ixxi-dante/nw2vec

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projects/scale/blogcatalog-issue_48=wip-adj_loss_scaling=True-low_q_loss=True.ipynb

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{
 "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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      "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 0x7fc67dfa9978>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\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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      "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": 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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": [
    "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
}