Exp1-Simple discriminator-Eval.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Exp 1: a validation script for Exp 1\n",
    "Confirm that it works!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "from __future__ import absolute_import\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import sugartensor as tf\n",
    "import os\n",
    "from IPython.display import display, Image\n",
    "import numpy as np\n",
    "from scipy import ndimage\n",
    "from six.moves import cPickle as pickle\n",
    "\n",
    "import os\n",
    "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\"   # see issue #152\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"3\"\n",
    "gpu_options = tf.GPUOptions(per_process_gpu_memory_fraction=0.1)\n",
    "\n",
    "sess = tf.Session(config=tf.ConfigProto(gpu_options=gpu_options))\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "batch_size = 64   # batch size\n",
    "image_size = 64\n",
    "pixel_depth = 255.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Validation data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "540\n",
      "[1 4 1 3]\n",
      "Tensor(\"train_1:1\", shape=(64,), dtype=int64)\n",
      "Tensor(\"train_1:0\", shape=(64, 64, 64, 1), dtype=float32)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAB4CAYAAADi1gmcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhAVdkjphQZekTljQJakTFnRJ6sT/ASGabxt3MPywAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f33a7e46a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dir= \"squarecode/valid/\"\n",
    "fn = os.listdir(dir)\n",
    "total = len(fn)\n",
    "total\n",
    "valid_label = np.ndarray(shape = (total), dtype = np.int64)\n",
    "valid_dataset = np.ndarray(shape = (total, image_size, image_size, 1), dtype = np.float32)\n",
    "counter = 0\n",
    "for file in fn:\n",
    "    image_data = (ndimage.imread(dir+file).astype(float) - \n",
    "                    pixel_depth / 2) / pixel_depth\n",
    "    if True:\n",
    "        valid_label[counter] = int(file[0])\n",
    "        valid_dataset[counter, :, :] = image_data[:,:,0].reshape(image_size, image_size, 1)\n",
    "        counter+=1\n",
    "print(len(valid_label))\n",
    "\n",
    "_, axs = plt.subplots(1, 4)\n",
    "\n",
    "label = valid_label[:4]\n",
    "image = valid_dataset[:4]\n",
    "print(label)\n",
    "for i in range(4):\n",
    "    axs[i].imshow(image[i].reshape(image_size, image_size), cmap=plt.cm.Greys);\n",
    "    axs[i].set_title(label[i])\n",
    "\n",
    "valid_image_tensor, valid_label_tensor = tf.sg_data._data_to_tensor([valid_dataset, label], batch_size, name = \"train\")\n",
    "\n",
    "print(valid_label_tensor)\n",
    "print(valid_image_tensor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from asset/train/exp1-classifier/model.ckpt-38661\n",
      "[0 1 2 0 1 1 0 0 0 0 1 1 1 0 1 0 0 1 1 0 1 0 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0\n",
      " 0 0 0 1 0 1 1 0 0 0 0 1 0 1 0 1 0 0 1 1 0 0 1 0 0 0 0]\n",
      "[1 6 9 1 7 8 3 4 5 4 7 8 9 1 9 2 3 6 8 5 7 5 3 9 3 2 4 5 1 8 7 4 1 6 2 1 1\n",
      " 3 4 1 7 2 7 6 5 3 4 1 6 2 6 1 9 2 2 8 5 3 2 8 1 3 3 3]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIYAABtWCAYAAABvniaKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f339c4d67f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_index = 120\n",
    "num_sample = 64\n",
    "image = tf.convert_to_tensor(valid_dataset[random_index:random_index+num_sample])\n",
    "ori_labels = valid_label[random_index:random_index+num_sample]\n",
    "with tf.sg_context(name='discriminator', size=4, stride=2, act='leaky_relu'):\n",
    "        \n",
    "        # shared part\n",
    "        # have to set batch norm at the layer level because we dont want to use batch norm everywhere\n",
    "        logit = (image\n",
    "                  .sg_conv(dim=64, name = 'conv2', bn = True)\n",
    "                  .sg_conv(dim=128, name='conv3', bn = True)\n",
    "                  .sg_flatten()\n",
    "                  .sg_dense(dim=1024, name='fc1')\n",
    "                  .sg_dense(dim=10, act='linear', name = 'cat')\n",
    "                 .sg_softmax().sg_argmax())\n",
    "\n",
    "\n",
    "with sess:\n",
    "\n",
    "    tf.sg_init(sess)\n",
    "\n",
    "    # restore parameters\n",
    "    tf.sg_restore(sess, tf.train.latest_checkpoint('asset/train/exp1-classifier'), category='discriminator')\n",
    "\n",
    "    # run generator\n",
    "    labels = sess.run(logit)\n",
    "\n",
    "# _, axs = plt.subplots(8, 8)              \n",
    "\n",
    "print(labels)\n",
    "print(ori_labels)\n",
    "plt.figure(figsize=(2,200))\n",
    "for i in range(num_sample):\n",
    "#     if labels[i]!=ori_labels[i] or i<5:\n",
    "        plt.subplot(100, 1, i+1)\n",
    "        plt.imshow(valid_dataset[random_index+i].reshape(image_size, image_size), cmap=plt.cm.Greys)\n",
    "        plt.title(\"predicted:\"+str(labels[i])+\"-\"+\"true:\"+str(ori_labels[i]))\n",
    "        plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}