ixxi-dante/nw2vec

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projects/scale/blogcatalog-dim_ξ=10-adj_cross_entropy_weighing=False-feature_reconstruction=False-loss_weights=[1.0, 1.0]-results.ipynb

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Maintainability
Test Coverage
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BlogCatalog application: results from training, embedding dimension = 10, without adjacency cross-entropy weighing, without feature reconstruction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Runs using [this diff](https://gist.github.com/wehlutyk/7bc94f82421a61b7434718a4528e97d4) on top of [868d5e49b327ba7075175eda500c6588bd0d509e](https://github.com/ixxi-dante/nw2vec/commit/868d5e49b327ba7075175eda500c6588bd0d509e)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports and setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "import random\n",
    "import csv\n",
    "from collections import defaultdict\n",
    "import os\n",
    "import pickle\n",
    "\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import scipy.stats\n",
    "import sklearn.preprocessing\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "import networkx as nx\n",
    "\n",
    "import keras\n",
    "from keras import backend as K\n",
    "import tensorflow as tf\n",
    "from tensorflow.python import debug as tf_debug\n",
    "from keras.utils.vis_utils import model_to_dot\n",
    "from keras_tqdm import TQDMNotebookCallback as TQDMCallback\n",
    "\n",
    "from progressbar import ProgressBar\n",
    "from IPython.display import SVG, HTML, display\n",
    "\n",
    "import nw2vec\n",
    "from nw2vec import ae\n",
    "from nw2vec import utils\n",
    "from nw2vec import codecs\n",
    "from nw2vec import layers\n",
    "from nw2vec import viz\n",
    "from nw2vec import batching\n",
    "from nw2vec import graph\n",
    "import settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.environ['CUDA_VISIBLE_DEVICES'] = '0'\n",
    "DATASET_PATH = settings.BLOGCATALOG_PATH + '/data'\n",
    "RESULTS_PATH = settings.SCALE_PATH + '/blogcatalog'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the BlogCatalog data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Get the full list of nodes and groups ###\n",
    "\n",
    "crop = None\n",
    "\n",
    "# nodes\n",
    "nodes = []\n",
    "with open(DATASET_PATH + '/nodes.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    nodes = [int(row[0]) for row in reader]\n",
    "if crop is not None:\n",
    "    nodes = nodes[:crop]\n",
    "assert len(nodes) == len(set(nodes))\n",
    "nodes = set(nodes)\n",
    "\n",
    "# groups\n",
    "groups = []\n",
    "with open(DATASET_PATH + '/groups.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    groups = [int(row[0]) for row in reader]\n",
    "assert len(groups) == len(set(groups))\n",
    "groups = set(groups)\n",
    "\n",
    "\n",
    "### Generate graph from edges and node data ###\n",
    "\n",
    "# Read edges.csv and make a network out of it\n",
    "edges = defaultdict(list)\n",
    "with open(DATASET_PATH + '/edges.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    for row in reader:\n",
    "        if crop is not None:\n",
    "            if int(row[0]) in nodes and int(row[1]) in nodes:\n",
    "                edges[int(row[0])].append(int(row[1]))\n",
    "        else:\n",
    "            edges[int(row[0])].append(int(row[1]))\n",
    "\n",
    "g = nx.from_dict_of_lists(edges, create_using=nx.Graph())\n",
    "if crop is not None:\n",
    "    g.add_nodes_from(nodes)\n",
    "\n",
    "# Read group-edges.csv and add that info to each node\n",
    "group_edges = defaultdict(list)\n",
    "with open(DATASET_PATH + '/group-edges.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    for row in reader:\n",
    "        if crop is not None:\n",
    "            if int(row[0]) in nodes:\n",
    "                group_edges[int(row[0])].append(int(row[1]))\n",
    "        else:\n",
    "            group_edges[int(row[0])].append(int(row[1]))\n",
    "\n",
    "for node, data in g.nodes.items():\n",
    "    data['groups'] = group_edges[node]\n",
    "\n",
    "\n",
    "### Sanity checks ###\n",
    "assert set(g.nodes) == nodes\n",
    "#CROP\n",
    "if crop is None:\n",
    "    assert set().union(*[groups for _, groups in g.nodes(data='groups')]) == groups"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And set the node labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = np.zeros((len(nodes), len(groups)))\n",
    "nodes_offset = min(nodes)\n",
    "groups_offset = min(groups)\n",
    "for n, data in g.nodes.items():\n",
    "    labels[n - nodes_offset, np.array(data['groups']) - groups_offset] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the VAE model and training history"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define the VAE Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_nodes = len(nodes)\n",
    "adj = nx.adjacency_matrix(g).astype(np.float32)\n",
    "\n",
    "n_ξ_samples = 5\n",
    "dim_data, dim_l1, dim_ξ = len(groups), 10, 10\n",
    "dims = (dim_data, dim_l1, dim_ξ)\n",
    "use_bias = False\n",
    "\n",
    "adj_cross_entropy_weighing = False\n",
    "feature_reconstruction = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the corresponding checkpoint and history filenames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename_filters = ['crop={}'.format(crop),\n",
    "                    'dims={}'.format(dims),\n",
    "                    'bias={}'.format(use_bias),\n",
    "                    'n_epochs={}'.format(10000),\n",
    "                    'adj_cross_entropy_weighing={}'.format(adj_cross_entropy_weighing),\n",
    "                    'feature_reconstruction={}'.format(feature_reconstruction)]\n",
    "checkpoint_filenames = list(filter(lambda s: s.endswith('.h5'), os.listdir(RESULTS_PATH)))\n",
    "history_filenames = list(filter(lambda s: s.endswith('.pkl'), os.listdir(RESULTS_PATH)))\n",
    "for f in filename_filters:\n",
    "    checkpoint_filenames = list(filter(lambda s: f in s, checkpoint_filenames))\n",
    "    history_filenames = list(filter(lambda s: f in s, history_filenames))\n",
    "\n",
    "assert len(checkpoint_filenames) == 1\n",
    "assert len(history_filenames) == 1\n",
    "checkpoint_filename = checkpoint_filenames[0]\n",
    "history_filename = history_filenames[0]\n",
    "\n",
    "checkpoint_path = RESULTS_PATH + '/' + checkpoint_filename\n",
    "history_path = RESULTS_PATH + '/' + history_filename"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the model weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/slerique/anaconda3/envs/base36-grunchgpu/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n",
      "/home/slerique/anaconda3/envs/base36-grunchgpu/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n",
      "/home/slerique/anaconda3/envs/base36-grunchgpu/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n"
     ]
    }
   ],
   "source": [
    "q_model, q_codecs = ae.build_q(dims, use_bias=use_bias)\n",
    "q_model.load_weights(checkpoint_path, by_name=True)\n",
    "\n",
    "vae = keras.models.load_model(checkpoint_path,\n",
    "                              custom_objects=nw2vec.custom_objects())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the training history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(history_path, 'rb') as f:\n",
    "    history = pickle.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "\n",
    "### Training history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, len(history['history']), figsize=(len(history['history']) * 5, 4))\n",
    "for i, (title, values) in enumerate(history['history'].items()):\n",
    "    axes[i].plot(values)\n",
    "    axes[i].set_title(title)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Embeddings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TODO:\n",
    "- add colours representing the user topics? (several colors per dot...)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def target_func(batch_adj, required_nodes, final_nodes):\n",
    "    return None\n",
    "\n",
    "features = utils.scale_center(labels)\n",
    "x, _, feeds = next(batching.batches(vae, adj, features, target_func,\n",
    "                                    adj.shape[0], 1,\n",
    "                                    p=1, q=1, neighbour_samples=None))\n",
    "q_pred = q_model.predict_on_fed_batch(x, feeds=feeds)\n",
    "embedding_codec = codecs.Gaussian(q_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rg9q6oWLe1gVg4dmdfV888a6+uLFSF3qHdE9Rrto6r6bdPy7pZHe/egfHVFGazzUIAAAAAABpEOIDAADAkrT/2AXdfgRmZp78wdt69U8e5cEUkMVa2/062d0vKdFRprXdr87LA5ISXajchlRRVqB/ee+GkiM1+3c+LCnx0Pu5LWv0kZXFToeqk939Wl6cq77guBprytXcVKv9R89rZDymoly3JOmyOaq6yjL1B8fUM5AYTWdIKfXM4zIUjadWuDy3oap7i3TFDMn/b8NOcJAR4ED2+Pax87P6vF1L7K6fyVXEbSQCfLIs5XlcCkfj+vCKZU5tiltSYY5L39i+XvXVXu38/lvqvDygs5cGFAxH9eKJd/mSA5BldjVUOWE+21QhPlv39WF1Xx/W0GhEbc9uns/lAQAAAACw6DBOFwAAAEvSb24Mz9uxI3Hp9196m5GVQBZrbqp1gnb2a1swHFPMknrMUUUmhOleO3NZL554V2YoouNdvaqv9urwngYd3tOg3xz4nF7+g43OcVvb/ersGVRFab7ant2slh3rVbeqVJI0OBqZtKbCHLfqVpXqwfIi5bhSh+8uL8lXUa5boUjcCfBd7B+hTgFZ5U6GbifkuV1y3bxLaEn6VE25Xv/ao1rlLZDbkO4rS3Tc6+4bUSQaV2GOW3/42INq2bFeHpchS5LbZeh4V2+irtzsSrqyJE/ewkT3UUbqAtmvrGCGPQOMO69XAAAAAABkK0J8AAAAWJIGQtF5PX5c0uMvva0Db74zr+cBkBl2+M7uKlVf7dXTjavlcRlqrCmXe8KzaY8r0aVqZCwiMxSRtzAnJfiXfNzmplrtP3ZBF/tHVJzndsZQ1ld7VVKQo87LA1pZWqDiPLdqVizTnzSulrcwR7s/Wa3AByF1Xx/WA+VFKs5zK8+T+LW/fFnepAfmPeao9h+7oN2HOgjzAVngs+s/dMefDcfiiiW1DR26GRReXV6kmCXdW5SrusoyuY3ENU4oEnOCyNs/mqhRBbkenezuV2u7Xy071quxplwHvvAxHXxqU0roGUB28gXMlDoyFbchjYSjXHsAAAAAADABIT4AAAAsScV57gU5z1//7OKCnAdA5u3btla//sttOrynQa89/ajqVpWqrrJMr3/tUT36ULlCkbiK8nPUWFOug09tSjtW0hcwtfeV0+q8PKAec1TBcCIoY7M7AP7hYw/qkSqvDjz+Ue3btlZnv/lZ/fziDZmhiIrz3CrKdSsYjmntymI11pTriY2VkmWpZsUyrSrLV2FOIgAoy9LJ7n7tfeU0D9OBRe5/v/Nv075vKNFx71aWL8tVZ8+gWtv9Ts1p2bFebc88pv07H3YCxHYo76f+PknSjeGw6laVpoT1fnUt6BxHEqFhIIu1tvsVDEdv2RM0ZiXG6tKdEwAAAACAVDPsbw8AAADA5nZpRl0mJCluSTu/d0otO9anDewAyE711V61PbvZeZ08dne6WtDa7neCeCtLC1SU604JxNgdAHcf6tDJ7n5J0uE9DZKkkfHEmNyVpQVq2bHeCc7UV3u1+1CHOnsGnbGWjTXlOrynQUc6LqnrapfMUERf/MG/aPtHK/RTf5+e27JGuxqq5vx/FwBzyxcw1dru19YNFWmvTQpz3MrLMWSGorKU6LgnSS4jcY2Szv3eQq2tKHHqh11jJGlXQ5VTG3wBU7sPdeiLGyt18NT7isYtlRTkODXnZHe/3n7vhqJJJ5pYtwBkj+amWg2NRTUyFlF338i0+xbneZxOwwAAAAAAIIEQHwAAAJakT6/9kNo6r9725wxJq8uXqfv68Iw/09kzqP3HLqgk33PLAA+A7DQxCDOVmYb9kvezjUYSIb7f9I9o349/oaL8nEn7b91QoeNdvc7r4129TsAmGrecuvjiiXcJ8QF3OV/A1Fd+2KFgOKYzvzEVisQmfdEgFIkplJiMK5ch5XvcCkViuq+sQIOhcY1F44rELFV6C3RvUW4iDGxZKTXIDuSVFXp06KmPO9tb2/062d2vobGoNtxXIhlGSm06d2Uw7fhw+2c7gMi1EZAd6qu9Ksn3qPPywLRBYUkKhqN68cS7+sjKYv79AwAAAABwE+N0AQAAsOQc6biUNsDncRnKcScGQBlKdNybyJKckZS3o/PygE529zM2CsC07LDfVKN27VGU6fb7YHhckhSJW+ruG1Hn5QG1tvtTgjK7GqqcMOHuQx3auqEiZby4ocS48ee2rJnfvyiAWUuMrkyEd2NWIrk33bjch5Yv04/2NqixplzlRbkKhmOKxCx5C3P03ScfUduzm1VRmu98+cCuN3b3vIFQNGW7PWpXlqXOnkGV5HtUX+11as5zW9ZMOz7cDgFybQRkD7sufPVTq2+5rxmK8O8fAAAAAIAkdOIDAADAkvPiiXcnbTMkPXhvoTP6qSDHpVAk7ryX3EjiysBY2oDfTDA2CsCdsgMvUvpRlPeX5au7b0R5bpeq7ilQUX6i+1W6zyVve2hFsTovD0hK1LqHVhTreFcv3XGAu1xzU62GRiOSYejqQEjXg+Nalu/RPcvcujowqhyXyxmfK0m/uTGi33/pbX2+7j4NjUZUs2KZivI8emJjpRP0tbvkDY1GdLK7X+euDMolyT7Ke9eDCoZjGhqNqKTgtx329h89r6GxqBPgm1hzfAFTe185LfNmW8DDexq0dUOFzl0Z5NoIyCL2lwx2H+qYdr8cl6H195dq64YK7T7UQUdOAAAAAABEiA8AAABLxJGOS3rxxLt6bssaPbdljRPksx8mW5IT4JOkb2xfr9fOXJb/WlChSEw5bkORmCVDidF0klSY45JkKByNKWYp5SH3VF5445z+9f0b+u6Tj8z53xFAdks3QjfZgS98LO1oynSfS972q2tBJ8TncRmSZSVGZI7enMFpGGrZvo6H68Bdpr7aq7ZnN0uSHv7WcUnS6HhM//rnn9HO77+VGGmpxLWJy5AiscRXEuxuxI015U7YJjl0d3hPg450XFLX1S6ZoUTYr384rPJleeq+PixvYY5kGCmfKSnIcbrqpas5re3+SaN1j3f1ygxFdLyrl/HdQJZJHqmdTuTmrN3jXb1OYHiqrp0AAAAAACwVhPgAAACwJHznzQsKhmP69rHz2vjAPXpuyxp9+9j5Kfff1VClXQ1V2vm9U+rsGVTs5oNvuyuf25Du9xaq+/qwjJufSRfgK0zq6Gdr67yqL3/ygbRhGwCYit3d5nbfT7c9eZs9ys7jMvQXv7dBH1lZrNZ2v4bGok64r7Xdn9JRa//R84T7gAWSPBJ74r83+70vNVTr789c1nNb1uhIxyWd60n827WvQCzrt9cwK4rztGZl8aSwXXLo7nhXr6LxxKjdA49/NGVMrr1fusCevcaJNcd+f+uGCu17/Ze6NjiqLzVUTzovgOxQX+1VcCw67T79w2G1bF/nhP2SrzUAAAAAAFiKCPEBAABgSVhZWqDg9WHFLOlkd7/e+nW/buby5Dbk/CxJTzeudn5u2bFe+4+eV//IuAZDEX2poUp/1xFQMJzoxpfnNhRO/vAEEwN8krSiOFf7fvwLdfeNaGg04nTRAYBMmBi+kRKdtZLDevY+E0di8sAdmH/TjdJOfu/h+0v1whvn5HYlrms8LkP3FOXqejCsVd4CfffJR9KGAacL3SXvm7yfL2Cm7D/TkPHO751S9/VhSdLfdQR07j9uve3/PQAsDns3P6iXT16c8v0ec1S/uhbUwac2pYSCk00XYgYAAAAAINu4Mr0AAAAAYCEcePyjqqssk/tm27yYlQjgFea4VVGaL3fSlfG1oTE9/K3j+sxf/dTZ1mOO6qHlRdq3ba0eWlEsSSrK8yga/22Az1voSYyinIK3MEd1lWW6HhzXtaFwYqMx9f4AsBDscI3daWv3oQ75AqYzqrPtmcecB+f2SMziPLfqKsvooAUsgOamWjXWlKf8ezvw5jt66Pmf6NyVQRXnubV1Q4UT5ovFpeI8t/7i9zbopT+oV2NNub775CMp/9Zv5Vb72uFBu5PnjCVd96wsLUipOQCyy75ta/X61x6ddp8XT7zr/Pyra8FJ9eCOaw0AAAAAAIsQIT4AAABkjakeBB/puKS9r5zWSDiqUCTuBPlyPW6FIjH1DIxpdfkyZ/+2zqsKhmPqvj6ceGBkP3C++WfL9nVqrClXy/Z1+uNPrZbbkJYX5yoasxSNWyrMcU+60HYb0sGnNukTD94jtyHl57hUV1mmlu3r5ut/DgC4bbd6WG6Hif7mjxpSwn0A5s/EQJ0vYOrlkxcVsyQzFFEwHNMLb5xTWcFvB26UFuRoV0PVjIJ7dxKkSxcsnMnxW7avU83yIhXnefSHjz1IQAfIcvXVXjXWlE/5/nNb1jh14MUT706qB7dTawAAAAAAWOwI8QEAACBrpHsQ7AuY+uY/dMkMRXRtcFSNNeXav/NhrSjOVTAcldsl1axYpqJct6RE2M7uEeMyEg+OkkN7UurD9H3b1uq973xOa1eWKBiOyVuYo9oPLVPyEN0ct6H9Ox+WJB089b5iltQ3PK6SfA8BGAB3lVs9LL+dTl4A5kfydU6O+7ed7QZGo85SvJqwAAAgAElEQVTPvYNjMw7n3UmQ7nZqwcTjXxkYVTAc1X976/0ZBXTo1gcsbof3NKgwJ/1jiH99/4bOXhpQzfIiPbdljWpWLNPZS6aOdFxa4FUCAAAAAJB5hPgAAACQNdI9CG5t9ysat+Q2pNLCXPUOjOq/vfW+rgfHJSVGzsmy1LJjvRpryvXwqjJZkjwuQ9/e+bDqq71pH1RPfKBsn/vgU5vUsmN9yljdfI9LH1lZrP1Hzzvjdw1J9xTlauf339LO753iwTSAuwIhPeDu19xUq7rKMtWtKtV//PwGLS/OlSQl5fn0x59aPeNw3q2CdLMN0SUfv7Xdr1Ak8VWHa4OjTs2RNOU56NYHLH4/2vuJtNsTHdCjutg/oo+sLFb/cFjBcMwZs2v/+9/7yml+XwIAAAAAZD1CfAAAAMga6cIn6ypK5HEZundZrnrMUXX3jaj7+nDK564NhZ2fn9hYqcaacv39n3xSuxqqnO0TH2BPfKCcfO76aq/+4vc2OA/Tg+FY6lheSZakY7/sVeflAXX2DPJgGgAAzEh9tVdtzzymtmc363hXr/qC42qsKdcff2q1PC5DTzeu1r5ta2cczpM0bXh3qk7Huw916EjHpZTro3SBv+RrpOamWmec7vPb1k17DhvjNIHFr77amzLye6KYJT39ozN6bssaeQtz9NyWNZIS//6L8zwyQxHtP3ZhoZYLAAAAAEBGTP2bMwAAAJAF/v7MZUXjlvqHx51tLiPRrSYST3TEe37bWufhsSSnI4zNFzC195XTMkMRnbsyqINPbXIeJE/1QHlXQ1Wi+96xC5JlqbmpVr+6FtS5ngHFrMT5925+UD9//wONjEXUOzimnd87pZYd6+mABQAAZiT5esTuPnyhd0iSUrrcpbP/2AV1Xh5Q7+CYKkrz1dxUm/YaJN01T/OrZ9Vjjqrj4g2FY5ZzfTTd9ZStoqxAB77wsZRzbd1QoXNXBrV1Q4WzzRcwnesoro+Axa/zW1v0wL6fTPl+3/C4djVUpXyRqr7aq4eWF6mzZ1CyrIVYJgAAAAAAGUMnPgAAAGQ1u5vDfaX5khLhua9+arXW358YQ/fjrz2qXQ1V03Z5aW33ywxF5HEZMkMRtbb7U7rKpOs64wuYam33q2X7OrU9u1n11V4d7+pVzJK8hTl67elHtW/bWrU985gqygrUfX2YjnwAAOC22N3tWtv92rqh4vY61t0MxFwbHJ12XG26Tse9A6OSpEjckrcwx7k+ulXXvKk67h3v6pUZiuh4V2/KvnQsBpaOnXX3pd3esmO96irLJImRugAAAACArEYnPgAAAGQ1u5uDHaqzH3R3Xh5QY02580B6um419oPorRsqdLyrd9KD6eSuM/bxh0YjiY4R+m0nmomdbHYf6lBzU62am2o1NBZ1OvYBAADM1Ey636XTsmO9E/5Ld30znR0fu09tnVf1+Y/dpy9/8gHnGutW3f+m6mScttsf10dA1mmsKXfqVbK6VaX6+IP3auf335IsS09sqnLqUn21VyX5HicAfDt1DgAAAACAxYQQHwAAAJYE+6GyL2BqaCyqulWlM34gnPxAOnm8k23rhgqdvWSqd3BM+4+eV2fPoOoqy1I60dghwnUVJdr7ymmVL8tT9/VhDY1FVZLv0RMbK1O6zwAAAMzEVMG4W5nu+ib5yw/pxth+MDLu/Hmr4N5U57zV9vpqr9qeeWxGxwVw90quJ81NtWlDfJ09g/L/23mFInFJUuCDd2WGIpIS4eQ7rXMAAAAAACwmhPgAAACwpKTrwjdbx7t6FQzHFLw+nBLeSx61a3fme/u9G4rGLQ2NRlS3qlSyLJ3s7te5K4MyQxEn1DfVQ3MAmG+3Cu8AuLvcTohupm7V3Y9ADYCZmlhP6laVOh3Lk4Wj8cTY3Amd+KT5qXMAAAAAANxtCPEBAABgSZmPh87NTbUaGo1IhqGW7etSQi/2Q6u6yjLVVZapfzis3oFRxSyppCDHGb9rj7IbGo3c0Ug8AJgrdzqaE0D2uNX1EoEaADM1sZ607Fiv33/pbcUn7BezlPK7VLoO6AAAAAAAZDNCfAAAAFhS5uOhc321V23Pbk77XvJDK7sLYN2qUifAV1/tVXNTrfYfPS8Zhp7YVKWSgl462wDIGDpsAZjvkB4dP4GlY2I9qa/26uKBz+mBfT+ZtG9ru5+AMAAAAABgySLEBwAAAMyj5IdWycGYlFG7Y1FnpFRJvocHVwAyig5bAOYbHT8BLF+Wq77h8ZRt9xTlZmg1AAAAAABknivTCwAAAACWCjsYY3eccR5gW5ZqVixTcZ5bWzdUZHiVAAAA86u5qVaNNeV0/ASWsNPf+MykbW2dV3Wk41IGVgMAAAAAQOYR4gMAAADmmd1xzxcwU7bbD7BbdqxXRWm+guGYjnf1Trk/AABANpj4xQYAS0fy7zpGmve/fezCgq8JAAAAAIC7ASE+AAAAYJ7ZHfda2/3ONl/AVGu73xmtm9yRJt3+AAAAALDYJf+u8yeNqye9H4rE+DITAAAAAGBJ8mR6AQAAAMBiZwfytm6o0PGuXieYZ7NHxSWPjHNG6UpOJ5rDexqc/YZGIxoai8oXMOlSAwAAACArTPzd6K9/dlFxa8I+r57V6vKiSb9XAQAAAACQzQjxAQAAALNkB/LOXRmUGYpIkhPIk5QS0LOlC/YlC3wQkhmKqLXdP+mzAAAAALAYJf9utPtQx6QAnyT1mKPqMUclid+FAAAAAABLBuN0AQAAgFmyR+E+t2XN/8/e3Uf3dd91gn9//RAnTuxExS5xG1uhJU6aBnDHCe7SToDBJdmS0i7PmwGHITlMZ2Hwzg5hUyDMTs0uZbIw6MwwW0oMJECGFgqBZEoKWqYYWjCxqJunBnn7INupQ+z2F9vxU2T5u39IP0WS5YfYsq5+0ut1jo/0+937u/cj65zP0ffez/18Rkfinkn75tVknSV6evvTOjyYrsULR4/VN9DKhs1bjZYCAABmhetXLE05zfY9Lx6x/gEAAGDO0IkPAADO09huErevW3XS9jON252oXbh36w0r0tPbn43rV580fhcAAKCTfXjbrkzSiG/Ujr2HctcDj+f+O24yVhcAAIBZ77w68ZVS7iulPFtKeaKU8kellCumKjAAAJgt2gV493382WzZsS89vf2n3b9dFPiRx3dmy459+aH7/zZ79h/NmqsuP6sufwAAADPd3bdcd9rtJUnr8OC49ZMO5QAAAMxW5ztO98+T3FBr/fok/Uned/4hAQDA7HK243Yn3pA69PJQkuTw4InseOGlLL1koQ4UAADArHD7ulV5781vyIJ5Je+9+Q1ZNH/8cN2apGvxwnHrp/YDUmd6MAoAAAA6zXmN0621/tmYl3+b5HvOLxwAAJh9zjRut23iyNxLF73y5/qSRQt04QMAAGaVe975ptzzzjclSX5ty+dP2v79N64c9yBTe01kbQQAAMBsc76d+Mb6kSR/eqqNpZQfLaVsK6Vs27t37xSeFmA8+QaYDnINF0K7Y9/G9auHu/HVmqu6LsmSRfPzvne+SRe+OUq+AaaLfANMF/mGyVy04OTbFR/c8vlc+zMfy0NbdyZ55QEpayMAAABmmzMW8ZVSekspT03y791j9vmZJMeT/O6pjlNr/VCt9cZa643Lly+fmugBJiHfANNBruFCGHtDqqe3P9t378/z+4/m4LGhfGTbrnGjdpk75Btgusg3wHSRb5jMv3vXm7N44fyT3j82VPMLH3vGeggAAIBZ7YzjdGut60+3vZRyR5LbknxbrbVOVWAAADCXbVy/Ok8+tz+tw4PpWrwwqXXcqF0AAIDZ5PZ1q3L7ulV5+y/+RXa3jozbduXll1gPAQAAMKud1zjdUsqtSf73JN9Zaz08NSEBAABJ0v2axVmz8orcf8dNufddbx4dtQsAADBb9fzAW7LmqstHX5ckH/jur7ceAgAAYFY7ryK+JP85yZIkf15K2V5K+eAUxAQAAHNee5zuwJcPJRk/ahcAAGC2WtvdlYd//O0pI69rkk2PPpNbb1iRnt5+I3UBAACYlc6riK/W+rW11pW11jUj/947VYEBAMBctnH96nQtXpjW4cH09PaP29Y30MqGzVvdvAIAAGatd6953ej323e9mHsffjJbduw7aX0EAAAAs8H5duIDAAAugLXdXbn/jpsmHRnV09s/6c0rxX0AAMBs8ZVDL497PVSTrsULjdQFAABgVlLEBwAAM9SpRuhuXL/6VRX3AQAAdJpbb1iR+eWV14sWzMv9d9yUtd1dHmACAABg1lnQdAAAAMCr0y7um6hd1KczBQAA0Okee2pPhuorr48dP5G7Hng8999x0+gDTEkmXRsBAABAp1HEBwAAs8SpivsAAAA6zcb1q3PgyGC+fOjl7GodSZK0Dg9m06PP5N7brh/dBwAAAGYD43QBAKDDTBwdZZQUAAAw26zt7srSSxZmV+tI5o0Zq7vvpWOjDzCt7e5qLkAAAACYQor4AABghptYpNceHdXT2z/u9aZHn1HMBwAAzBob16/OzdcsyxuXXTr63pdePGLNAwAAwKyjiA8AAGa4iUV77RtZ7dFR7depddx+AAAAnazdce8D3/MNWTh/uB3fiZrc89EnGo4MAAAAptaCpgMAAABOb2yxXvLKjay29uu+gVZ6evtH9wMAAJgN1nZ35eIF8zI4NJQk2fHCS3lo687cvm5Vw5EBAADA1NCJDwAAZrh2kd7a7q4p2Q8AAKDTvO+d12deeeX1fR9/trlgAAAAYIop4gMAAAAAAGa029etyu+/95tyzWsvy5JF83P3Ldc1HRIAAABMGUV8AAAAAMC06xtoZcPmrekbaDUdCtAh1nZ35QPf/fV542uX5COP75Q/AAAAmDUU8QEAAAAA066ntz9bduxLT29/06EAHaSntz/bd72Y7bv3Z9MjTzcdDgAAAEyJBU0HAAAAAADMPRvXrx73FeBsbFy/Otu+2MrhwaEcenmo6XAAAABgSujEBwAAAABMu7XdXXnwznVZ293VdChAB1nb3ZXVVy4ZfW0sNwAAALOBIj4AAAAAAKBj3Hvb9Vmz8oo8v/9ItuzYl7seeFwhHwAAAB3NOF0AAAAAAKBjrO3uSmrNwWPD43Rbhwez6ZGns/SShdm4frUOnwAAAHQcRXwAAAAAAEBnKWX02yWL5udzew/l4LHjSZIH71zXVFQAAABwTozTBQAAAAAAOkp7pO6aqy7PlZdfkoPHjmfJogXZuH5106EBAADAq6YTHwAAAAAA0FHWdnfl4R97W5LkHb/0iSTJ0IkTDUYEAAAA504nPgAAAAAAoGNdevHCJMnhwRPp6e1vOBoAAAB49RTxAQAAAAAAHeve267Pmqsuz5qVVxinCwAAQEdSxAcAAAAAAHSstd1defjH3557b7s+Pb396RtoNR0SAAAAvCqK+AAAAAAAgI7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      "text/plain": [
       "<Figure size 3600x3600 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(10, 10, figsize=(50, 50), sharex=True, sharey=True)\n",
    "for i in range(10):\n",
    "    for j in range(i):\n",
    "        axes[i, j].scatter(q_pred[:, i], q_pred[:, j], s=2)\n",
    "        axes[i, j].set_title(\"dimensions ({}, {})\".format(i, j))\n",
    "    for j in range(i, 10):\n",
    "        axes[i, j].set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### [stratchpad] Uncertainty ellipses -- currently only works in dimension 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#xlim = ax.get_xlim()\n",
    "#ylim = ax.get_ylim()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#from scipy import linalg\n",
    "#from matplotlib.patches import Ellipse, Circle\n",
    "#from matplotlib.collections import PatchCollection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#R = K.eval(embedding_codec.R)\n",
    "#R.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#C = R @ R.transpose([0, 2, 1])\n",
    "#\n",
    "#evals, evecs = zip(*[linalg.eigh(c) for c in C])\n",
    "#evals = np.array(evals)\n",
    "#evecs = np.array(evecs)\n",
    "#\n",
    "#e_widths = 3 * 2 * np.sqrt(evals[:, 0])\n",
    "#e_heights = 3 * 2 * np.sqrt(evals[:, 1])\n",
    "#e_angles = 180 * np.arctan(evecs[:, 0, 1] / evecs[:, 0, 0]) / np.pi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#ellipses = PatchCollection([Ellipse(q_pred[i, :2], e_widths[i], e_heights[i], e_angles[i])\n",
    "#                            for i in range(n_nodes)],\n",
    "#                           facecolor='blue', alpha=.1)\n",
    "#\n",
    "#fig, ax = plt.subplots(figsize=(5, 5))\n",
    "#ax.add_artist(ellipses)\n",
    "#ax.set_xlim(xlim)\n",
    "#ax.set_ylim(ylim)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predicted adjacency matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the decoder model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_input = keras.layers.Input(shape=(10,), name='p_input')\n",
    "(p_adj,), p_codecs = ae.build_p_builder(dims, use_bias=use_bias)(p_input)\n",
    "\n",
    "p_model = keras.Model(inputs=p_input, outputs=[p_adj])\n",
    "p_model.load_weights(checkpoint_path, by_name=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make a model prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "adj_preds = [p_model.predict_on_batch(K.eval(embedding_codec.stochastic_value(1))[:, 0, :])\n",
    "             for _ in range(10)]\n",
    "\n",
    "adj_preds = np.array(adj_preds)\n",
    "\n",
    "adj_pred = scipy.special.expit(adj_preds[:, 0, :, :]).mean(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the real vs. reconstructed adjacency matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(18, 8))\n",
    "\n",
    "im1 = ax1.imshow(nx.adjacency_matrix(g).todense())\n",
    "ax1.set_title('Real adjacency matrix')\n",
    "plt.colorbar(im1, ax=ax1)\n",
    "\n",
    "im2 = ax2.imshow(adj_pred)\n",
    "im2.set_norm(im1.norm)\n",
    "ax2.set_title('Predicted adjacency matrix')\n",
    "plt.colorbar(im2, ax=ax2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sample a reconstructued adjacency matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fa0acdf2b00>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.random.binomial(1, adj_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### All layer weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for layer in vae.layers:\n",
    "    if hasattr(layer, 'kernel'):\n",
    "        fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(6, 4))#, sharey=True)\n",
    "        im1 = ax1.imshow(K.eval(layer.kernel).T)\n",
    "        ax1.set_title('{} kernel'.format(layer.name))\n",
    "        plt.colorbar(im1, ax=ax1)\n",
    "    if hasattr(layer, 'bias') and layer.bias is not None:\n",
    "        im2 = ax2.imshow(K.eval(K.expand_dims(layer.bias, -1)))\n",
    "        ax2.set_title('{} bias'.format(layer.name))\n",
    "        plt.colorbar(im2, ax=ax2)\n",
    "    else:\n",
    "        ax2.set_visible(False)"
   ]
  }
 ],
 "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}