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train_gating_tsn.py
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import numpy as np
# The caffe module needs to be on the Python path;
# we'll add it here explicitly.
import sys
caffe_root = '/home/zjg/tsncaffe/temporal-segment-networks/lib/caffe-action/' # this file should be run from {caffe_root}/examples (otherwise change this line)
sys.path.insert(0, caffe_root + 'python')
import caffe
import os
# If you get "No module named _caffe", either you have not built pycaffe or you have the wrong path.
caffe.set_device(0)
caffe.set_mode_gpu()
model_def_flow_base = '/home/zjg/tsncaffe/temporal-segment-networks/models/ucf101/tsn_bn_inception_flow_deploy.prototxt'
model_weights_flow_base = '/home/zjg/tsncaffe/temporal-segment-networks/models/ucf101_split1_tsn_flow_bn_inception_iter_18000.caffemodel'
net_flow_base = caffe.Net(model_def_flow_base, # defines the structure of the model
model_weights_flow_base, # contains the trained weights
caffe.TEST) # use test mode (e.g., don't perform dropout)
model_def_rgb_base = '/home/zjg/tsncaffe/temporal-segment-networks/models/ucf101/tsn_bn_inception_rgb_deploy.prototxt'
model_weights_rgb_base = '/home/zjg/tsncaffe/temporal-segment-networks/models/ucf101_split1_tsn_rgb_bn_inception_iter_3500.caffemodel'
net_rgb_base = caffe.Net(model_def_rgb_base, # defines the structure of the model
model_weights_rgb_base, # contains the trained weights
caffe.TEST) # use test mode (e.g., don't perform dropout)
solver = caffe.get_solver('/home/zjg/tsncaffe/temporal-segment-networks/models/ucf101/gating_tsn_solver.prototxt')
#####################flow network init####################
####################################### conv1 #######################################
solver.net.params['flow_conv1/7x7_s2'][0].data[:] = np.copy( net_flow_base.params['conv1/7x7_s2'][0].data[:] )
solver.net.params['flow_conv1/7x7_s2'][1].data[:] = np.copy( net_flow_base.params['conv1/7x7_s2'][1].data[:] )
solver.net.params['flow_conv1/7x7_s2_bn'][0].data[:] = np.copy( net_flow_base.params['conv1/7x7_s2_bn'][0].data[:] )
solver.net.params['flow_conv1/7x7_s2_bn'][1].data[:] = np.copy( net_flow_base.params['conv1/7x7_s2_bn'][1].data[:] )
####################################### conv2 #######################################
solver.net.params['flow_conv2/3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['conv2/3x3_reduce'][0].data[:] )
solver.net.params['flow_conv2/3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['conv2/3x3_reduce'][1].data[:] )
solver.net.params['flow_conv2/3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['conv2/3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_conv2/3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['conv2/3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_conv2/3x3'][0].data[:] = np.copy( net_flow_base.params['conv2/3x3'][0].data[:] )
solver.net.params['flow_conv2/3x3'][1].data[:] = np.copy( net_flow_base.params['conv2/3x3'][1].data[:] )
solver.net.params['flow_conv2/3x3_bn'][0].data[:] = np.copy( net_flow_base.params['conv2/3x3_bn'][0].data[:] )
solver.net.params['flow_conv2/3x3_bn'][1].data[:] = np.copy( net_flow_base.params['conv2/3x3_bn'][1].data[:] )
####################################### inception_3a #######################################
solver.net.params['flow_inception_3a/1x1'][0].data[:] = np.copy( net_flow_base.params['inception_3a/1x1'][0].data[:] )
solver.net.params['flow_inception_3a/1x1'][1].data[:] = np.copy( net_flow_base.params['inception_3a/1x1'][1].data[:] )
solver.net.params['flow_inception_3a/1x1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3a/1x1_bn'][0].data[:] )
solver.net.params['flow_inception_3a/1x1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3a/1x1_bn'][1].data[:] )
solver.net.params['flow_inception_3a/3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_3a/3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_3a/3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_3a/3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_3a/3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3a/3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_3a/3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3a/3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_3a/3x3'][0].data[:] = np.copy( net_flow_base.params['inception_3a/3x3'][0].data[:] )
solver.net.params['flow_inception_3a/3x3'][1].data[:] = np.copy( net_flow_base.params['inception_3a/3x3'][1].data[:] )
solver.net.params['flow_inception_3a/3x3_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3a/3x3_bn'][0].data[:] )
solver.net.params['flow_inception_3a/3x3_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3a/3x3_bn'][1].data[:] )
solver.net.params['flow_inception_3a/double_3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_3a/double_3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_3a/double_3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_3a/double_3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_3a/double_3x3_1'][0].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_1'][0].data[:] )
solver.net.params['flow_inception_3a/double_3x3_1'][1].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_1'][1].data[:] )
solver.net.params['flow_inception_3a/double_3x3_1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_1_bn'][0].data[:] )
solver.net.params['flow_inception_3a/double_3x3_1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_1_bn'][1].data[:] )
solver.net.params['flow_inception_3a/double_3x3_2'][0].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_2'][0].data[:] )
solver.net.params['flow_inception_3a/double_3x3_2'][1].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_2'][1].data[:] )
solver.net.params['flow_inception_3a/double_3x3_2_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_2_bn'][0].data[:] )
solver.net.params['flow_inception_3a/double_3x3_2_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3a/double_3x3_2_bn'][1].data[:] )
solver.net.params['flow_inception_3a/pool_proj'][0].data[:] = np.copy( net_flow_base.params['inception_3a/pool_proj'][0].data[:] )
solver.net.params['flow_inception_3a/pool_proj'][1].data[:] = np.copy( net_flow_base.params['inception_3a/pool_proj'][1].data[:] )
solver.net.params['flow_inception_3a/pool_proj_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3a/pool_proj_bn'][0].data[:] )
solver.net.params['flow_inception_3a/pool_proj_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3a/pool_proj_bn'][1].data[:] )
####################################### inception_3b #######################################
solver.net.params['flow_inception_3b/1x1'][0].data[:] = np.copy( net_flow_base.params['inception_3b/1x1'][0].data[:] )
solver.net.params['flow_inception_3b/1x1'][1].data[:] = np.copy( net_flow_base.params['inception_3b/1x1'][1].data[:] )
solver.net.params['flow_inception_3b/1x1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3b/1x1_bn'][0].data[:] )
solver.net.params['flow_inception_3b/1x1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3b/1x1_bn'][1].data[:] )
solver.net.params['flow_inception_3b/3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_3b/3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_3b/3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_3b/3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_3b/3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3b/3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_3b/3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3b/3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_3b/3x3'][0].data[:] = np.copy( net_flow_base.params['inception_3b/3x3'][0].data[:] )
solver.net.params['flow_inception_3b/3x3'][1].data[:] = np.copy( net_flow_base.params['inception_3b/3x3'][1].data[:] )
solver.net.params['flow_inception_3b/3x3_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3b/3x3_bn'][0].data[:] )
solver.net.params['flow_inception_3b/3x3_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3b/3x3_bn'][1].data[:] )
solver.net.params['flow_inception_3b/double_3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_3b/double_3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_3b/double_3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_3b/double_3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_3b/double_3x3_1'][0].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_1'][0].data[:] )
solver.net.params['flow_inception_3b/double_3x3_1'][1].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_1'][1].data[:] )
solver.net.params['flow_inception_3b/double_3x3_1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_1_bn'][0].data[:] )
solver.net.params['flow_inception_3b/double_3x3_1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_1_bn'][1].data[:] )
solver.net.params['flow_inception_3b/double_3x3_2'][0].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_2'][0].data[:] )
solver.net.params['flow_inception_3b/double_3x3_2'][1].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_2'][1].data[:] )
solver.net.params['flow_inception_3b/double_3x3_2_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_2_bn'][0].data[:] )
solver.net.params['flow_inception_3b/double_3x3_2_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3b/double_3x3_2_bn'][1].data[:] )
solver.net.params['flow_inception_3b/pool_proj'][0].data[:] = np.copy( net_flow_base.params['inception_3b/pool_proj'][0].data[:] )
solver.net.params['flow_inception_3b/pool_proj'][1].data[:] = np.copy( net_flow_base.params['inception_3b/pool_proj'][1].data[:] )
solver.net.params['flow_inception_3b/pool_proj_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3b/pool_proj_bn'][0].data[:] )
solver.net.params['flow_inception_3b/pool_proj_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3b/pool_proj_bn'][1].data[:] )
####################################### inception_3c #######################################
solver.net.params['flow_inception_3c/3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_3c/3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_3c/3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_3c/3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_3c/3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3c/3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_3c/3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3c/3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_3c/3x3'][0].data[:] = np.copy( net_flow_base.params['inception_3c/3x3'][0].data[:] )
solver.net.params['flow_inception_3c/3x3'][1].data[:] = np.copy( net_flow_base.params['inception_3c/3x3'][1].data[:] )
solver.net.params['flow_inception_3c/3x3_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3c/3x3_bn'][0].data[:] )
solver.net.params['flow_inception_3c/3x3_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3c/3x3_bn'][1].data[:] )
solver.net.params['flow_inception_3c/double_3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_3c/double_3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_3c/double_3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_3c/double_3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_3c/double_3x3_1'][0].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_1'][0].data[:] )
solver.net.params['flow_inception_3c/double_3x3_1'][1].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_1'][1].data[:] )
solver.net.params['flow_inception_3c/double_3x3_1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_1_bn'][0].data[:] )
solver.net.params['flow_inception_3c/double_3x3_1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_1_bn'][1].data[:] )
solver.net.params['flow_inception_3c/double_3x3_2'][0].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_2'][0].data[:] )
solver.net.params['flow_inception_3c/double_3x3_2'][1].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_2'][1].data[:] )
solver.net.params['flow_inception_3c/double_3x3_2_bn'][0].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_2_bn'][0].data[:] )
solver.net.params['flow_inception_3c/double_3x3_2_bn'][1].data[:] = np.copy( net_flow_base.params['inception_3c/double_3x3_2_bn'][1].data[:] )
####################################### inception_4a #######################################
solver.net.params['flow_inception_4a/1x1'][0].data[:] = np.copy( net_flow_base.params['inception_4a/1x1'][0].data[:] )
solver.net.params['flow_inception_4a/1x1'][1].data[:] = np.copy( net_flow_base.params['inception_4a/1x1'][1].data[:] )
solver.net.params['flow_inception_4a/1x1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4a/1x1_bn'][0].data[:] )
solver.net.params['flow_inception_4a/1x1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4a/1x1_bn'][1].data[:] )
solver.net.params['flow_inception_4a/3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_4a/3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_4a/3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_4a/3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_4a/3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4a/3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_4a/3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4a/3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_4a/3x3'][0].data[:] = np.copy( net_flow_base.params['inception_4a/3x3'][0].data[:] )
solver.net.params['flow_inception_4a/3x3'][1].data[:] = np.copy( net_flow_base.params['inception_4a/3x3'][1].data[:] )
solver.net.params['flow_inception_4a/3x3_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4a/3x3_bn'][0].data[:] )
solver.net.params['flow_inception_4a/3x3_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4a/3x3_bn'][1].data[:] )
solver.net.params['flow_inception_4a/double_3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_4a/double_3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_4a/double_3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_4a/double_3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_4a/double_3x3_1'][0].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_1'][0].data[:] )
solver.net.params['flow_inception_4a/double_3x3_1'][1].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_1'][1].data[:] )
solver.net.params['flow_inception_4a/double_3x3_1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_1_bn'][0].data[:] )
solver.net.params['flow_inception_4a/double_3x3_1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_1_bn'][1].data[:] )
solver.net.params['flow_inception_4a/double_3x3_2'][0].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_2'][0].data[:] )
solver.net.params['flow_inception_4a/double_3x3_2'][1].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_2'][1].data[:] )
solver.net.params['flow_inception_4a/double_3x3_2_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_2_bn'][0].data[:] )
solver.net.params['flow_inception_4a/double_3x3_2_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4a/double_3x3_2_bn'][1].data[:] )
solver.net.params['flow_inception_4a/pool_proj'][0].data[:] = np.copy( net_flow_base.params['inception_4a/pool_proj'][0].data[:] )
solver.net.params['flow_inception_4a/pool_proj'][1].data[:] = np.copy( net_flow_base.params['inception_4a/pool_proj'][1].data[:] )
solver.net.params['flow_inception_4a/pool_proj_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4a/pool_proj_bn'][0].data[:] )
solver.net.params['flow_inception_4a/pool_proj_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4a/pool_proj_bn'][1].data[:] )
####################################### inception_4b #######################################
solver.net.params['flow_inception_4b/1x1'][0].data[:] = np.copy( net_flow_base.params['inception_4b/1x1'][0].data[:] )
solver.net.params['flow_inception_4b/1x1'][1].data[:] = np.copy( net_flow_base.params['inception_4b/1x1'][1].data[:] )
solver.net.params['flow_inception_4b/1x1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4b/1x1_bn'][0].data[:] )
solver.net.params['flow_inception_4b/1x1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4b/1x1_bn'][1].data[:] )
solver.net.params['flow_inception_4b/3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_4b/3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_4b/3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_4b/3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_4b/3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4b/3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_4b/3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4b/3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_4b/3x3'][0].data[:] = np.copy( net_flow_base.params['inception_4b/3x3'][0].data[:] )
solver.net.params['flow_inception_4b/3x3'][1].data[:] = np.copy( net_flow_base.params['inception_4b/3x3'][1].data[:] )
solver.net.params['flow_inception_4b/3x3_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4b/3x3_bn'][0].data[:] )
solver.net.params['flow_inception_4b/3x3_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4b/3x3_bn'][1].data[:] )
solver.net.params['flow_inception_4b/double_3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_4b/double_3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_4b/double_3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_4b/double_3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_4b/double_3x3_1'][0].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_1'][0].data[:] )
solver.net.params['flow_inception_4b/double_3x3_1'][1].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_1'][1].data[:] )
solver.net.params['flow_inception_4b/double_3x3_1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_1_bn'][0].data[:] )
solver.net.params['flow_inception_4b/double_3x3_1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_1_bn'][1].data[:] )
solver.net.params['flow_inception_4b/double_3x3_2'][0].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_2'][0].data[:] )
solver.net.params['flow_inception_4b/double_3x3_2'][1].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_2'][1].data[:] )
solver.net.params['flow_inception_4b/double_3x3_2_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_2_bn'][0].data[:] )
solver.net.params['flow_inception_4b/double_3x3_2_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4b/double_3x3_2_bn'][1].data[:] )
solver.net.params['flow_inception_4b/pool_proj'][0].data[:] = np.copy( net_flow_base.params['inception_4b/pool_proj'][0].data[:] )
solver.net.params['flow_inception_4b/pool_proj'][1].data[:] = np.copy( net_flow_base.params['inception_4b/pool_proj'][1].data[:] )
solver.net.params['flow_inception_4b/pool_proj_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4b/pool_proj_bn'][0].data[:] )
solver.net.params['flow_inception_4b/pool_proj_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4b/pool_proj_bn'][1].data[:] )
####################################### inception_4c #######################################
solver.net.params['flow_inception_4c/1x1'][0].data[:] = np.copy( net_flow_base.params['inception_4c/1x1'][0].data[:] )
solver.net.params['flow_inception_4c/1x1'][1].data[:] = np.copy( net_flow_base.params['inception_4c/1x1'][1].data[:] )
solver.net.params['flow_inception_4c/1x1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4c/1x1_bn'][0].data[:] )
solver.net.params['flow_inception_4c/1x1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4c/1x1_bn'][1].data[:] )
solver.net.params['flow_inception_4c/3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_4c/3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_4c/3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_4c/3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_4c/3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4c/3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_4c/3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4c/3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_4c/3x3'][0].data[:] = np.copy( net_flow_base.params['inception_4c/3x3'][0].data[:] )
solver.net.params['flow_inception_4c/3x3'][1].data[:] = np.copy( net_flow_base.params['inception_4c/3x3'][1].data[:] )
solver.net.params['flow_inception_4c/3x3_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4c/3x3_bn'][0].data[:] )
solver.net.params['flow_inception_4c/3x3_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4c/3x3_bn'][1].data[:] )
solver.net.params['flow_inception_4c/double_3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_4c/double_3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_4c/double_3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_4c/double_3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_4c/double_3x3_1'][0].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_1'][0].data[:] )
solver.net.params['flow_inception_4c/double_3x3_1'][1].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_1'][1].data[:] )
solver.net.params['flow_inception_4c/double_3x3_1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_1_bn'][0].data[:] )
solver.net.params['flow_inception_4c/double_3x3_1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_1_bn'][1].data[:] )
solver.net.params['flow_inception_4c/double_3x3_2'][0].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_2'][0].data[:] )
solver.net.params['flow_inception_4c/double_3x3_2'][1].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_2'][1].data[:] )
solver.net.params['flow_inception_4c/double_3x3_2_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_2_bn'][0].data[:] )
solver.net.params['flow_inception_4c/double_3x3_2_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4c/double_3x3_2_bn'][1].data[:] )
solver.net.params['flow_inception_4c/pool_proj'][0].data[:] = np.copy( net_flow_base.params['inception_4c/pool_proj'][0].data[:] )
solver.net.params['flow_inception_4c/pool_proj'][1].data[:] = np.copy( net_flow_base.params['inception_4c/pool_proj'][1].data[:] )
solver.net.params['flow_inception_4c/pool_proj_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4c/pool_proj_bn'][0].data[:] )
solver.net.params['flow_inception_4c/pool_proj_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4c/pool_proj_bn'][1].data[:] )
####################################### inception_4d #######################################
solver.net.params['flow_inception_4d/1x1'][0].data[:] = np.copy( net_flow_base.params['inception_4d/1x1'][0].data[:] )
solver.net.params['flow_inception_4d/1x1'][1].data[:] = np.copy( net_flow_base.params['inception_4d/1x1'][1].data[:] )
solver.net.params['flow_inception_4d/1x1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4d/1x1_bn'][0].data[:] )
solver.net.params['flow_inception_4d/1x1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4d/1x1_bn'][1].data[:] )
solver.net.params['flow_inception_4d/3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_4d/3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_4d/3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_4d/3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_4d/3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4d/3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_4d/3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4d/3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_4d/3x3'][0].data[:] = np.copy( net_flow_base.params['inception_4d/3x3'][0].data[:] )
solver.net.params['flow_inception_4d/3x3'][1].data[:] = np.copy( net_flow_base.params['inception_4d/3x3'][1].data[:] )
solver.net.params['flow_inception_4d/3x3_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4d/3x3_bn'][0].data[:] )
solver.net.params['flow_inception_4d/3x3_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4d/3x3_bn'][1].data[:] )
solver.net.params['flow_inception_4d/double_3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_4d/double_3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_4d/double_3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_4d/double_3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_4d/double_3x3_1'][0].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_1'][0].data[:] )
solver.net.params['flow_inception_4d/double_3x3_1'][1].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_1'][1].data[:] )
solver.net.params['flow_inception_4d/double_3x3_1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_1_bn'][0].data[:] )
solver.net.params['flow_inception_4d/double_3x3_1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_1_bn'][1].data[:] )
solver.net.params['flow_inception_4d/double_3x3_2'][0].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_2'][0].data[:] )
solver.net.params['flow_inception_4d/double_3x3_2'][1].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_2'][1].data[:] )
solver.net.params['flow_inception_4d/double_3x3_2_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_2_bn'][0].data[:] )
solver.net.params['flow_inception_4d/double_3x3_2_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4d/double_3x3_2_bn'][1].data[:] )
solver.net.params['flow_inception_4d/pool_proj'][0].data[:] = np.copy( net_flow_base.params['inception_4d/pool_proj'][0].data[:] )
solver.net.params['flow_inception_4d/pool_proj'][1].data[:] = np.copy( net_flow_base.params['inception_4d/pool_proj'][1].data[:] )
solver.net.params['flow_inception_4d/pool_proj_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4d/pool_proj_bn'][0].data[:] )
solver.net.params['flow_inception_4d/pool_proj_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4d/pool_proj_bn'][1].data[:] )
####################################### inception_4e #######################################
solver.net.params['flow_inception_4e/3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_4e/3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_4e/3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_4e/3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_4e/3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4e/3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_4e/3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4e/3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_4e/3x3'][0].data[:] = np.copy( net_flow_base.params['inception_4e/3x3'][0].data[:] )
solver.net.params['flow_inception_4e/3x3'][1].data[:] = np.copy( net_flow_base.params['inception_4e/3x3'][1].data[:] )
solver.net.params['flow_inception_4e/3x3_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4e/3x3_bn'][0].data[:] )
solver.net.params['flow_inception_4e/3x3_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4e/3x3_bn'][1].data[:] )
solver.net.params['flow_inception_4e/double_3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_4e/double_3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_4e/double_3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_4e/double_3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_4e/double_3x3_1'][0].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_1'][0].data[:] )
solver.net.params['flow_inception_4e/double_3x3_1'][1].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_1'][1].data[:] )
solver.net.params['flow_inception_4e/double_3x3_1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_1_bn'][0].data[:] )
solver.net.params['flow_inception_4e/double_3x3_1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_1_bn'][1].data[:] )
solver.net.params['flow_inception_4e/double_3x3_2'][0].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_2'][0].data[:] )
solver.net.params['flow_inception_4e/double_3x3_2'][1].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_2'][1].data[:] )
solver.net.params['flow_inception_4e/double_3x3_2_bn'][0].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_2_bn'][0].data[:] )
solver.net.params['flow_inception_4e/double_3x3_2_bn'][1].data[:] = np.copy( net_flow_base.params['inception_4e/double_3x3_2_bn'][1].data[:] )
####################################### inception_5a #######################################
solver.net.params['flow_inception_5a/1x1'][0].data[:] = np.copy( net_flow_base.params['inception_5a/1x1'][0].data[:] )
solver.net.params['flow_inception_5a/1x1'][1].data[:] = np.copy( net_flow_base.params['inception_5a/1x1'][1].data[:] )
solver.net.params['flow_inception_5a/1x1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5a/1x1_bn'][0].data[:] )
solver.net.params['flow_inception_5a/1x1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5a/1x1_bn'][1].data[:] )
solver.net.params['flow_inception_5a/3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_5a/3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_5a/3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_5a/3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_5a/3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5a/3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_5a/3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5a/3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_5a/3x3'][0].data[:] = np.copy( net_flow_base.params['inception_5a/3x3'][0].data[:] )
solver.net.params['flow_inception_5a/3x3'][1].data[:] = np.copy( net_flow_base.params['inception_5a/3x3'][1].data[:] )
solver.net.params['flow_inception_5a/3x3_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5a/3x3_bn'][0].data[:] )
solver.net.params['flow_inception_5a/3x3_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5a/3x3_bn'][1].data[:] )
solver.net.params['flow_inception_5a/double_3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_5a/double_3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_5a/double_3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_5a/double_3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_5a/double_3x3_1'][0].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_1'][0].data[:] )
solver.net.params['flow_inception_5a/double_3x3_1'][1].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_1'][1].data[:] )
solver.net.params['flow_inception_5a/double_3x3_1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_1_bn'][0].data[:] )
solver.net.params['flow_inception_5a/double_3x3_1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_1_bn'][1].data[:] )
solver.net.params['flow_inception_5a/double_3x3_2'][0].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_2'][0].data[:] )
solver.net.params['flow_inception_5a/double_3x3_2'][1].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_2'][1].data[:] )
solver.net.params['flow_inception_5a/double_3x3_2_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_2_bn'][0].data[:] )
solver.net.params['flow_inception_5a/double_3x3_2_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5a/double_3x3_2_bn'][1].data[:] )
solver.net.params['flow_inception_5a/pool_proj'][0].data[:] = np.copy( net_flow_base.params['inception_5a/pool_proj'][0].data[:] )
solver.net.params['flow_inception_5a/pool_proj'][1].data[:] = np.copy( net_flow_base.params['inception_5a/pool_proj'][1].data[:] )
solver.net.params['flow_inception_5a/pool_proj_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5a/pool_proj_bn'][0].data[:] )
solver.net.params['flow_inception_5a/pool_proj_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5a/pool_proj_bn'][1].data[:] )
####################################### inception_5b #######################################
solver.net.params['flow_inception_5b/1x1'][0].data[:] = np.copy( net_flow_base.params['inception_5b/1x1'][0].data[:] )
solver.net.params['flow_inception_5b/1x1'][1].data[:] = np.copy( net_flow_base.params['inception_5b/1x1'][1].data[:] )
solver.net.params['flow_inception_5b/1x1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5b/1x1_bn'][0].data[:] )
solver.net.params['flow_inception_5b/1x1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5b/1x1_bn'][1].data[:] )
solver.net.params['flow_inception_5b/3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_5b/3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_5b/3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_5b/3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_5b/3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5b/3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_5b/3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5b/3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_5b/3x3'][0].data[:] = np.copy( net_flow_base.params['inception_5b/3x3'][0].data[:] )
solver.net.params['flow_inception_5b/3x3'][1].data[:] = np.copy( net_flow_base.params['inception_5b/3x3'][1].data[:] )
solver.net.params['flow_inception_5b/3x3_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5b/3x3_bn'][0].data[:] )
solver.net.params['flow_inception_5b/3x3_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5b/3x3_bn'][1].data[:] )
solver.net.params['flow_inception_5b/double_3x3_reduce'][0].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_reduce'][0].data[:] )
solver.net.params['flow_inception_5b/double_3x3_reduce'][1].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_reduce'][1].data[:] )
solver.net.params['flow_inception_5b/double_3x3_reduce_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['flow_inception_5b/double_3x3_reduce_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['flow_inception_5b/double_3x3_1'][0].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_1'][0].data[:] )
solver.net.params['flow_inception_5b/double_3x3_1'][1].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_1'][1].data[:] )
solver.net.params['flow_inception_5b/double_3x3_1_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_1_bn'][0].data[:] )
solver.net.params['flow_inception_5b/double_3x3_1_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_1_bn'][1].data[:] )
solver.net.params['flow_inception_5b/double_3x3_2'][0].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_2'][0].data[:] )
solver.net.params['flow_inception_5b/double_3x3_2'][1].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_2'][1].data[:] )
solver.net.params['flow_inception_5b/double_3x3_2_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_2_bn'][0].data[:] )
solver.net.params['flow_inception_5b/double_3x3_2_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5b/double_3x3_2_bn'][1].data[:] )
solver.net.params['flow_inception_5b/pool_proj'][0].data[:] = np.copy( net_flow_base.params['inception_5b/pool_proj'][0].data[:] )
solver.net.params['flow_inception_5b/pool_proj'][1].data[:] = np.copy( net_flow_base.params['inception_5b/pool_proj'][1].data[:] )
solver.net.params['flow_inception_5b/pool_proj_bn'][0].data[:] = np.copy( net_flow_base.params['inception_5b/pool_proj_bn'][0].data[:] )
solver.net.params['flow_inception_5b/pool_proj_bn'][1].data[:] = np.copy( net_flow_base.params['inception_5b/pool_proj_bn'][1].data[:] )
####################################### loss accuracy #######################################
solver.net.params['flow_fc-action'][0].data[:] = np.copy( net_flow_base.params['fc-action'][0].data[:] )
solver.net.params['flow_fc-action'][1].data[:] = np.copy( net_flow_base.params['fc-action'][1].data[:] )
############################rgb network init################################
####################################### conv1 #######################################
solver.net.params['rgb_conv1/7x7_s2'][0].data[:] = np.copy( net_rgb_base.params['conv1/7x7_s2'][0].data[:] )
solver.net.params['rgb_conv1/7x7_s2'][1].data[:] = np.copy( net_rgb_base.params['conv1/7x7_s2'][1].data[:] )
solver.net.params['rgb_conv1/7x7_s2_bn'][0].data[:] = np.copy( net_rgb_base.params['conv1/7x7_s2_bn'][0].data[:] )
solver.net.params['rgb_conv1/7x7_s2_bn'][1].data[:] = np.copy( net_rgb_base.params['conv1/7x7_s2_bn'][1].data[:] )
####################################### conv2 #######################################
solver.net.params['rgb_conv2/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['conv2/3x3_reduce'][0].data[:] )
solver.net.params['rgb_conv2/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['conv2/3x3_reduce'][1].data[:] )
solver.net.params['rgb_conv2/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['conv2/3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_conv2/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['conv2/3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_conv2/3x3'][0].data[:] = np.copy( net_rgb_base.params['conv2/3x3'][0].data[:] )
solver.net.params['rgb_conv2/3x3'][1].data[:] = np.copy( net_rgb_base.params['conv2/3x3'][1].data[:] )
solver.net.params['rgb_conv2/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['conv2/3x3_bn'][0].data[:] )
solver.net.params['rgb_conv2/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['conv2/3x3_bn'][1].data[:] )
####################################### inception_3a #######################################
solver.net.params['rgb_inception_3a/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/1x1'][0].data[:] )
solver.net.params['rgb_inception_3a/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/1x1'][1].data[:] )
solver.net.params['rgb_inception_3a/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/1x1_bn'][0].data[:] )
solver.net.params['rgb_inception_3a/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/1x1_bn'][1].data[:] )
solver.net.params['rgb_inception_3a/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_3a/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_3a/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_3a/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_3a/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3'][0].data[:] )
solver.net.params['rgb_inception_3a/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3'][1].data[:] )
solver.net.params['rgb_inception_3a/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_bn'][0].data[:] )
solver.net.params['rgb_inception_3a/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_bn'][1].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_1'][0].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_1'][1].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_1_bn'][0].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_1_bn'][1].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_2'][0].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_2'][1].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_2_bn'][0].data[:] )
solver.net.params['rgb_inception_3a/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_2_bn'][1].data[:] )
solver.net.params['rgb_inception_3a/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/pool_proj'][0].data[:] )
solver.net.params['rgb_inception_3a/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/pool_proj'][1].data[:] )
solver.net.params['rgb_inception_3a/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/pool_proj_bn'][0].data[:] )
solver.net.params['rgb_inception_3a/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/pool_proj_bn'][1].data[:] )
####################################### inception_3b #######################################
solver.net.params['rgb_inception_3b/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/1x1'][0].data[:] )
solver.net.params['rgb_inception_3b/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/1x1'][1].data[:] )
solver.net.params['rgb_inception_3b/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/1x1_bn'][0].data[:] )
solver.net.params['rgb_inception_3b/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/1x1_bn'][1].data[:] )
solver.net.params['rgb_inception_3b/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_3b/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_3b/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_3b/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_3b/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3'][0].data[:] )
solver.net.params['rgb_inception_3b/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3'][1].data[:] )
solver.net.params['rgb_inception_3b/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_bn'][0].data[:] )
solver.net.params['rgb_inception_3b/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_bn'][1].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_1'][0].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_1'][1].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_1_bn'][0].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_1_bn'][1].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_2'][0].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_2'][1].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_2_bn'][0].data[:] )
solver.net.params['rgb_inception_3b/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_2_bn'][1].data[:] )
solver.net.params['rgb_inception_3b/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/pool_proj'][0].data[:] )
solver.net.params['rgb_inception_3b/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/pool_proj'][1].data[:] )
solver.net.params['rgb_inception_3b/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/pool_proj_bn'][0].data[:] )
solver.net.params['rgb_inception_3b/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/pool_proj_bn'][1].data[:] )
####################################### inception_3c #######################################
solver.net.params['rgb_inception_3c/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_3c/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_3c/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_3c/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_3c/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3'][0].data[:] )
solver.net.params['rgb_inception_3c/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3'][1].data[:] )
solver.net.params['rgb_inception_3c/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_bn'][0].data[:] )
solver.net.params['rgb_inception_3c/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_bn'][1].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_1'][0].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_1'][1].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_1_bn'][0].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_1_bn'][1].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_2'][0].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_2'][1].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_2_bn'][0].data[:] )
solver.net.params['rgb_inception_3c/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_2_bn'][1].data[:] )
####################################### inception_4a #######################################
solver.net.params['rgb_inception_4a/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/1x1'][0].data[:] )
solver.net.params['rgb_inception_4a/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/1x1'][1].data[:] )
solver.net.params['rgb_inception_4a/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/1x1_bn'][0].data[:] )
solver.net.params['rgb_inception_4a/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/1x1_bn'][1].data[:] )
solver.net.params['rgb_inception_4a/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_4a/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_4a/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_4a/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_4a/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3'][0].data[:] )
solver.net.params['rgb_inception_4a/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3'][1].data[:] )
solver.net.params['rgb_inception_4a/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_bn'][0].data[:] )
solver.net.params['rgb_inception_4a/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_bn'][1].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_1'][0].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_1'][1].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_1_bn'][0].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_1_bn'][1].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_2'][0].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_2'][1].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_2_bn'][0].data[:] )
solver.net.params['rgb_inception_4a/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_2_bn'][1].data[:] )
solver.net.params['rgb_inception_4a/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/pool_proj'][0].data[:] )
solver.net.params['rgb_inception_4a/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/pool_proj'][1].data[:] )
solver.net.params['rgb_inception_4a/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/pool_proj_bn'][0].data[:] )
solver.net.params['rgb_inception_4a/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/pool_proj_bn'][1].data[:] )
####################################### inception_4b #######################################
solver.net.params['rgb_inception_4b/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/1x1'][0].data[:] )
solver.net.params['rgb_inception_4b/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/1x1'][1].data[:] )
solver.net.params['rgb_inception_4b/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/1x1_bn'][0].data[:] )
solver.net.params['rgb_inception_4b/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/1x1_bn'][1].data[:] )
solver.net.params['rgb_inception_4b/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_4b/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_4b/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_4b/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_4b/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3'][0].data[:] )
solver.net.params['rgb_inception_4b/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3'][1].data[:] )
solver.net.params['rgb_inception_4b/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_bn'][0].data[:] )
solver.net.params['rgb_inception_4b/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_bn'][1].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_1'][0].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_1'][1].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_1_bn'][0].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_1_bn'][1].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_2'][0].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_2'][1].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_2_bn'][0].data[:] )
solver.net.params['rgb_inception_4b/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_2_bn'][1].data[:] )
solver.net.params['rgb_inception_4b/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/pool_proj'][0].data[:] )
solver.net.params['rgb_inception_4b/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/pool_proj'][1].data[:] )
solver.net.params['rgb_inception_4b/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/pool_proj_bn'][0].data[:] )
solver.net.params['rgb_inception_4b/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/pool_proj_bn'][1].data[:] )
####################################### inception_4c #######################################
solver.net.params['rgb_inception_4c/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/1x1'][0].data[:] )
solver.net.params['rgb_inception_4c/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/1x1'][1].data[:] )
solver.net.params['rgb_inception_4c/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/1x1_bn'][0].data[:] )
solver.net.params['rgb_inception_4c/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/1x1_bn'][1].data[:] )
solver.net.params['rgb_inception_4c/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_4c/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_4c/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_4c/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_4c/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3'][0].data[:] )
solver.net.params['rgb_inception_4c/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3'][1].data[:] )
solver.net.params['rgb_inception_4c/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_bn'][0].data[:] )
solver.net.params['rgb_inception_4c/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_bn'][1].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_1'][0].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_1'][1].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_1_bn'][0].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_1_bn'][1].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_2'][0].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_2'][1].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_2_bn'][0].data[:] )
solver.net.params['rgb_inception_4c/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_2_bn'][1].data[:] )
solver.net.params['rgb_inception_4c/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/pool_proj'][0].data[:] )
solver.net.params['rgb_inception_4c/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/pool_proj'][1].data[:] )
solver.net.params['rgb_inception_4c/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/pool_proj_bn'][0].data[:] )
solver.net.params['rgb_inception_4c/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/pool_proj_bn'][1].data[:] )
####################################### inception_4d #######################################
solver.net.params['rgb_inception_4d/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/1x1'][0].data[:] )
solver.net.params['rgb_inception_4d/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/1x1'][1].data[:] )
solver.net.params['rgb_inception_4d/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/1x1_bn'][0].data[:] )
solver.net.params['rgb_inception_4d/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/1x1_bn'][1].data[:] )
solver.net.params['rgb_inception_4d/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_4d/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_4d/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_4d/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_4d/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3'][0].data[:] )
solver.net.params['rgb_inception_4d/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3'][1].data[:] )
solver.net.params['rgb_inception_4d/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_bn'][0].data[:] )
solver.net.params['rgb_inception_4d/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_bn'][1].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_1'][0].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_1'][1].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_1_bn'][0].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_1_bn'][1].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_2'][0].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_2'][1].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_2_bn'][0].data[:] )
solver.net.params['rgb_inception_4d/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_2_bn'][1].data[:] )
solver.net.params['rgb_inception_4d/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/pool_proj'][0].data[:] )
solver.net.params['rgb_inception_4d/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/pool_proj'][1].data[:] )
solver.net.params['rgb_inception_4d/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/pool_proj_bn'][0].data[:] )
solver.net.params['rgb_inception_4d/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/pool_proj_bn'][1].data[:] )
####################################### inception_4e #######################################
solver.net.params['rgb_inception_4e/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_4e/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_4e/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_4e/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_4e/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3'][0].data[:] )
solver.net.params['rgb_inception_4e/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3'][1].data[:] )
solver.net.params['rgb_inception_4e/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_bn'][0].data[:] )
solver.net.params['rgb_inception_4e/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_bn'][1].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_1'][0].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_1'][1].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_1_bn'][0].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_1_bn'][1].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_2'][0].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_2'][1].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_2_bn'][0].data[:] )
solver.net.params['rgb_inception_4e/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_2_bn'][1].data[:] )
####################################### inception_5a #######################################
solver.net.params['rgb_inception_5a/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/1x1'][0].data[:] )
solver.net.params['rgb_inception_5a/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/1x1'][1].data[:] )
solver.net.params['rgb_inception_5a/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/1x1_bn'][0].data[:] )
solver.net.params['rgb_inception_5a/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/1x1_bn'][1].data[:] )
solver.net.params['rgb_inception_5a/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_5a/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_5a/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_5a/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_5a/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3'][0].data[:] )
solver.net.params['rgb_inception_5a/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3'][1].data[:] )
solver.net.params['rgb_inception_5a/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_bn'][0].data[:] )
solver.net.params['rgb_inception_5a/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_bn'][1].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_1'][0].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_1'][1].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_1_bn'][0].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_1_bn'][1].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_2'][0].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_2'][1].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_2_bn'][0].data[:] )
solver.net.params['rgb_inception_5a/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_2_bn'][1].data[:] )
solver.net.params['rgb_inception_5a/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/pool_proj'][0].data[:] )
solver.net.params['rgb_inception_5a/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/pool_proj'][1].data[:] )
solver.net.params['rgb_inception_5a/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/pool_proj_bn'][0].data[:] )
solver.net.params['rgb_inception_5a/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/pool_proj_bn'][1].data[:] )
####################################### inception_5b #######################################
solver.net.params['rgb_inception_5b/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/1x1'][0].data[:] )
solver.net.params['rgb_inception_5b/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/1x1'][1].data[:] )
solver.net.params['rgb_inception_5b/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/1x1_bn'][0].data[:] )
solver.net.params['rgb_inception_5b/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/1x1_bn'][1].data[:] )
solver.net.params['rgb_inception_5b/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_5b/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_5b/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_5b/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_5b/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3'][0].data[:] )
solver.net.params['rgb_inception_5b/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3'][1].data[:] )
solver.net.params['rgb_inception_5b/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_bn'][0].data[:] )
solver.net.params['rgb_inception_5b/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_bn'][1].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_reduce'][0].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_reduce'][1].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_1'][0].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_1'][1].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_1_bn'][0].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_1_bn'][1].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_2'][0].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_2'][1].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_2_bn'][0].data[:] )
solver.net.params['rgb_inception_5b/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_2_bn'][1].data[:] )
solver.net.params['rgb_inception_5b/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/pool_proj'][0].data[:] )
solver.net.params['rgb_inception_5b/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/pool_proj'][1].data[:] )
solver.net.params['rgb_inception_5b/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/pool_proj_bn'][0].data[:] )
solver.net.params['rgb_inception_5b/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/pool_proj_bn'][1].data[:] )
####################################### loss accuracy #######################################
solver.net.params['rgb_fc-action'][0].data[:] = np.copy( net_rgb_base.params['fc-action'][0].data[:] )
solver.net.params['rgb_fc-action'][1].data[:] = np.copy( net_rgb_base.params['fc-action'][1].data[:] )
######################gating network init######################
####################################### conv1 #######################################
for i in range(1,5):
solver.net.params['gating_conv1/7x7_s2'][0].data[:,3*(i-1):3*i] = np.copy( net_rgb_base.params['conv1/7x7_s2'][0].data[:] )
solver.net.params['gating_conv1/7x7_s2'][1].data[:] = np.copy( net_rgb_base.params['conv1/7x7_s2'][1].data[:] )
solver.net.params['gating_conv1/7x7_s2_bn'][0].data[:] = np.copy( net_rgb_base.params['conv1/7x7_s2_bn'][0].data[:] )
solver.net.params['gating_conv1/7x7_s2_bn'][1].data[:] = np.copy( net_rgb_base.params['conv1/7x7_s2_bn'][1].data[:] )
####################################### conv2 #######################################
solver.net.params['gating_conv2/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['conv2/3x3_reduce'][0].data[:] )
solver.net.params['gating_conv2/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['conv2/3x3_reduce'][1].data[:] )
solver.net.params['gating_conv2/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['conv2/3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_conv2/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['conv2/3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_conv2/3x3'][0].data[:] = np.copy( net_rgb_base.params['conv2/3x3'][0].data[:] )
solver.net.params['gating_conv2/3x3'][1].data[:] = np.copy( net_rgb_base.params['conv2/3x3'][1].data[:] )
solver.net.params['gating_conv2/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['conv2/3x3_bn'][0].data[:] )
solver.net.params['gating_conv2/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['conv2/3x3_bn'][1].data[:] )
####################################### inception_3a #######################################
solver.net.params['gating_inception_3a/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/1x1'][0].data[:] )
solver.net.params['gating_inception_3a/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/1x1'][1].data[:] )
solver.net.params['gating_inception_3a/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/1x1_bn'][0].data[:] )
solver.net.params['gating_inception_3a/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/1x1_bn'][1].data[:] )
solver.net.params['gating_inception_3a/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_3a/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_3a/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_3a/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_3a/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3'][0].data[:] )
solver.net.params['gating_inception_3a/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3'][1].data[:] )
solver.net.params['gating_inception_3a/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_bn'][0].data[:] )
solver.net.params['gating_inception_3a/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/3x3_bn'][1].data[:] )
solver.net.params['gating_inception_3a/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_3a/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_3a/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_3a/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_3a/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_1'][0].data[:] )
solver.net.params['gating_inception_3a/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_1'][1].data[:] )
solver.net.params['gating_inception_3a/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_1_bn'][0].data[:] )
solver.net.params['gating_inception_3a/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_1_bn'][1].data[:] )
solver.net.params['gating_inception_3a/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_2'][0].data[:] )
solver.net.params['gating_inception_3a/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_2'][1].data[:] )
solver.net.params['gating_inception_3a/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_2_bn'][0].data[:] )
solver.net.params['gating_inception_3a/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/double_3x3_2_bn'][1].data[:] )
solver.net.params['gating_inception_3a/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/pool_proj'][0].data[:] )
solver.net.params['gating_inception_3a/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/pool_proj'][1].data[:] )
solver.net.params['gating_inception_3a/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3a/pool_proj_bn'][0].data[:] )
solver.net.params['gating_inception_3a/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3a/pool_proj_bn'][1].data[:] )
####################################### inception_3b #######################################
solver.net.params['gating_inception_3b/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/1x1'][0].data[:] )
solver.net.params['gating_inception_3b/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/1x1'][1].data[:] )
solver.net.params['gating_inception_3b/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/1x1_bn'][0].data[:] )
solver.net.params['gating_inception_3b/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/1x1_bn'][1].data[:] )
solver.net.params['gating_inception_3b/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_3b/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_3b/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_3b/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_3b/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3'][0].data[:] )
solver.net.params['gating_inception_3b/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3'][1].data[:] )
solver.net.params['gating_inception_3b/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_bn'][0].data[:] )
solver.net.params['gating_inception_3b/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/3x3_bn'][1].data[:] )
solver.net.params['gating_inception_3b/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_3b/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_3b/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_3b/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_3b/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_1'][0].data[:] )
solver.net.params['gating_inception_3b/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_1'][1].data[:] )
solver.net.params['gating_inception_3b/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_1_bn'][0].data[:] )
solver.net.params['gating_inception_3b/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_1_bn'][1].data[:] )
solver.net.params['gating_inception_3b/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_2'][0].data[:] )
solver.net.params['gating_inception_3b/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_2'][1].data[:] )
solver.net.params['gating_inception_3b/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_2_bn'][0].data[:] )
solver.net.params['gating_inception_3b/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/double_3x3_2_bn'][1].data[:] )
solver.net.params['gating_inception_3b/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/pool_proj'][0].data[:] )
solver.net.params['gating_inception_3b/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/pool_proj'][1].data[:] )
solver.net.params['gating_inception_3b/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3b/pool_proj_bn'][0].data[:] )
solver.net.params['gating_inception_3b/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3b/pool_proj_bn'][1].data[:] )
####################################### inception_3c #######################################
solver.net.params['gating_inception_3c/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_3c/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_3c/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_3c/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_3c/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3'][0].data[:] )
solver.net.params['gating_inception_3c/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3'][1].data[:] )
solver.net.params['gating_inception_3c/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_bn'][0].data[:] )
solver.net.params['gating_inception_3c/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/3x3_bn'][1].data[:] )
solver.net.params['gating_inception_3c/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_3c/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_3c/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_3c/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_3c/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_1'][0].data[:] )
solver.net.params['gating_inception_3c/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_1'][1].data[:] )
solver.net.params['gating_inception_3c/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_1_bn'][0].data[:] )
solver.net.params['gating_inception_3c/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_1_bn'][1].data[:] )
solver.net.params['gating_inception_3c/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_2'][0].data[:] )
solver.net.params['gating_inception_3c/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_2'][1].data[:] )
solver.net.params['gating_inception_3c/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_2_bn'][0].data[:] )
solver.net.params['gating_inception_3c/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_3c/double_3x3_2_bn'][1].data[:] )
####################################### inception_4a #######################################
solver.net.params['gating_inception_4a/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/1x1'][0].data[:] )
solver.net.params['gating_inception_4a/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/1x1'][1].data[:] )
solver.net.params['gating_inception_4a/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/1x1_bn'][0].data[:] )
solver.net.params['gating_inception_4a/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/1x1_bn'][1].data[:] )
solver.net.params['gating_inception_4a/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_4a/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_4a/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_4a/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_4a/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3'][0].data[:] )
solver.net.params['gating_inception_4a/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3'][1].data[:] )
solver.net.params['gating_inception_4a/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_bn'][0].data[:] )
solver.net.params['gating_inception_4a/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/3x3_bn'][1].data[:] )
solver.net.params['gating_inception_4a/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_4a/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_4a/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_4a/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_4a/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_1'][0].data[:] )
solver.net.params['gating_inception_4a/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_1'][1].data[:] )
solver.net.params['gating_inception_4a/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_1_bn'][0].data[:] )
solver.net.params['gating_inception_4a/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_1_bn'][1].data[:] )
solver.net.params['gating_inception_4a/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_2'][0].data[:] )
solver.net.params['gating_inception_4a/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_2'][1].data[:] )
solver.net.params['gating_inception_4a/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_2_bn'][0].data[:] )
solver.net.params['gating_inception_4a/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/double_3x3_2_bn'][1].data[:] )
solver.net.params['gating_inception_4a/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/pool_proj'][0].data[:] )
solver.net.params['gating_inception_4a/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/pool_proj'][1].data[:] )
solver.net.params['gating_inception_4a/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4a/pool_proj_bn'][0].data[:] )
solver.net.params['gating_inception_4a/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4a/pool_proj_bn'][1].data[:] )
####################################### inception_4b #######################################
solver.net.params['gating_inception_4b/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/1x1'][0].data[:] )
solver.net.params['gating_inception_4b/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/1x1'][1].data[:] )
solver.net.params['gating_inception_4b/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/1x1_bn'][0].data[:] )
solver.net.params['gating_inception_4b/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/1x1_bn'][1].data[:] )
solver.net.params['gating_inception_4b/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_4b/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_4b/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_4b/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_4b/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3'][0].data[:] )
solver.net.params['gating_inception_4b/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3'][1].data[:] )
solver.net.params['gating_inception_4b/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_bn'][0].data[:] )
solver.net.params['gating_inception_4b/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/3x3_bn'][1].data[:] )
solver.net.params['gating_inception_4b/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_4b/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_4b/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_4b/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_4b/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_1'][0].data[:] )
solver.net.params['gating_inception_4b/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_1'][1].data[:] )
solver.net.params['gating_inception_4b/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_1_bn'][0].data[:] )
solver.net.params['gating_inception_4b/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_1_bn'][1].data[:] )
solver.net.params['gating_inception_4b/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_2'][0].data[:] )
solver.net.params['gating_inception_4b/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_2'][1].data[:] )
solver.net.params['gating_inception_4b/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_2_bn'][0].data[:] )
solver.net.params['gating_inception_4b/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/double_3x3_2_bn'][1].data[:] )
solver.net.params['gating_inception_4b/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/pool_proj'][0].data[:] )
solver.net.params['gating_inception_4b/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/pool_proj'][1].data[:] )
solver.net.params['gating_inception_4b/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4b/pool_proj_bn'][0].data[:] )
solver.net.params['gating_inception_4b/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4b/pool_proj_bn'][1].data[:] )
####################################### inception_4c #######################################
solver.net.params['gating_inception_4c/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/1x1'][0].data[:] )
solver.net.params['gating_inception_4c/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/1x1'][1].data[:] )
solver.net.params['gating_inception_4c/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/1x1_bn'][0].data[:] )
solver.net.params['gating_inception_4c/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/1x1_bn'][1].data[:] )
solver.net.params['gating_inception_4c/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_4c/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_4c/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_4c/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_4c/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3'][0].data[:] )
solver.net.params['gating_inception_4c/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3'][1].data[:] )
solver.net.params['gating_inception_4c/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_bn'][0].data[:] )
solver.net.params['gating_inception_4c/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/3x3_bn'][1].data[:] )
solver.net.params['gating_inception_4c/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_4c/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_4c/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_4c/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_4c/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_1'][0].data[:] )
solver.net.params['gating_inception_4c/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_1'][1].data[:] )
solver.net.params['gating_inception_4c/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_1_bn'][0].data[:] )
solver.net.params['gating_inception_4c/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_1_bn'][1].data[:] )
solver.net.params['gating_inception_4c/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_2'][0].data[:] )
solver.net.params['gating_inception_4c/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_2'][1].data[:] )
solver.net.params['gating_inception_4c/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_2_bn'][0].data[:] )
solver.net.params['gating_inception_4c/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/double_3x3_2_bn'][1].data[:] )
solver.net.params['gating_inception_4c/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/pool_proj'][0].data[:] )
solver.net.params['gating_inception_4c/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/pool_proj'][1].data[:] )
solver.net.params['gating_inception_4c/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4c/pool_proj_bn'][0].data[:] )
solver.net.params['gating_inception_4c/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4c/pool_proj_bn'][1].data[:] )
####################################### inception_4d #######################################
solver.net.params['gating_inception_4d/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/1x1'][0].data[:] )
solver.net.params['gating_inception_4d/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/1x1'][1].data[:] )
solver.net.params['gating_inception_4d/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/1x1_bn'][0].data[:] )
solver.net.params['gating_inception_4d/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/1x1_bn'][1].data[:] )
solver.net.params['gating_inception_4d/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_4d/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_4d/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_4d/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_4d/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3'][0].data[:] )
solver.net.params['gating_inception_4d/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3'][1].data[:] )
solver.net.params['gating_inception_4d/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_bn'][0].data[:] )
solver.net.params['gating_inception_4d/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/3x3_bn'][1].data[:] )
solver.net.params['gating_inception_4d/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_4d/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_4d/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_4d/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_4d/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_1'][0].data[:] )
solver.net.params['gating_inception_4d/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_1'][1].data[:] )
solver.net.params['gating_inception_4d/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_1_bn'][0].data[:] )
solver.net.params['gating_inception_4d/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_1_bn'][1].data[:] )
solver.net.params['gating_inception_4d/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_2'][0].data[:] )
solver.net.params['gating_inception_4d/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_2'][1].data[:] )
solver.net.params['gating_inception_4d/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_2_bn'][0].data[:] )
solver.net.params['gating_inception_4d/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/double_3x3_2_bn'][1].data[:] )
solver.net.params['gating_inception_4d/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/pool_proj'][0].data[:] )
solver.net.params['gating_inception_4d/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/pool_proj'][1].data[:] )
solver.net.params['gating_inception_4d/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4d/pool_proj_bn'][0].data[:] )
solver.net.params['gating_inception_4d/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4d/pool_proj_bn'][1].data[:] )
####################################### inception_4e #######################################
solver.net.params['gating_inception_4e/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_4e/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_4e/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_4e/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_4e/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3'][0].data[:] )
solver.net.params['gating_inception_4e/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3'][1].data[:] )
solver.net.params['gating_inception_4e/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_bn'][0].data[:] )
solver.net.params['gating_inception_4e/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/3x3_bn'][1].data[:] )
solver.net.params['gating_inception_4e/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_4e/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_4e/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_4e/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_4e/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_1'][0].data[:] )
solver.net.params['gating_inception_4e/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_1'][1].data[:] )
solver.net.params['gating_inception_4e/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_1_bn'][0].data[:] )
solver.net.params['gating_inception_4e/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_1_bn'][1].data[:] )
solver.net.params['gating_inception_4e/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_2'][0].data[:] )
solver.net.params['gating_inception_4e/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_2'][1].data[:] )
solver.net.params['gating_inception_4e/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_2_bn'][0].data[:] )
solver.net.params['gating_inception_4e/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_4e/double_3x3_2_bn'][1].data[:] )
####################################### inception_5a #######################################
solver.net.params['gating_inception_5a/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/1x1'][0].data[:] )
solver.net.params['gating_inception_5a/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/1x1'][1].data[:] )
solver.net.params['gating_inception_5a/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/1x1_bn'][0].data[:] )
solver.net.params['gating_inception_5a/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/1x1_bn'][1].data[:] )
solver.net.params['gating_inception_5a/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_5a/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_5a/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_5a/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_5a/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3'][0].data[:] )
solver.net.params['gating_inception_5a/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3'][1].data[:] )
solver.net.params['gating_inception_5a/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_bn'][0].data[:] )
solver.net.params['gating_inception_5a/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/3x3_bn'][1].data[:] )
solver.net.params['gating_inception_5a/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_5a/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_5a/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_5a/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_5a/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_1'][0].data[:] )
solver.net.params['gating_inception_5a/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_1'][1].data[:] )
solver.net.params['gating_inception_5a/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_1_bn'][0].data[:] )
solver.net.params['gating_inception_5a/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_1_bn'][1].data[:] )
solver.net.params['gating_inception_5a/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_2'][0].data[:] )
solver.net.params['gating_inception_5a/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_2'][1].data[:] )
solver.net.params['gating_inception_5a/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_2_bn'][0].data[:] )
solver.net.params['gating_inception_5a/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/double_3x3_2_bn'][1].data[:] )
solver.net.params['gating_inception_5a/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/pool_proj'][0].data[:] )
solver.net.params['gating_inception_5a/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/pool_proj'][1].data[:] )
solver.net.params['gating_inception_5a/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5a/pool_proj_bn'][0].data[:] )
solver.net.params['gating_inception_5a/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5a/pool_proj_bn'][1].data[:] )
####################################### inception_5b #######################################
solver.net.params['gating_inception_5b/1x1'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/1x1'][0].data[:] )
solver.net.params['gating_inception_5b/1x1'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/1x1'][1].data[:] )
solver.net.params['gating_inception_5b/1x1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/1x1_bn'][0].data[:] )
solver.net.params['gating_inception_5b/1x1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/1x1_bn'][1].data[:] )
solver.net.params['gating_inception_5b/3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_5b/3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_5b/3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_5b/3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_5b/3x3'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3'][0].data[:] )
solver.net.params['gating_inception_5b/3x3'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3'][1].data[:] )
solver.net.params['gating_inception_5b/3x3_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_bn'][0].data[:] )
solver.net.params['gating_inception_5b/3x3_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/3x3_bn'][1].data[:] )
solver.net.params['gating_inception_5b/double_3x3_reduce'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_reduce'][0].data[:] )
solver.net.params['gating_inception_5b/double_3x3_reduce'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_reduce'][1].data[:] )
solver.net.params['gating_inception_5b/double_3x3_reduce_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_reduce_bn'][0].data[:] )
solver.net.params['gating_inception_5b/double_3x3_reduce_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_reduce_bn'][1].data[:] )
solver.net.params['gating_inception_5b/double_3x3_1'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_1'][0].data[:] )
solver.net.params['gating_inception_5b/double_3x3_1'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_1'][1].data[:] )
solver.net.params['gating_inception_5b/double_3x3_1_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_1_bn'][0].data[:] )
solver.net.params['gating_inception_5b/double_3x3_1_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_1_bn'][1].data[:] )
solver.net.params['gating_inception_5b/double_3x3_2'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_2'][0].data[:] )
solver.net.params['gating_inception_5b/double_3x3_2'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_2'][1].data[:] )
solver.net.params['gating_inception_5b/double_3x3_2_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_2_bn'][0].data[:] )
solver.net.params['gating_inception_5b/double_3x3_2_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/double_3x3_2_bn'][1].data[:] )
solver.net.params['gating_inception_5b/pool_proj'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/pool_proj'][0].data[:] )
solver.net.params['gating_inception_5b/pool_proj'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/pool_proj'][1].data[:] )
solver.net.params['gating_inception_5b/pool_proj_bn'][0].data[:] = np.copy( net_rgb_base.params['inception_5b/pool_proj_bn'][0].data[:] )
solver.net.params['gating_inception_5b/pool_proj_bn'][1].data[:] = np.copy( net_rgb_base.params['inception_5b/pool_proj_bn'][1].data[:] )
####################################### loss accuracy #######################################
#solver.net.params['gating_fc-action'][0].data[:] = np.copy( net_rgb_base.params['fc-action'][0].data[:] )
#solver.net.params['gating_fc-action'][1].data[:] = np.copy( net_rgb_base.params['fc-action'][1].data[:] )
solver.solve()