{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Saving and Loading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jlaura/anaconda3/envs/autocnet/lib/python3.5/site-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['e', 'load']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\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": 9,
   "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": "markdown",
   "metadata": {},
   "source": [
    "## Saving and Loading\n",
    "Below, we save an AutoCNet project to disk.  This serializes all of th correspondences, matches, and attributes into a number of different files (JSON metadata and binary/compressed arrays).  These are then packed into a `zip` file with a user definable file ending, e.g. `.proj`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cg.save('ApolloPan.proj')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ApolloPan.proj\r\n"
     ]
    }
   ],
   "source": [
    "!ls *.proj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from autocnet.io.network import load"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cg2 = load('ApolloPan.proj')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f21efdd4eb8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nJ9060KgnE2rHRAsKnUcqVQou+8x3aGeR97OPHFOn00E8HnfzQJDK5XI4HZzF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\nIl2QFyqXx6rV5qrVFqHyA9+Xer20ms2EOp2Mzs6C8T7TaUXTaVWTSdTOO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3Zd9ovNCu9G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\nuVyYmS0Wg22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r2VerlSkdaCRAzV2xWDTwSnDmZoaR7fBcriPDyLsZNvYNqReBGGeZWg3e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\nVCBEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f21efdd4a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg2.edge[0][1].plot(clean_keys=['fundamental'], downsampling=True)"
   ]
  }
 ],
 "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
}
