check_02_vae.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/davidfoster/.virtualenvs/worldmodels/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from vae.arch import VAE\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from IPython import display\n",
    "from ipywidgets import interact, interactive, fixed, interact_manual, FloatSlider\n",
    "import ipywidgets as widgets\n",
    "from keras.utils import plot_model\n",
    "\n",
    "np.set_printoptions(precision=4, suppress = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "vae = VAE()\n",
    "vae.set_weights('./vae/weights.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1002040051.npz\n",
      "(300, 64, 64, 3)\n"
     ]
    }
   ],
   "source": [
    "DIR_NAME = './data/rollout/'\n",
    "file = os.listdir(DIR_NAME)[200]\n",
    "print(file)\n",
    "obs_data = np.load(DIR_NAME + file)['obs']\n",
    "print(obs_data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "plot_model(vae.full_model, to_file='./vae/model.png', show_shapes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-2334e1e30ab9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0;31m#     plt.show()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     15\u001b[0m     \u001b[0mdisplay\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclear_output\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m     \u001b[0mdisplay\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgcf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/IPython/core/display.py\u001b[0m in \u001b[0;36mdisplay\u001b[0;34m(include, exclude, metadata, transient, display_id, *objs, **kwargs)\u001b[0m\n\u001b[1;32m    295\u001b[0m             \u001b[0mpublish_display_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    296\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 297\u001b[0;31m             \u001b[0mformat_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmd_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minclude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexclude\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    298\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mformat_dict\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    299\u001b[0m                 \u001b[0;31m# nothing to display (e.g. _ipython_display_ took over)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36mformat\u001b[0;34m(self, obj, include, exclude)\u001b[0m\n\u001b[1;32m    178\u001b[0m             \u001b[0mmd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    179\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 180\u001b[0;31m                 \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mformatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    181\u001b[0m             \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    182\u001b[0m                 \u001b[0;31m# FIXME: log the exception\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<decorator-gen-9>\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36mcatch_format_error\u001b[0;34m(method, self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    222\u001b[0m     \u001b[0;34m\"\"\"show traceback on failed format call\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    223\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 224\u001b[0;31m         \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    225\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    226\u001b[0m         \u001b[0;31m# don't warn on NotImplementedErrors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m    339\u001b[0m                 \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    340\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 341\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mprinter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    342\u001b[0m             \u001b[0;31m# Finally look for special method names\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    343\u001b[0m             \u001b[0mmethod\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_real_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_method\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(fig)\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    237\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;34m'png'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 238\u001b[0;31m         \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'png'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    239\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;34m'retina'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m'png2x'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    240\u001b[0m         \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mretina_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(fig, fmt, bbox_inches, **kwargs)\u001b[0m\n\u001b[1;32m    120\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    121\u001b[0m     \u001b[0mbytes_io\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBytesIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 122\u001b[0;31m     \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbytes_io\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    123\u001b[0m     \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbytes_io\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetvalue\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    124\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mfmt\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'svg'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, **kwargs)\u001b[0m\n\u001b[1;32m   2210\u001b[0m                     \u001b[0morientation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morientation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2211\u001b[0m                     \u001b[0mdryrun\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2212\u001b[0;31m                     **kwargs)\n\u001b[0m\u001b[1;32m   2213\u001b[0m                 \u001b[0mrenderer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cachedRenderer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2214\u001b[0m                 \u001b[0mbbox_inches\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_tightbbox\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[0;34m(self, filename_or_obj, *args, **kwargs)\u001b[0m\n\u001b[1;32m    511\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    512\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mprint_png\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilename_or_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 513\u001b[0;31m         \u001b[0mFigureCanvasAgg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    514\u001b[0m         \u001b[0mrenderer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_renderer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    515\u001b[0m         \u001b[0moriginal_dpi\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdpi\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    431\u001b[0m             \u001b[0;31m# if toolbar:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    432\u001b[0m             \u001b[0;31m#     toolbar.set_cursor(cursors.WAIT)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 433\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    434\u001b[0m             \u001b[0;31m# A GUI class may be need to update a window using this draw, so\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    435\u001b[0m             \u001b[0;31m# don't forget to call the superclass.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/artist.py\u001b[0m in \u001b[0;36mdraw_wrapper\u001b[0;34m(artist, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m     53\u001b[0m                 \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     54\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0martist\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     56\u001b[0m         \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     57\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0martist\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_agg_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/figure.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m   1473\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1474\u001b[0m             mimage._draw_list_compositing_images(\n\u001b[0;32m-> 1475\u001b[0;31m                 renderer, self, artists, self.suppressComposite)\n\u001b[0m\u001b[1;32m   1476\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1477\u001b[0m             \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose_group\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'figure'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/image.py\u001b[0m in \u001b[0;36m_draw_list_compositing_images\u001b[0;34m(renderer, parent, artists, suppress_composite)\u001b[0m\n\u001b[1;32m    139\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mnot_composite\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhas_images\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    140\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0ma\u001b[0m \u001b[0;32min\u001b[0m \u001b[0martists\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 141\u001b[0;31m             \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    142\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    143\u001b[0m         \u001b[0;31m# Composite any adjacent images together\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/artist.py\u001b[0m in \u001b[0;36mdraw_wrapper\u001b[0;34m(artist, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m     53\u001b[0m                 \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     54\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0martist\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     56\u001b[0m         \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     57\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0martist\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_agg_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/axes/_base.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self, renderer, inframe)\u001b[0m\n\u001b[1;32m   2605\u001b[0m             \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstop_rasterizing\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2606\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2607\u001b[0;31m         \u001b[0mmimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_draw_list_compositing_images\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0martists\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2608\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2609\u001b[0m         \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose_group\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'axes'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/image.py\u001b[0m in \u001b[0;36m_draw_list_compositing_images\u001b[0;34m(renderer, parent, artists, suppress_composite)\u001b[0m\n\u001b[1;32m    139\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mnot_composite\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhas_images\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    140\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0ma\u001b[0m \u001b[0;32min\u001b[0m \u001b[0martists\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 141\u001b[0;31m             \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    142\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    143\u001b[0m         \u001b[0;31m# Composite any adjacent images together\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/artist.py\u001b[0m in \u001b[0;36mdraw_wrapper\u001b[0;34m(artist, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m     53\u001b[0m                 \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     54\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0martist\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     56\u001b[0m         \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     57\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0martist\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_agg_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/image.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m    591\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    592\u001b[0m             im, l, b, trans = self.make_image(\n\u001b[0;32m--> 593\u001b[0;31m                 renderer, renderer.get_image_magnification())\n\u001b[0m\u001b[1;32m    594\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mim\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    595\u001b[0m                 \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw_image\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ml\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/image.py\u001b[0m in \u001b[0;36mmake_image\u001b[0;34m(self, renderer, magnification, unsampled)\u001b[0m\n\u001b[1;32m    839\u001b[0m         return self._make_image(\n\u001b[1;32m    840\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_A\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbbox\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtransformed_bbox\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbbox\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmagnification\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 841\u001b[0;31m             unsampled=unsampled)\n\u001b[0m\u001b[1;32m    842\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    843\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_check_unsampled_image\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/image.py\u001b[0m in \u001b[0;36m_make_image\u001b[0;34m(self, A, in_bbox, out_bbox, clip_bbox, magnification, unsampled, round_to_pixel_border)\u001b[0m\n\u001b[1;32m    307\u001b[0m                                \"this method is called.\")\n\u001b[1;32m    308\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 309\u001b[0;31m         \u001b[0mclipped_bbox\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBbox\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mintersection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mout_bbox\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclip_bbox\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    310\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    311\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mclipped_bbox\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/transforms.py\u001b[0m in \u001b[0;36mintersection\u001b[0;34m(bbox1, bbox2)\u001b[0m\n\u001b[1;32m    757\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mthey\u001b[0m \u001b[0mdo\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mintersect\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    758\u001b[0m         \"\"\"\n\u001b[0;32m--> 759\u001b[0;31m         \u001b[0mx0\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmaximum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbbox1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbbox2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxmin\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    760\u001b[0m         \u001b[0mx1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mminimum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbbox1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxmax\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbbox2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxmax\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    761\u001b[0m         \u001b[0my0\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmaximum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbbox1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mymin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbbox2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mymin\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/transforms.py\u001b[0m in \u001b[0;36mxmin\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    353\u001b[0m         \u001b[0;34m:\u001b[0m\u001b[0mattr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0mxmin\u001b[0m\u001b[0;31m`\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mleft\u001b[0m \u001b[0medge\u001b[0m \u001b[0mof\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mbounding\u001b[0m \u001b[0mbox\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    354\u001b[0m         \"\"\"\n\u001b[0;32m--> 355\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_points\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    356\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    357\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.virtualenvs/worldmodels/lib/python3.6/site-packages/matplotlib/transforms.py\u001b[0m in \u001b[0;36mget_points\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1077\u001b[0m             \u001b[0;31m# same.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1078\u001b[0m             points = self._transform.transform(\n\u001b[0;32m-> 1079\u001b[0;31m                 [[p[0, 0], p[0, 1]],\n\u001b[0m\u001b[1;32m   1080\u001b[0m                  \u001b[0;34m[\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1081\u001b[0m                  \u001b[0;34m[\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### output from one episode\n",
    "\n",
    "for idx in range(0,300):\n",
    "    plt.gca().cla() \n",
    "    \n",
    "    obs = obs_data[idx]\n",
    "    z_decoded = vae.full_model.predict(np.array([obs]))[0]\n",
    "    \n",
    "    plt.subplot(121)\n",
    "    plt.imshow( obs)\n",
    "    plt.subplot(122)\n",
    "    plt.imshow( z_decoded)\n",
    "    \n",
    "#     plt.show()\n",
    "    display.clear_output(wait=True)\n",
    "    display.display(plt.gcf()) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### output from the full_model\n",
    "DIR_NAME = './data/rollout/'\n",
    "file = os.listdir(DIR_NAME)[179]\n",
    "obs_data = np.load(DIR_NAME + file)['obs']\n",
    "\n",
    "obs = obs_data[50]\n",
    "reconstruction = vae.full_model.predict(np.array([obs]))[0]\n",
    "\n",
    "ax1 = plt.subplot(121)\n",
    "plt.imshow( obs)\n",
    "ax1.axis('off')\n",
    "ax1.text(0.5,-0.1, \"INPUT\", size=12, ha=\"center\", \n",
    "         transform=ax1.transAxes)\n",
    "\n",
    "ax2 = plt.subplot(122)\n",
    "plt.imshow( reconstruction)\n",
    "ax2.axis('off')\n",
    "ax2.text(0.5,-0.1, \"OUTPUT\", size=12, ha=\"center\", \n",
    "         transform=ax2.transAxes);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mu = [ 0.461   0.2408  0.9884  0.0459  0.9623  1.0147  0.6555 -0.586  -0.4304\n",
      " -0.0892 -1.5475  0.0319  0.426   0.1936  0.0838 -0.9127 -0.0823 -0.0321\n",
      "  0.0829 -0.2372 -0.1084 -0.0069  0.011  -0.0201 -1.735  -0.8933  0.0082\n",
      "  0.5342  0.1982  0.056  -0.0389  0.0389]\n",
      "log_var = [-1.8887 -0.1232 -2.1576  0.0093 -5.2961 -2.2058 -3.0662 -3.1458  0.0018\n",
      " -0.0412 -3.1433  0.0278 -0.0169  0.0186 -0.0313 -0.8884 -0.0468 -0.0565\n",
      "  0.0075  0.0149 -0.0285 -0.0013 -0.006  -0.0468 -3.2442 -3.9082  0.0348\n",
      " -2.0272 -0.0264 -0.0202 -0.0585 -0.0103]\n",
      "z = [ 0.4681  0.3364  0.969  -0.3118  1.0631  1.1805  1.1039 -0.6603 -1.5317\n",
      " -0.0679 -1.4819 -0.537   1.2687 -1.2981 -0.0219 -0.7657  0.5345 -1.3642\n",
      " -0.1958 -1.2382  1.6123 -1.9301  0.1032 -0.1125 -1.8621 -1.2199  0.3788\n",
      "  0.6171  0.6412 -0.6444 -0.0741 -1.4384]\n"
     ]
    }
   ],
   "source": [
    "encoded_mu_log_var = vae.encoder_mu_log_var.predict(np.array([obs]))\n",
    "mu = encoded_mu_log_var[0][0]\n",
    "log_var = encoded_mu_log_var[1][0]\n",
    "print(\"mu = \" + str(mu))\n",
    "print(\"log_var = \" + str(log_var))\n",
    "\n",
    "encoded_z = vae.encoder.predict(np.array([obs]))[0]\n",
    "print(\"z = \" + str(encoded_z))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "informative dimensions:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  4,  5,  6,  7, 10, 15, 24, 25, 27])"
      ]
     },
     "execution_count": 133,
     "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.plot(mu);\n",
    "plt.plot(log_var);\n",
    "print('informative dimensions:')\n",
    "hot_zs = np.where(abs(log_var) > 0.1)[0]\n",
    "hot_zs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(mu);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2304x2304 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file1 = os.listdir(DIR_NAME)[200]\n",
    "obs_data1 = np.load(DIR_NAME + file)['obs']\n",
    "file2 = os.listdir(DIR_NAME)[260]\n",
    "obs_data2 = np.load(DIR_NAME + file)['obs']\n",
    "\n",
    "top_left = vae.encoder.predict(np.array([obs_data1[20]]))[0]\n",
    "top_right = vae.encoder.predict(np.array([obs_data1[60]]))[0]\n",
    "bottom_left = vae.encoder.predict(np.array([obs_data2[80]]))[0]\n",
    "sample_z = vae.encoder.predict(np.array([obs_data[60]]))[0]\n",
    "\n",
    "fig, axes = plt.subplots(nrows=5, ncols=5, figsize=(32,32), sharex=True, sharey=True)\n",
    "plt.subplots_adjust(hspace = 0.4)\n",
    "\n",
    "for x in range(5):\n",
    "    for y in range(5):\n",
    "        \n",
    "        z = sample_z.copy()\n",
    "\n",
    "#         z = top_left + (top_right - top_left) * x/8 + (bottom_left - top_left) * y/8\n",
    "        z[4] = (x-2)\n",
    "        z[7] = (y-2)\n",
    "        \n",
    "        decoded_obs = vae.decoder.predict(np.array([z]))[0]\n",
    "        \n",
    "        axes[x,y].set_axis_off()\n",
    "        \n",
    "        axes[x,y].imshow(decoded_obs)\n",
    "        \n",
    "        axes[x,y].text(0.5,-0.1, 'z[4] ' + str(np.round(z[4],2)), size=20, ha=\"center\", \n",
    "                       transform=axes[x,y].transAxes)\n",
    "        \n",
    "        axes[x,y].text(0.5,-0.2, 'z[7] = ' + str(np.round(z[7],2)), size=20, ha=\"center\", \n",
    "                       transform=axes[x,y].transAxes)\n",
    "    \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "55956cdfc43d426f9b5c8e289fc37c11",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.6830157041549683, description='z0', max=3.0, min=-3.0), FloatSlider(…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.play_with_z>"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "def play_with_z(z0 = sample_z[0]\n",
    "                ,z2 = sample_z[2]\n",
    "                ,z4 = sample_z[4]\n",
    "                ,z5 = sample_z[5]\n",
    "                ,z6 = sample_z[6]\n",
    "                ,z7 = sample_z[7]\n",
    "                ,z10 = sample_z[10]\n",
    "                ,z15 = sample_z[15]\n",
    "                ,z24= sample_z[24]\n",
    "                ,z25= sample_z[25]\n",
    "                ,z27= sample_z[27]\n",
    "                ):\n",
    "    z = sample_z.copy()\n",
    "    z[0] = z0\n",
    "    z[2] = z2\n",
    "    z[4] = z4\n",
    "    z[5] = z5\n",
    "    z[6] = z6\n",
    "    z[7] = z7\n",
    "    z[10] = z10\n",
    "    z[15] = z15\n",
    "    z[24] = z24\n",
    "    z[25] = z25\n",
    "    z[27] = z27\n",
    "    \n",
    "    decoded_obs = vae.decoder.predict(np.array([z]))[0]\n",
    "    plt.gca().cla() \n",
    "    plt.imshow( decoded_obs)\n",
    "\n",
    "interact(play_with_z\n",
    "        , z0=(-3.0,3.0,0.1)\n",
    "        , z2=(-3.0,3.0,0.1)\n",
    "        , z4=(-3.0,3.0,0.1)\n",
    "        , z5=(-3.0,3.0,0.1)\n",
    "        , z6=(-3.0,3.0,0.1)\n",
    "        , z7=(-3.0,3.0,0.1)\n",
    "        , z10=(-3.0,3.0,0.1)\n",
    "        , z15=(-3.0,3.0,0.1)\n",
    "        , z24=(-3.0,3.0,0.1)\n",
    "        , z25=(-3.0,3.0,0.1)\n",
    "        , z27=(-3.0,3.0,0.1)\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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