15801 lines
1.3 MiB
15801 lines
1.3 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"deletable": true,
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"editable": true
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},
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"source": [
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"# Training and testing PhaseAwareNet V Net with Miracle DataBase"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"collapsed": false,
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"deletable": true,
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"editable": true
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},
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"outputs": [],
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"source": [
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"caffe_root = '../../' # this file should be run from {caffe_root}/examples/PhaseAware \n",
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"\n",
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"import sys\n",
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"import lmdb\n",
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"\n",
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"sys.path.insert(0, caffe_root + 'python')\n",
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"import caffe\n",
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"import os\n",
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"\n",
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"os.environ['CUDA_DEVICE_ORDER'] = 'PCI_BUS_ID'\n",
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"os.environ['CUDA_VISIBLE_DEVICES'] = '3'\n",
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"\n",
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"#caffe.set_device(1)\n",
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"caffe.set_mode_gpu()\n",
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"\n",
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"import numpy as np\n",
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"from pylab import *\n",
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"%matplotlib inline\n",
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"import tempfile\n",
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"\n",
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"sys.path.append(\"../pycaffe/layers\") # the datalayers we will use are in this directory.\n",
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"sys.path.append(\"../pycaffe\") # the tools file is in this folder\n",
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"\n",
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"import tools #this contains some tools that we need\n",
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"\n",
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"from __future__ import division\n",
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"\n",
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"from caffe import layers as L\n",
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"from caffe import params as P\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"deletable": true,
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"editable": true
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},
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"source": [
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"define the PhaseAwareNet, VNet"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"collapsed": true,
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"deletable": true,
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"editable": true
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},
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"outputs": [],
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"source": [
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"def VahidNet( train=True, num_conv0_kernels=4, batch_size = 40, learn_conv0=False, moving_average_fraction = 0.98):\n",
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" \n",
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" # set conv0 leraning parameters\n",
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" if learn_conv0==False:\n",
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" param_conv0 = [dict(lr_mult=0, decay_mult=0)] * 2\n",
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" else:\n",
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" param_conv0 = [dict(lr_mult=1, decay_mult=0), dict(lr_mult=0, decay_mult=0)]\n",
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" \n",
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" param_bn = [dict(lr_mult=1, decay_mult=0), dict(lr_mult=1, decay_mult=0),\n",
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" dict(lr_mult=0, decay_mult=0), dict(lr_mult=0, decay_mult=0)]\n",
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" # define network model\n",
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" n = caffe.NetSpec()\n",
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" \n",
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" \n",
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" # Prepare the data source, using Mo's stego Aug data layer\n",
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" subset = 'train' if train else 'test'\n",
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" root = '/home/mchen/tmp/caffe/data/JStego/MiracleList/'\n",
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" params = dict( batch_size = batch_size, im_shape = [512, 512], split = subset, root = root )\n",
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"\n",
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" n.data, n.label = L.Python( module = 'AugStegoDataLayer', layer = 'AugmentDataLayerSync', \n",
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" ntop = 2, param_str = str( params ) )\n",
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" \n",
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" #n.data, n.label = L.Data(source=source, batch_size = batch_size, backend=1, ntop=2)\n",
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" \n",
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" n.conv0 = L.Convolution(n.data, kernel_size=5, stride=1, num_output=num_conv0_kernels, pad=2,\n",
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" param = param_conv0, \n",
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" weight_filler=dict(type='constant', value=0),\n",
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" bias_filler=dict(type='constant', value=0))\n",
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" \n",
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" n.conv1 = L.Convolution(n.conv0, kernel_size=5, stride=1, num_output=8, pad=2,\n",
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" param=[dict(lr_mult=1, decay_mult=0), dict(lr_mult=0, decay_mult=0)], \n",
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" weight_filler=dict(type='gaussian', std=0.01),\n",
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" bias_filler=dict(type='constant', value=0))\n",
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" \n",
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" n.abs1 = L.AbsVal(n.conv1)\n",
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" \n",
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" n.bn1 = L.BatchNorm(n.abs1, param=param_bn,\n",
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" scale_filler=dict(type='constant', value=1),\n",
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" bias_filler=dict(type='constant', value=0),\n",
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" moving_average_fraction = moving_average_fraction,\n",
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" eps=1e-4)\n",
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" \n",
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" n.tanh1 = L.TanH(n.bn1, in_place=True)\n",
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" \n",
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" n.conv2 = L.Convolution(n.bn1, kernel_size=5, stride=1, num_output=16, pad=2,\n",
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" param=[dict(lr_mult=1, decay_mult=0), dict(lr_mult=0, decay_mult=0)], \n",
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" weight_filler=dict(type='gaussian', std=0.01),\n",
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" bias_filler=dict(type='constant', value=0))\n",
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" \n",
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" n.bn2 = L.BatchNorm(n.conv2, param=param_bn,\n",
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" scale_filler=dict(type='constant', value=1),\n",
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" bias_filler=dict(type='constant', value=0),\n",
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" moving_average_fraction = moving_average_fraction,\n",
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" eps=1e-4)\n",
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" \n",
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" n.tanh2 = L.TanH(n.bn2, in_place=True)\n",
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" \n",
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" n.sbp = L.SplitByPhase(n.tanh2)\n",
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" \n",
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" n.conv3 = L.Convolution(n.sbp, kernel_size=1, stride=1, num_output=128, pad=0,\n",
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" param=[dict(lr_mult=1, decay_mult=0), dict(lr_mult=0, decay_mult=0)], \n",
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" weight_filler=dict(type='gaussian', std=0.01),\n",
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" bias_filler=dict(type='constant', value=0))\n",
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" \n",
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" n.bn3 = L.BatchNorm(n.conv3, param=param_bn,\n",
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" scale_filler=dict(type='constant', value=1),\n",
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" bias_filler=dict(type='constant', value=0),\n",
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" moving_average_fraction = moving_average_fraction,\n",
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" eps=1e-4)\n",
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" \n",
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" n.relu3 = L.ReLU(n.bn3, in_place=True)\n",
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" \n",
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" n.pool3 = L.Pooling(n.bn3, pool=P.Pooling.AVE, kernel_size=5, stride=2, pad=1)\n",
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" \n",
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" n.conv4 = L.Convolution(n.pool3, kernel_size=1, stride=1, num_output=256, pad=0,\n",
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" param=[dict(lr_mult=1, decay_mult=0), dict(lr_mult=0, decay_mult=0)], \n",
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" weight_filler=dict(type='gaussian', std=0.01),\n",
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" bias_filler=dict(type='constant', value=0))\n",
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" \n",
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" n.bn4 = L.BatchNorm(n.conv4, param=param_bn,\n",
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" scale_filler=dict(type='constant', value=1),\n",
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" bias_filler=dict(type='constant', value=0),\n",
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" moving_average_fraction = moving_average_fraction,\n",
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" eps=1e-4)\n",
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" \n",
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" n.relu4 = L.ReLU(n.bn4, in_place=True)\n",
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" \n",
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" n.pool4 = L.Pooling(n.bn4, pool=P.Pooling.AVE, kernel_size=5, stride=2, pad=1)\n",
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" \n",
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" n.conv5 = L.Convolution(n.pool4, kernel_size=1, stride=1, num_output=512, pad=0,\n",
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" param=[dict(lr_mult=1, decay_mult=0), dict(lr_mult=0, decay_mult=0)], \n",
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" weight_filler=dict(type='gaussian', std=0.01),\n",
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" bias_filler=dict(type='constant', value=0))\n",
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" \n",
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" n.bn5 = L.BatchNorm(n.conv5, param=param_bn,\n",
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" scale_filler=dict(type='constant', value=1),\n",
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" bias_filler=dict(type='constant', value=0),\n",
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" moving_average_fraction = moving_average_fraction,\n",
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" eps=1e-4)\n",
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" \n",
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" n.relu5 = L.ReLU(n.bn5, in_place=True)\n",
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" \n",
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" n.pool5 = L.Pooling(n.bn5, pool=P.Pooling.AVE, global_pooling=True)\n",
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" \n",
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" n.fc6 = L.InnerProduct(n.pool5, num_output=2, \n",
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" param=[dict(lr_mult=1, decay_mult=1), dict(lr_mult=2, decay_mult=0)],\n",
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" weight_filler=dict(type='xavier'),\n",
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" bias_filler=dict(type='constant', value=0.01))\n",
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" \n",
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" n.loss = L.SoftmaxWithLoss(n.fc6, n.label)\n",
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" \n",
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" n.acc = L.Accuracy(n.fc6, n.label)\n",
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" \n",
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" # write the net to a temporary file and return its filename\n",
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" with tempfile.NamedTemporaryFile(delete=False) as f:\n",
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" f.write(str(n.to_proto()))\n",
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" return f.name\n",
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" "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"deletable": true,
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"editable": true
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},
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"source": [
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"Define the solver"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"collapsed": true,
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"deletable": true,
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"editable": true
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},
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"outputs": [],
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"source": [
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"from caffe.proto import caffe_pb2\n",
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"\n",
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"def solver(train_net_path, test_net_path=None, base_lr=0.001, weight_decay = 0.01):\n",
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" s = caffe_pb2.SolverParameter()\n",
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"\n",
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" # Specify locations of the train and (maybe) test networks.\n",
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" s.train_net = train_net_path\n",
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" if test_net_path is not None:\n",
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" s.test_net.append(test_net_path)\n",
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" s.test_interval = 1000000 # Test after every 1000 training iterations.\n",
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" s.test_iter.append(1) # Test on 100 batches each time we test.\n",
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"\n",
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" # The number of iterations over which to average the gradient.\n",
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" # Effectively boosts the training batch size by the given factor, without\n",
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" # affecting memory utilization.\n",
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" s.iter_size = 1\n",
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" \n",
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" s.max_iter = 1000000 # # of times to update the net (training iterations)\n",
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" \n",
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" # Solve using the stochastic gradient descent (SGD) algorithm.\n",
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" # Other choices include 'Adam' and 'RMSProp'.\n",
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" s.type = 'SGD'\n",
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"\n",
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" # Set the initial learning rate for SGD.\n",
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" s.base_lr = base_lr\n",
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"\n",
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" # Set `lr_policy` to define how the learning rate changes during training.\n",
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" # Here, we 'step' the learning rate by multiplying it by a factor `gamma`\n",
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" # every `stepsize` iterations.\n",
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" s.lr_policy = 'step'\n",
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" s.gamma = 0.75 \n",
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" s.stepsize = 15000 #Every 20 epoch\n",
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"\n",
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" # Set other SGD hyperparameters. Setting a non-zero `momentum` takes a\n",
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" # weighted average of the current gradient and previous gradients to make\n",
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" # learning more stable. L2 weight decay regularizes learning, to help prevent\n",
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" # the model from overfitting.\n",
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" s.momentum = 0.9\n",
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" s.weight_decay = weight_decay\n",
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"\n",
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" # Display the current training loss and accuracy every 1000 iterations.\n",
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" s.display = 10\n",
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"\n",
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" # Snapshots are files used to store networks we've trained. Here, we'll\n",
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" # snapshot every 10K iterations -- ten times during training.\n",
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" s.snapshot = 6000\n",
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" #s.snapshot_prefix = '/home/dde/Desktop/JpegTraningSnapshots/Vnet_BOSS_JUNI_04_QF75_KVM_lr1em3_wd5em4_120ep_NoSBP'\n",
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" s.snapshot_prefix = '/home/mchen/tmp/caffe/examples/PhaseAwareNet/VahidNet'\n",
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" \n",
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" # Train on the GPU. Using the CPU to train large networks is very slow.\n",
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" s.solver_mode = caffe_pb2.SolverParameter.GPU\n",
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" \n",
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" # Write the solver to a temporary file and return its filename.\n",
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" with tempfile.NamedTemporaryFile(delete=False) as f:\n",
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" f.write(str(s))\n",
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" return f.name"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"collapsed": false,
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"deletable": true,
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"editable": true
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},
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"outputs": [],
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"source": [
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"def run_solver(niter, solver, disp_interval=10):\n",
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" \n",
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" blobs = ('loss', 'acc')\n",
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" loss, acc = ({name: np.zeros(niter) for name, _ in solvers}\n",
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" for _ in blobs)\n",
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" for it in range(niter):\n",
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" for name, s in solvers:\n",
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" s.step(1) # run a single SGD step in Caffe\n",
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" loss[name][it], acc[name][it] = (s.net.blobs[b].data.copy() for b in blobs)\n",
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" if it % disp_interval == 0 or it + 1 == niter:\n",
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" if len(s.test_nets):\n",
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" test_output = s.test_nets[0].forward()\n",
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" test_acc = test_output['acc']\n",
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" test_loss = test_output['loss']\n",
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" else:\n",
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" test_acc = 0\n",
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" \n",
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" test_loss = 0\n",
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" #print test_acc\n",
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" n = 'stego'\n",
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" loss_disp = '%s: train_loss=%.3f, train_acc=%2d%%, test_loss=%.3f, test_acc=%2d%%' % (n, loss[n][it], np.round(100*acc[n][it]), test_loss, np.round(100*test_acc))\n",
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" #loss_disp = '; '.join('%s: loss=%.3f, train_acc=%2d%%, test_acc=%2d%%' %\n",
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" # (n, loss[n][it], np.round(100*acc[n][it]), test_acc)\n",
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" # for n, _ in solvers)\n",
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" print '%3d) %s' % (it, loss_disp) \n",
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" # Save the learned weights from both nets.\n",
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" weight_dir = tempfile.mkdtemp()\n",
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" weights = {}\n",
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" for name, s in solvers:\n",
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" filename = 'weights.%s.caffemodel' % name\n",
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" weights[name] = os.path.join(weight_dir, filename)\n",
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" s.net.save(weights[name])\n",
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" return loss, acc, weights"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
|
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"collapsed": false,
|
|
"deletable": true,
|
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"editable": true
|
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},
|
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"outputs": [],
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"source": [
|
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"def get_vahidnet_solver(model=None, base_lr=1e-3, weight_decay=0.01,\n",
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" num_conv0_kernels=4, learn_conv0=False, moving_average_fraction=0.95):\n",
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" KV = np.array([[-1,2,-2,2,-1],[2,-6,8,-6,2],[-2,8,-12,8,-2],[2,-6,8,-6,2],[-1,2,-2,2,-1]], dtype=np.float32)/12\n",
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" KM = np.array([[0,0,5.2,0,0],[0,23.4,36.4,23.4,0],[5.2,36.4,-261,36.4,5.2],[0,23.4,36.4,23.4,0],[0,0,5.2,0,0]], dtype=np.float32)/261\n",
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" GH = np.array([[0.0562,-0.1354,0,0.1354,-0.0562],[0.0818,-0.1970,0,0.1970,-0.0818],[0.0926,-0.2233,0,0.2233,-0.0926],[0.0818,-0.1970,0,0.1970,-0.0818],[0.0562,-0.1354,0,0.1354,-0.0562]], dtype=np.float32)\n",
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" GV = np.fliplr(GH).T.copy()\n",
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" \n",
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" assert(num_conv0_kernels>0 and num_conv0_kernels<5)\n",
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" \n",
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" trn_net = VahidNet(True, num_conv0_kernels=num_conv0_kernels,\n",
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" learn_conv0=learn_conv0, moving_average_fraction = moving_average_fraction)\n",
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" \n",
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" val_net = VahidNet(False, num_conv0_kernels=num_conv0_kernels,\n",
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" learn_conv0=learn_conv0, moving_average_fraction = moving_average_fraction)\n",
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" \n",
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" solver_path = solver(trn_net, val_net, base_lr=base_lr, weight_decay=weight_decay)\n",
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" \n",
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" shisnet_solver = caffe.get_solver(solver_path)\n",
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" \n",
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" if model != None:\n",
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" shisnet_solver.net.copy_from(model)\n",
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" else:\n",
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" if learn_conv0:\n",
|
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" for k in xrange(num_conv0_kernels):\n",
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" norm_const = np.delete(shisnet_solver.net.params['conv0'][0].data[k,0,:,:].flatten(), 12).sum()\n",
|
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" shisnet_solver.net.params['conv0'][0].data[k,0,:,:] /= norm_const\n",
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" shisnet_solver.net.params['conv0'][0].data[k,0,2,2] = -1\n",
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" else:\n",
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" if num_conv0_kernels>0:\n",
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" shisnet_solver.net.params['conv0'][0].data[0] = KV\n",
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" if num_conv0_kernels>1:\n",
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" shisnet_solver.net.params['conv0'][0].data[1] = KM\n",
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" if num_conv0_kernels>2:\n",
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" shisnet_solver.net.params['conv0'][0].data[2] = GH\n",
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" if num_conv0_kernels>3:\n",
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" shisnet_solver.net.params['conv0'][0].data[3] = GV\n",
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" \n",
|
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" return shisnet_solver"
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]
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},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"source": [
|
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"Train the Vahid Net"
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|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
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"BatchLoader initialized with 30000 images\n",
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"AugmentStegoDataLayerSync initialized for split: train, with bs: 40, im_shape: [512, 512].\n",
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"BatchLoader initialized with 10000 images\n",
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"AugmentStegoDataLayerSync initialized for split: test, with bs: 40, im_shape: [512, 512].\n",
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"Running solvers for 150000 iterations...\n",
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"149390) stego: train_loss=0.055, train_acc=98%, test_loss=0.091, test_acc=98%\n",
|
|
"149400) stego: train_loss=0.043, train_acc=100%, test_loss=0.273, test_acc=93%\n",
|
|
"149410) stego: train_loss=0.055, train_acc=100%, test_loss=0.438, test_acc=85%\n",
|
|
"149420) stego: train_loss=0.110, train_acc=98%, test_loss=0.134, test_acc=93%\n",
|
|
"149430) stego: train_loss=0.137, train_acc=98%, test_loss=0.300, test_acc=93%\n",
|
|
"149440) stego: train_loss=0.062, train_acc=98%, test_loss=0.245, test_acc=93%\n",
|
|
"149450) stego: train_loss=0.138, train_acc=98%, test_loss=0.079, test_acc=98%\n",
|
|
"149460) stego: train_loss=0.066, train_acc=100%, test_loss=0.283, test_acc=90%\n",
|
|
"149470) stego: train_loss=0.068, train_acc=100%, test_loss=0.311, test_acc=93%\n",
|
|
"149480) stego: train_loss=0.090, train_acc=98%, test_loss=0.263, test_acc=93%\n",
|
|
"149490) stego: train_loss=0.167, train_acc=95%, test_loss=0.280, test_acc=95%\n",
|
|
"149500) stego: train_loss=0.081, train_acc=98%, test_loss=0.727, test_acc=85%\n",
|
|
"149510) stego: train_loss=0.197, train_acc=90%, test_loss=0.112, test_acc=93%\n",
|
|
"149520) stego: train_loss=0.034, train_acc=100%, test_loss=0.186, test_acc=90%\n",
|
|
"149530) stego: train_loss=0.047, train_acc=100%, test_loss=0.328, test_acc=85%\n",
|
|
"149540) stego: train_loss=0.092, train_acc=95%, test_loss=0.262, test_acc=90%\n",
|
|
"149550) stego: train_loss=0.104, train_acc=95%, test_loss=0.129, test_acc=98%\n",
|
|
"149560) stego: train_loss=0.050, train_acc=100%, test_loss=0.062, test_acc=100%\n",
|
|
"149570) stego: train_loss=0.112, train_acc=95%, test_loss=0.297, test_acc=90%\n",
|
|
"149580) stego: train_loss=0.050, train_acc=100%, test_loss=0.101, test_acc=95%\n",
|
|
"149590) stego: train_loss=0.074, train_acc=98%, test_loss=0.125, test_acc=93%\n",
|
|
"149600) stego: train_loss=0.074, train_acc=100%, test_loss=0.259, test_acc=88%\n",
|
|
"149610) stego: train_loss=0.219, train_acc=90%, test_loss=0.206, test_acc=90%\n",
|
|
"149620) stego: train_loss=0.060, train_acc=100%, test_loss=0.183, test_acc=93%\n",
|
|
"149630) stego: train_loss=0.199, train_acc=93%, test_loss=0.078, test_acc=95%\n",
|
|
"149640) stego: train_loss=0.115, train_acc=93%, test_loss=0.313, test_acc=88%\n",
|
|
"149650) stego: train_loss=0.028, train_acc=100%, test_loss=0.124, test_acc=95%\n",
|
|
"149660) stego: train_loss=0.184, train_acc=95%, test_loss=0.030, test_acc=100%\n",
|
|
"149670) stego: train_loss=0.160, train_acc=95%, test_loss=0.344, test_acc=90%\n",
|
|
"149680) stego: train_loss=0.172, train_acc=95%, test_loss=0.067, test_acc=100%\n",
|
|
"149690) stego: train_loss=0.173, train_acc=95%, test_loss=0.307, test_acc=93%\n",
|
|
"149700) stego: train_loss=0.054, train_acc=100%, test_loss=0.215, test_acc=95%\n",
|
|
"149710) stego: train_loss=0.092, train_acc=98%, test_loss=0.320, test_acc=95%\n",
|
|
"149720) stego: train_loss=0.171, train_acc=90%, test_loss=0.087, test_acc=98%\n",
|
|
"149730) stego: train_loss=0.169, train_acc=95%, test_loss=0.256, test_acc=93%\n",
|
|
"149740) stego: train_loss=0.082, train_acc=98%, test_loss=0.262, test_acc=95%\n",
|
|
"149750) stego: train_loss=0.028, train_acc=100%, test_loss=0.057, test_acc=100%\n",
|
|
"149760) stego: train_loss=0.048, train_acc=100%, test_loss=0.207, test_acc=93%\n",
|
|
"149770) stego: train_loss=0.074, train_acc=98%, test_loss=0.184, test_acc=90%\n",
|
|
"149780) stego: train_loss=0.216, train_acc=90%, test_loss=0.286, test_acc=95%\n",
|
|
"149790) stego: train_loss=0.130, train_acc=93%, test_loss=0.250, test_acc=93%\n",
|
|
"149800) stego: train_loss=0.074, train_acc=98%, test_loss=0.101, test_acc=95%\n",
|
|
"149810) stego: train_loss=0.115, train_acc=95%, test_loss=0.140, test_acc=95%\n",
|
|
"149820) stego: train_loss=0.031, train_acc=100%, test_loss=0.106, test_acc=98%\n",
|
|
"149830) stego: train_loss=0.114, train_acc=98%, test_loss=0.237, test_acc=90%\n",
|
|
"149840) stego: train_loss=0.116, train_acc=98%, test_loss=0.312, test_acc=88%\n",
|
|
"149850) stego: train_loss=0.037, train_acc=100%, test_loss=0.432, test_acc=88%\n",
|
|
"149860) stego: train_loss=0.105, train_acc=98%, test_loss=0.164, test_acc=95%\n",
|
|
"149870) stego: train_loss=0.083, train_acc=98%, test_loss=0.215, test_acc=85%\n",
|
|
"149880) stego: train_loss=0.112, train_acc=98%, test_loss=0.439, test_acc=93%\n",
|
|
"149890) stego: train_loss=0.246, train_acc=93%, test_loss=0.082, test_acc=95%\n",
|
|
"149900) stego: train_loss=0.132, train_acc=93%, test_loss=0.298, test_acc=88%\n",
|
|
"149910) stego: train_loss=0.060, train_acc=98%, test_loss=0.156, test_acc=93%\n",
|
|
"149920) stego: train_loss=0.029, train_acc=100%, test_loss=0.078, test_acc=100%\n",
|
|
"149930) stego: train_loss=0.114, train_acc=95%, test_loss=0.071, test_acc=100%\n",
|
|
"149940) stego: train_loss=0.052, train_acc=98%, test_loss=0.111, test_acc=95%\n",
|
|
"149950) stego: train_loss=0.061, train_acc=100%, test_loss=0.218, test_acc=93%\n",
|
|
"149960) stego: train_loss=0.068, train_acc=98%, test_loss=0.080, test_acc=98%\n",
|
|
"149970) stego: train_loss=0.028, train_acc=100%, test_loss=0.081, test_acc=98%\n",
|
|
"149980) stego: train_loss=0.118, train_acc=95%, test_loss=0.383, test_acc=85%\n",
|
|
"149990) stego: train_loss=0.051, train_acc=98%, test_loss=0.165, test_acc=90%\n",
|
|
"149999) stego: train_loss=0.056, train_acc=100%, test_loss=0.142, test_acc=93%\n",
|
|
"Done.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"niter = 150000 # 200 epochs\n",
|
|
"\n",
|
|
"\n",
|
|
"#model = 'JPGSteganalysis_KM_NVC_40000iter_wd5e3.caffemodel'\n",
|
|
"model = None\n",
|
|
"\n",
|
|
"base_lr = 0.001\n",
|
|
"weight_decay = 1e-2\n",
|
|
"\n",
|
|
"num_conv0_kernels = 4\n",
|
|
"learn_conv0 = False\n",
|
|
"moving_average_fraction = 0\n",
|
|
"\n",
|
|
"vahid_net_solver = get_vahidnet_solver( model=model, base_lr=base_lr, weight_decay=weight_decay,\n",
|
|
" num_conv0_kernels=num_conv0_kernels, learn_conv0=learn_conv0, \n",
|
|
" moving_average_fraction=moving_average_fraction)\n",
|
|
"\n",
|
|
"print 'Running solvers for %d iterations...' % niter\n",
|
|
"solvers = [('stego', vahid_net_solver)] \n",
|
|
"loss, acc, weights = run_solver(niter, solvers)\n",
|
|
"print 'Done.'\n",
|
|
"\n",
|
|
"train_loss = loss['stego']\n",
|
|
"train_acc = acc['stego']\n",
|
|
"stego_weights = weights['stego']\n",
|
|
"\n",
|
|
"# Delete solvers to save memory.\n",
|
|
"del vahid_net_solver, solvers"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# !cp {\"%s\" % stego_weights} JPGSteganalysis_Vnet_BOSS_UED_02_QF95_KVMGHV_lr1em3g085ep10k_wd1em2_300k_bs40_MAF095_S_OrigCS.caffemodel\n",
|
|
"!cp {\"%s\" % stego_weights} VahidNet_JUNI_04_Miracle_Aug.caffemodel"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"plt.plot(train_loss)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"plt.plot(train_acc)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# update_progress() : Displays or updates a console progress bar\n",
|
|
"## Accepts a float between 0 and 1. Any int will be converted to a float.\n",
|
|
"## A value under 0 represents a 'halt'.\n",
|
|
"## A value at 1 or bigger represents 100%\n",
|
|
"def update_progress(progress):\n",
|
|
" barLength = 10 # Modify this to change the length of the progress bar\n",
|
|
" status = \"\"\n",
|
|
" if isinstance(progress, int):\n",
|
|
" progress = float(progress)\n",
|
|
" if not isinstance(progress, float):\n",
|
|
" progress = 0\n",
|
|
" status = \"error: progress var must be float\\r\\n\"\n",
|
|
" if progress < 0:\n",
|
|
" progress = 0\n",
|
|
" status = \"Halt...\\r\\n\"\n",
|
|
" if progress >= 1:\n",
|
|
" progress = 1\n",
|
|
" status = \"Done...\\r\\n\"\n",
|
|
" block = int(round(barLength*progress))\n",
|
|
" text = \"\\rPercent: [{0}] {1}% {2}\".format( \"#\"*block + \"-\"*(barLength-block), progress*100, status)\n",
|
|
" sys.stdout.write(text)\n",
|
|
" sys.stdout.flush()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def compute_refinement_moments (net, collection_iters = 2000):\n",
|
|
" bn1 = {}\n",
|
|
" bn1['mean'] = np.zeros((collection_iters, net.params['bn1'][2].data.shape[1]))\n",
|
|
" bn1['var'] = np.zeros((collection_iters, net.params['bn1'][2].data.shape[1]))\n",
|
|
" bn1['ma_mean'] = np.squeeze(net.params['bn1'][2].data).copy()\n",
|
|
" bn1['ma_var'] = np.squeeze(net.params['bn1'][3].data).copy()\n",
|
|
"\n",
|
|
" bn2 = {}\n",
|
|
" bn2['mean'] = np.zeros((collection_iters, net.params['bn2'][2].data.shape[1]))\n",
|
|
" bn2['var'] = np.zeros((collection_iters, net.params['bn2'][2].data.shape[1]))\n",
|
|
" bn2['ma_mean'] = np.squeeze(net.params['bn2'][2].data).copy()\n",
|
|
" bn2['ma_var'] = np.squeeze(net.params['bn2'][3].data).copy()\n",
|
|
"\n",
|
|
" bn3 = {}\n",
|
|
" bn3['mean'] = np.zeros((collection_iters, net.params['bn3'][2].data.shape[1]))\n",
|
|
" bn3['var'] = np.zeros((collection_iters, net.params['bn3'][2].data.shape[1]))\n",
|
|
" bn3['ma_mean'] = np.squeeze(net.params['bn3'][2].data).copy()\n",
|
|
" bn3['ma_var'] = np.squeeze(net.params['bn3'][3].data).copy()\n",
|
|
"\n",
|
|
" bn4 = {}\n",
|
|
" bn4['mean'] = np.zeros((collection_iters, net.params['bn4'][2].data.shape[1]))\n",
|
|
" bn4['var'] = np.zeros((collection_iters, net.params['bn4'][2].data.shape[1]))\n",
|
|
" bn4['ma_mean'] = np.squeeze(net.params['bn4'][2].data).copy()\n",
|
|
" bn4['ma_var'] = np.squeeze(net.params['bn4'][3].data).copy()\n",
|
|
"\n",
|
|
" bn5 = {}\n",
|
|
" bn5['mean'] = np.zeros((collection_iters, net.params['bn5'][2].data.shape[1]))\n",
|
|
" bn5['var'] = np.zeros((collection_iters, net.params['bn5'][2].data.shape[1]))\n",
|
|
" bn5['ma_mean'] = np.squeeze(net.params['bn5'][2].data).copy()\n",
|
|
" bn5['ma_var'] = np.squeeze(net.params['bn5'][3].data).copy()\n",
|
|
"\n",
|
|
" for it in xrange(collection_iters):\n",
|
|
" net.forward()\n",
|
|
"\n",
|
|
" bn1['mean'][it, :] = np.squeeze(net.params['bn1'][2].data).copy()\n",
|
|
" bn1['var'][it, :] = np.squeeze(net.params['bn1'][3].data).copy()\n",
|
|
"\n",
|
|
" bn2['mean'][it, :] = np.squeeze(net.params['bn2'][2].data).copy()\n",
|
|
" bn2['var'][it, :] = np.squeeze(net.params['bn2'][3].data).copy()\n",
|
|
"\n",
|
|
" bn3['mean'][it, :] = np.squeeze(net.params['bn3'][2].data).copy()\n",
|
|
" bn3['var'][it, :] = np.squeeze(net.params['bn3'][3].data).copy()\n",
|
|
"\n",
|
|
" bn4['mean'][it, :] = np.squeeze(net.params['bn4'][2].data).copy()\n",
|
|
" bn4['var'][it, :] = np.squeeze(net.params['bn4'][3].data).copy()\n",
|
|
"\n",
|
|
" bn5['mean'][it, :] = np.squeeze(net.params['bn5'][2].data).copy()\n",
|
|
" bn5['var'][it, :] = np.squeeze(net.params['bn5'][3].data).copy()\n",
|
|
"\n",
|
|
" update_progress((it+1)/collection_iters)\n",
|
|
"\n",
|
|
" bn1['rf_mean'] = np.median(bn1['mean'], axis=0)\n",
|
|
" bn1['rf_var'] = np.median(bn1['var'], axis=0)\n",
|
|
"\n",
|
|
" bn2['rf_mean'] = np.median(bn2['mean'], axis=0)\n",
|
|
" bn2['rf_var'] = np.median(bn2['var'], axis=0)\n",
|
|
"\n",
|
|
" bn3['rf_mean'] = np.median(bn3['mean'], axis=0)\n",
|
|
" bn3['rf_var'] = np.median(bn3['var'], axis=0)\n",
|
|
"\n",
|
|
" bn4['rf_mean'] = np.median(bn4['mean'], axis=0)\n",
|
|
" bn4['rf_var'] = np.median(bn4['var'], axis=0)\n",
|
|
"\n",
|
|
" bn5['rf_mean'] = np.median(bn5['mean'], axis=0)\n",
|
|
" bn5['rf_var'] = np.median(bn5['var'], axis=0)\n",
|
|
" return bn1, bn2, bn3, bn4, bn5"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def embed_refinement_moments(net, bn1, bn2, bn3, bn4, bn5):\n",
|
|
" net.params['bn1'][2].data[0,:,0,0] = bn1['rf_mean'].copy()\n",
|
|
" net.params['bn1'][3].data[0,:,0,0] = bn1['rf_var'].copy()\n",
|
|
"\n",
|
|
" net.params['bn2'][2].data[0,:,0,0] = bn2['rf_mean'].copy()\n",
|
|
" net.params['bn2'][3].data[0,:,0,0] = bn2['rf_var'].copy()\n",
|
|
"\n",
|
|
" net.params['bn3'][2].data[0,:,0,0] = bn3['rf_mean'].copy()\n",
|
|
" net.params['bn3'][3].data[0,:,0,0] = bn3['rf_var'].copy()\n",
|
|
"\n",
|
|
" net.params['bn4'][2].data[0,:,0,0] = bn4['rf_mean'].copy()\n",
|
|
" net.params['bn4'][3].data[0,:,0,0] = bn4['rf_var'].copy()\n",
|
|
"\n",
|
|
" net.params['bn5'][2].data[0,:,0,0] = bn5['rf_mean'].copy()\n",
|
|
" net.params['bn5'][3].data[0,:,0,0] = bn5['rf_var'].copy() "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def eval_stego_net( weights, test_iters=None, refine_bn=True):\n",
|
|
" \n",
|
|
" if refine_bn:\n",
|
|
" net = VahidNet( True, batch_size = 64, moving_average_fraction = 0)\n",
|
|
" net = caffe.Net(net, weights, caffe.TRAIN)\n",
|
|
" bn1, bn2, bn3, bn4, bn5 = compute_refinement_moments(net, collection_iters = 3000)\n",
|
|
" del net\n",
|
|
" \n",
|
|
" net = VahidNet(False)\n",
|
|
" \n",
|
|
" test_net = caffe.Net(net, weights, caffe.TEST)\n",
|
|
" \n",
|
|
" if refine_bn:\n",
|
|
" embed_refinement_moments(test_net, bn1, bn2, bn3, bn4, bn5)\n",
|
|
" \n",
|
|
" batch_size = test_net.blobs['data'].shape[0]\n",
|
|
" num_entries = 8000\n",
|
|
" if test_iters==None:\n",
|
|
" test_iters = int(np.floor(num_entries/batch_size))\n",
|
|
" \n",
|
|
" print 'Number of test samples: ', num_entries\n",
|
|
" print 'Testing for %d iterations using batch size %d...' % (test_iters, batch_size)\n",
|
|
" \n",
|
|
" accuracy = 0\n",
|
|
" for it in xrange(test_iters):\n",
|
|
" accuracy += test_net.forward()['acc']\n",
|
|
" update_progress((it+1)/test_iters)\n",
|
|
" accuracy /= test_iters\n",
|
|
" del test_net\n",
|
|
" \n",
|
|
" return accuracy"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"BatchLoader initialized with 30000 images\n",
|
|
"AugmentStegoDataLayerSync initialized for split: train, with bs: 64, im_shape: [512, 512].\n",
|
|
"Percent: [##########] 100% Done...7% \n",
|
|
"BatchLoader initialized with 10000 images\n",
|
|
"AugmentStegoDataLayerSync initialized for split: test, with bs: 40, im_shape: [512, 512].\n",
|
|
"Number of test samples: 8000\n",
|
|
"Testing for 200 iterations using batch size 40...\n",
|
|
"Percent: [##########] 96.0% "
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"weights = 'VahidNet_JUNI_04_Miracle_Aug.caffemodel'\n",
|
|
"\n",
|
|
"accuracy = eval_stego_net( weights, refine_bn=True)\n",
|
|
"\n",
|
|
"print 'Accuracy: ', accuracy"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Keep training\n",
|
|
"\n",
|
|
"niter = 12000 # number of iterations to train 40000\n",
|
|
"\n",
|
|
"model = 'VahidNet_JUNI_04_AUG.caffemodel'\n",
|
|
"\n",
|
|
"base_lr = 0.001\n",
|
|
"\n",
|
|
"# Bring down the base_lr to be last one\n",
|
|
"for i in range(72000//6000 + 1):\n",
|
|
" base_lr = base_lr * 0.75\n",
|
|
"\n",
|
|
"num_conv0_kernels = 4\n",
|
|
"learn_conv0 = False\n",
|
|
"moving_average_fraction = 0\n",
|
|
"\n",
|
|
"vahid_net_solver, num_trn_entries, num_val_entries = get_vahidnet_solver(\n",
|
|
" trn_source=trn_source, val_source=val_source, model=model, \n",
|
|
" base_lr=base_lr, weight_decay=weight_decay,\n",
|
|
" num_conv0_kernels=num_conv0_kernels, learn_conv0=learn_conv0, \n",
|
|
" moving_average_fraction=moving_average_fraction)\n",
|
|
"\n",
|
|
"print 'Running solvers for %d iterations...' % niter\n",
|
|
"solvers = [('stego', vahid_net_solver)] \n",
|
|
"loss, acc, weights = run_solver(niter, solvers)\n",
|
|
"print 'Done.'\n",
|
|
"\n",
|
|
"train_loss = loss['stego']\n",
|
|
"train_acc = acc['stego']\n",
|
|
"stego_weights = weights['stego']\n",
|
|
"\n",
|
|
"# Delete solvers to save memory.\n",
|
|
"del vahid_net_solver, solvers"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"!cp {\"%s\" % stego_weights} VahidNet_JUNI_04_AUG_more.caffemodel"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"TRN_Source = '/home/mchen/tmp/caffe/examples/StegoLibrary/JUNI_04_AUG/JUNI_0.4_trn_lmdb'\n",
|
|
"TST_Source = '/home/mchen/tmp/caffe/examples/StegoLibrary/JUNI_04_AUG/JUNI_0.4_val_lmdb'\n",
|
|
"\n",
|
|
"weights = 'VahidNet_JUNI_04_AUG_more.caffemodel'\n",
|
|
"\n",
|
|
"accuracy = eval_stego_net( TRN_Source, TST_Source, weights, refine_bn=True)\n",
|
|
"\n",
|
|
"print 'Accuracy: ', accuracy"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"deletable": true,
|
|
"editable": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"description": "Define, train, and test the classic LeNet with the Python interface.",
|
|
"example_name": "Learning LeNet",
|
|
"include_in_docs": true,
|
|
"kernelspec": {
|
|
"display_name": "Python 2",
|
|
"language": "python",
|
|
"name": "python2"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 2
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython2",
|
|
"version": "2.7.6"
|
|
},
|
|
"priority": 2
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 0
|
|
}
|