ixxi-dante/nw2vec

View on GitHub
projects/scale/blogcatalog-issue_48=wip-adj_loss_scaling=False-low_q_loss=True.ipynb

Summary

Maintainability
Test Coverage
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BlogCatalog exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "# %load ../../projects/scale/blogcatalog.py\n",
    "import csv\n",
    "from collections import defaultdict\n",
    "import os\n",
    "import pickle\n",
    "\n",
    "import numpy as np\n",
    "import networkx as nx\n",
    "\n",
    "import keras\n",
    "from keras_tqdm import TQDMNotebookCallback as TQDMCallback\n",
    "\n",
    "from nw2vec import layers\n",
    "from nw2vec import ae\n",
    "from nw2vec import utils\n",
    "from nw2vec import batching\n",
    "import settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ### PARAMETERS ###\n",
    "\n",
    "# Data\n",
    "crop = 200\n",
    "\n",
    "# Model\n",
    "n_ξ_samples = 1\n",
    "dim_l1, dim_ξ = 10, 10\n",
    "use_bias = False\n",
    "\n",
    "# Training\n",
    "loss_weights = [1e-3, 1.0, 1.0]  # q, p_adj, p_v\n",
    "n_epochs = 10000\n",
    "# seeds_per_batch = len(nodes) -> defined below\n",
    "max_walk_length = 1\n",
    "p = 1\n",
    "q = 1\n",
    "neighbour_samples = 30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ### MISC. SETUP VARIABLES ###\n",
    "\n",
    "#if 'CUDA_VISIBLE_DEVICES' not in os.environ:\n",
    "#    raise ValueError('CUDA_VISIBLE_DEVICES not set')\n",
    "#MODEL_NAME = os.path.split(__file__)[-1][:-3]\n",
    "#MODEL_PATH = os.path.join(settings.SCALE_PATH, MODEL_NAME)\n",
    "#if not os.path.exists(MODEL_PATH):\n",
    "#    os.mkdir(MODEL_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/slerique/Code/nw2vec\n"
     ]
    }
   ],
   "source": [
    "cd /home/slerique/Code/nw2vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ### LOAD DATA ###\n",
    "\n",
    "# ## Get the full list of nodes and groups ##\n",
    "\n",
    "# nodes\n",
    "nodes = []\n",
    "with open('datasets/BlogCatalog-dataset/data/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('datasets/BlogCatalog-dataset/data/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('datasets/BlogCatalog-dataset/data/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('datasets/BlogCatalog-dataset/data/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]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ## Sanity checks ##\n",
    "\n",
    "assert set(g.nodes) == nodes\n",
    "if crop is None:\n",
    "    assert set().union(*[groups for _, groups in g.nodes(data='groups')]) == \\\n",
    "        groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ## Update model parameters ##\n",
    "seeds_per_batch = len(nodes)\n",
    "dim_data = len(groups)\n",
    "dims = (dim_data, dim_l1, dim_ξ)\n",
    "#DATA_PARAMETERS = 'crop={crop}'.format(crop=crop)\n",
    "#VAE_PARAMETERS = (\n",
    "#    'adj_cross_entropy_weighing=False'\n",
    "#    '-feature_decoder=Bernoulli'\n",
    "#    '-n_ξ_samples={n_ξ_samples}'\n",
    "#    '-dims={dims}'\n",
    "#    '-bias={use_bias}').format(n_ξ_samples=n_ξ_samples,\n",
    "#                               dims=dims, use_bias=use_bias)\n",
    "#TRAINING_PARAMETERS = (\n",
    "#    'loss_weights={loss_weights}'\n",
    "#    '-seeds_per_batch={seeds_per_batch}'\n",
    "#    '-WL={max_walk_length}'\n",
    "#    '-p={p}'\n",
    "#    '-q={q}'\n",
    "#    '-neighbour_samples={neighbour_samples}'\n",
    "#    '-n_epochs={n_epochs}').format(loss_weights=loss_weights,\n",
    "#                                   seeds_per_batch=seeds_per_batch,\n",
    "#                                   max_walk_length=max_walk_length,\n",
    "#                                   p=p, q=q,\n",
    "#                                   neighbour_samples=neighbour_samples,\n",
    "#                                   n_epochs=n_epochs)\n",
    "#MODEL_DATA = os.path.join(MODEL_PATH,\n",
    "#                          DATA_PARAMETERS + '---' +\n",
    "#                          VAE_PARAMETERS + '---' +\n",
    "#                          TRAINING_PARAMETERS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ### DEFINE TRAINING LABELS ###\n",
    "\n",
    "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\n",
    "# labels += np.random.normal(scale=.2, size=labels.shape)\n",
    "\n",
    "features = utils.scale_center(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ### BUILD THE VAE ###\n",
    "\n",
    "n_nodes = len(nodes)\n",
    "\n",
    "# Real adjacency from BlogCatalog\n",
    "nx_node_ordering = np.array(sorted([[n - 1, i] for i, n in enumerate(g.nodes)]))[:, 1]\n",
    "adj = nx.adjacency_matrix(g).astype(np.float32)[nx_node_ordering, :][:, nx_node_ordering]\n",
    "\n",
    "# Random adjacency\n",
    "#import scipy\n",
    "#adj = np.random.binomial(1, .07 * np.ones((n_nodes, n_nodes)))\n",
    "#adj[np.arange(n_nodes), np.arange(n_nodes)] = 0\n",
    "#adj = np.triu(adj) + np.triu(adj).T\n",
    "#adj = scipy.sparse.csr_matrix(adj)\n",
    "\n",
    "def build_q(dims, use_bias=False):\n",
    "    dim_data, dim_l1, dim_ξ = dims\n",
    "\n",
    "    q_input = keras.layers.Input(shape=(dim_data,), name='q_input')\n",
    "    # CANDO: change activation\n",
    "    q_layer1_placeholders, q_layer1 = ae.gc_layer_with_placeholders(\n",
    "        dim_l1, 'q_layer1', {'use_bias': use_bias, 'activation': 'relu'}, q_input)\n",
    "    q_μ_flat_placeholders, q_μ_flat = ae.gc_layer_with_placeholders(\n",
    "        dim_ξ, 'q_mu_flat', {'use_bias': use_bias, 'gather_mask': True}, q_layer1)\n",
    "    q_logD_flat_placeholders, q_logD_flat = ae.gc_layer_with_placeholders(\n",
    "        dim_ξ, 'q_logD_flat', {'use_bias': use_bias, 'gather_mask': True}, q_layer1)\n",
    "    q_μlogD_flat = keras.layers.Concatenate(name='q_mulogD_flat')(\n",
    "        [q_μ_flat, q_logD_flat])\n",
    "    q_model = ae.Model(inputs=([q_input]\n",
    "                               + q_layer1_placeholders\n",
    "                               + q_μ_flat_placeholders\n",
    "                               + q_logD_flat_placeholders),\n",
    "                       outputs=q_μlogD_flat)\n",
    "\n",
    "    return q_model, ('SimpleGaussian',)\n",
    "\n",
    "q_model, q_codecs = build_q(dims, use_bias=use_bias)\n",
    "\n",
    "def p_builder(p_input):\n",
    "    # CANDO: change activation\n",
    "    p_layer1 = keras.layers.Dense(dim_l1, use_bias=use_bias, activation='relu',\n",
    "                                  kernel_regularizer='l2', bias_regularizer='l2',\n",
    "                                  name='p_layer1')(p_input)\n",
    "    p_adj = layers.Bilinear(0, use_bias=use_bias,\n",
    "                            kernel_regularizer='l2', bias_regularizer='l2',\n",
    "                            name='p_adj')([p_layer1, p_layer1])\n",
    "    p_v = keras.layers.Dense(dim_data, use_bias=use_bias,\n",
    "                             kernel_regularizer='l2', bias_regularizer='l2',\n",
    "                             name='p_v')(p_layer1)\n",
    "    return ([p_adj, p_v], ('SigmoidBernoulliAdjacency', 'SigmoidBernoulli'))\n",
    "\n",
    "vae, vae_codecs = ae.build_vae(\n",
    "    (q_model, q_codecs),\n",
    "    p_builder,\n",
    "    n_ξ_samples,\n",
    "    loss_weights\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ### DEFINE TRAINING OBJECTIVES ###\n",
    "\n",
    "def target_func(batch_adj, required_nodes, final_nodes):\n",
    "    #assert (np.where(batch_adj.toarray()[5])[0] == [9]).all()#, 35, 173, 175]).all()\n",
    "    return [\n",
    "        np.zeros(1),  # ignored\n",
    "        utils.expand_dims_tile(\n",
    "            utils.expand_dims_tile(batch_adj + np.eye(batch_adj.shape[0]),\n",
    "                                   0, n_ξ_samples),\n",
    "            0, 1\n",
    "        ),\n",
    "        utils.expand_dims_tile(labels[final_nodes], 1, n_ξ_samples),\n",
    "    ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interlude: predictions before training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import scipy.special"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, _, feeds = next(batching.batches(vae, adj, labels, target_func,\n",
    "                                    adj.shape[0], 1,\n",
    "                                    p=1, q=1, neighbour_samples=None))\n",
    "\n",
    "q_preds, adj_preds, v_preds = zip(*[vae.predict_on_fed_batch(x, feeds=feeds) for _ in range(10)])\n",
    "\n",
    "adj_preds = np.array(adj_preds)\n",
    "v_preds = np.array(v_preds)\n",
    "\n",
    "adj_pred = scipy.special.expit(adj_preds[:, 0, :, :, :]).mean(1).mean(0)\n",
    "v_pred = scipy.special.expit(v_preds[:, :, :, :]).mean(2).mean(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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",
    "n_features_plot = 200\n",
    "\n",
    "im1 = ax1.imshow(labels[:n_features_plot])\n",
    "ax1.set_title('Real labels')\n",
    "plt.colorbar(im1, ax=ax1)\n",
    "\n",
    "im2 = ax2.imshow(v_pred[:n_features_plot, :])\n",
    "#im2.set_norm(im1.norm)\n",
    "ax2.set_title('Predicted labels')\n",
    "plt.colorbar(im2, ax=ax2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2592x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(2 * 18, 2 * 8))\n",
    "\n",
    "im1 = ax1.imshow(adj.toarray()[:n_features_plot, :][:, :n_features_plot])\n",
    "ax1.set_title('Real adjacency matrix')\n",
    "plt.colorbar(im1, ax=ax1)\n",
    "\n",
    "im2 = ax2.imshow(adj_pred[:n_features_plot, :][:, :n_features_plot])\n",
    "#im2.set_norm(im1.norm)\n",
    "ax2.set_title('Predicted adjacency matrix')\n",
    "plt.colorbar(im2, ax=ax2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Resume training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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"
     ]
    }
   ],
   "source": [
    "# ### TRAIN ###\n",
    "\n",
    "steps_per_epoch = int(np.ceil(len(labels) / seeds_per_batch))\n",
    "history = vae.fit_generator_feed(\n",
    "    batching.batches(vae, adj, labels, target_func,\n",
    "                     seeds_per_batch, max_walk_length,\n",
    "                     p=p, q=q, neighbour_samples=neighbour_samples),\n",
    "    steps_per_epoch=steps_per_epoch,\n",
    "    epochs=n_epochs,\n",
    "    check_array_lengths=False,\n",
    "    shuffle=False,\n",
    "    verbose=0,\n",
    "    callbacks=[\n",
    "        keras.callbacks.TensorBoard(),\n",
    "        #ae.ModelBatchCheckpoint(MODEL_DATA + '.batch-checkpoint.epoch={epoch:05d}-batch={batch:05d}-loss={loss:.2f}.h5',\n",
    "        #                        monitor='loss', period=50,\n",
    "        #                        #save_best_only=True\n",
    "        #                        ),\n",
    "        #keras.callbacks.ModelCheckpoint(MODEL_DATA + '.epoch-checkpoint.h5',\n",
    "        #                                monitor='loss',# period=1,\n",
    "        #                                save_best_only=True\n",
    "        #                                ),\n",
    "        #TQDMCallback(),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "history = {'history': history.history}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 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",
    "#axes[-1].set_ylim(-2000, 50)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, _, feeds = next(batching.batches(vae, adj, labels, target_func,\n",
    "                                    adj.shape[0], 1,\n",
    "                                    p=1, q=1, neighbour_samples=None))\n",
    "\n",
    "q_preds, adj_preds, v_preds = zip(*[vae.predict_on_fed_batch(x, feeds=feeds) for _ in range(10)])\n",
    "\n",
    "q_preds = np.array(q_preds)\n",
    "adj_preds = np.array(adj_preds)\n",
    "v_preds = np.array(v_preds)\n",
    "\n",
    "q_pred = q_preds.mean(0)\n",
    "adj_pred = scipy.special.expit(adj_preds[:, 0, :, :, :]).mean(1).mean(0)\n",
    "v_pred = scipy.special.expit(v_preds[:, :, :, :]).mean(2).mean(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f4d88546cf8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOoAAAD8CAYAAAB5GzjIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAG9ZJREFUeJztnXusXeWV2H/rnPu0r7F9sTEOmEcZk5RkNM6M63ZEW4EyTcgoEjAtI6iEmA6K80eQGnValWH+CGo0Eq0miaI2ojXFgpHyGKSEQmcQhKDO0EiTBMNQHjEIDzVg/MSv+/I9z9U/zr7pHfusdfY9r7u39/pZWz5nf/f7vnX2OWt/3/7Wt9YSVSUIgmxTWm0BgiDoTChqEOSAUNQgyAGhqEGQA0JRgyAHhKIGQQ4IRQ2CHBCKGgRdIiLbROR/ich+EXlTRP51cn5aRJ4XkXeS/zf23FdseAiC7hCRrcBWVX1FRNYBLwO3Ab8HnFLVh0TkfmCjqv77nvrqRVFF5BbgW0AZ+O+q+pD39+W1a3Vkerp9W82uxXDrSsMua0x2Vw9Ay93XNetN+BWbTTHLSiX7e/TqjZT9C99oDn/SpY681YMffqSqm3tp/3M3r9WTp9J9SS+/VnlOVW9J87ci8hTwX5LjJlU9kijzX6rqx7sWGBjptqKIlIFvA/8MOAS8JCJPq+ovzM6mp7ni33ylfdmc84MQ/2ZSXrS/2PHTdt0zn7R/pCOz/g+0vq77uhaj18+45ZXKqFk2Pl4zy6pOvY3r590+ZxcmzLJGw77u5bJ93Rv1Dte2Yv8s37vnD99zK6fg5KkGP3/uqlR/W976zqY0fyci1wCfBn4GbFHVIwCJsl7WnaT/n64VFdgFHFDVdwFE5PvArYCpqEGQBRRoknoKt0lE9i17v0dV9yz/AxGZAn4AfEVVZ0TsG1i39KKoVwAfLHt/CPiHvYkTBINHUWqa+vnkI1XdaRWKyCgtJf2Oqv4wOX1MRLYum/oe703i3lZ92902LpjviMhuEdknIvsa8/40KwiGRTPlPw9pDZ2PAvtV9RvLip4G7kle3wM81au8vYyoh4Bty95fCRw+/4+SacIegPFt22KJOVh1FKXRH2vHjcDdwOsi8mpy7gHgIeAJEbkXeB+4o9eOelHUl4DtInIt8CFwJ/AvexUoCIZB88LJ34pR1Z/QfmYJ8JmeO1hG14qqqnURuQ94jpZ5Zq+qvulWKiuNS9o/G5Qq9gN47TJ7RRNg/MOxDtIaXGK3W2/4beqYPS2qbbR/BCMztl3nH2971+3zwIxtlbh0wn6sOHFuyiz7zJa33T7fmrvcLDtTte1bmyfmzLKzVXslGeCDGXt/QM9LvrSezxp9UNRh0suIiqo+AzzTJ1mCYGj0Y0QdJj0pahDkEQVqOduRF4oaFA5FizX1DYJcotDIl56GogbFo7UzKV+EogYFRGiYVpVsEooaFI7WYlIoqk1TKM21tyOWavaFG1tXdZst1Wyb5+aH/9osm732N82y0Rn/i1zc7sg0Y3urrHfMlvfe8aLb56lp2x56y5qKWfbYjO28cfe6o26fj42eMcs+MX7BRrRfMur4+p1orHP7fHv6Y2bZK27NdLTsqKGoQZB5mjGiBkG2iRE1CHKAIjRyFi4sFDUoJDH1DYKMowhVL+hVBglFDQpHa8NDTH19jBlHc9Te0yUH1rpNlhwvuI922yaYxhp7f8roWf+OWzphm4Skbk+rztxgf85/9crvuX3WqvbXNTpWN8vqdfuzPLLedkcDODVrX3tvX/uYI48XpA2g5gQ3gx+5ddMSi0lBkHFUhYbGiBoEmacZI2oQZJvWYlK+fvr5kjYI+kAsJgVBTmiEHTUIsk3sTOpESWlOtveqKC/YopQX/LuflyTKM93oqF2xMeF/ka5p54xtDmk4V/xjG/zcM6cW7Kh/02vOmWVzVduUdP2GE26f7zhl3qg0NWZ7F50d9aMQzo90GVVyBTT7tOorInuBLwDHVfVTybkHgS8CSxf3gSQQYNfk67YSBH2gtSm/lOpIwWNAu2xv31TVHcnRc6TOmPoGhUMRan3aQqiqLyaZ3AZKjKhB4VCFhpZSHSTZ3JYdu1N2c5+IvCYie/uRcTxG1KCAyEo2PLjZ3AweBr5Ga5b9NeDrwO+vsI2/QyhqUDgUBrqFUFWPLb0WkUeAP++1zVDUoJAM0jyzlBs1eXs78EavbQ5XURUwlvQ9E0tlsx+FdeKYfdG9NQOZsANwabnDpXG+58ak7VbimYvGy7bHCUC5ZLdbdi6gOmaUybKfgGty1C6v1O1rVHIi0Y+WUycRHgiK9M1xXES+B9xE61n2EPBV4CYR2UHrF38Q+FKv/fSkqCJyEJgFGkC9i7l8EAydVrjQ/oxRqnpXm9OP9qXxZfRD2ptV9aM+tBMEQyICcAdB5lH6tzNpWPQqrQI/EpGXLfuSiOxeskE15uxku0EwTBrJqNrpyAq9jqg3quphEbkMeF5E3lLVvxPuXVX3AHsAxq++Mmc5tIKLEVXJ3Yjaa8bxw8n/x0XkSWAX4OdlCIJVprWYlK8ohF3fVkRkrYisW3oNfJY+2IuCYPDISrYQZoJeRtQtwJMistTOd1X1WbeGCuIkg7LoVMe7no0Ju646rnWdkIrdqReF0LMXf3h2vdvn/Dnb/etc1Y7sV3WiF75R3ur2edpxrfOiG46O2jbhWs2/7tXFwa5xthaTsvP8mYaur4iqvgv8Wh9lCYKhEY7jQZBx+rkzaViEogaFJIKbBUHGUYVaMxQ1CDJNa+obihoEmSdLu47SMFRFHVmATS+3v5Od+bhdb/K4f1ErG+0NT1f9x5fMsuq/22WW1db5m6g2/cpJs+zMa5vMspE5+7N8/qpfuH1OlStm2a9MHDXLXjz7CbvPjf/H7fPFWbvuteN2BMMN5QWz7GRjyu3z/cqlZtmfuDXTUSjzTBDkl5j6BkEuiCRRQZBxWqu++drrG4oaFI7Y8BAEOSGmvkGQcWLVtwP1tcqJXe0j0I3MOImV/JxCjJ+yL/rcbb9ht+tECxyd9b/IU2/ZJgRxFhRr6+0+f3L8OrfPczXbQ2Z6crtZ9v4pO1D7fMNPyPTaCdu7ZsPkVWbZaMmONFjxMmUBZxyPnX6Rt1XffEkbBH1AVahrKdXRiSRlxXEReWPZuWkReV5E3kn+7zmlRShqUEiaKqmOFDzGhdnc7gdeUNXtwAvJ+54IRQ0Kx9Izaj8UNYkRduq807cCjyevHwdu61XmWEwKCsmAF5O2LKW0UNUjSfC/nghFDQrHCu2om0Rk37L3e5LImkMlFDUoJANOu3hsKVGUiGwFjq+w/gUMV1EFGG1vnig5+ZGqGzokiarZj9rVKbusft2iWdY45NuEGhtsgUuzzmV1Psp16/3MIO/P2YuHmyfn7C6n7R/ldWtsDxiAc9O2SWiuNm6WTY3anj4zVf/azpTsdvuBKtQH6zj+NHAP8FDy/1O9NhgjalBIBpzN7SHgCRG5F3gfuKPXfkJRg8LRz72+RjY3gM/0pYOEUNSgkHg5Y7NIKGpQSGJTfhBkHNXYlB8EOUBoRLjQIMg+F90zqojsBb4AHFfVTyXnpoE/A64BDgK/q6qnO/bWFGSx/Z3MS55UXuyQJMoprk3ZhY2zto1wvEOfjTn70o3M23Wbdpf89INr3D5rTrKnw2N2gql6zXYhnK34NsvTs2vMMm3an3Nk1HZzq1aciwA0qoMd7fLoj5rmijzGELwDgmBoaOs5Nc2RFToq6rC8A4JgmDSRVEdW6PYZNbV3gIjsBnYDlDdu6LK7IOgfmsPFpIFLq6p7VHWnqu4sT/kR0oNgWFx0U1+DY4lXAP3yDgiCYaIqqY6s0K2iLnkHQJ+8A4JgWLRGy3wpahrzTP+8A0RRw82tsq1qVpv+qR8pT0v2HGXtUdvu0xi3P36p5nbJ2sP2l3jm47Y8Tcc9bsu6ebfPktjtzldtk8faS+wPs2HinNtnpWZfo3UTtiub124Jf055dH6dWfa+WzM9eTPPdFTUYXkHBMEwydLzZxpiZ1JQOBShmbNV31DUoJDkbEANRQ0KiF6Ee32D4KIkZ0NqKGpQSGJE7YRhLRk9YptgTv+qH4Vw/ISTlNbJHzL7CdtsMXLavzT1S2zvEKnYfZZP2maUS661oyICHJ21zRbrJ+26Z8/ZUf86RT6cXWN711Qb9nX3yuaqvsfOzEKHrGA9okDT8fzJIjGiBsVD8X0jM0goalBIwo4aBHmgT4oqIgeBWaAB1LuIqp+KUNSggPR9H+/Nquo/7PdIKGpQTHI29c3XPqog6AfaiveU5iDJ5rbs2H1ha/xIRF5uU9Y3hjuiNoXyfPtle8cxhFKlQ3Czsl25vtauW56xTQidZkalc/Y9TupOn7aTEAeObXL7rC3YJqyzY3YQsmbF/pw/r13l9llxApE16/Y1ODFmewk1HdMNQOOcX94f+pbN7UZVPZxEOXleRN5Kwhf1lRhRg2KiKY9OzageTv4/DjwJ7BqEuKGoQTHpg6KKyFoRWbf0Gvgs8MYgxI3FpKB49G/DwxbgSRGBli59V1Wf7UfD5xOKGhSSfmx4UNV3gV/rvaXOhKIGxST2+gZB9vGsDFkkFDUoHilXdLPEcBW1pDSm2ruHlU/ZtrOmEbnwl806bmUjC3bdhhMRcOyon8ioNunI5BQ1xuwp18c2zrp9nh6fNMumnIiACxXb/rr90hNun4dm7ewG1br9nU2O2S6EnjwA8yXfDa53JLxngiAXxIgaBDnAj0WQOUJRg+IRjuNBkA9i1TcI8kDOFDX2+gZBDkiTJGov8AXguKp+Kjn3IPBFYGlt/wFVfaZzd4J0sSNk4rjv9lR2Ejq5yZ4cs07HxQbnjlx23PIa43ZFL3If+CEu3TKnzcWGb4byTDBeMmCvrGOCpiHMS/M29U0zoj4G3NLm/DdVdUdypFDSIMgISmsLYZojI3RU1MQJ9tQQZAmC4dEnf9Rh0csz6n0i8pqI7BWRjX2TKAiGgGi6Iyt0q6gPA9cBO4AjwNetPxSR3UvxZhpzc112FwR9pggjqqoeU9WGqjaBR3DCT6jqHlXdqao7y1NT3coZBP2lCIoqIluXvb2dAYWfCIJBkHbam6WpbxrzzPeAm2iFTTwEfBW4SUR20LrnHAS+lKo3pRVPvF2RY5loeJ4qQHnRXp1zzTPOot7ovL/i11jjmEO8nFVOWa3h3zdLJdtm5JlDys4vrtTh1yhOedmRZ8Qp69ynW9wfMrSim4aOiqqqd7U5/egAZAmCoZGl0TINsYUwKCahqEGQcTL2/JmG2OsbFJM+rfqKyC0i8raIHBCR+wclbihqUEikme5w2xApA98GPg/cANwlIjcMQt5Q1CDonl3AAVV9V1WrwPeBWwfRUShqUEz6M/W9Avhg2ftDybm+M/QohDppzCfm7HtGdYtnDAWp21HtRuedemvtKIQLW/17mE4aBmFwbXQjTga5nVs+MMsADsxsNssunbA/6Ilz9o6wXRsPun2+NXq5WXamakdF3Dxhbxc9W51w+/xgZsBbx1e2mLRJRPYte79HVfckr9t90QNZpopV36CYpFcnL+3iIWDbsvdXAod7kMokpr5BMenP1PclYLuIXCsiY8CdwNODEDdG1KBwCJ1XdNOgqnURuQ94DigDe1X1zd5bvpBQ1KB49HHDQxLdZOARTkJRg2KSs51JoahBMQlFdWgKstDePNF0guGNH/Yj5U2ctMvWHrUfRk7P2x9/w9v+Otvc1bYJpjlm/wrql9hmnf2nbVMI+O5hJxfXunUtDlfsJFAAH86vN8s8V7bZmp3o6axj1gFoDMEFLW97fWNEDYpJKGoQZBztz6rvMAlFDYpJjKhBkH3iGTUI8kAoahBknIyFAk3DUBVVmjByrv3S+8icvSQvjqMKQM2xTFQuccwsTsNnP9mhU8fzpnzU9uYZmbO9Z8rX+SscZxZss8amKdt75tT8GrPs8JhtfgGoOYmrZhYdE8yi7yHjsbBoX79+IMTUNwhyQShqEOSBUNQgyAGhqEGQcXIYLjQUNSgmoahBkH0uui2EIrIN+FPgcqBJK7jTt0RkGvgz4BpaiaJ+V1VPe23piFK71DBrNG1Rapf5wc3GP7SX8+u2ZQJZY5tYOO2bCLRqm33qG2zTjhfc7Pr1x90+D4gd3Gzj+IItj5NAaufG99w+VyW4mQ4+L3bepr5pYibVgT9Q1b8P/CPgy0mQ4fuBF1R1O/BC8j4Isk/aeEkZUuaOiqqqR1T1leT1LLCfVuzSW4HHkz97HLhtUEIGQd/JmaKu6BlVRK4BPg38DNiiqkegpcwiclnfpQuCAXBR70wSkSngB8BXVHVGUmabFZHdwG6A8rQfTSAIhoU086WpqeL6isgoLSX9jqr+MDl9TES2JuVbgbYrIaq6R1V3qurO8rruwoUEQV+5GJ9RpTV0PgrsV9VvLCt6GrgneX0P8FT/xQuCwSCa7uipD5EHReRDEXk1OX6727bSTH1vBO4GXheRV5NzDwAPAU+IyL3A+8Ad3QoRBENneKPlN1X1T3ptpKOiqupPaJ8MB+AzK+otohBGFEIiCmE3RO6ZoJikf0bdJCL7lh27V9jTfSLymojsFZGud3LEFsKgeKwsCqGXzQ0R+TGtXXvn80fAw8DXWj3yNeDrwO+vSNaEUNSgcPTTjqqqv5WqT5FHgD/vtp+Y+gbFRDXd0QNL5suE24E3um0rRtSgkAxpMek/icgOWlPfg8CXum0oFDUoHkPazKCqd/errcwoarlil9X91Xyq6+yy2StttzJp2qaSc1v8Pj0TTKlqmxdKVVueEzNTbp/Viv11jY7ZLnu1ql1vrmKbUQBm5m2XNHXMKKWyvVpTr9vXAKCxOPif5UXnjxoEFyOhqEGQdZSeF4qGTShqUEjytjMpFDUoJqGoQZBtLmrH8SC4aFDNneP40JNEjVrJoByHCS13uKhOtInxs07dul1v5JzfZc0xCXl4q42Nhu81UnZMHl7AjfJIh4RXDt6ai5TsQk/WRgfzjDh1+0a+9DRG1KCYxNQ3CLKOAjH1DYIckC89DUUNiklMfYMgB8SqbxBknYyFAk3DUBVVR5TqlvYJn0ZO2gHMSo4ZBWDNUfuqb3jLTlZ0/GY7EdSav/GTRC1stcvqE445xDE1/YvrX3f79IKbTY/Mm2XvLV5qlu3e9Fdun0+c+Qdm2XrHhjVVXjTLjlT9gGoH5u1kWH5Kq3S0NjzkS1NjRA2KSXjPBEH2iRE1CLJOPKMGQR6Ivb5BkA9i6hsEGWdlAbgzQcT1DYrJcOL63iEib4pIU0R2nlf2hyJyQETeFpHPdWqr44gqItuAP6UVtr8J7FHVb4nIg8AXgRPJnz6gqs+4jSlQa39vKLU3rwJQX+tfsIUt9v2m+etOZL+G3emZj7tdomP2Lbm84Nz/nMh9+05e5fZ5cn6NWXbJhB3GcXbRjjR4qmq3CfDBrG3zrNbtn8/kqH1t56t+0q+5BTvyYd8Yzsz3DeB3gP+2/KSI3ADcCXwS+BjwYxG5XlVNA3yaqW8d+ANVfUVE1gEvi8jzSVlfUsoFwbCR5uDnvqq6H0AudBa+Ffi+qlaA/ysiB4BdwF9bbaVJu3gEOJK8nhWR/cAV3YkeBBlAWe0ND1cAP132/hAddGpFz6gicg3waeBnyamOKeVEZPdSyrrGnL3NLQiGhaCIpjvokHZRRH4sIm+0OW51RbgQdzKeetVXRKaAHwBfUdUZEUmVUk5V9wB7AMavvjJfa+LBxUv6hSI37WLabG7ncQjYtuz9lcBhr0KqEVVERmkp6XdU9YeJgMdUtaGqTeARWnPsIMgHQ1j1dXgauFNExkXkWmA78HOvQkdFldaT8KPAflX9xrLzfUspFwRDZekZNc3RAyJyu4gcAn4T+AsReQ5AVd8EngB+ATwLfNlb8YV0U98bgbuB10Xk1eTcA8BdK04pJ8Bo+09f22CbLdbv96PWeREMvWiCkwdtVzYvaRXA5HH70i1cbt+J6xvsZE6dEjaNlu3vcsYxwXj1Ti/65pmZc7apxGu3XLJ/5ROj9jUAqIx2HzUxLUNa9X0SeNIo+2Pgj9O2lWbV9ye0VwXfZhoEmWWg09qBEFsIg+IRSaKCICfkbK9vKGpQSMJxPAjyQChqEGQcVWjka+47XEVtCqXZ9l2OnbVNugtb/bufmXgK38xy7mrbw2P0hH9patO2CWFkxjYnjZy125UOG7cWK7Y5ad2k/UHnnXqeGQV8U0rVSfY0X7X7XKz517ay6HvX9IUYUYMgB4SiBkHGiSRRQZAHFDSeUYMg2yixmBQEuSCeUYMgB4Si+qiRJEkdD5hOwc3KFbtyfdJpuOGUdXAAlJpd1/qMAKWqXa/mmDsAajXHHFKyzSGeuWOh5ifDqjgy1Rwzi/eNefUAGvVBB8eMTflBkH0UGIKbWz8JRQ2KSYyoQZB1YgthEGQfBQ07ahDkgNiZFAQ5IJ5RgyDjqMaqr0epClPvtbfLVdfbd7jmGj8qXdUp3vKSXbhwuf3xR+YdGytQ2+gkiXJc2cbO2u0udkieNDZmf5bJMSfLlsOik+gJoFKxZRobs13g1DGM1x17MEB5ZAhKlLMRNdIuBgVE0UYj1dELVtpFEblGRM6JyKvJ8V87tRVT36B4DM/NrW3axYS/VdUdaRsKRQ2KyRDMM07axRUTU9+gcCigTU110CGbWw9cKyJ/IyJ/JSL/pNMfx4gaFA9dkeO4m81NRH4MXN6m6I9U9Smj2hHgKlU9KSK/AfwPEfmkqs5Y/YSiBoWk14WiX7bTRdrFJNN4JXn9soj8LXA9sM+qIzrEZWoROQG8t+zUJuCjoQnQmZDHJwvyXK2qm3tpQESepfVZ0vCRqt7SY39/CfxbVd2XvN8MnFLVhoj8PeB/A7+qqqfMNoapqBd0LrLPm1YMm5DHJ2vyZB0RuR34z8Bm4Azwqqp+TkT+OfAfgDrQAL6qqv/TayumvkEwIKy0i6r6A1qJwVMTq75BkANWW1H3rHL/5xPy+GRNnsKwqs+oQRCkY7VH1CAIUrAqiioit4jI2yJyQETuXw0ZzpPnoIi8nmyQNm1ZA5Zhr4gcF5E3lp2bFpHnReSd5P+NqyzPgyLy4bLN5L89LHmKztAVVUTKwLeBzwM3AHeJyA3DlqMNN6vqjlU0PzwGnG+vux94QVW3Ay8k71dTHoBvJtdph6o+M0R5Cs1qjKi7gAOq+q6qVoHvA7eughyZQlVfBM43eN8KPJ68fhy4bZXlCVaJ1VDUK4APlr0/lJxbTRT4kYi83MdN1/1gi6oeAUj+v2yV5QG4T0ReS6bGQ5uKF53VUNR2Pj+rvfR8o6r+Oq3p+JdF5J+usjxZ5WHgOmAHrY3lX19dcYrDaijqIWDbsvdXAodXQY5foqqHk/+P09pJsms15VnGMRHZCpD8f3w1hVHVY6ra0FaszUfIznW66FkNRX0J2C4i14rIGHAn8PQqyAGAiKwVkXVLr4HP0vLMzwJPA/ckr+8BLLepobB000i4nexcp4ue4SeJUq2LyH3Ac0AZ2Kuqbw5bjmVsAZ5MvPBHgO+q6rPDFkJEvgfcRMtR+RDwVeAh4AkRuRd4H7hjleW5SUR20HpUOQh8aVjyFJ3YmRQEOSB2JgVBDghFDYIcEIoaBDkgFDUIckAoahDkgFDUIMgBoahBkANCUYMgB/w/bIJyCk3lPVQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "im = plt.imshow(q_pred[:30])\n",
    "plt.colorbar(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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",
    "n_features_plot = 200\n",
    "\n",
    "im1 = ax1.imshow(labels[:n_features_plot])\n",
    "ax1.set_title('Real labels')\n",
    "plt.colorbar(im1, ax=ax1)\n",
    "\n",
    "im2 = ax2.imshow(v_pred[:n_features_plot, :])\n",
    "#im2.set_norm(im1.norm)\n",
    "ax2.set_title('Predicted labels')\n",
    "plt.colorbar(im2, ax=ax2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2592x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(2 * 18, 2 * 8))\n",
    "\n",
    "im1 = ax1.imshow(adj.toarray()[:n_features_plot, :][:, :n_features_plot])\n",
    "ax1.set_title('Real adjacency matrix')\n",
    "plt.colorbar(im1, ax=ax1)\n",
    "\n",
    "im2 = ax2.imshow(adj_pred[:n_features_plot, :][:, :n_features_plot])\n",
    "#im2.set_norm(im1.norm)\n",
    "ax2.set_title('Predicted adjacency matrix')\n",
    "plt.colorbar(im2, ax=ax2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAL0AAADuCAYAAABszQZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAFtNJREFUeJztnXuUXUWVxr+vbz/pbrqTdIe8E0gQAvIIOAgyylPIAMMjymAcGQRGYASUpaMgjDOCEXBAB2ZwrSEoi6gMoEggS8AIAeVpFFBjSJAQIKRJk6ST7rzTj3v3/HFO331u0+l7uvvWvaep/VvrrNQ9XVW7zsk+dfbZtauKIgLD8ImyUjfAMIqNKb3hHab0hneY0hveYUpveIcpveEdpvSGd5jSG95hSm94R3mpG2B8MDn1hFrZtDkdK+/LyzoXi8hsx03KYkpvOKFtcxpLF0+Klbdi/Oomx83JwZTecIQgLZlSN6JfTOkNJwiADJIZzGhKbzgjA+vpDY8QCLrNvDF8QgCkzbwxfMNsesMrBEA6obPyTOkNZyTTojelNxwhELPpDb8QAbqTqfOm9IYriDRY6kb0iym94QQBkLGe3vAN6+kNrwgGp0zpDY8QAN2SzDlKpvSGEwREOqET80zpDWdkxMwbwyPMpjc8hEibTW/4RDBzypTe8AgRoktSpW5Gv5jSG87ImE1v+ETwIWvmjeEV9iFreIZ9yBpekrbBKcMnBES3JFO9ktkqY8RjH7KGdwho5o3hH/Yha3iFCMxlafhF8CFrYQiGZ9iHrOEVAtokEsM/ktrTJ7NVxognWPemLNaRD5KTST5NciXJV0l+eThts57ecERBVzjrAfBVEXmFZD2Al0k+ISIrhlKZKb3hhGAJkMJ4b0SkFUBrmN5GciWAiQBM6Y3kIMJYpktIE8mXIr/ni8j8/jKSnAZgFoClQ22bKb3hjEEMTrWJyEfyZSJZB+AXAK4Ska1DbZcpveGEIJ6+cC5LkhUIFP5eEXloOHWZ0huOKNzMKZIE8CMAK0Xk+8Otz1yWhhMClyVjHTE4FsD5AE4k+afwOG2obbOe3nBCIWNvROQ5oHC2kim94QwLLTa8IggtttgbwzMs4MzwiiDK0swbwyNsJxLDQ6ynNzzEFnA1vMK8N4aXmHljeIXNkTW8QwD0WE9v+IaZN4ZfxI+gLDqm9IYTCj2JpJCY0hvOsJ7e8IreSSRJxJTecIKA6MnYh6zhGWbTG34hZt4YnmE2veElpvSGVwiItH3IGr5hH7KGV4h9yBo+Iqb0hl9YwJnhIdbTG14hAqQzpvSGZ5j3xvAKgZk3hnfYh6zhISKlbkH/JHOceJCQPJ5kS6nbkQ+Snyf5XKnbAQAkheQMlzJEGOuI0da7SW4gubwQ7fpAKH0pIXkFyZdIdpK8p9TtSQqB96Ys1hGDewDMLlTbzLwZIiTLRaQHwDoA8wCcCqCmyLITTaHMGxF5Jtw/tiAkrqcnOYvkKyS3kXyA5P0k5w2yjmtIrg7rWEHynPB8FcnNJA+J5B1LchfJ5vD3GeFGXh0kXyB5aCTv2ySvJrkMwI5Q+R4SkYcBbBrCtd5C8jmSDeHvi0iuJNlOcjHJqZG8QvJykqsArIqcu4zkqrDMD8Kd+JCvvmJQKPOm0CRK6UlWAngYwE8AjAbwcwCfGkJVqwF8HEADgOsB/JTkeBHpBHA/gM9F8s4F8KSIbCR5BIC7AVwKYAyAOwEsIlnVJ//pABqH2tuSLCN5F4BDAZwiIltIng3gWgBzADQDeBbAfX2Kng3gowAOipw7A8DfADgMwD8geOMgZn3OEMRT+FDpm0ITsfe4xGXbEqX0AI4GUAHgNhHpFpEHAfxhsJWIyM9FZJ2IZETkAQQ941HhnxcA+CzJ3ms/H8FDBgBfAHCniCwVkbSILADQGbarl/8WkbUismvwlwcguL77EDzUfy8iO8PzlwK4SURWhg/TjQAO79M73yQim/vIvllEOkTkHQBPAzh8EPU5RWIeCHcMjxzzXbYraUo/AcC7IjnW4JrBVkLynyImSgeADwNoAgARWQpgB4DjSB4IYAaARWHRqQC+2lsuLDs5bFcvawd9VbnMAHAWgOtFpCtyfiqA2yNyNyPYRnJiHtnvRdI7AdQNoj53CCAZxjqKTdKUvhXAxKhdCmDKYCoIe7K7AFwBYIyINAJYjtx9SBcgMHHOB/CgiOwOz68F8B0RaYwce4lI1CwY7ufZSgAXAnic5AGR82sBXNpHdo2IvDBE2XHqc0oBXZb3AXgRwAEkW0hePJx2JU3pXwTQA+BLJMtJzoGaJXGpRaAcGwGA5IUIevooPwFwDgLF/3Hk/F0ALiP5UQbUkjydZP2ehIXtrAaQApAiWU1yQK9Y+BBdC+BJktPD0/8L4BskDw7rbSB5bsxr7o9C1zdoROId+euRuSIyXkQqRGSSiPxoOO1KlNKHr/s5AD4PoB3AeQAeGmQdKwB8D8EDtB7AIQCe75OnBcArCB6OZyPnX0Jg198Ryn8jbMtA/BuAXQCuQfAQ7QrP5WvnAgA3AHiK5DQRWQjguwDuJ7kVwdvp7/LVM0D9Ba1v0PKRXO8NJaljxSHhgE+LiORVpEHWezeAdYWu1wio2m+iTLrx8lh535x73csi8hHHTcri5eBUONAxB8Cs0rbkg01S+9NEmTcDQfJaktv7OR4fZD3fRvCqv0VE3nLTWgOI57kphfcmVk9PcjaA2xF8rP1QRG522qoIIvL5yM8bC1DfNwF8c7j1GDEYqT09yRSAHyD4CDoIwFySBw1cyvAeSe6HbJye/igAb4jImwBA8n4Egysr9lhpw15SObYBAJBan9I/RK6P47pzysj6Cv1bT6SLKNNCnXtHKkhpHnbreUaKZir7dDWRV2l5ZEwzE2liKtKsnupI+6oz2XRFu/YV3XXIoWJ7RGZkuKEsck3piuiN0GQ6Ig8qDmV9gh3SdfrH1HZtS7o2ck86IxVHujamI6cj1yqRe9BXflQte+oCGT1t7Uhv2zGwxia0p4+j9BOROxLYgiD+Y49Ujm3AAbddBABouF1d3FKud7/ya605ZTq/Nz6brmrbnU2n99KHYc1sDYHpadD/vZp39TKi/6k7p+RqS2qnyh+1XP+/uho0Xb9WK9h0sGpC1/76lExYWJlNtx6T+7Kc8LyWz5RrvdWbVMO2T9TyEnmo22dqPeXb9XxNW672bDlO29LwWw3sbD9GB3irV+m9Su+l5Su2ab17ter57vpc/S3r0r9FH7q2jwcy3vvWHcjPyJ051V/L3/cMh0FClwBAalQj2t8aBQBoP1vzHHjbhmy6a97YnPJrz1QFY492n+l6VaLmyW3ZdPejzdn0vK/cnU3fcMOF2fSUR7fmyOgevVc2Xb5DlbCnVh+s9g+psoxbqkrUNqszm245Tds67qnc27P2VE2Xb9UH4uCj39Xyv90vmx79qt7KU07+Yzb92tcO7retANBTox1J3TrVyOYpGpGwer0OZE9eouUrN2uHsrtZH5jaJ7V9ANA9Tf9/Klo79HxtEJGxcWcMhc7kz1IK4nhvWhDEn/QyCUEMeQ4iMr83YChVV9f3z4ZvCABhvKPIxFH6PwDYn+S+YejvZ6ABWoaxRwoVhlBo8po3ItJD8goAixG4LO8WkVcHKlOxTTBpSXA1W6eoiNUXjsumM30kN7+kV3/iv2rUwMMP/W02zReasumts/Tded3tF2XT9dvVHFr9jWgYPNC9RYXu/Zp+NVa1q+yqLZreeKnazlO/pKbSmn9szKbXfyzyEQFgn+e0H6lpU7OidbmaNDWRb4hdYzS9/FvZ+SqYdOMqlXdrNC4NaHhbTZoNR+g1VS7SqOHMVL0/W67Utu/Ypfdk1MNqprVelhtx3PxnLV/WpKbOqFXBNaV2xwmayZ+lFMTy04vIYwAec9wW44OGLQFi+AZHck9vGINGmDMukiQcKT2z/ucpn34ze3bNQ2rXdo7OLXHwlX/Jpn/x6LHZdPd0dRVWbaqKpPWGbj9abe8t2/WSDvjPXD89M+qCfOff1faueHzvbPq9I7V7mnGr1nXBkmwEMu78l09r+17LHdVpOVHTTa+oK3TvNXod703Q74mKbZp/TcS9W/NFnazFqbldZut5eh3jH9Dz6z6u1zRlsX5rVP1U21E/TmVXb9iRTY9+Xt2SANC5r7qEO0dp+V1NgYzoGMQesZ7e8A5TesM7fFL6sp4MqtuCV/DGO6dlz3fPiYyQrsidgfdii+Yb/6KaJbxKR2E3V+qc5u56vaPNv1SzZ9sUfcV3jYkGswDbrlJbYvI3o/nUXCjr0RCBtmt09PLqp87Lpg9a8U42XblPrp124A3rs+nHli3JpmefdX423XOkujLHzld55adp+96YOyabnjEvdzW7/Vqnab7P6nV86Idqovz10oZsuu4tTaciU9ErO7QdMn5UjozK5Tofv3K0umgz9cE9Te3OddW+j97BqQRiPb3hjBHtvSH5NoBtANIAeoo5tcsYwYxkpQ85QUTa8mcDOhvL8NZZgclxzolLs+fLIo/+z7b2eW7aNBhs7dzIa3edvuYrmrR87bv66tx0mFZTvTFS5aG5I7KTv6BBVW9csW82Pf3W17LpSd+ORFmeqybYuK0aFbr2x2pmVS1S0wEAtnxGf5/0uWla1zHalsljNGi1vE1lpG7We9DxRfVIldXV5sho+YSWqYkEq7ZHvFVT/kdHVGuXqbwdh2vbuxrUK5PqzI0O4zSNek216E1N7QxMPnbnMW8wwnt6wxgSCbXp486RFQC/JvnyntYZJHlJ71qE6R07+sti+ETcNf2SGHAWcqyIrCM5FsATJF8TkWeiGcL1B+cDQM2MCVIzPfDULL73mGye3c16hXVtub1AOmKJVH90i/54XL0jl33pkWz61kfOyqa7GyMTNyr0OZ5xrcanA8CmT+viB9UbVb5M1Vf5C8+peTLmBC274RNqOtQ/o2bB6HvUfAOAjpt1baot09Uzs+UgLZ9erJHaVZHBsG3TtJ79Pvf7bDpTk+uF2jFNr7csMkOq6086oDR6dGQSyEy9vpp3tUMq26Jp2b4TUTId+n/Q060un9QB4T4OqRj9ZULNm1g9vYisC//dAGAhBr/qmOEhzMQ7ik2cieG1vcvakawFcAqCJTQMY2BGsHmzD4CF4Zqq5QD+T0R+NVCBTKYMO7YFr+Tyj+grtGKZeiG2H9jVp1BkAvgbOlAysVVf5bfdq8EpU57XgaNUZDrd7rE6BW7d5UfmiKjZqHf4iM9orM9vDjpQ86zVdqS6tBs6/hD18Kx4VpfGfPv63Jde1QwdgKtfom3pbFBTp6pD21H/rpo9FTs1jmfTxVpvNMYfAKRS78nYZ7VMx4e07VVbNU/H/iq7bN9IuktNufq1uf8fu5vUhOupit6ToC3p9QOrDmUEe2/CVRAOy5fPMN5HQr035rI03DFSe3rDGCoj1rwZCtUtXZh5dbBgwobZOvJZsVNt5OPm5H4LrzlTg5omPaLushXP6rzRyfN0P4H3rvpYNj3+TA3yqvm6fg/sHJsb1Fbbqnbrm/N0kZkx49Qubj8+sgrU6+pH/f0jh+j5s7R96bdyZXC5xuZvnKWv97GvqOytk9Ve7piu6YwmUb1JNaanOtdMmLJIf689V+ttatKAta7VOpLd8WG971Kh6X1+q9e95rSIcABj/qwydjdpujf+P9N3cai+SGk8M3Gwnt5wR0J7+hGzarExAimQy5LkbJJ/JfkGyWuG2ywnPf3u8VVYeU2wpERFk7osz9w/MiVwee7S8FMWbM6mf/OWLjkx6XKNqFp9rG7yd+hRukTGyqf2z6bTn9K7OP2ByMgucpcVTEdWNat9M7KCV70uM1LVoaZDV2TKXCqt9Ux/MHck8/ULdPS08XnN9/bpequlSt2JE5ao6TDqco3Tz3xKpxeyJndP5g2f1NXLZl6vq8at+Lret7pJKnvmTRobL7vUfOueqfU0rshdRa2sRetFo5pw7528T9go5KUQNn1kAeFPIlh47A8kF4U7zgwJ6+mNpJNdQDjcnql3AeEhY0pvuCO+eTPQ5sn9LSA8rG1Bnew5RXIjgr1aY8XfO6CphLJLLb9YsqeKSPOe/lg9YbJMu+QrsSr66/Vf2eOeU+GOiKeKyD+Hv88HcJSIXDmENgNwZNOLSDPJl0o1w6qUskstv9TXnkNh+tNYCwgPBjNvDCcQGn+T78hDwRcQNj+94Y4C9PRDWUA4Hy6Vfr7DupMsu9TyS33tAQWMsiz0AsLOlD6cSVUSSim71PJLfe05WBiC4RteBZwZBgC/Ym8KHSuRR9bdJDeQXB45N5rkEyRXhf+OGqiOYcieTPJpkitJvkryy8WST7Ka5O9J/jmUfX14fl+SS0PZD4Qej+KT4NUQCq70Jdhs+R4As/ucuwbAEhHZH8CS8LcLegB8VURmAjgawOXhtRZDfieAE0XkMACHA5hN8mgA3wXwX6HsdgAXO5AdiwK5LAuOi56+4LESAxEuRbK5z+mzACwI0wsAnA0HiEiriLwSprcBWIlgiNy5fAnYHv6sCA8BcCKAB13Kjo0vPT0cxEoMgX1EpBUIFBPA2Dz5hw3JaQBmAVhaLPkkUyT/BGADgCcArAbQISK9s81Lce+1fSN1CZAhEGuz5Q8SJOsA/ALAVSKyNV/+QiEiaRE5HMHQ/FEAZvaXrVjteZ9Uj3r6gsdKDIH1JMcDQPjvhjz5hwzJCgQKf6+IPFRs+QAgIh0AfoPgu6KRZK9XrhT3HkAYhhDzKDYulD4Jmy0vAnBBmL4AwCMD5B0yDBYD+hGAlSLy/WLKJ9lMsjFM1wA4GcE3xdMAejfFcnbtsUhoT19wP72LWImBIHkfgOMRxGS3APgPADcD+BnJiwG8A+BcR+KPBXA+gL+EtjUAXFsk+eMBLAi9ZWUAfiYivyS5AsD9JOcB+COCh7IkeDU4VczNlkVk7h7+dFIRZD+HPb+hncoXkWUIPpz7nn8TSVlr1CelNwxbAsTwE+vpDd/wyqY3DADW0xv+YT294RcCm0Ri+EXvxPAkYkpvuMOU3vANOlhIrBCY0htuKFFcTRxM6Q1nmE1veIeFIRj+YT294RUjeR9ZwxgypvSGT9jglOElzCRT603pDTeYn97wEXNZGv5hPb3hG0n9kLU9pww3CACReMcwIHluuGpzhmSsDeZM6Q1nFGkty+UA5gB4Jm4BM28MJxTLTy8iKwEgWGwuHqb0hhsGZ7o0kXwp8nu+y72zTOkNZwyip28baMNnkk8CGNfPn64TkUGv1WlKb7ijcFtqnlyYmgJM6Q1nmMvS8AsBkJZ4xzAgeU64WvUxAB4luThfGevpDWcUyXuzEMDCwZQxpTfcYashGL6RVJvelN5wg4UWG75BABzmR6orTOkNZ9gKZ4ZfmHlj+Mfww4ZdYUpvOMO8N4Z/WE9veIWY98bwkWTqvCm94Q5zWRr+YUpveIXtLmj4BiFm3hgekklmV29Kb7jBzBvDR8y8MfzDlN7wCws4M3yjdzWEBGJKbzjDbHrDP0zpDa8QALbRmuEX9iFr+IgpveEVAiCdzCFZU3rDEQKIKb3hG2beGF5h3hvDS6ynN7zDlN7wChEgnS51K/rFtt8x3FGcHcNvIfkayWUkF5JszFfGlN5wRxGUHsATAD4sIocCeB3AN/IVMKU3HCGB9ybOMRwpIr8WkZ7w5+8ATMpXxmx6ww0CSPzBqULtGH4RgAfyZTKlN9wRPwxh2DuGk7wOQA+Ae/MJM6U33CBSsCVA8u0YTvICAGcAOEkk/0eCKb3hjiL46UnOBnA1gONEZGecMqb0hjOkOIs93QGgCsATJAHgdyJy2UAFTOkNRxRnEomIzBhsGVN6ww0WcGb4hgCQhIYhmNIbbhCbRGJ4iCTUvGEMt6ZhDBqSvwLQFDN7m4jMdtmeKKb0hndYwJnhHab0hneY0hveYUpveIcpveEdpvSGd5jSG95hSm94hym94R3/Dyw97ptjhPQMAAAAAElFTkSuQmCC\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": [
    "from keras import backend as K\n",
    "\n",
    "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
}