bbox/regressor <- pool5/drop_s1_pool5/drop_s1_0_split_1
  6433. I0606 13:30:32.199174 81 net.cpp:409] bbox/regressor -> bboxes
  6434. I0606 13:30:32.199383 81 net.cpp:144] Setting up bbox/regressor
  6435. I0606 13:30:32.199388 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  6436. I0606 13:30:32.199391 81 net.cpp:159] Memory required for data: 1089391488
  6437. I0606 13:30:32.199395 81 layer_factory.hpp:77] Creating layer bboxes_bbox/regressor_0_split
  6438. I0606 13:30:32.199399 81 net.cpp:94] Creating Layer bboxes_bbox/regressor_0_split
  6439. I0606 13:30:32.199403 81 net.cpp:435] bboxes_bbox/regressor_0_split <- bboxes
  6440. I0606 13:30:32.199409 81 net.cpp:409] bboxes_bbox/regressor_0_split -> bboxes_bbox/regressor_0_split_0
  6441. I0606 13:30:32.199414 81 net.cpp:409] bboxes_bbox/regressor_0_split -> bboxes_bbox/regressor_0_split_1
  6442. I0606 13:30:32.199441 81 net.cpp:144] Setting up bboxes_bbox/regressor_0_split
  6443. I0606 13:30:32.199447 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  6444. I0606 13:30:32.199450 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  6445. I0606 13:30:32.199453 81 net.cpp:159] Memory required for data: 1089493888
  6446. I0606 13:30:32.199456 81 layer_factory.hpp:77] Creating layer bbox_mask
  6447. I0606 13:30:32.199460 81 net.cpp:94] Creating Layer bbox_mask
  6448. I0606 13:30:32.199463 81 net.cpp:435] bbox_mask <- bboxes_bbox/regressor_0_split_0
  6449. I0606 13:30:32.199467 81 net.cpp:435] bbox_mask <- coverage-block
  6450. I0606 13:30:32.199471 81 net.cpp:409] bbox_mask -> bboxes-masked
  6451. I0606 13:30:32.199489 81 net.cpp:144] Setting up bbox_mask
  6452. I0606 13:30:32.199494 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  6453. I0606 13:30:32.199496 81 net.cpp:159] Memory required for data: 1089545088
  6454. I0606 13:30:32.199499 81 layer_factory.hpp:77] Creating layer bbox-norm
  6455. I0606 13:30:32.199504 81 net.cpp:94] Creating Layer bbox-norm
  6456. I0606 13:30:32.199507 81 net.cpp:435] bbox-norm <- bboxes-masked
  6457. I0606 13:30:32.199512 81 net.cpp:435] bbox-norm <- size-block_size-block_0_split_1
  6458. I0606 13:30:32.199515 81 net.cpp:409] bbox-norm -> bboxes-masked-norm
  6459. I0606 13:30:32.199532 81 net.cpp:144] Setting up bbox-norm
  6460. I0606 13:30:32.199537 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  6461. I0606 13:30:32.199538 81 net.cpp:159] Memory required for data: 1089596288
  6462. I0606 13:30:32.199542 81 layer_factory.hpp:77] Creating layer bbox-obj-norm
  6463. I0606 13:30:32.199545 81 net.cpp:94] Creating Layer bbox-obj-norm
  6464. I0606 13:30:32.199548 81 net.cpp:435] bbox-obj-norm <- bboxes-masked-norm
  6465. I0606 13:30:32.199553 81 net.cpp:435] bbox-obj-norm <- obj-block_obj-block_0_split_1
  6466. I0606 13:30:32.199558 81 net.cpp:409] bbox-obj-norm -> bboxes-obj-masked-norm
  6467. I0606 13:30:32.199573 81 net.cpp:144] Setting up bbox-obj-norm
  6468. I0606 13:30:32.199576 81 net.cpp:151] Top shape: 2 4 40 40 (12800)
  6469. I0606 13:30:32.199579 81 net.cpp:159] Memory required for data: 1089647488
  6470. I0606 13:30:32.199582 81 layer_factory.hpp:77] Creating layer bbox_loss
  6471. I0606 13:30:32.199589 81 net.cpp:94] Creating Layer bbox_loss
  6472. I0606 13:30:32.199591 81 net.cpp:435] bbox_loss <- bboxes-obj-masked-norm
  6473. I0606 13:30:32.199595 81 net.cpp:435] bbox_loss <- bbox-obj-label-norm
  6474. I0606 13:30:32.199600 81 net.cpp:409] bbox_loss -> loss_bbox
  6475. I0606 13:30:32.199638 81 net.cpp:144] Setting up bbox_loss
  6476. I0606 13:30:32.199642 81 net.cpp:151] Top shape: (1)
  6477. I0606 13:30:32.199645 81 net.cpp:154] with loss weight 2
  6478. I0606 13:30:32.199663 81 net.cpp:159] Memory required for data: 1089647492
  6479. I0606 13:30:32.199666 81 layer_factory.hpp:77] Creating layer coverage_loss
  6480. I0606 13:30:32.199671 81 net.cpp:94] Creating Layer coverage_loss
  6481. I0606 13:30:32.199673 81 net.cpp:435] coverage_loss <- coverage_coverage/sig_0_split_0
  6482. I0606 13:30:32.199678 81 net.cpp:435] coverage_loss <- coverage-label_slice-label_4_split_0
  6483. I0606 13:30:32.199682 81 net.cpp:409] coverage_loss -> loss_coverage
  6484. I0606 13:30:32.199712 81 net.cpp:144] Setting up coverage_loss
  6485. I0606 13:30:32.199717 81 net.cpp:151] Top shape: (1)
  6486. I0606 13:30:32.199718 81 net.cpp:154] with loss weight 1
  6487. I0606 13:30:32.199723 81 net.cpp:159] Memory required for data: 1089647496
  6488. I0606 13:30:32.199725 81 layer_factory.hpp:77] Creating layer cluster
  6489. I0606 13:30:33.293624 81 net.cpp:94] Creating Layer cluster
  6490. I0606 13:30:33.293692 81 net.cpp:435] cluster <- coverage_coverage/sig_0_split_1
  6491. I0606 13:30:33.293735 81 net.cpp:435] cluster <- bboxes_bbox/regressor_0_split_1
  6492. I0606 13:30:33.293769 81 net.cpp:409] cluster -> bbox-list
  6493. I0606 13:30:33.294751 81 net.cpp:144] Setting up cluster
  6494. I0606 13:30:33.294786 81 net.cpp:151] Top shape: 2 50 5 (500)
  6495. I0606 13:30:33.294798 81 net.cpp:159] Memory required for data: 1089649496
  6496. I0606 13:30:33.294816 81 layer_factory.hpp:77] Creating layer cluster_gt
  6497. I0606 13:30:33.294898 81 net.cpp:94] Creating Layer cluster_gt
  6498. I0606 13:30:33.294919 81 net.cpp:435] cluster_gt <- coverage-label_slice-label_4_split_1
  6499. I0606 13:30:33.294941 81 net.cpp:435] cluster_gt <- bbox-label_slice-label_1_split_1
  6500. I0606 13:30:33.294963 81 net.cpp:409] cluster_gt -> bbox-list-label
  6501. I0606 13:30:33.295286 81 net.cpp:144] Setting up cluster_gt
  6502. I0606 13:30:33.295315 81 net.cpp:151] Top shape: 2 50 5 (500)
  6503. I0606 13:30:33.295327 81 net.cpp:159] Memory required for data: 1089651496
  6504. I0606 13:30:33.295339 81 layer_factory.hpp:77] Creating layer score
  6505. I0606 13:30:33.337539 81 net.cpp:94] Creating Layer score
  6506. I0606 13:30:33.337574 81 net.cpp:435] score <- bbox-list-label
  6507. I0606 13:30:33.337592 81 net.cpp:435] score <- bbox-list
  6508. I0606 13:30:33.337611 81 net.cpp:409] score -> bbox-list-scored
  6509. I0606 13:30:33.338151 81 net.cpp:144] Setting up score
  6510. I0606 13:30:33.338196 81 net.cpp:151] Top shape: 2 50 5 (500)
  6511. I0606 13:30:33.338212 81 net.cpp:159] Memory required for data: 1089653496
  6512. I0606 13:30:33.338229 81 layer_factory.hpp:77] Creating layer mAP
  6513. I0606 13:30:33.338310 81 net.cpp:94] Creating Layer mAP
  6514. I0606 13:30:33.338325 81 net.cpp:435] mAP <- bbox-list-scored
  6515. I0606 13:30:33.338346 81 net.cpp:409] mAP -> mAP
  6516. I0606 13:30:33.338379 81 net.cpp:409] mAP -> precision
  6517. I0606 13:30:33.338404 81 net.cpp:409] mAP -> recall
  6518. I0606 13:30:33.338609 81 net.cpp:144] Setting up mAP
  6519. I0606 13:30:33.338629 81 net.cpp:151] Top shape: 1 (1)
  6520. I0606 13:30:33.338641 81 net.cpp:151] Top shape: 1 (1)
  6521. I0606 13:30:33.338652 81 net.cpp:151] Top shape: 1 (1)
  6522. I0606 13:30:33.338662 81 net.cpp:159] Memory required for data: 1089653508
  6523. I0606 13:30:33.338675 81 net.cpp:222] mAP does not need backward computation.
  6524. I0606 13:30:33.338685 81 net.cpp:222] score does not need backward computation.
  6525. I0606 13:30:33.338696 81 net.cpp:222] cluster_gt does not need backward computation.
  6526. I0606 13:30:33.338721 81 net.cpp:222] cluster does not need backward computation.
  6527. I0606 13:30:33.338737 81 net.cpp:220] coverage_loss needs backward computation.
  6528. I0606 13:30:33.338748 81 net.cpp:220] bbox_loss needs backward computation.
  6529. I0606 13:30:33.338769 81 net.cpp:220] bbox-obj-norm needs backward computation.
  6530. I0606 13:30:33.338786 81 net.cpp:220] bbox-norm needs backward computation.
  6531. I0606 13:30:33.338802 81 net.cpp:220] bbox_mask needs backward computation.
  6532. I0606 13:30:33.338819 81 net.cpp:220] bboxes_bbox/regressor_0_split needs backward computation.
  6533. I0606 13:30:33.338830 81 net.cpp:220] bbox/regressor needs backward computation.
  6534. I0606 13:30:33.338845 81 net.cpp:220] coverage_coverage/sig_0_split needs backward computation.
  6535. I0606 13:30:33.338888 81 net.cpp:220] coverage/sig needs backward computation.
  6536. I0606 13:30:33.338904 81 net.cpp:220] cvg/classifier needs backward computation.
  6537. I0606 13:30:33.338917 81 net.cpp:220] pool5/drop_s1_pool5/drop_s1_0_split needs backward computation.
  6538. I0606 13:30:33.338929 81 net.cpp:220] pool5/drop_s1 needs backward computation.
  6539. I0606 13:30:33.338944 81 net.cpp:220] inception_5b/output needs backward computation.
  6540. I0606 13:30:33.338968 81 net.cpp:220] inception_5b/relu_pool_proj needs backward computation.
  6541. I0606 13:30:33.338979 81 net.cpp:220] inception_5b/pool_proj needs backward computation.
  6542. I0606 13:30:33.338992 81 net.cpp:220] inception_5b/pool needs backward computation.
  6543. I0606 13:30:33.339007 81 net.cpp:220] inception_5b/relu_5x5 needs backward computation.
  6544. I0606 13:30:33.339018 81 net.cpp:220] inception_5b/5x5 needs backward computation.
  6545. I0606 13:30:33.339032 81 net.cpp:220] inception_5b/relu_5x5_reduce needs backward computation.
  6546. I0606 13:30:33.339043 81 net.cpp:220] inception_5b/5x5_reduce needs backward computation.
  6547. I0606 13:30:33.339057 81 net.cpp:220] inception_5b/relu_3x3 needs backward computation.
  6548. I0606 13:30:33.339068 81 net.cpp:220] inception_5b/3x3 needs backward computation.
  6549. I0606 13:30:33.339082 81 net.cpp:220] inception_5b/relu_3x3_reduce needs backward computation.
  6550. I0606 13:30:33.339093 81 net.cpp:220] inception_5b/3x3_reduce needs backward computation.
  6551. I0606 13:30:33.339105 81 net.cpp:220] inception_5b/relu_1x1 needs backward computation.
  6552. I0606 13:30:33.339115 81 net.cpp:220] inception_5b/1x1 needs backward computation.
  6553. I0606 13:30:33.339144 81 net.cpp:220] inception_5a/output_inception_5a/output_0_split needs backward computation.
  6554. I0606 13:30:33.339156 81 net.cpp:220] inception_5a/output needs backward computation.
  6555. I0606 13:30:33.339176 81 net.cpp:220] inception_5a/relu_pool_proj needs backward computation.
  6556. I0606 13:30:33.339187 81 net.cpp:220] inception_5a/pool_proj needs backward computation.
  6557. I0606 13:30:33.339201 81 net.cpp:220] inception_5a/pool needs backward computation.
  6558. I0606 13:30:33.339216 81 net.cpp:220] inception_5a/relu_5x5 needs backward computation.
  6559. I0606 13:30:33.339226 81 net.cpp:220] inception_5a/5x5 needs backward computation.
  6560. I0606 13:30:33.339241 81 net.cpp:220] inception_5a/relu_5x5_reduce needs backward computation.
  6561. I0606 13:30:33.339252 81 net.cpp:220] inception_5a/5x5_reduce needs backward computation.
  6562. I0606 13:30:33.339267 81 net.cpp:220] inception_5a/relu_3x3 needs backward computation.
  6563. I0606 13:30:33.339277 81 net.cpp:220] inception_5a/3x3 needs backward computation.
  6564. I0606 13:30:33.339288 81 net.cpp:220] inception_5a/relu_3x3_reduce needs backward computation.
  6565. I0606 13:30:33.339298 81 net.cpp:220] inception_5a/3x3_reduce needs backward computation.
  6566. I0606 13:30:33.339309 81 net.cpp:220] inception_5a/relu_1x1 needs backward computation.
  6567. I0606 13:30:33.339320 81 net.cpp:220] inception_5a/1x1 needs backward computation.
  6568. I0606 13:30:33.339330 81 net.cpp:220] inception_4e/output_inception_4e/output_0_split needs backward computation.
  6569. I0606 13:30:33.339344 81 net.cpp:220] inception_4e/output needs backward computation.
  6570. I0606 13:30:33.339367 81 net.cpp:220] inception_4e/relu_pool_proj needs backward computation.
  6571. I0606 13:30:33.339377 81 net.cpp:220] inception_4e/pool_proj needs backward computation.
  6572. I0606 13:30:33.339388 81 net.cpp:220] inception_4e/pool needs backward computation.
  6573. I0606 13:30:33.339399 81 net.cpp:220] inception_4e/relu_5x5 needs backward computation.
  6574. I0606 13:30:33.339409 81 net.cpp:220] inception_4e/5x5 needs backward computation.
  6575. I0606 13:30:33.339423 81 net.cpp:220] inception_4e/relu_5x5_reduce needs backward computation.
  6576. I0606 13:30:33.339433 81 net.cpp:220] inception_4e/5x5_reduce needs backward computation.
  6577. I0606 13:30:33.339447 81 net.cpp:220] inception_4e/relu_3x3 needs backward computation.
  6578. I0606 13:30:33.339457 81 net.cpp:220] inception_4e/3x3 needs backward computation.
  6579. I0606 13:30:33.339488 81 net.cpp:220] inception_4e/relu_3x3_reduce needs backward computation.
  6580. I0606 13:30:33.339499 81 net.cpp:220] inception_4e/3x3_reduce needs backward computation.
  6581. I0606 13:30:33.339510 81 net.cpp:220] inception_4e/relu_1x1 needs backward computation.
  6582. I0606 13:30:33.339520 81 net.cpp:220] inception_4e/1x1 needs backward computation.
  6583. I0606 13:30:33.339531 81 net.cpp:220] inception_4d/output_inception_4d/output_0_split needs backward computation.
  6584. I0606 13:30:33.339542 81 net.cpp:220] inception_4d/output needs backward computation.
  6585. I0606 13:30:33.339561 81 net.cpp:220] inception_4d/relu_pool_proj needs backward computation.
  6586. I0606 13:30:33.339571 81 net.cpp:220] inception_4d/pool_proj needs backward computation.
  6587. I0606 13:30:33.339586 81 net.cpp:220] inception_4d/pool needs backward computation.
  6588. I0606 13:30:33.339612 81 net.cpp:220] inception_4d/relu_5x5 needs backward computation.
  6589. I0606 13:30:33.339622 81 net.cpp:220] inception_4d/5x5 needs backward computation.
  6590. I0606 13:30:33.339635 81 net.cpp:220] inception_4d/relu_5x5_reduce needs backward computation.
  6591. I0606 13:30:33.339645 81 net.cpp:220] inception_4d/5x5_reduce needs backward computation.
  6592. I0606 13:30:33.339655 81 net.cpp:220] inception_4d/relu_3x3 needs backward computation.
  6593. I0606 13:30:33.339665 81 net.cpp:220] inception_4d/3x3 needs backward computation.
  6594. I0606 13:30:33.339679 81 net.cpp:220] inception_4d/relu_3x3_reduce needs backward computation.
  6595. I0606 13:30:33.339689 81 net.cpp:220] inception_4d/3x3_reduce needs backward computation.
  6596. I0606 13:30:33.339699 81 net.cpp:220] inception_4d/relu_1x1 needs backward computation.
  6597. I0606 13:30:33.339709 81 net.cpp:220] inception_4d/1x1 needs backward computation.
  6598. I0606 13:30:33.339720 81 net.cpp:220] inception_4c/output_inception_4c/output_0_split needs backward computation.
  6599. I0606 13:30:33.339730 81 net.cpp:220] inception_4c/output needs backward computation.
  6600. I0606 13:30:33.339751 81 net.cpp:220] inception_4c/relu_pool_proj needs backward computation.
  6601. I0606 13:30:33.339761 81 net.cpp:220] inception_4c/pool_proj needs backward computation.
  6602. I0606 13:30:33.339776 81 net.cpp:220] inception_4c/pool needs backward computation.
  6603. I0606 13:30:33.339787 81 net.cpp:220] inception_4c/relu_5x5 needs backward computation.
  6604. I0606 13:30:33.339797 81 net.cpp:220] inception_4c/5x5 needs backward computation.
  6605. I0606 13:30:33.339807 81 net.cpp:220] inception_4c/relu_5x5_reduce needs backward computation.
  6606. I0606 13:30:33.339817 81 net.cpp:220] inception_4c/5x5_reduce needs backward computation.
  6607. I0606 13:30:33.339830 81 net.cpp:220] inception_4c/relu_3x3 needs backward computation.
  6608. I0606 13:30:33.339840 81 net.cpp:220] inception_4c/3x3 needs backward computation.
  6609. I0606 13:30:33.339851 81 net.cpp:220] inception_4c/relu_3x3_reduce needs backward computation.
  6610. I0606 13:30:33.339861 81 net.cpp:220] inception_4c/3x3_reduce needs backward computation.
  6611. I0606 13:30:33.339872 81 net.cpp:220] inception_4c/relu_1x1 needs backward computation.
  6612. I0606 13:30:33.339882 81 net.cpp:220] inception_4c/1x1 needs backward computation.
  6613. I0606 13:30:33.339893 81 net.cpp:220] inception_4b/output_inception_4b/output_0_split needs backward computation.
  6614. I0606 13:30:33.339905 81 net.cpp:220] inception_4b/output needs backward computation.
  6615. I0606 13:30:33.339924 81 net.cpp:220] inception_4b/relu_pool_proj needs backward computation.
  6616. I0606 13:30:33.339936 81 net.cpp:220] inception_4b/pool_proj needs backward computation.
  6617. I0606 13:30:33.339946 81 net.cpp:220] inception_4b/pool needs backward computation.
  6618. I0606 13:30:33.339956 81 net.cpp:220] inception_4b/relu_5x5 needs backward computation.
  6619. I0606 13:30:33.339965 81 net.cpp:220] inception_4b/5x5 needs backward computation.
  6620. I0606 13:30:33.339977 81 net.cpp:220] inception_4b/relu_5x5_reduce needs backward computation.
  6621. I0606 13:30:33.339985 81 net.cpp:220] inception_4b/5x5_reduce needs backward computation.
  6622. I0606 13:30:33.339999 81 net.cpp:220] inception_4b/relu_3x3 needs backward computation.
  6623. I0606 13:30:33.340023 81 net.cpp:220] inception_4b/3x3 needs backward computation.
  6624. I0606 13:30:33.340034 81 net.cpp:220] inception_4b/relu_3x3_reduce needs backward computation.
  6625. I0606 13:30:33.340044 81 net.cpp:220] inception_4b/3x3_reduce needs backward computation.
  6626. I0606 13:30:33.340054 81 net.cpp:220] inception_4b/relu_1x1 needs backward computation.
  6627. I0606 13:30:33.340065 81 net.cpp:220] inception_4b/1x1 needs backward computation.
  6628. I0606 13:30:33.340075 81 net.cpp:220] inception_4a/output_inception_4a/output_0_split needs backward computation.
  6629. I0606 13:30:33.340085 81 net.cpp:220] inception_4a/output needs backward computation.
  6630. I0606 13:30:33.340109 81 net.cpp:220] inception_4a/relu_pool_proj needs backward computation.
  6631. I0606 13:30:33.340131 81 net.cpp:220] inception_4a/pool_proj needs backward computation.
  6632. I0606 13:30:33.340144 81 net.cpp:220] inception_4a/pool needs backward computation.
  6633. I0606 13:30:33.340159 81 net.cpp:220] inception_4a/relu_5x5 needs backward computation.
  6634. I0606 13:30:33.340170 81 net.cpp:220] inception_4a/5x5 needs backward computation.
  6635. I0606 13:30:33.340183 81 net.cpp:220] inception_4a/relu_5x5_reduce needs backward computation.
  6636. I0606 13:30:33.340194 81 net.cpp:220] inception_4a/5x5_reduce needs backward computation.
  6637. I0606 13:30:33.340205 81 net.cpp:220] inception_4a/relu_3x3 needs backward computation.
  6638. I0606 13:30:33.340215 81 net.cpp:220] inception_4a/3x3 needs backward computation.
  6639. I0606 13:30:33.340229 81 net.cpp:220] inception_4a/relu_3x3_reduce needs backward computation.
  6640. I0606 13:30:33.340240 81 net.cpp:220] inception_4a/3x3_reduce needs backward computation.
  6641. I0606 13:30:33.340250 81 net.cpp:220] inception_4a/relu_1x1 needs backward computation.
  6642. I0606 13:30:33.340260 81 net.cpp:220] inception_4a/1x1 needs backward computation.
  6643. I0606 13:30:33.340271 81 net.cpp:220] pool3/3x3_s2_pool3/3x3_s2_0_split needs backward computation.
  6644. I0606 13:30:33.340283 81 net.cpp:220] pool3/3x3_s2 needs backward computation.
  6645. I0606 13:30:33.340298 81 net.cpp:220] inception_3b/output needs backward computation.
  6646. I0606 13:30:33.340324 81 net.cpp:220] inception_3b/relu_pool_proj needs backward computation.
  6647. I0606 13:30:33.340335 81 net.cpp:220] inception_3b/pool_proj needs backward computation.
  6648. I0606 13:30:33.340349 81 net.cpp:220] inception_3b/pool needs backward computation.
  6649. I0606 13:30:33.340360 81 net.cpp:220] inception_3b/relu_5x5 needs backward computation.
  6650. I0606 13:30:33.340371 81 net.cpp:220] inception_3b/5x5 needs backward computation.
  6651. I0606 13:30:33.340384 81 net.cpp:220] inception_3b/relu_5x5_reduce needs backward computation.
  6652. I0606 13:30:33.340395 81 net.cpp:220] inception_3b/5x5_reduce needs backward computation.
  6653. I0606 13:30:33.340409 81 net.cpp:220] inception_3b/relu_3x3 needs backward computation.
  6654. I0606 13:30:33.340418 81 net.cpp:220] inception_3b/3x3 needs backward computation.
  6655. I0606 13:30:33.340430 81 net.cpp:220] inception_3b/relu_3x3_reduce needs backward computation.
  6656. I0606 13:30:33.340440 81 net.cpp:220] inception_3b/3x3_reduce needs backward computation.
  6657. I0606 13:30:33.340451 81 net.cpp:220] inception_3b/relu_1x1 needs backward computation.
  6658. I0606 13:30:33.340462 81 net.cpp:220] inception_3b/1x1 needs backward computation.
  6659. I0606 13:30:33.340476 81 net.cpp:220] inception_3a/output_inception_3a/output_0_split needs backward computation.
  6660. I0606 13:30:33.340494 81 net.cpp:220] inception_3a/output needs backward computation.
  6661. I0606 13:30:33.340512 81 net.cpp:220] inception_3a/relu_pool_proj needs backward computation.
  6662. I0606 13:30:33.340521 81 net.cpp:220] inception_3a/pool_proj needs backward computation.
  6663. I0606 13:30:33.340534 81 net.cpp:220] inception_3a/pool needs backward computation.
  6664. I0606 13:30:33.340548 81 net.cpp:220] inception_3a/relu_5x5 needs backward computation.
  6665. I0606 13:30:33.340559 81 net.cpp:220] inception_3a/5x5 needs backward computation.
  6666. I0606 13:30:33.340572 81 net.cpp:220] inception_3a/relu_5x5_reduce needs backward computation.
  6667. I0606 13:30:33.340600 81 net.cpp:220] inception_3a/5x5_reduce needs backward computation.
  6668. I0606 13:30:33.340612 81 net.cpp:220] inception_3a/relu_3x3 needs backward computation.
  6669. I0606 13:30:33.340622 81 net.cpp:220] inception_3a/3x3 needs backward computation.
  6670. I0606 13:30:33.340632 81 net.cpp:220] inception_3a/relu_3x3_reduce needs backward computation.
  6671. I0606 13:30:33.340642 81 net.cpp:220] inception_3a/3x3_reduce needs backward computation.
  6672. I0606 13:30:33.340653 81 net.cpp:220] inception_3a/relu_1x1 needs backward computation.
  6673. I0606 13:30:33.340663 81 net.cpp:220] inception_3a/1x1 needs backward computation.
  6674. I0606 13:30:33.340674 81 net.cpp:220] pool2/3x3_s2_pool2/3x3_s2_0_split needs backward computation.
  6675. I0606 13:30:33.340685 81 net.cpp:220] pool2/3x3_s2 needs backward computation.
  6676. I0606 13:30:33.340700 81 net.cpp:220] conv2/norm2 needs backward computation.
  6677. I0606 13:30:33.340715 81 net.cpp:220] conv2/relu_3x3 needs backward computation.
  6678. I0606 13:30:33.340728 81 net.cpp:220] conv2/3x3 needs backward computation.
  6679. I0606 13:30:33.340742 81 net.cpp:220] conv2/relu_3x3_reduce needs backward computation.
  6680. I0606 13:30:33.340754 81 net.cpp:220] conv2/3x3_reduce needs backward computation.
  6681. I0606 13:30:33.340764 81 net.cpp:220] pool1/norm1 needs backward computation.
  6682. I0606 13:30:33.340778 81 net.cpp:220] pool1/3x3_s2 needs backward computation.
  6683. I0606 13:30:33.340793 81 net.cpp:220] conv1/relu_7x7 needs backward computation.
  6684. I0606 13:30:33.340804 81 net.cpp:220] conv1/7x7_s2 needs backward computation.
  6685. I0606 13:30:33.340821 81 net.cpp:222] bb-obj-norm does not need backward computation.
  6686. I0606 13:30:33.340838 81 net.cpp:222] bb-label-norm does not need backward computation.
  6687. I0606 13:30:33.340855 81 net.cpp:222] obj-block_obj-block_0_split does not need backward computation.
  6688. I0606 13:30:33.340870 81 net.cpp:222] obj-block does not need backward computation.
  6689. I0606 13:30:33.340893 81 net.cpp:222] size-block_size-block_0_split does not need backward computation.
  6690. I0606 13:30:33.340909 81 net.cpp:222] size-block does not need backward computation.
  6691. I0606 13:30:33.340924 81 net.cpp:222] coverage-block does not need backward computation.
  6692. I0606 13:30:33.340947 81 net.cpp:222] coverage-label_slice-label_4_split does not need backward computation.
  6693. I0606 13:30:33.340965 81 net.cpp:222] obj-label_slice-label_3_split does not need backward computation.
  6694. I0606 13:30:33.340981 81 net.cpp:222] size-label_slice-label_2_split does not need backward computation.
  6695. I0606 13:30:33.340999 81 net.cpp:222] bbox-label_slice-label_1_split does not need backward computation.
  6696. I0606 13:30:33.341015 81 net.cpp:222] foreground-label_slice-label_0_split does not need backward computation.
  6697. I0606 13:30:33.341033 81 net.cpp:222] slice-label does not need backward computation.
  6698. I0606 13:30:33.341047 81 net.cpp:222] val_transform does not need backward computation.
  6699. I0606 13:30:33.341064 81 net.cpp:222] val_label does not need backward computation.
  6700. I0606 13:30:33.341075 81 net.cpp:222] val_data does not need backward computation.
  6701. I0606 13:30:33.341084 81 net.cpp:264] This network produces output loss_bbox
  6702. I0606 13:30:33.341095 81 net.cpp:264] This network produces output loss_coverage
  6703. I0606 13:30:33.341107 81 net.cpp:264] This network produces output mAP
  6704. I0606 13:30:33.341130 81 net.cpp:264] This network produces output precision
  6705. I0606 13:30:33.341140 81 net.cpp:264] This network produces output recall
  6706. I0606 13:30:33.341706 81 net.cpp:284] Network initialization done.
  6707. I0606 13:30:33.343586 81 solver.cpp:60] Solver scaffolding done.
  6708. I0606 13:30:33.361510 81 caffe.cpp:135] Finetuning from /home/lorenzo/DIGITS_workspace/pretrainedModels/bvlc_googlenet.caffemodel
  6709. I0606 13:30:34.380170 81 upgrade_proto.cpp:52] Attempting to upgrade input file specified using deprecated V1LayerParameter: /home/lorenzo/DIGITS_workspace/pretrainedModels/bvlc_googlenet.caffemodel
  6710. I0606 13:30:34.456189 81 upgrade_proto.cpp:60] Successfully upgraded file specified using deprecated V1LayerParameter
  6711. I0606 13:30:34.457448 81 net.cpp:791] Ignoring source layer data
  6712. I0606 13:30:34.457468 81 net.cpp:791] Ignoring source layer label_data_1_split
  6713. I0606 13:30:34.458536 81 net.cpp:791] Ignoring source layer loss1/ave_pool
  6714. I0606 13:30:34.458549 81 net.cpp:791] Ignoring source layer loss1/conv
  6715. I0606 13:30:34.458554 81 net.cpp:791] Ignoring source layer loss1/relu_conv
  6716. I0606 13:30:34.458559 81 net.cpp:791] Ignoring source layer loss1/fc
  6717. I0606 13:30:34.458564 81 net.cpp:791] Ignoring source layer loss1/relu_fc
  6718. I0606 13:30:34.458570 81 net.cpp:791] Ignoring source layer loss1/drop_fc
  6719. I0606 13:30:34.458575 81 net.cpp:791] Ignoring source layer loss1/classifier
  6720. I0606 13:30:34.458580 81 net.cpp:791] Ignoring source layer loss1/loss
  6721. I0606 13:30:34.460093 81 net.cpp:791] Ignoring source layer loss2/ave_pool
  6722. I0606 13:30:34.460109 81 net.cpp:791] Ignoring source layer loss2/conv
  6723. I0606 13:30:34.460114 81 net.cpp:791] Ignoring source layer loss2/relu_conv
  6724. I0606 13:30:34.460127 81 net.cpp:791] Ignoring source layer loss2/fc
  6725. I0606 13:30:34.460132 81 net.cpp:791] Ignoring source layer loss2/relu_fc
  6726. I0606 13:30:34.460137 81 net.cpp:791] Ignoring source layer loss2/drop_fc
  6727. I0606 13:30:34.460142 81 net.cpp:791] Ignoring source layer loss2/classifier
  6728. I0606 13:30:34.460147 81 net.cpp:791] Ignoring source layer loss2/loss
  6729. I0606 13:30:34.460880 81 net.cpp:791] Ignoring source layer pool4/3x3_s2
  6730. I0606 13:30:34.460889 81 net.cpp:791] Ignoring source layer pool4/3x3_s2_pool4/3x3_s2_0_split
  6731. I0606 13:30:34.463273 81 net.cpp:791] Ignoring source layer pool5/7x7_s1
  6732. I0606 13:30:34.463284 81 net.cpp:791] Ignoring source layer pool5/drop_7x7_s1
  6733. I0606 13:30:34.463290 81 net.cpp:791] Ignoring source layer loss3/classifier
  6734. I0606 13:30:34.463295 81 net.cpp:791] Ignoring source layer loss3/loss3
  6735. I0606 13:30:34.513697 81 upgrade_proto.cpp:52] Attempting to upgrade input file specified using deprecated V1LayerParameter: /home/lorenzo/DIGITS_workspace/pretrainedModels/bvlc_googlenet.caffemodel
  6736. I0606 13:30:34.574493 81 upgrade_proto.cpp:60] Successfully upgraded file specified using deprecated V1LayerParameter
  6737. I0606 13:30:34.574651 81 net.cpp:791] Ignoring source layer data
  6738. I0606 13:30:34.574656 81 net.cpp:791] Ignoring source layer label_data_1_split
  6739. I0606 13:30:34.575655 81 net.cpp:791] Ignoring source layer loss1/ave_pool
  6740. I0606 13:30:34.575664 81 net.cpp:791] Ignoring source layer loss1/conv
  6741. I0606 13:30:34.575667 81 net.cpp:791] Ignoring source layer loss1/relu_conv
  6742. I0606 13:30:34.575670 81 net.cpp:791] Ignoring source layer loss1/fc
  6743. I0606 13:30:34.575675 81 net.cpp:791] Ignoring source layer loss1/relu_fc
  6744. I0606 13:30:34.575677 81 net.cpp:791] Ignoring source layer loss1/drop_fc
  6745. I0606 13:30:34.575681 81 net.cpp:791] Ignoring source layer loss1/classifier
  6746. I0606 13:30:34.575685 81 net.cpp:791] Ignoring source layer loss1/loss
  6747. I0606 13:30:34.577075 81 net.cpp:791] Ignoring source layer loss2/ave_pool
  6748. I0606 13:30:34.577083 81 net.cpp:791] Ignoring source layer loss2/conv
  6749. I0606 13:30:34.577087 81 net.cpp:791] Ignoring source layer loss2/relu_conv
  6750. I0606 13:30:34.577091 81 net.cpp:791] Ignoring source layer loss2/fc
  6751. I0606 13:30:34.577095 81 net.cpp:791] Ignoring source layer loss2/relu_fc
  6752. I0606 13:30:34.577098 81 net.cpp:791] Ignoring source layer loss2/drop_fc
  6753. I0606 13:30:34.577101 81 net.cpp:791] Ignoring source layer loss2/classifier
  6754. I0606 13:30:34.577105 81 net.cpp:791] Ignoring source layer loss2/loss
  6755. I0606 13:30:34.577810 81 net.cpp:791] Ignoring source layer pool4/3x3_s2
  6756. I0606 13:30:34.577821 81 net.cpp:791] Ignoring source layer pool4/3x3_s2_pool4/3x3_s2_0_split
  6757. I0606 13:30:34.579690 81 net.cpp:791] Ignoring source layer pool5/7x7_s1
  6758. I0606 13:30:34.579700 81 net.cpp:791] Ignoring source layer pool5/drop_7x7_s1
  6759. I0606 13:30:34.579704 81 net.cpp:791] Ignoring source layer loss3/classifier
  6760. I0606 13:30:34.579707 81 net.cpp:791] Ignoring source layer loss3/loss3
  6761. I0606 13:30:34.586869 81 caffe.cpp:231] Starting Optimization
  6762. I0606 13:30:34.586910 81 solver.cpp:304] Solving
  6763. I0606 13:30:34.586915 81 solver.cpp:305] Learning Rate Policy: exp
  6764. I0606 13:30:34.594110 81 solver.cpp:362] Iteration 0, Testing net (#0)
  6765. I0606 13:30:34.594136 81 net.cpp:723] Ignoring source layer train_data
  6766. I0606 13:30:34.594141 81 net.cpp:723] Ignoring source layer train_label
  6767. I0606 13:30:34.594144 81 net.cpp:723] Ignoring source layer train_transform
  6768. F0606 13:30:34.624644 81 pooling_layer.cu:212] Check failed: error == cudaSuccess (8 vs. 0) invalid device function
  6769. *** Check failure stack trace: ***
  6770. @ 0x7fbd4eda7daa (unknown)
  6771. @ 0x7fbd4eda7ce4 (unknown)
  6772. @ 0x7fbd4eda76e6 (unknown)
  6773. @ 0x7fbd4edaa687 (unknown)
  6774. @ 0x7fbd4f519320 caffe::PoolingLayer<>::Forward_gpu()
  6775. @ 0x7fbd4f31d218 caffe::Net<>::ForwardFromTo()
  6776. @ 0x7fbd4f31d597 caffe::Net<>::Forward()
  6777. @ 0x7fbd4f4bb8ea caffe::Solver<>::Test()
  6778. @ 0x7fbd4f4bc16e caffe::Solver<>::TestAll()
  6779. @ 0x7fbd4f4be73d caffe::Solver<>::Step()
  6780. @ 0x7fbd4f4bf0fe caffe::Solver<>::Solve()
  6781. @ 0x40af75 train()
  6782. @ 0x4086bc main
  6783. @ 0x7fbd4d89ef45 (unknown)
  6784. @ 0x408e8d (unknown)
  6785. @ (nil) (unknown)
Advertisement
Add Comment
Please, Sign In to add comment
Advertisement
Public Pastes
Advertisement
We use cookies for various purposes including analytics. By continuing to use Pastebin, you agree to our use of cookies as described in the Cookies Policy.  OK, I Understand
Not a member of Pastebin yet?
Sign Up, it unlocks many cool features!