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