ixxi-dante/nw2vec

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

Summary

Maintainability
Test Coverage
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BlogCatalog application: results from training, embedding dimension = 10, without adjacency cross-entropy weighing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports and setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "import random\n",
    "import csv\n",
    "from collections import defaultdict\n",
    "import os\n",
    "import pickle\n",
    "\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import scipy.stats\n",
    "import sklearn.preprocessing\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "import networkx as nx\n",
    "\n",
    "import keras\n",
    "from keras import backend as K\n",
    "import tensorflow as tf\n",
    "from tensorflow.python import debug as tf_debug\n",
    "from keras.utils.vis_utils import model_to_dot\n",
    "from keras_tqdm import TQDMNotebookCallback as TQDMCallback\n",
    "\n",
    "from progressbar import ProgressBar\n",
    "from IPython.display import SVG, HTML, display\n",
    "\n",
    "import nw2vec\n",
    "from nw2vec import ae\n",
    "from nw2vec import utils\n",
    "from nw2vec import codecs\n",
    "from nw2vec import layers\n",
    "from nw2vec import viz\n",
    "from nw2vec import batching\n",
    "from nw2vec import graph\n",
    "import settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.environ['CUDA_VISIBLE_DEVICES'] = '0'\n",
    "DATASET_PATH = settings.BLOGCATALOG_PATH + '/data'\n",
    "RESULTS_PATH = settings.SCALE_PATH + '/blogcatalog'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the BlogCatalog data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Get the full list of nodes and groups ###\n",
    "\n",
    "crop = None\n",
    "\n",
    "# nodes\n",
    "nodes = []\n",
    "with open(DATASET_PATH + '/nodes.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    nodes = [int(row[0]) for row in reader]\n",
    "if crop is not None:\n",
    "    nodes = nodes[:crop]\n",
    "assert len(nodes) == len(set(nodes))\n",
    "nodes = set(nodes)\n",
    "\n",
    "# groups\n",
    "groups = []\n",
    "with open(DATASET_PATH + '/groups.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    groups = [int(row[0]) for row in reader]\n",
    "assert len(groups) == len(set(groups))\n",
    "groups = set(groups)\n",
    "\n",
    "\n",
    "### Generate graph from edges and node data ###\n",
    "\n",
    "# Read edges.csv and make a network out of it\n",
    "edges = defaultdict(list)\n",
    "with open(DATASET_PATH + '/edges.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    for row in reader:\n",
    "        if crop is not None:\n",
    "            if int(row[0]) in nodes and int(row[1]) in nodes:\n",
    "                edges[int(row[0])].append(int(row[1]))\n",
    "        else:\n",
    "            edges[int(row[0])].append(int(row[1]))\n",
    "\n",
    "g = nx.from_dict_of_lists(edges, create_using=nx.Graph())\n",
    "if crop is not None:\n",
    "    g.add_nodes_from(nodes)\n",
    "\n",
    "# Read group-edges.csv and add that info to each node\n",
    "group_edges = defaultdict(list)\n",
    "with open(DATASET_PATH + '/group-edges.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    for row in reader:\n",
    "        if crop is not None:\n",
    "            if int(row[0]) in nodes:\n",
    "                group_edges[int(row[0])].append(int(row[1]))\n",
    "        else:\n",
    "            group_edges[int(row[0])].append(int(row[1]))\n",
    "\n",
    "for node, data in g.nodes.items():\n",
    "    data['groups'] = group_edges[node]\n",
    "\n",
    "\n",
    "### Sanity checks ###\n",
    "assert set(g.nodes) == nodes\n",
    "#CROP\n",
    "if crop is None:\n",
    "    assert set().union(*[groups for _, groups in g.nodes(data='groups')]) == groups"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And set the node labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = np.zeros((len(nodes), len(groups)))\n",
    "nodes_offset = min(nodes)\n",
    "groups_offset = min(groups)\n",
    "for n, data in g.nodes.items():\n",
    "    labels[n - nodes_offset, np.array(data['groups']) - groups_offset] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the VAE model and training history"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define the VAE Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_nodes = len(nodes)\n",
    "adj = nx.adjacency_matrix(g).astype(np.float32)\n",
    "\n",
    "n_ξ_samples = 5\n",
    "dim_data, dim_l1, dim_ξ = len(groups), 10, 10\n",
    "dims = (dim_data, dim_l1, dim_ξ)\n",
    "use_bias = False\n",
    "\n",
    "adj_cross_entropy_weighing = False\n",
    "feature_reconstruction = 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(10000),\n",
    "                    'adj_cross_entropy_weighing={}'.format(adj_cross_entropy_weighing),\n",
    "                    'feature_reconstruction={}'.format(feature_reconstruction)]\n",
    "checkpoint_filenames = list(filter(lambda s: s.endswith('.h5'), os.listdir(RESULTS_PATH)))\n",
    "history_filenames = list(filter(lambda s: s.endswith('.pkl'), os.listdir(RESULTS_PATH)))\n",
    "for f in filename_filters:\n",
    "    checkpoint_filenames = list(filter(lambda s: f in s, checkpoint_filenames))\n",
    "    history_filenames = list(filter(lambda s: f in s, history_filenames))\n",
    "\n",
    "assert len(checkpoint_filenames) == 1\n",
    "assert len(history_filenames) == 1\n",
    "checkpoint_filename = checkpoint_filenames[0]\n",
    "history_filename = history_filenames[0]\n",
    "\n",
    "checkpoint_path = RESULTS_PATH + '/' + checkpoint_filename\n",
    "history_path = RESULTS_PATH + '/' + history_filename"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the model weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/slerique/anaconda3/envs/base36-grunchgpu/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n",
      "/home/slerique/anaconda3/envs/base36-grunchgpu/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n",
      "/home/slerique/anaconda3/envs/base36-grunchgpu/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n"
     ]
    }
   ],
   "source": [
    "q_model, q_codecs = ae.build_q(dims, use_bias=use_bias)\n",
    "q_model.load_weights(checkpoint_path, by_name=True)\n",
    "\n",
    "vae = keras.models.load_model(checkpoint_path,\n",
    "                              custom_objects=nw2vec.custom_objects())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the training history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(history_path, 'rb') as f:\n",
    "    history = pickle.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "\n",
    "### Training history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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(-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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\n",
      "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 0x7febec23a940>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.random.binomial(1, adj_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### All layer weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJsAAAEICAYAAABI5IbVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAG55JREFUeJztnXu0XUV9xz/f+0hu7s3zJiQEAoSnCm2NysOWWuWNiqKrakO7qFot2kpbW9sqdLWiggtdKrbLLi1KBB+AFEVQUIyoRV3KUwySoIQYIA/yJuR5X+fXP/Y+eHJn9j37nLvPZp995pO1V86ZPXtmzj2/MzO/+c38fjIzAoE86Hq+GxDoHIKwBXIjCFsgN4KwBXIjCFsgN4KwBXKj44RN0gJJd0vaJemTki6T9JUMyzdJx2RV3iTaca2ky5/vdtTSccIGXARsBWaa2fsaebCIX2A70YnCdgSw0gq+mi2p+/luQ9bUFTZJayVdImmlpB2Sviipr84zqySdV/O+R9JWSS+d4JnF8RD0dklPxXW9W9JJklZIekbSZ2ryHzD81TzfM0Ed1wJvBf5V0m5JZ3ry/K+kpyXtjIfbE+L0i4C/qHn2WxP9DeJn/jj+LKfF718oabmk7ZJ+LekttW2T9FlJd0jaA5wWp/23pNvjYf8eSUfXPJNYXiExswkvYC3wK+AwYBD4KXB5nWf+A/hqzfvXAo/WeWYxYMDngD7gbGA/8E1gPnAosBl4ZZz/MuArnud76tRzbW37PeX8FTADmAp8Gngo6dmE8g04BjgHeAo4OU4fiN+/HegBXko0nJ9QU/ZO4FSiTqAvTtsOnBw/81XgxgbKm7CteV9ph9HPmNlTZrYduAK4oE7+64HXS+qP3/95nJaGj5jZfjP7HrAHuMHMNpvZeuDHwEtSltMUZrbMzHaZ2RCRIL5Y0qwGi3kzcDXwGjO7N047D1hrZl80s1EzexD4OvCmmuduNbOfmlnFzPbHad8ws3vNbJRI2JY0UF6hSBxyxvFUzesngEMmymxmqyWtAl4XDzevJ72QbKp5vc/zfnrKchomniddQSQsBwGV+NY8ol4nLe8FvmRmD9ekHQGcIumZmrQe4Ms172v/zlWernm9l999/jTlFYq0wnZYzevDgQ0pnrmBqAfsIpqQr26wbfXYA/TXvD84gzL/HDgfOJNo+jAL2AEovp9WqXgzcI2k9Wb26TjtKeD/zOysCZ5rRGlJU16hSDuMvkfSIkmDwKXA11I8cyPRvOtvSD+ENsJDwJ9IOjwe5i7JoMwZwBCwjUiQPzru/ibgqBTlbADOAP5e0t/Gad8GjpN0oaTe+DpJ0ouabGvW5bWctMJ2PfA9YE181V1rMrONwM+APyKdcDaEmS2Py10BPED0x58sXyKaJqwHVgI/H3f/GuD4WDP+Zp32PUkkcO+X9E4z20X041tKJIxPAx8jUkQaJuvy8kD1lpskrQXeaWbfz6VFgdLSiYu6geeJpoVN0qXx4ub46zsTPPMXCc880mw7Eurx1bFb0iuyrCfQGHWH0UAgK8IwGsiNtOtsk0LSucB/At3AF8zsysQG9Q3Y1IFBTyFuknnSALrGPHmTflZJHbuv7EYGgYS27d22bquZHeS7d85pA7Ztu6fxHh5YMXSnmZ3bQIued1oubPGq/H8DZwHrgPsk3WZmK335pw4McsJr3+ukV7rdb6/S669z6s6Kkzba55c2VfwSZJ76kvLKrY5Kj1/a7r/ufU94bwDbto9x752HJ90+gO6Fj81LlbFA5DGMngysNrM1ZjZMtNh7fg71th0GVFL+a0fyGEYP5UCb3zrglNoM8fadiwCmDMzJoUnFxDBGLN0w2o7kIWx1Zz9mdjXRLgkG5h7W0epxu/ZaachD2NZxoCF/EekM+R2HYYyVeCkqD2G7DzhW0pFENselRLsrvMige9hN3/wn7i/+sDv9X8zGP3J3VB/yk1Fv3rEp/mnruvPc/IP3+jWS/YNu5z00r7keqtKQyttetFzYzGxU0sXAnURLH8vMLFOLQVkwYCwI2+QwszuAO/Koq90JPVsgFwwYCXO2QB4YFobRPKn0wN557qS937M7f9vb/ccCjvqoO2HfcfyMxPp89K92lYw5v9nvyQmbTnJPNs54vIn1coOx8spa8YStk4ksCOUlCFuhEGNJFvwSEIStQEQKQhC2QA5E62zlFbawebJgVEyprjRIOjf2AbJa0gc896dK+lp8/x5Ji2vu/YGkn0l6RNLD9fy7pKFwPVvXKPRvcXc+DA25v4vpX+h30gDWn+aalaZt9qt5PfuT0t0vdO/8Kd68/RvdMkb9TZuQLHu2lPsI3wHsMLNjJC0lOgr4Z7Fznq8AF5rZLyXNBUYm26bQsxUIQ4zRlepKQZp9hOcD18WvbwbOkCSi86grzOyXAGa2zWzye5+CsBWMBobReZLur7kuGleUbx/hoUl5Ysc1O4G5wHGASbpT0oOS/jWLz1a4YbSTMcSwpfYBuNXMTpzgfppTFEl5eoA/Bk4icmZzl6QHzOyutI3zEXq2AhEt6nalulKQZh/hc3niedosIn9w64ic1mw1s71EmygSHTmmpXA9W6UX9i5wf90vuOBRJ+2+e47zlnHIj93pxcz71nnzbjnDf8BkxOOYq2vUr0z49rN1efbkpSHDpY80+whvI/LE+TMiv24/MDOTdCeRh81+YBh4JXDVZBtUOGHrZMzEWOKZw0bL8u8jlPRh4H4zu43IUc6XJa0m6tGWxs/ukPQpIoE14A4zu32ybQrCVjAqGS7q+vYRmtl/1LzeT+RLzvfsV4iWPzIjCFuBiBSE8n4l5f1kbUhVQSgrQdgKxlgwxE+O2KHgLmAMGJ1ofajSDUMe39xrPv8CJ63naDcfwIjHVPSbv/NrnVOe8X+5R9y2w0nbt8jvO3r3EW5vNNtVnutStSCUlTx7ttPMbGuO9bUllYy00SIShtECERnig7BNFgO+J8mA/4ndLTxHra+Pnpmd7OtDjKQ3V7UdeQnbqWa2QdJ8YLmkR83s7urNWl8ffYd0rq8PMzJb1C0iuXwyM9sQ/78ZuIVo+0vAQVRSXu1IHs4AB4AuM9sVvz4b+HBS/u5hmPGU27lteZmbNmvxM04awNzPPeukzf61x5sl8OzRfg1zZHCak3br//yXN+8rPuWGLZ2yq/HtX0a5e7Y8htEFwC3Rnjx6gOvN7Ls51NuWBAVhEpjZGuDFra6nDBjpzxe0I2Hpo0BER/nK+5WU95O1JeGQcq50zR2h/0LXMeWxZ7lOtne89Q+9ZTxzjbtz8ZULVnjzfjQh/ew3v81JO/9df+/Ne9A/uhszX7fQX+7PbvYmA7EhPigIgbwIPVsgF8wUerZAPkQKQjBXBXIhuzMIRSQIW4GIFIQwZ8sN29LL0BcWOukjbzrYSese9tvsh7+2wEn71jz3eYCfrnq5N33fpe7mySnL/CavPdePP2gO39zktiFi4oDUwYIQyIVgQQjkSjjwEsgFMxipBGEL5EA0jAZhyw+D7hF34r9vrvslPJtwumrxbXudtG29fu98SctaO3YOOGmH7vP78t7j8U0yNLO59bJgQQjkQlj6CORIGEYDOdKu5wvSEIStQETaaLCNBnIgLOqmRNIy4Dxgs5n9Xpw2CHwNWAysBd5iZq4dqIaxqfDsEe6ve/p6VxOcscb/xWw81dUku4f89e08yv8nmH+LW/bwTH99Po1265IEobnen1ylzMNolrPRa4Fzx6V9ALjLzI4F7orfBxKoaqNZBd0oGpkJW3zCffu45Fo/+9cBb8iqvrJSsa5UVzvS6lYvMLONAPH/832ZJF1U9ec/tndPi5tUXMzEqHWlutIwmXBC8f3DJe2W9M9ZfL5C/ETM7GozO9HMTuzud+dbnURWw2hNOKFXA8cDF0g6fly258IJEXkD/9i4+1cB35n0h4pptTa6SdJCM9soaSGwud4D3cMwsMFVBoYSJuc+5q50wyyNDPiXFJIiKQ/Ncn+HvXv8++dm/XbUSRt42t/eNf7qgMwtCM+FEwKQVA0nVBu76nzgsvj1zcBnJCl2T/+GuLmZDTWt7tmqfvaJ/7+1xfW1PUUIJxT7ZHk/8KEsP1uWSx83AK8i+iOsAz4IXAncJOkdwJMkuEEPRDS4ztbKcEIfAq4ys92xj5ZMyEzYzOyChFtnZFVHJ5DhOlsj4YTWjQsndArwJkkfB2YDFUn7zewzk2lQsCAUCDMYzW7zZNPhhIBXVDNIugzYPVlBgyBshSMrBWEy4YRaReGEzRQFSxvP9he7GuohP/KXsfNIt4CDf+J3HLhticcPPjB9o6thbrjQb/Oac7u7XNObsNFyIrK2jU4mnFBNnsuyak/hhK3TsTY1RaUhCFvBKLMhPghbgTAL28IDuSHGwlG+QF6EOVuOCOhyFUEGf+n+4rvGEty/e0yYzx4305s1yV/Ilhe7Gm1X135v3rGpblrvPn/TJiKcrgrkh0XztrIShK1gBG00kAsWFIRAnoRhNEcM8O569nwJe+f6N0RO3+gqDqNTE4anhC93YIN7o3utfxdx16inkCaFJmijgVwwC8IWyJGw9BHIjTBnC+SCISpBGw3kRYk7tpb7+rgM+GtgS5zt0nhDXyJjfbD9eHfe0rfNTVtwr+thEuDJc9woyIMrE9zYD/jnSFM8x/aSoiPvG3T/jHsObaKHKrmC0GpfHxCd0lkSXxMKWoB47SfF1YZkebrq7vHH9wONE3q2yXGxpBWSlkma48twgK+PPR3s6wOoVJTqakdaLWyfBY4GlgAbgU/6Mh3g62Ogg319GNGJnzRXG9JSbdTMNlVfS/o88O16z3Tvhzmr3EnJ1iVu3n3zPRvJgL4t7pcxY62/x9zxAr9w+/a5PXmO/7c5/x437+zVjZ+ugnKvs7W0Z4udyVR5I/CrVtZXCoKCUJ8EXx+vkrSE6M+zFnhXVvWVE5VaQWi1r49rsiq/Y2jTXisNwYJQJAysTTXNNARhKxxB2HJFnqFk7sNu2voEZ1xHfd09BbXtBL/W6TNLAewbdHWngXV+QRie6ZbRNaED/gkIw2ggN4KwBXKhuqhbUoKwFYwyL+oGYSsaQRsN5IVPOSoLhRO2sT7Y8QJXEzzyG656NzzTu4mEx5d67JLm3/g4bZ5/A+acm6Y7aUlxEJ4+03VOMn3QXy43+JOBtjZFpaG8G97bkpQ7PlIqEc2GE5J0lqQHJD0c/396Fp8uCFvRyMgQP8lwQluB15nZ7xN5E//ypD5TTBC2olFJedXnuXBCZjYMVMMJ1VIbNfFm4Iw4nNAvzKwaM+ERoE+Sfz9XAwRhKxKNbZ5sWTihcXn+FPiFmSWEB05P4RQE6zGGFrgT7j2LZzhp3fv948nCH7o+QPbO9/+uukbccgHGet2yR/v8c6XDb3HL3nuQ3+V9PRrQRlsZTii6KZ1ANLSenbpVExB6tqKR3ebJRsIJMS6cEJIWAbcAf2lmjzf1WcYRhK28PBdOSNIUougtt43LUxs18blwQpJmA7cDl5jZT7NqUBC2giFLd9UjnoNVwwmtAm6qhhOS9Po42zVEIR9XA/8EVJdHLgaOAf5d0kPx5Y2C3QiFm7N1NEam5qpmwwmZ2eXA5Zk1JCaTnk3SYZJ+KGmVpEck/UOcPihpuaTH4v/9S/6B3xEOvNRlFHifmT0oaQbwgKTlwNuAu8zsyngF+wNEEXoT6d0lDvmB+xvYeZSbNvsxjw974NnF7seavj7BjX0Cm07x1LfKn3f/oKv9do80JxFlto1m0rOZ2UYzezB+vYtojnAoBy4aXge8IYv6Sk3o2dIT29deAtwDLDCzjRAJZBaTzNLTpoKUhkyFTdJ04OvAe83s2bTxxePV74sApvR37rQurabZrmS29CGpl0jQvmpm34iTN1VPxcf/b/Y9W+vro3dqB/v6gEgbTXO1IZn0bIq6sGuAVWb2qZpb1UXDK+P/b61Xlgkqnlb1b3Ktz1uW+Js/71eu4rB7od+N/ZRn/V3JoMdRhNcFPTA2xf3yR6c1JxBl7tmyGkZPBS4EHpb0UJx2KZGQ3STpHcCT1AkRHSDM2ephZj8h+XRtwunOgEPJ52zBglA0grAF8kLNuXVrC4IhPpAbhevZrAf2zXV/A3N+M+ykJZmgNpzquqYf7fePT9O2+tPlOy2cNMR50pvVRsMwGsiHoCAEciUIWyA3grAF8kCUWxsNwlYkwpwtX0ww5jkOu/34KU7a7iP83cC0jZ60zX7tcMvL/Ks/vo2Ssx7f5837xMWedqxpckNBELZAbgRhC+RFGEYD+RGELZALFrTRXOkehplPun9xn0uyqdv9k37r8vjpSIiYPGelvx2++nYt7vOXcYeb2Zq1OoeeLZAXYc4WyI8gbIFcaOMzoWkIwlYgRLmH0Vb7+rhM0voaTzivyaK+MpOVF6Mi0mpfHwBXmdkn0hZkgjHXMsXQTPd3Mf1p/+ZJ37G9/k3+vCMD/t/b3oNdDXNgvTcrwzPdvD0Jbuzr0qaClIasTldtBKpuFnZJqvr6CDRKiYUt8zMI43x9AFwsaYWkZcFlVh1SDqHtOoxmKmzjfX0AnwWOBpYQ9XyfTHjuoqrX69GhPVk2qf0osRejlvr6MLNNZjZmZhXg80S++R1qfX30dLivD1XSXanKajLCS3zvkjj915LOyeKztdTXh6SFVZdZwBsBjwcNT3meP2bvXvfnvGuR33/H7MdGnLShOf68PQnu7ad5XOCo4s87fb3b4JEE81g9shoiayK8nEXkFfw+SbeZWa2B7rkIL5KWErmh/7M4EsxS4ATgEOD7ko4zSwgAlpKseraqr4/Txy1zfDyOf7QCOA34x4zqKydph9B0Atl0hJc4/UYzGzKz3wKrSRiVGqHVvj7u8KQFJiK7+ZgvwsspSXnMbFRSNcLLocDPxz076dWFYEEoEA1aEOZJur/m/dVmdvW44sYzvvSkPGmebZggbAUjaV7ooV44oUYivKwbF+ElzbMNE3x9FIls52xNR3iJ05fG2uqRwLHAvc1/sIhC9my+jYs+b5RJJqHhmX7N08fo1IQNmJ7kpCHO17ZK9/OrjcZzsGqEl25gWTXCC3C/md1GtILw5TjCy3YigSTOdxOwksgU+Z7JaqJQUGHraDJcsG02wkt87wrgiuxaE4StcLSrKSoNQdiKRhC2QC6E01WBvCj7Tt3CCZsMul3TJn3b3dgGe+f7mz/S72qC+xb4tcO+bf5vt3+zq3ztn51ey+0aa3bzZHmlrXDC1umEni2QD228Vy0NQdgKRlAQArkRhC1PzOgecv/iPfvcCXvvPv+Efc/Brsl3aLZ/fOrb6m+G94TWVr8k7D7Ezdu3vQmpMYKCEMiPoCAE8iMIWyAPwqJuID/MGtk82XZk5eujT9K9kn4Z+/r4UJx+ZHxE7LH4yJjHsULgAEp8bjSrnm0ION3MdsfnR38i6TvAPxH5+rhR0ueIjo59dqKCrEuM9Lu/gb3zXX/1Y71+E9SsNa5pa2BjwmZG+dOHPP47fOG5AWY+4dY32tfc77jMw2gmPZtF7I7f9saXAacTHRGD6MjYG7Kor7QYULF0VxuS5Yn47jg+/GZgOfA48IyZVX/2icfBDnC/sD+4XyjrMJqZsMVuFpYQncQ5GXiRL1vCs79zv9DX4e4XSuxYJnNt1MyekfQj4OXAbEk9ce+WyXGwslNmbTQrXx8HASOxoE0DziTyG/FDoiNiNxIdGbu1XlmjA7Dp5W76oh+45qqdR/qb7zMfeY/dkuxCvne3m5akIPR6Rv6h2U2crmrjITINWfVsC4HrYmcmXcBNZvZtSSuBGyVdDvyC6OhYIIFoUbe80paVr48VRA4Ax6evIQOHJB1F2PURyIvQswXyIczZAvlRbtto4YStZw8s+LmbvudgV8OctiX9BKcrwVOFz6cHwGifx918gpdKn5batyOcrhpP4YStowmHlAO5Enq2QG6UV9aCsBUNVco7jhZT2HyO+DwT/KE5flvTnEeH3LyDvf6qEoYt60lvburZ55YxMr1Jc1V5Za2gwtahCAuLuoEcKbGwBQfORcMs3TUJJA1KWh6fDVmeFMBO0lvjPI9Jemuc1i/pdkmPxudNrkxbbxC2IlGds6W5JscHgLvM7Fjgrvj9AUgaBD5IFKjjZOCDNUL5CTN7IdHmi1MlvTpNpUHYCoYqlVTXJKkNI5R0NuQcYLmZbTezHURb/c81s71m9kOAOEzRg0QbY+tSuDmbzK95+tK6hhPMR32uacsXnRmga9SvNXbvT2yiw7AnynP3UDNDXUNDZL0ILxOxoBrAzsw2SprvyeMLR3TAGRJJs4HXAf+ZptLCCVtH05hjmQkjvEj6PnCw59a/pSx/wpBCcUSYG4D/ivct1iUIW9HIaJ3NzM5MuidpUzU8p6SFRCfixrMOeFXN+0XAj2reXw08ZmafTtumMGcrGDJLdU2S2jBCSWdD7gTOljQnVgzOjtOIt/nPAt7bSKVB2IpGDksfwJXAWZIeIwp+eyWApBMlfSFqhm0HPkIUA+s+4MNmtl3SIqKh+HjgwTi27DvTVJrV6ao+4G5galzmzWb2QUnXAq8EdsZZ32ZmD2VRZykxg7HW26vMbBtwhif9fuCdNe+XAcvG5VlH4lm1iWm1rw+AfzGzmyd49gBMUPGYMbs9mmeSJjnq8RWSFBCtp4FtFpUEe2nPfldAfJsvU1FiC0JWp6sM8Pn6CDRKiYWtZb4+zOye+NYVklZIukqS64qIcb4+hjrY10dwLJOO8b4+JP0ecAnwQuAkYBB4f8Kzv/P1MbWTfX0YWCXd1YZkro2a2TNE6zHnmtnG2J3WEPBFwoHliTEiBSHN1Ya01NdHzcKhiOxvv0pVnsc05YtHNepJAxhYNeykVXr8myeTqHjMW0kmqC7XF2CIXeWh1b4+fhALooCHgHdnVF95CcI2MRP4+jg9i/I7h0wWbAtLsI0WCQPCgZdAboSeLZAP+Zirni8KJ2yJUU48izS9exI2T05zN08muTVI8iaZ5JHSh3cXRjMyY2BtuoaWhsIJW8fTptaBNARhKxphzhbIBbOgjQZyJPRszz9dI25akiO/iiemVaXBT+qrrxHfadbdzH42w8YSvBaWgLYRto6gusWopARhKxph6SOQBwZY6NkCuWAWerZAfpRZQZAVTNWWtAV4In47D9iaY/V51HeEmR3kuyHpu3Eb0rDVzM7Nrlmtp3DCVouk+yfyZ9Hu9XUa4UR8IDeCsAVyo+jCltbfWLvW11EUes4WKBdF79kCJSIIWyA3Cilsks6V9GtJqyU5nqxbUN9aSQ/Hvsbur/9EoBkKN2eLDzr/hshJ3ToiR3QXmNnKFta5FjjRzPJcQO44itiznQysNrM1sevzG4lcqQfanCIKW12X6C3AgO9JekDSRS2uq2MpoiF+QpfoLeJUM9sQxwNYLulRM7u7xXV2HEXs2dYBh9W8XwRsaGWFZrYh/n8zcAvBtVdLKKKw3QccK+lISVOApUSu1FuCpAFJM6qviVywp3LtFWiMwg2jZjYq6WIin/vdwDIze6SFVS4AbolcyNEDXG9m321hfR1L4ZY+AuWliMNooKQEYQvkRhC2QG4EYQvkRhC2QG4EYQvkRhC2QG78P9xBjclZxTsnAAAAAElFTkSuQmCC\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
}