{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating a Control Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import math\n",
    "import os\n",
    "import sys\n",
    "\n",
    "sys.path.insert(0, os.path.abspath('/data/autocnet'))\n",
    "\n",
    "import autocnet\n",
    "# Enable the GPU\n",
    "autocnet.cuda(enable=True)\n",
    "\n",
    "from autocnet import CandidateGraph\n",
    "\n",
    "# The GPU based extraction library that contains SIFT extraction and matching\n",
    "import cudasift as cs\n",
    "# A method to resize the images on the fly.\n",
    "from scipy.misc import imresize\n",
    "\n",
    "%pylab inline\n",
    "figsize(16,4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create the CandidateGraph\n",
    "Just like the other notebooks this cell creates the candidate graph.  This also patches in functionality to the object on the fly.  To get a handle on what is going on, checkout the [Advanced 1. Extending the CandidateGraph](Advanced 1. Extending the CandidateGraph.ipynb) notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Create the candidate graph and enable a GPU\n",
    "a = 'AS15-P-0111_CENTER_LRG_CROPPED.png'\n",
    "b = 'AS15-P-0112_CENTER_LRG_CROPPED.png'\n",
    "\n",
    "adj = {a:[b],\n",
    "       b:[a]}\n",
    "\n",
    "cg = CandidateGraph.from_adjacency(adj)\n",
    "\n",
    "# Define a function to do the feature extraction.\n",
    "def extract_features(self, arr, downsample_amount=None, **kwargs):\n",
    "    total_size = arr.shape[0] * arr.shape[1]\n",
    "    if not downsample_amount:\n",
    "        downsample_amount = math.ceil(total_size / 12500**2)\n",
    "    shape = (int(arr.shape[0] / downsample_amount), int(arr.shape[1] / downsample_amount))\n",
    "    # Downsample\n",
    "    arr = imresize(arr, shape, interp='lanczos')\n",
    "    \n",
    "    npts = max(arr.shape) / 3.5\n",
    "    sd = cs.PySiftData(npts)\n",
    "    cs.ExtractKeypoints(arr, sd, **kwargs)\n",
    "    kp, des = sd.to_data_frame()\n",
    "    kp = kp[['x', 'y', 'scale', 'sharpness', 'edgeness', 'orientation', 'score', 'ambiguity']]\n",
    "    kp['score'] = 0.0\n",
    "    kp['ambiguity'] = 0.0\n",
    "    \n",
    "    # Match the interface defined in the edge.\n",
    "    self.keypoints = kp\n",
    "    self.descriptors = des\n",
    "    \n",
    "    self['downsample_amount'] = downsample_amount\n",
    "\n",
    "# Import the class and update it.  This updates the current instance of the CandidateGraph\n",
    "from autocnet.graph.node import Node\n",
    "Node.extract_features = extract_features\n",
    "\n",
    "# Extract the features\n",
    "cg.extract_features(thresh=1)\n",
    "\n",
    "# Match\n",
    "cg.match()\n",
    "\n",
    "# Apply outlier detection - see the above linked notebook if you are curious about what is going on here.\n",
    "for s,d,e in cg.edges_iter(data=True):\n",
    "    e.masks['ratio'] = e.matches.ambiguity <= e.matches.ambiguity.quantile(0.015)\n",
    "    e.masks['score'] = e.matches.score >= e.matches.score.quantile(0.85)\n",
    "    \n",
    "# Compute the F Matrix\n",
    "cg.compute_fundamental_matrices(clean_keys=['ratio', 'score'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2904231400>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IAGBtbQ21Ws2sA516MqEdmNiCwuCRRpWCyz7zHXawyPvZR44pCAJks1kzD1RS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2et6roiy+Y8evQRP/uzX6apnS8pyzmwot/fjGgKgpA8r9bETEPQ1HXTNG48XuG6beK4ZfatPZpC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\nP9HJSaZ+f6m9vUq7u67CMNv6SU8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5eb6PDvivymohfUajkaSGNLDPUpIkevr0qb7whS8Y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\nFy9enmn5fwCC0ZiuYmHYzQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f288db19a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg.edge[0][1].plot(clean_keys=['fundamental'], line_kwargs={'alpha':0.35}, downsampling=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Apply the subpixel matcher\n",
    "import cv2\n",
    "# Scale the keypoints coordinates back to full resolution.\n",
    "for i, n in cg.nodes_iter(data=True):\n",
    "    n.keypoints.x *= n['downsample_amount']\n",
    "    n.keypoints.y *= n['downsample_amount']\n",
    "    \n",
    "cg.subpixel_register(clean_keys=['fundamental'], tiled=True, func=cv2.TM_CCORR_NORMED, max_x_shift=7, max_y_shift=7)\n",
    "\n",
    "# Scale the keypoint coordinates back to the reduced resolution\n",
    "for i, n in cg.nodes_iter(data=True):\n",
    "    n.keypoints.x /= n['downsample_amount']\n",
    "    n.keypoints.y /= n['downsample_amount']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Create a control network object\n",
    "cg.generate_cnet(clean_keys=['subpixel'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Write the (invalid) control network to disk - this net is not valid because it does not have isis3 serial numbers...use cubes\n",
    "from plio.io.io_controlnetwork import to_isis\n",
    "to_isis('sample_pan.net', cg.cn, mode='wb', targetname='Moon')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-rw-r--r-- 1 jlaura flagstaf 294K May 17 13:20 sample_pan.net\r\n"
     ]
    }
   ],
   "source": [
    "!ls -alh *.net"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "AutoCNet",
   "language": "python",
   "name": "autocnet"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
