ixxi-dante/nw2vec

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projects/correctness/nw2vec-blogcatalog-crop=200-adj_scaling-dims=[39, 32, 16]-bilin_decoder.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BlogCatalog exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/sl/Code/Research/nw2vec\n"
     ]
    }
   ],
   "source": [
    "cd /home/sl/Code/Research/nw2vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "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\n",
    "\n",
    "\n",
    "# ### PARAMETERS ###\n",
    "\n",
    "# Data\n",
    "crop = 200 # None\n",
    "\n",
    "# Model\n",
    "n_ξ_samples = 1\n",
    "dim_l1, dim_ξ = 32, 16\n",
    "use_bias = False\n",
    "\n",
    "# Training\n",
    "loss_weights = [1.0, 1.0] #, 1.0]  # q, p_adj, p_v\n",
    "n_epochs = 20000\n",
    "# seeds_per_batch = len(nodes) -> defined below\n",
    "max_walk_length = 1\n",
    "p = 1\n",
    "q = 1\n",
    "neighbour_samples = None\n",
    "\n",
    "\n",
    "# ### MISC. SETUP VARIABLES ###\n",
    "\n",
    "# if 'CUDA_VISIBLE_DEVICES' not in os.environ:\n",
    "#     raise ValueError('CUDA_VISIBLE_DEVICES not set')\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = '0'\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)\n",
    "\n",
    "\n",
    "# ### 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]\n",
    "\n",
    "\n",
    "# ## 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\n",
    "\n",
    "# ## 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",
    "#     'orth'\n",
    "#     '-adj_xew=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)\n",
    "\n",
    "\n",
    "# ### 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)\n",
    "\n",
    "\n",
    "# ### BUILD THE VAE ###\n",
    "\n",
    "n_nodes = len(nodes)\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",
    "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',\n",
    "        {'use_bias': use_bias, 'activation': 'relu'},\n",
    "        q_input)\n",
    "    q_μ_flat_placeholders, q_μ_flat = ae.gc_layer_with_placeholders(\n",
    "        dim_ξ, 'q_mu_flat',\n",
    "        {'use_bias': use_bias, 'gather_mask': True},\n",
    "        q_layer1)\n",
    "    q_logS_flat_placeholders, q_logS_flat = ae.gc_layer_with_placeholders(\n",
    "        dim_ξ, 'q_logS_flat',\n",
    "        {'use_bias': use_bias, 'gather_mask': True},\n",
    "        q_layer1)\n",
    "    q_μlogS_flat = keras.layers.Concatenate(name='q_mulogS_flat')(\n",
    "        [q_μ_flat, q_logS_flat])\n",
    "    q_model = ae.Model(inputs=([q_input]\n",
    "                               + q_layer1_placeholders\n",
    "                               + q_μ_flat_placeholders\n",
    "                               + q_logS_flat_placeholders),\n",
    "                       outputs=q_μlogS_flat)\n",
    "\n",
    "    return q_model, ('OrthogonalGaussian',)\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",
    "                            fixed_kernel=np.eye(dims[-1], dtype=np.float32),\n",
    "                            #kernel_regularizer='l2', bias_regularizer='l2',\n",
    "                            name='p_adj')([p_input, p_input])\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], ('SigmoidBernoulliScaledAdjacency',))\n",
    "\n",
    "vae, vae_codecs = ae.build_vae(\n",
    "    (q_model, q_codecs),\n",
    "    p_builder,\n",
    "    n_ξ_samples,\n",
    "    loss_weights\n",
    ")\n",
    "\n",
    "\n",
    "# ### DEFINE TRAINING OBJECTIVES ###\n",
    "\n",
    "def target_func(batch_adj, required_nodes, final_nodes):\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": [
    "### Comparing with gae"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### KL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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",
    "q_pred = q_model.predict_on_fed_batch(x, feeds=feeds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras import backend as K\n",
    "from nw2vec import codecs\n",
    "q_codec = codecs.OrthogonalGaussian(q_pred)\n",
    "kls = K.eval(q_codec.kl_to_normal())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0010262922197580336"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kls.mean() / crop"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Adj loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.7156251525878907"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "q_pred, adj_pred = vae.predict_on_fed_batch(x, feeds=feeds)\n",
    "\n",
    "adj_codec = codecs.SigmoidBernoulliScaledAdjacency(adj_pred)\n",
    "adj_loss = K.eval(adj_codec.estimated_pred_loss(adj + np.eye(adj.shape[0], dtype=np.float32), adj_pred))\n",
    "\n",
    "adj_loss[0] / crop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([14.477284  ,  7.278243  , -0.44281352, ...,  1.6996857 ,\n",
       "       -5.0242705 , 16.046183  ], dtype=float32)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adj_pred.reshape(-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# fig, ax = plt.subplots(1, 1, figsize=(8, (crop / 100) * 8))\n",
    "# im = ax.imshow(q_pred)\n",
    "# plt.colorbar(im, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# q_pred_gae = np.load('q_pred_gae.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# np.abs(q_pred_gae - q_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interlude: predictions before training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import scipy.special"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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 = zip(*[vae.predict_on_fed_batch(x, feeds=feeds) for _ in range(10)])\n",
    "\n",
    "adj_preds = np.array(adj_preds)\n",
    "\n",
    "adj_pred = scipy.special.expit(adj_preds[:, 0, :, :, :]).mean(1).mean(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2592x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_features_plot = crop\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=((crop / 100) * 18, (crop / 100) * 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/sl/.conda/envs/base36/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:108: 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"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f9b77aee56d84b6d9c8f7cc059f1e0c4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=20000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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(show_inner=False),\n",
    "    ]\n",
    ")\n",
    "\n",
    "\n",
    "# ### SAVE HISTORY ###\n",
    "\n",
    "# with open(MODEL_DATA + '.results.pkl', 'wb') as outfile:\n",
    "#     pickle.dump({'history': history.history}, outfile)"
   ]
  },
  {
   "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 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4623899459838867"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.min(history['history']['loss']) / crop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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 = 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",
    "\n",
    "q_pred = q_preds.mean(0)\n",
    "adj_pred = scipy.special.expit(adj_preds[:, 0, :, :, :]).mean(1).mean(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f10b8726080>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1152 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(8, (crop / 100) * 8))\n",
    "im = ax.imshow(q_pred)\n",
    "plt.colorbar(im, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2592x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=((crop / 100) * 18, (crop / 100) * 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": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f10b82a4128>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=((crop / 100) * 8, (crop / 100) * 8))\n",
    "ax.imshow(np.random.binomial(1, adj_pred[:n_features_plot, :][:, :n_features_plot]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5gUdTzga0XADDyG98a1fmAtYBGMYMw4x5+RbAMIw0sRGAYeQt5gMAACSSBWjrdLLInEyza9dq+at7djsBhh7ZrFirPhVaLoNqkg06WGd/qQyyqVvRqmzczDd3fUMAGPQ4Bov2yuNd9+4nlM2e1hWiTJ7nxHV4AUCXE8ATq9YBLW7mG2/WTjGfLLcrC/7XL7xdN8rZLOXJmCuMSsegz+Hm+1rEVknHbP8Zj9xZrTwXn5y670sXWyAduhVl+rq51+TBTT9QNjofdXxsBGAYeYrFARhGPmOioIaRvzBsCgAAKCpM4JyzpLrO8faForzjkJSSBoB4lZyn+ebJvklZhZPU0uUJVllfJcWMfnd4lbK5asMBUX7kpbOVTVmlXr6q7yLZ0Pt+rYOMilbIuWyBJxDqdee+pOp+fVQqFw136mQgOL6DaJv2UyTWd+o2Fctkq4inTZWb5HXr6NLz9NZWGZyzaJFOqhkY1o/g0gXymhw7pAOIBiplok/Uk1RUV6HP7WCf9Pm0tukAIjc47Y373qtsgNs9dWNhTkDDyGvc9R9yBesADCML2BTAMPIU5tztACaMTySibUTUTETPj6qrIqKdRHQw/HfhePswjHwnmaK0PtkmnRHA9wB8A8D3R9XdBuBhZr6diG4Ly5+aaEcDQ1G8dGqpbMBhGRzik66uWiqdOf2DWuml1KMSFHGks90AFwBov0xm1UX+Y4Wy+X1znSjHS/Wx+jxBLq5j6vJXHVA2x3qk9/Jo0yJl85vja1RdwsksjJTp6+ZKhw97HrDqsl5Vd6pFZhamPNul9jlZi+dqB9+r1h8R5Y1lDcrmx8c2q7qGTqlAFFmj9+0GYw14ArF8QU7lTuDPOYualc2Qo+Ff3z11LcvpGgEQ0TUAvgYgAuA7zJyJN1Ix4QggFPl0NZmuA7A9/P92ANdPpRGGMZ9hEJjT+4wHEUUA3AHgTQA2AriJiDZOpW2TTVGqYeYGAAj/1aJ1hmH8AU7zMwGXADjEzEeYeQjA3Qh+jCfNjDsBhSx4tRa7MIx5T2ZOwGoi2jOqvJWZR5aUqgNwctTf6gHo4JIMmGwH0EREtczcQES1APREKiRs/FYAiK+py9G3oYYxs7jBRePQMs4am76dTOk7NdkOYAeAmxGEQ90M4KdpbZUiJPvkIaPnSAdP9JiOzGorkE6hgriO6PP1sK4kV9wjCXb5PpkxePqwdvC50lZulh0AlJRqOe/uFplFeLBzsbJxHW4lJVpeu8cjiVX5hIz8G7q6S9kMDUlnVuEZfbt5lb5uBRHpYDt7se7fn13nROJ5Hs2eYdnGHx55hbLxSZK50vCuvDkAdDhr+sU8kmw9Qzo6MuEcL1qgt3Odh761IDNlmgKB6gGM1rZfBuD0GLZpkc5rwLsAPAHgbCKqJ6IPIvjiv4GIDgJ4AzKLizSMvGIkF2CqTkAATwFYT0SriagQwLsQ/BhPmglHAMx80xh/et1UDmwYeQMDmIbXgMycIKJbATyI4DXgNmZ+YSr7tEhAw8gC05ULwMw/B/Dz6dlbljuAtQua8e+v/4aoe+duuYZ7skir7cRK9NzdZdjjOyhulr1u6lKdHXb3oT8RZV8G2dFmJzjH4wPwBctESmRwTrcngIlPy/ll31nKBBtX6ACaUxXOG5Xf6nTI4fXSn1FQott9uk0v+5VokvPrpgU6G6+wSAceubjz667Tej+I6/tNPfKxbGz1KAmVyuOXVWhlH18GnhswNJDUAUTudpct1wuBvaxqJiBH3d82AjCMGYcyeQuQVawDMIyZJoeTgawDMIxsYFMAw8hnbASAwx01uHHHx0VdYa0T5FGpHX5JR3K68jfaKZTyRKJUXn9KlJu7tKNwU42MoxhI6kuyeKGUqHIluQGgv08HncQOyACed779cWVzDy4S5Q5HNh0ATv1otT7eFbJNm67VbqlDbdWi3N2qHYU+CbKFa2Tu18Ii7WBraJYBTLG4dgouLZJtLF6iZdMiEe0E7O2RjsnKOh3k1ONkX5YU6udmRXm73s5xxC4t0vteFJPPZE/SI7eWKTYCMIw8xjoAw8hTOKNcgKxiHYBhZAMbAQCReBIVqzpkA5w54Bs3PKO2u//wJlEeuNqjyNOuE2b62mSwTGJIKwI90yDVfvpbtLx1yWI5J+yv1wEt8bN0wsrQOjl33vrMq5VNablMIiLPnLzvNVoRxw0t3XtiuTKprpTbFZ/doWxK4/pa9jrz5BMdWhFn9VlSFvzoi7XK5oEG6d8oW6WDrAYGdSDOyo0y8KmpU1/vRIdsY/Fi7QNoGdD+lB7HV/OfT12kbMhJIuMinTAE/MhTNw72GtAw8hdP8GhOYB2AYcw0acr9zAbWARjGjENAjjoBJysL/lkiOkVEz4SfN89sMw1jjjNNooDTzWRlwQHgq8z8L5kcLJkkdLvy2U423L39Wia6pEiq5PjWgi8s98iCOw7GoR4dwDPodMyRBXo/brCMz+HnY1GVdMJdUXtI2dy/X55vQUQ7nHwKRIVPSsdY/xYdZNPUJJ2g5Qu1TfNLWqXIXa8w5VHtaeqSx6/dcEbZlMXktTzRppePiMe1866jT95fXxx9SY28Bz5H4aZaLZbzlxf8WpQfaD5P2XQNyufEVRECgBOqZgLm6hSAmR8jolUz3xTDmKdMkyDITDBZWXAAuJWI9oVThDFXBiKiW4hoDxHtSXan98tpGPMN4vQ+2WayHcC/AVgLYDOABgBfHsuQmbcy8xZm3hIp1+9lDSMvmMM+AAUzN438n4i+DeBn6WxXUMBK9ba7SjZBh4UAXd0yOKemSidw+K5dR6+cS1aepbfrdQJDzq/T88ZnTywT5VSPbqXPd9DuJPbsjq5SNu7yYcOD+pZULepWdU1ny3lqzPPzscCZ83d3at9JfJkelbnJV6mk/p2oLJP7Pn2kWtkgJtt04QY9cz7doxWJ+pxApKpy3cbGl+RaNOsuqFc2L7fo9WoKC+T1fum4DmDiYUcFuk8HkGVKrsYBTGoEEK4FMMINAJ4fy9YwDAQ+gHQ+WWbCEUAoC34lghVL6gH8PYAriWgzgh/eYwA+PINtNIy5zVwOBBpDFvy7M9AWw5i/zNUOwDCMqZOrPoCsdgDMhKEhx+lXIp1nr14h15QHgEcObRDlTo8ij7tfABhql3aFtdoJWHundAK+8nZ9/OfqZcYgeRx+vvlbyrnp9Y1jvi39AwVR/aS0dekMxaUrpGpPS7sOhIl6gopcBtr1tYyUyeCcIs+Sau7SXAXl2iYSlYFYLf36LVCH59zcjMhmj3Q5qqUz+cAh7cyrrtPZh789slaUSxboJd0G+qUTcsvGw8rmuG7R+FgHYBj5CTFAWvksJ7AOwDCyQY5GAloHYBjZwKYAhpG/mBMQQDyawJrFraLuuJMhdqTbWYcPQLJXNrPfczV9jqpItYxWGxzWp9v0Pinb9Z+nNikbKpATuIhHtsuXseZG0JFHAntNjZTWOt2lHV7Dnna7a9YnPNGJHUnpdCsq1c7LRFzHgsVi0nnoW9jSzVCMF+vr716TaIE+f9dRCAAFjt2w5/jxQueelA4qm7cu1/Fp9wxKCbDh4Ymj/H5fv2xCmwmxDsAw8hRzAhpGnmMjAMPIX8wHAGAoGcGJdjnn73My1Np+5ax7D4DOkXPSSIUeT/nmqas/IZeGqv+GJ/PMyQYc9qi/uIo4qaSe77vzVgAodjIffX6Cg6dkxppvTjzcqZemKl8qMwSXr2xRNk0dMjjIzfIDAPK8nXKl2nu6dbBQRYX0rwwl9KN02TIZQLPr5BplM3BGZyi6WYTli7UsuusXGRzQPpDWYR14dF5No9x3VPsOSp26BVEdLPRFVTM3sRGAYWQDGwEYRp4yS2o/6TAVSTDDMNIlleZnChDRl4jopVCq734i0ks6OaQjC76ciB4hov1E9AIRfTysryKinUR0MPx34kwXw8hDCFnTBNwJ4Hxm3gTgAIC/nWiDdKYACQCfZOa9RFQO4Gki2gng/QAeZubbieg2ALcB+NR4OwqyAWXgRUmFDMTpfbUnoMRxgtVUaoms3iHtBBraLvu3gRZtU14mj9+xu0bZFG2SWWU+me7+Pu2oG3AcU8nTOvOtYp10VHZ0aMfVyjXNqs6VwT7dqzv78t9KB1vnBv0Ts3BNm6rrOFwlyhzT59vjcVa6PNW4QpRdeXUA2HC2lmA7cHypKLvZeQAQdYKVYoUJZfM3Sx5RdVfuulWU3fUTAaDQyaI81ez7Ib3fUzcOWZgCMPMvRxWfBPD2ibaZcATAzA3MvDf8fzeA/QDqAFwHYHtoth3A9Zk22DDygjR//cPfleoRFe3wc8skj/oBAA9MZJSREzBcH+AiALsB1DBzAxB0EkSkFRiDbW4BcAsARKv1Kz7DyAvSHwG0MPOWsf5IRA8BWOr502eY+aehzWcQjNzvnOhgaXcARFQG4F4An2DmLvK9QPbAzFsBbAWAorV1OeoLNYwZZpqefGZ+/Xh/J6KbAbwVwOuYfdExkrQ6ACKKIfjy38nM94XVTURUG/761wLQE1WHSEEKleVyzn2mXs6vShfr5asijXJeHFunlW6Y9TzxRIv0SxZ5lqFyg14+8PYHlc239l0u2+NJ6kkO6qSSghLZziXn6uWz+n7p+Bwu1IEp3YP63IYdBaRUQnfI8bc4t+SwTrTqG9C+i1SRPL/ian1Pih6WPoie12ibBc6SbmWF+txeOHqWqltaK/0irZ3aLxKNymvb06UDiv7bUT0FTjmS30OJiZOBSsp0uzMlG7kARHQNAj/cFcysb4iHdN4CEAIR0P3M/JVRf9oB4Obw/zcD+GlmzTWMPCHdRUGmPkr4BoByADvDRXu/OdEG6YwALgPwXgDPEdEzYd2nAdwO4B4i+iCCtRLfMbk2G8b8JxuBQMy8LtNt0pEF34XgVaaP12V6QMPIS3LU+2WhwIaRBXI1FDjrikDrKmXWWsTJotu4sAkujx24QJSPN1cpm9QZnbFWsFhmcfX2apuFi6XDadv+Vymb5Y5NQ7vOKnTlzQGg4IB0XiVeobPKqt8i17TrbdKOutWVOlin+TvSeXryTcoELR1lohzt0S6fpCez0Q1JXVim/Ul172kQ5T1HViqbs0plANWex85RNkXrdCBO3AnEqfildgJ2Xi3XC3SlxAHg5V2rVV3ZeR2ifOESHYh0ule+ru7o8WQsZgJjymG+M4WNAAxjhiGMPYeebawDMIxsYFMAw8hfzAdgGPmMdQBA/3AMzzXLNdxcmazfD8t1+ADde8Y9EuD9VXqWte6r0pn08kd11Ftzl3SUVXocXo0d0unny2pLpfTxE2ul06/bkzHoRqJFYzqrrXtIOy8HbpGOSZzU2djFxdIxmdqgr9vggI4yLKuVjrmymHZwPn1MZvq52XkA8EyDvJfxc/RafT6On6gW5fK3dWijl6QT9DVXagnw3lX63IaS8pF/ulFLfkecB25heVpBdeNjHYBh5CkmC24Y+Y35AAwjn7EOIJjvJ5w5b1mxzLTyrRefLJXjpyUl/cqm0lPX+Xk5Ly/u1Xch5mSV1ZZ2KZteJxvP907XJ0ud6pJ152xsVDYnOuRcdqhf7yfyET2XbfmM9EvEKnTGmuuX6GvR19a3nbtc1sEXtF+mdLlUZXLvK6Az9ty5NQAkPVLpheXS5+DL9CtcI/0U+87UKpv1VVoqfd8xeS4VlXp+7/plOjv1dcsUGwEYRr4yPZl+M4J1AIYxwxDMCWgY+U2OjgCmIgv+WSI6FQoPPENEb5755hrG3ISY0/pkm6nIggPAV5n5X9I+Wn8B8LwjJXW+NPGtu8dReWGKYzqg5VS7FhxNJGT/5ltjr8CRIHuhQTuT3Pvik0NkT7vJqSss0EE+RU7gT49n34e/UKbqaiucDMVDi5XNknVSgsy3NqFvvcBFC2SmXbdHcntwUDorfc9uoePP7PMEHaU8x19V0yrKhw5rDcyhbrnzRWt7lc2RDp1ZGY3Lc+n1SI7HHZtYXJ9/RsxlH0Co/Dui/ttNRCOy4IZhpEmuvgXIaGkwRxYcAG4NlyHaNtbKQER0y4jGebJP99KGkRdkRxMwY9LuAFxZcAD/BmAtgM0IRghf9m3HzFuZeQszb4mUaGEHw8gHKJXeJ9tMWhacmZtG/f3Kt8GtAAAKb0lEQVTbAH420X4WLuzBDdfvEnU7jkq1n3ixJ2HFmbqe+K0ngcM1AlB2iZxLokQHvbjz0pcv/76yWffIX4hyUbFOjvEtF+ZaHW3Xc1I3EMaXVDPUp4ODmk5IOfGy9TphxvWVDHqCjAoadKJRR7v0OfSfra9bQaFspy84qqpU+lfOrdNqT7+pX6Pqju6V97fcc26u76KlU/tJqiu02tC6Gh0c5NI3LJ+J463VY1imyVxeHXgsWfBwLYARbgCg07EMwwjI0SnAVGTBbyKizQiafQzAh2ekhYYxxxlZHTgXmYos+M+nvzmGMU+ZhXf86WCRgIaRBebsCGA6aR8owX0HLxR1g53SCVVWrV8Vppx198o2tyqbwWHt4HLX/evo1lllkZek82h154e0Tal0prnZcoDfCVhSLp1nrlMM0BLnyX59S6qW6AzFzhbpUOxuLFc2A06GYmpA7zuyXLdpeLksRz3nlnD2XVqhszGjjuT7Lw+cq2x8163mAuksPNOuzy3ZKO/lxZccUDYvnqlRdU2tMmCsZpFWKXKHu0vr2pXNCVUzDgyQ9u3mBDYCMIxsYCMAw8hfbApgGPkKw5yAhpHP2AgAwLKSdtx+0f2i7q92vluUS+7TWX3D18qIrrZTlcqmoExHELrrDqZSOu5pw5VHRflkh953n0fO28WXadfX5UTZLehWNhW/ls6s9st01N25i5pV3XOnZHRa/A3aUdX9lMwQjOvAOPS/Ql+3wv1SAqvmNaeUzbETct8+SbQ1dTLq7phn3UPf9+L0CccupmNkY0ul03Ffw1nK5pXLjqm6J+pXifLVtS8pm/oBmdby6OH1nlamjwmCGEY+w2xTAMPIZ2wKYBj5jHUAQHuiFD8+s0XUVS2XmV5DdXqePtgqg3UWL9fz3cFhfSo93c4cvFXP5U+UyDm/b76/YpsM/Kn/r3pCl/QEB/GArBtI6DaW/1mDKLfV68yzA+1a7afkjTJYpm3PEmVTeKG8tgMe9ZsCz09T5BVyu64BfU3WrJR+iRNOQBMAPHl6lapziR7UktvXvPlpUX7g5Y3KZtgJavJlaDYN6AAi3ifl1HfEz1c2fc75+paiy5RcHQFkJAhiGMYkYAApTu8zDRDR/yQiJqIJ85htCmAYWSBbbwGIaDmANyDNaGUbARhGNhh5EzDRZ+p8FcDfIE2vQzqCIEVE9DsiejaUBf9cWL+aiHYT0UEi+iER6QmmYRgAAh9AOh8A1SMamuHnlrSPQfQ2AKeY+dl0t0lnCjAI4LXM3BNKg+0iogcA/A8EsuB3E9E3AXwQgU7gmPT0x/H4/nWirrhiQJT73eAZAEjIIJtYRKdWDXvWpltUJSNfuou0vPOqhY68dnSBsuFPyeCcaKd2LqWS+vjKxhMs1NkvzzdWop1Z51RpKa2Gv5ZSWl1/pTMGU09JB6evh/YolSP2aplt6UqXA8CxRhms45Myc7Mfiwu1M63vQh345Dr9OKF/p6hbPrrnrNfBUie6PDq1F8hgrAVF+vjnVcs1HJcVaUmy/XrPY5OZ2k8LM28Z649E9BAArZMOfAaBUM/VmTQtHUEQBjDyTYqFHwbwWgAjYXzbAXwWE3QAhpGPBIpA0+PgY+bXe49BdAGA1QCeDVT8sAzAXiK6hJn1qrQh6YqCRgA8DWAdgDsAHAbQwcwjPw31GGOtgHAIcwsARBbpMFvDyAtm2AnIzM8B+MO7YCI6BmALM4+rgpqWE5CZk8y8GUGvcgkArewwxiBHyIKXmSy4kYcwQClO65NtMnoNyMwdRPQogEsBVBJRNBwFLANweqLtKcIoWiDnXHULpSLLcc98b7hbBmYkPUk9CU9dV5tMtCku1fPrw46yzofOeVzZfO0xZ1rlSU5x17QHgCTJy9t4XCfDXHjucVE+QXqU9LuTK1Vd6mPyYSn3zK+HLpZz154W3QFToZ67lzgBS765+6KF0r/S2q5luU+ekXPwaFQfq9wn1e64SqIeqfhhJ7Lm9yeWK5v1tdov0NQgr++xNh1AdYxk3eI67QPIjOznAjDzqnTs0nkLsJgoeCqJqBjA6xH4QB4B8PbQ7GYAP51USw0jD8jgLUBWSWcEUAtge+gHKABwDzP/jIheBHA3EX0BwO8RrB1gGIaPuZoNyMz7EKwH6NYfQeAPMAxjPNj0AAwjv5kFB186EGdxaEJEZwAcB1ANYOJF2nIPa3d2yeV2r2RmnabpYUFZHV96wUfS2unOJ//30+MFAk03WR0BjFwwItqTzZOcLqzd2WWuttvLXPUBGIYxRRgzHgg0WawDMIwZhsDTFgo83cxWB7B1lo47Vazd2WWutltjHcAfYeY5eWOt3dllrrZbwQCS1gEYRt5iUwDDyGdytAPIuiQYEV1DRC8T0SEiui3bx08XItpGRM1E9Pyouioi2hmqIO0kIo/ixOxBRMuJ6BEi2h+qN308rM/1ds9z1ak05cBmoZPIagcQ5hPcAeBNADYCuImItOZzbvA9ANc4dbcBeJiZ1wN4OCznEgkAn2TmcxFkbH4svL653u4R1akLAWwGcA0RXQrgnxGoTq0H0I5AdWruMbI4aL53AAhyBw4x8xFmHgJwN4DrstyGtGDmxwC0OdXXIVA/Qvjv9Vlt1AQwcwMz7w3/340ga7MOud9uZuaxVKd+HNbnXLszIpXmJ8tkuwOoA3ByVHlMJaEcpYaZG4Dgy4ZRCiy5BhGtQpDEtRtzoN1EFCGiZwA0A9iJDFSn5gKUSqX1yTbZdgJqVcycXTRp7kJEZQDuBfAJZu4KNeJyGmZOAtgcak/cjwxUp3KekYVBcpBsjwDqAYyWbklLSSiHaCKiWgAI/9WSM7NMqNx8L4A7mfm+sDrn2z0CM3cAeBSjVKfCP821Z2UU5gQc4SkA60PvbiGAdwHYkeU2TIUdCNSPgBxUQaLgp/67APYz81dG/SnX2z3/VadytAPIdjZggohuBfAggAiAbcz8QjbbkC5EdBeAKxEs1FAP4O8B3A7gHiL6IIKll94xey30chmA9wJ4LpxPA4FWfK63e/6rTuVoHEBW9QAMIx+piNfwq856T1q2vzj21fmrB2AYeUuO/tBaB2AYM00OvwWwDsAwsoGNAAwjj7EOwDDyldl5xZcO1gEYxkzDAJJ6WbRcwDoAw8gGNgIwjHyF7S2AYeQtDDDnpi64dQCGkQ1sBGAYeYz5AAwjT2G2twCGkc/wLKj9pEPWVYENI//IniAIEf1lqLr9AhH9n4nsbQRgGDNNlpKBiOgqBAKwm5h5kIgm1H60DsAwskF2XgN+FMDtzDwIAMw8ofSbTQEMY4ZhZnAymdZnimwAcHm4mMqviejiiTawEYBhZAFOfwpQTUR7RpW3jl4klYgeArDUs91nEHyfFyIQVL0YgQzcGh5H9sskwQxjhiGiXwCoTtO8hZndFakyOc7tzPxoWD4M4FJmPjPWNjYCMIwZZrJf6EnwEwSrKT1KRBsAFAJoGW8D6wAMY/6wDcC2cEHbIQA3jzf8B2wKYBh5jb0FMIw8xjoAw8hjrAMwjDzGOgDDyGOsAzCMPMY6AMPIY6wDMIw8xjoAw8hj/j9Qh92FlXe3ngAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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, ax = plt.subplots(1, 1, figsize=(4, 4))#, sharey=True)\n",
    "        im = ax.imshow(K.eval(layer.kernel).T)\n",
    "        ax.set_title('{} kernel'.format(layer.name))\n",
    "        plt.colorbar(im, ax=ax)"
   ]
  }
 ],
 "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": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}