TAGCN-backup.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/krohak/anaconda3/lib/python3.6/importlib/_bootstrap.py:205: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6\n",
      "  return f(*args, **kwds)\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from utils import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "flags = tf.app.flags\n",
    "FLAGS = flags.FLAGS\n",
    "flags.DEFINE_string('dataset', 'pubmed', 'Dataset string.')  # 'cora', 'citeseer', 'pubmed'\n",
    "flags.DEFINE_string('model', 'gcn', 'Model string.')  # 'gcn', 'gcn_cheby', 'dense'\n",
    "flags.DEFINE_float('learning_rate', 0.01, 'Initial learning rate.')\n",
    "flags.DEFINE_integer('epochs', 200, 'Number of epochs to train.')\n",
    "flags.DEFINE_integer('hidden1', 16, 'Number of units in hidden layer 1.')\n",
    "flags.DEFINE_float('dropout', 0.5, 'Dropout rate (1 - keep probability).')\n",
    "flags.DEFINE_float('weight_decay', 5e-4, 'Weight for L2 loss on embedding matrix.')\n",
    "flags.DEFINE_integer('early_stopping', 10, 'Tolerance for early stopping (# of epochs).')\n",
    "flags.DEFINE_integer('max_degree', 3, 'Maximum Chebyshev polynomial degree.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "adj, features, y_train, y_val, y_test, train_mask, val_mask, test_mask = load_data(FLAGS.dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 1378)\t1\n",
      "  (0, 1544)\t1\n",
      "  (0, 6092)\t1\n",
      "  (0, 7636)\t1\n",
      "  (0, 14442)\t1\n"
     ]
    }
   ],
   "source": [
    "print(adj[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "G = nx.Graph(adj)\n",
    "#G.add_path([0,1,2])\n",
    "#list(nx.bfs_edges([0,1,2],0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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5905, 6459, 9759, 12598, 12616, 17489, 16809, 6909, 14848, 15185, 11327, 13204, 842, 1050, 2397, 12082, 13724, 17358, 14325, 18017, 1589, 14545, 2433, 6194]\n"
     ]
    }
   ],
   "source": [
    "print(list(nx.bfs_tree(G,0,0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0: 0, 1378: 1, 1544: 1, 6092: 1, 7636: 1, 14442: 1, 99: 2, 678: 2, 704: 2, 1720: 2, 3541: 2, 4048: 2, 4203: 2, 6145: 2, 6733: 2, 7443: 2, 8302: 2, 8602: 2, 9234: 2, 10259: 2, 10728: 2, 11142: 2, 11651: 2, 12160: 2, 12643: 2, 12746: 2, 12925: 2, 12972: 2, 13272: 2, 14502: 2, 14770: 2, 14896: 2, 15314: 2, 15503: 2, 16217: 2, 16527: 2, 16822: 2, 17277: 2, 17687: 2, 19349: 2, 1233: 2, 1290: 2, 2078: 2, 2110: 2, 4976: 2, 6106: 2, 6769: 2, 7379: 2, 8931: 2, 9809: 2, 9861: 2, 10087: 2, 10088: 2, 10216: 2, 10740: 2, 10976: 2, 12280: 2, 12360: 2, 13662: 2, 16684: 2, 16976: 2, 17102: 2, 17412: 2, 18242: 2, 18459: 2, 18814: 2, 18855: 2, 1728: 2, 2344: 2, 7191: 2, 7297: 2, 10665: 2, 12103: 2, 15099: 2, 16772: 2, 17054: 2, 607: 2, 1222: 2, 1239: 2, 1308: 2, 1800: 2, 3429: 2, 4689: 2, 5467: 2, 7465: 2, 8140: 2, 12234: 2, 12668: 2, 13544: 2, 14276: 2, 16702: 2, 17392: 2, 17896: 2, 18133: 2, 18555: 2, 314: 2, 884: 2, 7012: 2, 7798: 2, 7851: 2, 8117: 2, 8372: 2, 8648: 2, 9985: 2, 10121: 2, 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2318: 8, 2418: 8, 3988: 8, 4204: 8, 10331: 8, 11438: 8, 11639: 8, 11675: 8, 13880: 8, 14972: 8, 15573: 8, 17032: 8, 17580: 8, 5259: 8, 11767: 8, 5026: 8, 11887: 8, 14380: 8, 12268: 8, 537: 8, 18328: 8, 684: 8, 17511: 8, 17827: 8, 18273: 8, 18385: 8, 18925: 8, 4897: 8, 1403: 8, 476: 8, 575: 8, 4501: 8, 9206: 8, 17976: 8, 18513: 8, 3770: 8, 4685: 8, 5399: 8, 5403: 8, 7662: 8, 9944: 8, 12681: 8, 18220: 8, 8464: 8, 1791: 8, 7375: 8, 13957: 8, 13237: 9, 18032: 9, 5299: 9, 9426: 9, 14922: 9, 16076: 9, 17796: 9, 6896: 9, 3471: 9, 5165: 9, 5761: 9, 15836: 9, 17706: 9, 5503: 9, 3883: 9, 7363: 9, 8667: 9, 9170: 9, 10115: 9, 13096: 9, 13736: 9, 16504: 9, 17844: 9, 18775: 9, 19497: 9, 4746: 9, 6623: 9, 6865: 9, 7699: 9, 11420: 9, 16711: 9, 2429: 9, 8720: 9, 13397: 9, 14592: 9, 3214: 9, 13413: 9, 15667: 9, 18550: 9, 12258: 9, 17526: 9, 2541: 9, 10320: 9, 11314: 9, 3317: 9, 9284: 9, 10715: 9, 12826: 9, 16094: 9, 12969: 9, 14529: 9, 9282: 9, 3464: 9, 4901: 9, 1362: 9, 8558: 9, 9219: 9, 13258: 9, 14864: 9, 16406: 9, 18657: 9, 18686: 9, 18250: 9, 1093: 9, 2572: 9, 14201: 9, 4028: 9, 5834: 9, 9976: 9, 17942: 9, 14292: 9, 6010: 9, 1703: 9, 7710: 9, 9067: 9, 9120: 9, 12753: 9, 13386: 9, 11790: 9, 2990: 9, 8260: 9, 15428: 9, 18595: 9, 16888: 9, 9462: 9, 13271: 9, 17125: 9, 14343: 9, 6128: 9, 1642: 9, 15037: 9, 15847: 9, 17514: 9, 17560: 9, 1176: 9, 3877: 9, 4030: 9, 4778: 9, 6287: 9, 7982: 9, 8411: 9, 8514: 9, 9377: 9, 13375: 9, 17986: 9, 19519: 9, 3891: 9, 15654: 9, 6135: 9, 6584: 9, 8535: 9, 13851: 9, 17156: 9, 14828: 9, 1109: 9, 1258: 9, 7764: 9, 9543: 9, 9724: 9, 11801: 9, 1911: 9, 4630: 9, 8076: 9, 10318: 9, 3594: 9, 18246: 9, 18278: 9, 19099: 9, 1548: 9, 2198: 9, 2775: 9, 4169: 9, 10234: 9, 15815: 9, 16141: 9, 19095: 9, 5291: 9, 7427: 9, 17031: 9, 17785: 9, 18677: 9, 51: 9, 6803: 9, 7410: 9, 10169: 9, 11047: 9, 13843: 9, 15518: 9, 16895: 9, 6091: 9, 11270: 9, 3437: 9, 16081: 10, 5465: 10, 9638: 10, 7044: 10, 14589: 10, 19674: 10, 10943: 10, 8860: 10, 6137: 10, 9008: 10, 1967: 10, 6100: 10, 9158: 10, 9233: 10, 13744: 10, 520: 10, 3865: 10, 5905: 10, 6459: 10, 9759: 10, 12598: 10, 12616: 10, 17489: 10, 16809: 10, 6909: 10, 14848: 10, 15185: 10, 11327: 10, 13204: 10, 842: 10, 1050: 10, 2397: 11, 12082: 11, 13724: 11, 17358: 11, 14325: 11, 18017: 11, 1589: 11, 14545: 11, 2433: 11, 6194: 11}\n"
     ]
    }
   ],
   "source": [
    "print(nx.shortest_path_length(G,source=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "one_path = nx.all_pairs_shortest_path(G,cutoff=1)[0]\n",
    "two_path = nx.all_pairs_shortest_path(G,cutoff=2)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "109 5 102\n"
     ]
    }
   ],
   "source": [
    "print(len(two_path), len(one_path)-1, len(two_path)-len(one_path)-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: [0],\n",
       " 1378: [0, 1378],\n",
       " 1544: [0, 1544],\n",
       " 6092: [0, 6092],\n",
       " 7636: [0, 7636],\n",
       " 14442: [0, 14442]}"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: [0],\n",
       " 99: [0, 1378, 99],\n",
       " 314: [0, 14442, 314],\n",
       " 607: [0, 7636, 607],\n",
       " 678: [0, 1378, 678],\n",
       " 704: [0, 1378, 704],\n",
       " 884: [0, 14442, 884],\n",
       " 1222: [0, 7636, 1222],\n",
       " 1233: [0, 1544, 1233],\n",
       " 1239: [0, 7636, 1239],\n",
       " 1290: [0, 1544, 1290],\n",
       " 1308: [0, 7636, 1308],\n",
       " 1378: [0, 1378],\n",
       " 1544: [0, 1544],\n",
       " 1720: [0, 1378, 1720],\n",
       " 1728: [0, 6092, 1728],\n",
       " 1800: [0, 7636, 1800],\n",
       " 2078: [0, 1544, 2078],\n",
       " 2110: [0, 1544, 2110],\n",
       " 2344: [0, 6092, 2344],\n",
       " 3429: [0, 7636, 3429],\n",
       " 3541: [0, 1378, 3541],\n",
       " 4048: [0, 1378, 4048],\n",
       " 4203: [0, 1378, 4203],\n",
       " 4689: [0, 7636, 4689],\n",
       " 4976: [0, 1544, 4976],\n",
       " 5467: [0, 7636, 5467],\n",
       " 6092: [0, 6092],\n",
       " 6106: [0, 1544, 6106],\n",
       " 6145: [0, 1378, 6145],\n",
       " 6733: [0, 1378, 6733],\n",
       " 6769: [0, 1544, 6769],\n",
       " 7012: [0, 14442, 7012],\n",
       " 7191: [0, 6092, 7191],\n",
       " 7297: [0, 6092, 7297],\n",
       " 7379: [0, 1544, 7379],\n",
       " 7443: [0, 1378, 7443],\n",
       " 7465: [0, 7636, 7465],\n",
       " 7636: [0, 7636],\n",
       " 7798: [0, 14442, 7798],\n",
       " 7851: [0, 14442, 7851],\n",
       " 8117: [0, 14442, 8117],\n",
       " 8140: [0, 7636, 8140],\n",
       " 8302: [0, 1378, 8302],\n",
       " 8372: [0, 14442, 8372],\n",
       " 8602: [0, 1378, 8602],\n",
       " 8648: [0, 14442, 8648],\n",
       " 8931: [0, 1544, 8931],\n",
       " 9234: [0, 1378, 9234],\n",
       " 9809: [0, 1544, 9809],\n",
       " 9861: [0, 1544, 9861],\n",
       " 9985: [0, 14442, 9985],\n",
       " 10087: [0, 1544, 10087],\n",
       " 10088: [0, 1544, 10088],\n",
       " 10121: [0, 14442, 10121],\n",
       " 10216: [0, 1544, 10216],\n",
       " 10259: [0, 1378, 10259],\n",
       " 10665: [0, 6092, 10665],\n",
       " 10728: [0, 1378, 10728],\n",
       " 10740: [0, 1544, 10740],\n",
       " 10976: [0, 1544, 10976],\n",
       " 11142: [0, 1378, 11142],\n",
       " 11482: [0, 14442, 11482],\n",
       " 11651: [0, 1378, 11651],\n",
       " 12103: [0, 6092, 12103],\n",
       " 12160: [0, 1378, 12160],\n",
       " 12234: [0, 7636, 12234],\n",
       " 12280: [0, 1544, 12280],\n",
       " 12340: [0, 14442, 12340],\n",
       " 12360: [0, 1544, 12360],\n",
       " 12643: [0, 1378, 12643],\n",
       " 12668: [0, 7636, 12668],\n",
       " 12746: [0, 1378, 12746],\n",
       " 12925: [0, 1378, 12925],\n",
       " 12972: [0, 1378, 12972],\n",
       " 13272: [0, 1378, 13272],\n",
       " 13544: [0, 7636, 13544],\n",
       " 13662: [0, 1544, 13662],\n",
       " 14276: [0, 7636, 14276],\n",
       " 14442: [0, 14442],\n",
       " 14502: [0, 1378, 14502],\n",
       " 14770: [0, 1378, 14770],\n",
       " 14896: [0, 1378, 14896],\n",
       " 15099: [0, 6092, 15099],\n",
       " 15129: [0, 14442, 15129],\n",
       " 15314: [0, 1378, 15314],\n",
       " 15503: [0, 1378, 15503],\n",
       " 16217: [0, 1378, 16217],\n",
       " 16527: [0, 1378, 16527],\n",
       " 16608: [0, 14442, 16608],\n",
       " 16684: [0, 1544, 16684],\n",
       " 16702: [0, 7636, 16702],\n",
       " 16772: [0, 6092, 16772],\n",
       " 16822: [0, 1378, 16822],\n",
       " 16976: [0, 1544, 16976],\n",
       " 17054: [0, 6092, 17054],\n",
       " 17102: [0, 1544, 17102],\n",
       " 17277: [0, 1378, 17277],\n",
       " 17392: [0, 7636, 17392],\n",
       " 17412: [0, 1544, 17412],\n",
       " 17687: [0, 1378, 17687],\n",
       " 17896: [0, 7636, 17896],\n",
       " 18133: [0, 7636, 18133],\n",
       " 18242: [0, 1544, 18242],\n",
       " 18459: [0, 1544, 18459],\n",
       " 18555: [0, 7636, 18555],\n",
       " 18814: [0, 1544, 18814],\n",
       " 18855: [0, 1544, 18855],\n",
       " 19349: [0, 1378, 19349]}"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "two_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(two_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "features = preprocess_features(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#print(features.shape)\n",
    "features[1].shape\n",
    "#2708*1433"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(adj.toarray())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "\n",
    "import time\n",
    "import tensorflow as tf\n",
    "\n",
    "from utils import *\n",
    "from models import GCN, MLP\n",
    "\n",
    "# Set random seed\n",
    "seed = 123\n",
    "np.random.seed(seed)\n",
    "tf.set_random_seed(seed)\n",
    "\n",
    "# Settings\n",
    "flags = tf.app.flags\n",
    "FLAGS = flags.FLAGS\n",
    "flags.DEFINE_string('dataset', 'pubmed', 'Dataset string.')  # 'cora', 'citeseer', 'pubmed'\n",
    "flags.DEFINE_string('model', 'gcn', 'Model string.')  # 'gcn', 'gcn_cheby', 'dense'\n",
    "flags.DEFINE_float('learning_rate', 0.01, 'Initial learning rate.')\n",
    "flags.DEFINE_integer('epochs', 200, 'Number of epochs to train.')\n",
    "flags.DEFINE_integer('hidden1', 16, 'Number of units in hidden layer 1.')\n",
    "flags.DEFINE_float('dropout', 0.5, 'Dropout rate (1 - keep probability).')\n",
    "flags.DEFINE_float('weight_decay', 5e-4, 'Weight for L2 loss on embedding matrix.')\n",
    "flags.DEFINE_integer('early_stopping', 10, 'Tolerance for early stopping (# of epochs).')\n",
    "flags.DEFINE_integer('max_degree', 3, 'Maximum Chebyshev polynomial degree.')\n",
    "\n",
    "# Load data\n",
    "adj, features, y_train, y_val, y_test, train_mask, val_mask, test_mask = load_data(FLAGS.dataset)\n",
    "\n",
    "# Some preprocessing\n",
    "features = preprocess_features(features)\n",
    "if FLAGS.model == 'gcn':\n",
    "    support = [preprocess_adj(adj)]\n",
    "    num_supports = 1\n",
    "    model_func = GCN\n",
    "elif FLAGS.model == 'gcn_cheby':\n",
    "    support = chebyshev_polynomials(adj, FLAGS.max_degree)\n",
    "    num_supports = 1 + FLAGS.max_degree\n",
    "    model_func = GCN\n",
    "elif FLAGS.model == 'dense':\n",
    "    support = [preprocess_adj(adj)]  # Not used\n",
    "    num_supports = 1\n",
    "    model_func = MLP\n",
    "else:\n",
    "    raise ValueError('Invalid argument for model: ' + str(FLAGS.model))\n",
    "\n",
    "# Define placeholders\n",
    "placeholders = {\n",
    "    'support': [tf.sparse_placeholder(tf.float32) for _ in range(num_supports)],\n",
    "    'features': tf.sparse_placeholder(tf.float32, shape=tf.constant(features[2], dtype=tf.int64)),\n",
    "    'labels': tf.placeholder(tf.float32, shape=(None, y_train.shape[1])),\n",
    "    'labels_mask': tf.placeholder(tf.int32),\n",
    "    'dropout': tf.placeholder_with_default(0., shape=()),\n",
    "    'num_features_nonzero': tf.placeholder(tf.int32)  # helper variable for sparse dropout\n",
    "}\n",
    "\n",
    "# Create model\n",
    "model = model_func(placeholders, input_dim=features[2][1], logging=True)\n",
    "\n",
    "# Initialize session\n",
    "sess = tf.Session()\n",
    "\n",
    "\n",
    "# Define model evaluation function\n",
    "def evaluate(features, support, labels, mask, placeholders):\n",
    "    t_test = time.time()\n",
    "    feed_dict_val = construct_feed_dict(features, support, labels, mask, placeholders)\n",
    "    outs_val = sess.run([model.loss, model.accuracy], feed_dict=feed_dict_val)\n",
    "    return outs_val[0], outs_val[1], (time.time() - t_test)\n",
    "\n",
    "\n",
    "# Init variables\n",
    "sess.run(tf.global_variables_initializer())\n",
    "\n",
    "cost_val = []\n",
    "\n",
    "# Construct feed dictionary\n",
    "feed_dict = construct_feed_dict(features, support, y_train, train_mask, placeholders)\n",
    "feed_dict.update({placeholders['dropout']: FLAGS.dropout})\n",
    "\n",
    "\n",
    "# Train model\n",
    "for epoch in range(FLAGS.epochs):\n",
    "\n",
    "    t = time.time()\n",
    "  \n",
    "\n",
    "    # Training step\n",
    "    outs = sess.run([model.opt_op, model.loss, model.accuracy], feed_dict=feed_dict)\n",
    "\n",
    "    # Validation\n",
    "    cost, acc, duration = evaluate(features, support, y_val, val_mask, placeholders)\n",
    "    cost_val.append(cost)\n",
    "\n",
    "    # Print results\n",
    "    print(\"Epoch:\", '%04d' % (epoch + 1), \"train_loss=\", \"{:.5f}\".format(outs[1]),\n",
    "          \"train_acc=\", \"{:.5f}\".format(outs[2]), \"val_loss=\", \"{:.5f}\".format(cost),\n",
    "          \"val_acc=\", \"{:.5f}\".format(acc), \"time=\", \"{:.5f}\".format(time.time() - t))\n",
    "\n",
    "    if epoch > FLAGS.early_stopping and cost_val[-1] > np.mean(cost_val[-(FLAGS.early_stopping+1):-1]):\n",
    "        print(\"Early stopping...\")\n",
    "        break\n",
    "\n",
    "print(\"Optimization Finished!\")\n",
    "\n",
    "# Testing\n",
    "test_cost, test_acc, test_duration = evaluate(features, support, y_test, test_mask, placeholders)\n",
    "print(\"Test set results:\", \"cost=\", \"{:.5f}\".format(test_cost),\n",
    "      \"accuracy=\", \"{:.5f}\".format(test_acc), \"time=\", \"{:.5f}\".format(test_duration))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_val.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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