ixxi-dante/nw2vec

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

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BlogCatalog application: results from training, embedding dimension = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports and setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "import random\n",
    "import csv\n",
    "from collections import defaultdict\n",
    "import os\n",
    "import pickle\n",
    "\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import scipy.stats\n",
    "import sklearn.preprocessing\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "import networkx as nx\n",
    "\n",
    "import keras\n",
    "from keras import backend as K\n",
    "import tensorflow as tf\n",
    "from tensorflow.python import debug as tf_debug\n",
    "from keras.utils.vis_utils import model_to_dot\n",
    "from keras_tqdm import TQDMNotebookCallback as TQDMCallback\n",
    "\n",
    "from progressbar import ProgressBar\n",
    "from IPython.display import SVG, HTML, display\n",
    "\n",
    "import nw2vec\n",
    "from nw2vec import ae\n",
    "from nw2vec import utils\n",
    "from nw2vec import codecs\n",
    "from nw2vec import layers\n",
    "from nw2vec import viz\n",
    "from nw2vec import batching\n",
    "from nw2vec import graph\n",
    "import settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.environ['CUDA_VISIBLE_DEVICES'] = '0'\n",
    "DATASET_PATH = settings.BLOGCATALOG_PATH + '/data'\n",
    "RESULTS_PATH = settings.SCALE_PATH + '/blogcatalog'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the BlogCatalog data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Get the full list of nodes and groups ###\n",
    "\n",
    "crop = None\n",
    "\n",
    "# nodes\n",
    "nodes = []\n",
    "with open(DATASET_PATH + '/nodes.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    nodes = [int(row[0]) for row in reader]\n",
    "if crop is not None:\n",
    "    nodes = nodes[:crop]\n",
    "assert len(nodes) == len(set(nodes))\n",
    "nodes = set(nodes)\n",
    "\n",
    "# groups\n",
    "groups = []\n",
    "with open(DATASET_PATH + '/groups.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    groups = [int(row[0]) for row in reader]\n",
    "assert len(groups) == len(set(groups))\n",
    "groups = set(groups)\n",
    "\n",
    "\n",
    "### Generate graph from edges and node data ###\n",
    "\n",
    "# Read edges.csv and make a network out of it\n",
    "edges = defaultdict(list)\n",
    "with open(DATASET_PATH + '/edges.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    for row in reader:\n",
    "        if crop is not None:\n",
    "            if int(row[0]) in nodes and int(row[1]) in nodes:\n",
    "                edges[int(row[0])].append(int(row[1]))\n",
    "        else:\n",
    "            edges[int(row[0])].append(int(row[1]))\n",
    "\n",
    "g = nx.from_dict_of_lists(edges, create_using=nx.Graph())\n",
    "if crop is not None:\n",
    "    g.add_nodes_from(nodes)\n",
    "\n",
    "# Read group-edges.csv and add that info to each node\n",
    "group_edges = defaultdict(list)\n",
    "with open(DATASET_PATH + '/group-edges.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    for row in reader:\n",
    "        if crop is not None:\n",
    "            if int(row[0]) in nodes:\n",
    "                group_edges[int(row[0])].append(int(row[1]))\n",
    "        else:\n",
    "            group_edges[int(row[0])].append(int(row[1]))\n",
    "\n",
    "for node, data in g.nodes.items():\n",
    "    data['groups'] = group_edges[node]\n",
    "\n",
    "\n",
    "### Sanity checks ###\n",
    "assert set(g.nodes) == nodes\n",
    "#CROP\n",
    "if crop is None:\n",
    "    assert set().union(*[groups for _, groups in g.nodes(data='groups')]) == groups"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And set the node labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = np.zeros((len(nodes), len(groups)))\n",
    "nodes_offset = min(nodes)\n",
    "groups_offset = min(groups)\n",
    "for n, data in g.nodes.items():\n",
    "    labels[n - nodes_offset, np.array(data['groups']) - groups_offset] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the VAE model and training history"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define the VAE Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_nodes = len(nodes)\n",
    "adj = nx.adjacency_matrix(g).astype(np.float32)\n",
    "\n",
    "n_ξ_samples = 5\n",
    "dim_data, dim_l1, dim_ξ = len(groups), 10, 10\n",
    "dims = (dim_data, dim_l1, dim_ξ)\n",
    "use_bias = False\n",
    "\n",
    "adj_cross_entropy_weighing = True\n",
    "feature_reconstruction = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the corresponding checkpoint and history filenames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename_filters = ['crop={}'.format(crop),\n",
    "                    'dims={}'.format(dims),\n",
    "                    'bias={}'.format(use_bias),\n",
    "                    'n_epochs={}'.format(20000),\n",
    "                    'adj_cross_entropy_weighing={}'.format(adj_cross_entropy_weighing),\n",
    "                    'feature_reconstruction={}'.format(feature_reconstruction)]\n",
    "checkpoint_filenames = list(filter(lambda s: s.endswith('.h5'), os.listdir(RESULTS_PATH)))\n",
    "history_filenames = list(filter(lambda s: s.endswith('.pkl'), os.listdir(RESULTS_PATH)))\n",
    "for f in filename_filters:\n",
    "    checkpoint_filenames = list(filter(lambda s: f in s, checkpoint_filenames))\n",
    "    history_filenames = list(filter(lambda s: f in s, history_filenames))\n",
    "\n",
    "assert len(checkpoint_filenames) == 1\n",
    "assert len(history_filenames) == 1\n",
    "checkpoint_filename = checkpoint_filenames[0]\n",
    "history_filename = history_filenames[0]\n",
    "\n",
    "checkpoint_path = RESULTS_PATH + '/' + checkpoint_filename\n",
    "history_path = RESULTS_PATH + '/' + history_filename"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the model weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/slerique/anaconda3/envs/base36-grunchgpu/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n",
      "/home/slerique/anaconda3/envs/base36-grunchgpu/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n",
      "/home/slerique/anaconda3/envs/base36-grunchgpu/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n"
     ]
    }
   ],
   "source": [
    "q_model, q_codecs = ae.build_q(dims, use_bias=use_bias)\n",
    "q_model.load_weights(checkpoint_path, by_name=True)\n",
    "\n",
    "vae = keras.models.load_model(checkpoint_path,\n",
    "                              custom_objects=nw2vec.custom_objects())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the training history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(history_path, 'rb') as f:\n",
    "    history = pickle.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "\n",
    "### Training history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 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(-20, 50)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Embeddings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TODO:\n",
    "- add colours representing the user topics? (several colors per dot...)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def target_func(batch_adj, required_nodes, final_nodes):\n",
    "    return None\n",
    "\n",
    "features = utils.scale_center(labels)\n",
    "x, _, feeds = next(batching.batches(vae, adj, features, target_func,\n",
    "                                    adj.shape[0], 1,\n",
    "                                    p=1, q=1, neighbour_samples=None))\n",
    "q_pred = q_model.predict_on_fed_batch(x, feeds=feeds)\n",
    "embedding_codec = codecs.Gaussian(q_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x3600 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(10, 10, figsize=(50, 50), sharex=True, sharey=True)\n",
    "for i in range(10):\n",
    "    for j in range(i):\n",
    "        axes[i, j].scatter(q_pred[:, i], q_pred[:, j], s=2)\n",
    "        axes[i, j].set_title(\"dimensions ({}, {})\".format(i, j))\n",
    "    for j in range(i, 10):\n",
    "        axes[i, j].set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### [stratchpad] Uncertainty ellipses -- currently only works in dimension 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#xlim = ax.get_xlim()\n",
    "#ylim = ax.get_ylim()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#from scipy import linalg\n",
    "#from matplotlib.patches import Ellipse, Circle\n",
    "#from matplotlib.collections import PatchCollection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#R = K.eval(embedding_codec.R)\n",
    "#R.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#C = R @ R.transpose([0, 2, 1])\n",
    "#\n",
    "#evals, evecs = zip(*[linalg.eigh(c) for c in C])\n",
    "#evals = np.array(evals)\n",
    "#evecs = np.array(evecs)\n",
    "#\n",
    "#e_widths = 3 * 2 * np.sqrt(evals[:, 0])\n",
    "#e_heights = 3 * 2 * np.sqrt(evals[:, 1])\n",
    "#e_angles = 180 * np.arctan(evecs[:, 0, 1] / evecs[:, 0, 0]) / np.pi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#ellipses = PatchCollection([Ellipse(q_pred[i, :2], e_widths[i], e_heights[i], e_angles[i])\n",
    "#                            for i in range(n_nodes)],\n",
    "#                           facecolor='blue', alpha=.1)\n",
    "#\n",
    "#fig, ax = plt.subplots(figsize=(5, 5))\n",
    "#ax.add_artist(ellipses)\n",
    "#ax.set_xlim(xlim)\n",
    "#ax.set_ylim(ylim)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predicted adjacency matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the decoder model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_input = keras.layers.Input(shape=(10,), name='p_input')\n",
    "(p_adj, p_v), p_codecs = ae.build_p_builder(dims, use_bias=use_bias)(p_input)\n",
    "\n",
    "p_model = keras.Model(inputs=p_input, outputs=[p_adj, p_v])\n",
    "p_model.load_weights(checkpoint_path, by_name=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make a model prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "adj_preds, v_preds = zip(*[p_model.predict_on_batch(K.eval(embedding_codec.stochastic_value(1))[:, 0, :])\n",
    "                           for _ in range(10)])\n",
    "\n",
    "adj_preds = np.array(adj_preds)\n",
    "v_preds = np.array(v_preds)\n",
    "\n",
    "adj_pred = scipy.special.expit(adj_preds[:, 0, :, :]).mean(0)\n",
    "v_pred = v_preds.mean(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the real vs. reconstructed adjacency matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(18, 8))\n",
    "\n",
    "im1 = ax1.imshow(nx.adjacency_matrix(g).todense())\n",
    "ax1.set_title('Real adjacency matrix')\n",
    "plt.colorbar(im1, ax=ax1)\n",
    "\n",
    "im2 = ax2.imshow(adj_pred)\n",
    "im2.set_norm(im1.norm)\n",
    "ax2.set_title('Predicted adjacency matrix')\n",
    "plt.colorbar(im2, ax=ax2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sample a reconstructued adjacency matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fddb4ac69b0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.random.binomial(1, adj_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### All layer weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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L8+X0+vocs6txuxPV5ESMtTlOZp2zo7rJDfho+8QWrWO9DtN0LdbJo8xuNdmyk5wAFGekanAQSct6/V+d4ysn9XXhsRgjM/HNm2K7C5YdxFSKuA5nO8K/u0neh+Dpe7L4WYbvMH4QSbHdBWMFMZVDnMDwlvyydiRbALwPwRIahlGcypg3sYKYyiGOpp8J4L5wrf96AP8jIr8vegaBXBjonXECkTdcpKM38+VA5JRpK53JqbPUDGpwwuEaO/Shf/1GNWmyJ6hK2fXvWl9uS1TVuFu9LLz9skK6zgkX3Hmevsv3PbaokP7sW/S+s11HU3qao3W06fwSuLKtkB7XpnW0bNfr2He8mhuT16ip8/5r9UV6xz2nRa/jWL0/m144spCeuMsJMTxJzZt+Z3l919dHnF+/68jho9Ld4PV8SGKp0RtKxUZvCkFMALYjCGK6eDQFxgkieRXBgv+GUR4VmJEdSRBTKWxG1kiOym2pWdEgJhN6IzHGtBtCuWR6gYnhEh9d3Tr+OH/p9kJ65//NjZzTd4xj8zbrbGT/IceedN6W771yRSF9/1O6hP2Breq33uQu1gRgX6sziztN68g5C1K1vKwzpLOe1dnkTR/R62jscBywuqNjAYfVxMaJZ+t6WE+sfnshXefE3k5aq3Z85yk6v3HnXacV0tkJUenp79I+hWvHZ50QhXFP6gxr39Hazxm/Re9J32RnKZI9UVHodhz33PET5odVS5kuUtboTVUxTW8kh0+a3jAA+CX02ZYcDp8UmAayW82Crc/rjGFm0Ntx3G490NOjS2y0naL7iL2xVn28H7xfN/ybvFT94LpW6rIf/YMczrhfzYLWDWpi9DgrhbSeqfVtnKdDjvXOso3u7GXr5uhU5o5l+v2Zx3TXn2nOouBTLtxWSL/e5Zh5rw+9SFYuaqVh3Gt6HTPP1snKN36vw6oznteZ6YMLddi3Z4ZKYtZZE7PxHdEhZOxxVk5zwhubtwZ1x1l3M602vTmcGd5h5o2RHCnV9InsOUVyD4K9WuP531ee6TWsu9b1V6vu+SLSNtw/m2fPkwWXfjlWQeuv+/LY33NKRNpIrqxVhFUt6651/bW+9ggp1fRm3hiJQKS3I2tCbySHh0J/U+ksb8q6a11/ra89oHJelhUnMaF3Il+qTi3rrnX9tb72COaGYPiGd5reMNJq0ycyI0tyGcn1JDeSvCaJOpy6biG5m+Ra59hUkg+T3BD+nVKsjFHUPY/k4yTXkfwzySuqVT/JZpLPk1wT1n1dePwokivCuu8Mt0yqPpVbDaHiVFzoa7DZ8q0Alg06dg2AR0VkEYBHw+9JMADgKhF5O4CTAFweXms16u8FcIaIvAvAEgDLSJ4E4HsAbgjr3g/gcwnUHYt8yGCpT7VJQtNXfJ2SYoRLkbQPOnwugOVhejmA8xKqe6eIvBimDwFYh2DJisTrl4B8sGxD+BEAZwDIr2+S2LXHwhdNj6HXKZkzTN6kmCkiO4FAMAHMKJF/1JBcAODdAFZUq36SGZKrAewG8DCATQA6RCTvA1mLe6/ty8X7VJskhL7i65SkHZITANwD4EoROVgqf6UQkayILEGwLMZSAG8fKlu12vM3tXqk6Su+TskI2EVyFgCEf3eXyD9iSDYgEPjbROTeatcPACLSAeAJBP2KySTzo3K1uPcAQjeEmJ9qk4TQp2Gz5d8C+EyY/gyAB5KohMFiQDcDWCciP6hm/STbSE4O0+MAnIWgT/E4gI8mWXdsUqrpKz5On8Q6JcUgeTuA0xCsh7gNwDcAfBfAb0h+DsAWAB9LqPqTAXwKwJ9C2xoArq1S/bMALA9Hy+oA/EZE/pfkXwDcQfKbAF5C8FDWBK8mp6q52bKIXDTMv86sQt1PY/g3dKL1i8jLCDrOg4+/isC+rz0+Cb1h2BIghp+Ypjd8wyub3jAAmKY3/COtmt7WvTGSQRAEkcT5jAKS15N8heTLJO/Lz10Uw4TeSIR8YHgVvCwfBnCciCwG8FcAXy11ggm9kRxVmJEVkT84DnbPIXC9KIrZ9EZiMP5CYsV2FyyHzwK4s1QmE3ojGcrT4sV2FwTJRwAcMcS/viYiD4R5voYgqOe2UpWZ0BuJUanRGxE5q2g95GcAnAPgTImxTqUJvZEY1XBDILkMwFcAnCoiXaXyAyb0RpJUZ5z+JwCaEOxkDwDPichlxU4woTeSoUpB3yKysNxzTOiN5EjpjKwJvZEItmqx4SXMpVPqTeiNZKhR/GscTOiNxLDIKcM/TNMbvmEdWcMvBEACO1dWAhN6IzHMpje8wsbpDf8QMfPG8A/T9IZ/mNAbvmGa3vALAZBNp9Sb0BuJYZre8A8bvTF8wzS94RfmWmz4BgHQOrKGb5SxwllVMaE3ksHMG8M/zPfG8BAbvTH8wzS94RViozeGj6RT5k3ojeSwIUvDP1Iq9LbnlJEMVdpdMA/JfyUpJKeXymua3kgEQqpm3pCcB+AfAGyJk980vZEcuVy8z+i5AcDViNl1Nk1vJEPevInHiHcXJPlhANtFZE24E0lJTOiNxCjDvBnx7oIArgXwvnLaZUJvJEeFbPrhdhck+U4ARwHIa/m5AF4kuVRE3hiuPBN6IyGSdzgTkT8BmJH/TnIzgONFZG+x80zojWSw1RAMH6n2jKyILIiTz4TeSI6Uzsia0BvJIABsozXDLyxyyvARE3rDKwRANp1bkZjQGwkhgJjQG75h5o3hFTZ6Y3iJaXrDO0zoDa8QAbLZWrdiSEzojeQwTW94hwm94RdiozeGZwggNjlleIe5IRheIVKp5T0qjgm9kRzWkTV8Q0zTG35hQSSGb5jDmeEbAkDMDcHwCrEgEsNDJKXmDSWlnQ1jbEPy9wBKbpAQsldEliXZHhcTesM7bFMGwztM6A3vMKE3vMOE3vAOE3rDO0zoDe8woTe8w4Te8A4TesM7/h+HS7XgqwK03QAAAABJRU5ErkJggg==\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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for layer in vae.layers:\n",
    "    if hasattr(layer, 'kernel'):\n",
    "        fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(6, 4))#, sharey=True)\n",
    "        im1 = ax1.imshow(K.eval(layer.kernel).T)\n",
    "        ax1.set_title('{} kernel'.format(layer.name))\n",
    "        plt.colorbar(im1, ax=ax1)\n",
    "    if hasattr(layer, 'bias') and layer.bias is not None:\n",
    "        im2 = ax2.imshow(K.eval(K.expand_dims(layer.bias, -1)))\n",
    "        ax2.set_title('{} bias'.format(layer.name))\n",
    "        plt.colorbar(im2, ax=ax2)\n",
    "    else:\n",
    "        ax2.set_visible(False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}